diff --git a/README.md b/README.md
index 8d437bc..8fccfd1 100644
--- a/README.md
+++ b/README.md
@@ -1,244 +1,534 @@
-# doc-forge
+# docforge
 
-A renderer-agnostic Python documentation compiler that converts Python source code and docstrings into a structured, semantic documentation model and emits multiple downstream representations.
+Renderer-agnostic Python documentation compiler that converts Python docstrings
+into structured documentation for both humans (MkDocs) and machines (MCP / AI agents).
 
-## Features
-
-- **Single Source of Truth**: Python source code and docstrings are the only authoritative input
-- **Renderer Agnosticism**: MkDocs, Sphinx, MCP, or future renderers don't influence the core model
-- **Deterministic Output**: Given the same codebase, outputs are reproducible
-- **AI-Native Documentation**: Structured, queryable, and machine-consumable
-- **Library-First Design**: All functionality accessible as a Python API
-
-## Installation
-
-```bash
-pip install doc-forge
-```
-
-### Optional Dependencies
-
-```bash
-# For MkDocs rendering
-pip install doc-forge[mkdocs]
-
-# For Sphinx rendering  
-pip install doc-forge[sphinx]
-
-# For MCP support
-pip install doc-forge[mcp]
-
-# For development
-pip install doc-forge[dev]
-```
-
-## Quick Start
-
-### Command Line Interface
-
-```bash
-# Generate MkDocs documentation
-doc-forge generate --renderer mkdocs mypackage
-
-# Build final HTML documentation
-doc-forge build --renderer mkdocs mypackage
-
-# Serve documentation locally
-doc-forge serve --renderer mkdocs mypackage
-
-# Export to MCP format
-doc-forge export mypackage
-
-# Start live MCP server
-doc-forge server mypackage
-```
-
-### Python API
-
-```python
-from docforge.loaders import GriffeLoader
-from docforge.renderers import MkDocsRenderer
-from pathlib import Path
-
-# Load your project
-loader = GriffeLoader()
-project = loader.load_project(["mypackage", "mypackage.utils"])
-
-# Generate MkDocs sources
-renderer = MkDocsRenderer()
-renderer.generate_sources(project, Path("docs"))
-
-# Build final documentation
-from docforge.renderers.base import RendererConfig
-
-config = RendererConfig(Path("docs"), project)
-renderer.build(config)
-```
-
-## Architecture
-
-doc-forge follows this high-level architecture:
-
-```
-Python Source Code
-        ↓
-Introspection Layer (Griffe)
-        ↓
-Documentation Model (doc-forge core)
-        ↓
-Renderer / Exporter Layer
-   ├── MkDocs
-   ├── Sphinx
-   ├── MCP (static JSON)
-   └── MCP Server (live)
-```
-
-## Core Components
-
-### Documentation Model
-
-- **Project**: Root container for all documentation
-- **Module**: Represents Python modules
-- **DocObject**: Base class for classes, functions, variables, etc.
-- **Navigation**: Hierarchical structure for browsing
-
-### Renderers
-
-- **MkDocs Renderer**: Generates Markdown with mkdocstrings directives
-- **Sphinx Renderer**: Generates reStructuredText with autodoc directives
-
-### Exporters
-
-- **MCP Exporter**: Creates static JSON bundles for machine consumption
-- **MCP Server**: Live server for real-time documentation access
-
-## CLI Commands
-
-### `generate`
-Generate renderer-specific source files without building final artifacts.
-
-```bash
-doc-forge generate --renderer mkdocs --out-dir docs mypackage
-```
-
-### `build`
-Build final documentation artifacts (HTML, etc.).
-
-```bash
-doc-forge build --renderer sphinx mypackage
-```
-
-### `serve`
-Start a local development server.
-
-```bash
-doc-forge serve --renderer mkdocs --port 9000 mypackage
-```
-
-### `export`
-Export to MCP format for machine consumption.
-
-```bash
-doc-forge export --out-dir mcp mypackage
-```
-
-### `server`
-Start live MCP server for real-time access.
-
-```bash
-doc-forge server --host 0.0.0.0 --port 8080 mypackage
-```
-
-## Configuration
-
-doc-forge is designed to work with minimal configuration. Most settings are derived automatically from your Python code structure.
-
-### MkDocs Configuration
-
-The MkDocs renderer automatically generates `mkdocs.yml` with sensible defaults:
-
-```yaml
-site_name: Your Project
-plugins:
-  - mkdocstrings
-theme:
-  name: material
-```
-
-### Sphinx Configuration
-
-The Sphinx renderer automatically generates `conf.py` with standard extensions:
-
-```python
-extensions = [
-    'sphinx.ext.autodoc',
-    'sphinx.ext.viewcode', 
-    'sphinx.ext.napoleon',
-]
-```
-
-## MCP Integration
-
-doc-forge provides two ways to integrate with MCP (Model Context Protocol):
-
-### Static Export
-```bash
-doc-forge export mypackage
-```
-Creates a static JSON bundle in `mcp/` directory that can be loaded by MCP clients.
-
-### Live Server
-```bash
-doc-forge server mypackage
-```
-Starts a live MCP server providing real-time access to documentation resources:
-
-- `docs://index` - Project metadata
-- `docs://nav` - Navigation structure
-- `docs://module/{module}` - Individual module data
-
-## Development
-
-### Setup
-
-```bash
-git clone https://github.com/doc-forge/doc-forge
-cd doc-forge
-pip install -e ".[dev]"
-```
-
-### Running Tests
-
-```bash
-pytest
-```
-
-### Code Quality
-
-```bash
-black docforge/
-ruff check docforge/
-mypy docforge/
-```
-
-## License
-
-MIT License - see LICENSE file for details.
-
-## Contributing
-
-Contributions are welcome! Please see CONTRIBUTING.md for guidelines.
-
-## Philosophy
-
-doc-forge is built on these core principles:
-
-1. **Single Source of Truth**: Python source code and docstrings are the only authoritative input
-2. **Renderer Agnosticism**: The core model contains no renderer-specific logic
-3. **Deterministic Output**: Same input always produces same output
-4. **AI-Native Documentation**: Documentation must be structured, queryable, and machine-consumable
-5. **Library-First**: All functionality must be accessible as a Python API
+`doc-forge` statically analyzes source code, builds a semantic model of modules,
+classes, functions, and attributes, and renders that model into documentation
+outputs without executing user code.
 
 ---
 
-*doc-forge turns Python code into structured knowledge and emits it through multiple human and machine interfaces.*
\ No newline at end of file
+## Installation
+
+Install using pip:
+
+    pip install doc-forge
+
+---
+
+## Quick start
+
+Generate a MkDocs site from a Python package:
+
+    doc-forge build --mkdocs --module my_package
+
+Generate MCP JSON documentation:
+
+    doc-forge build --mcp --module my_package
+
+Serve documentation locally:
+
+    doc-forge serve --mkdocs --module my_package
+
+---
+
+## Core concepts
+
+**Loader**
+
+Extracts symbols, signatures, and docstrings using static analysis.
+
+**Semantic model**
+
+Structured, renderer-agnostic representation of the API.
+
+**Renderer**
+
+Converts the semantic model into output formats such as MkDocs or MCP JSON.
+
+**Symbol**
+
+Any documentable object:
+
+    - module
+    - class
+    - function
+    - method
+    - property
+    - attribute
+
+---
+
+## Architecture
+
+`doc-forge` follows a compiler architecture:
+
+Front-end:
+
+    Static analysis of modules, classes, functions, type hints, and docstrings.
+
+Middle-end:
+
+    Builds a semantic model describing symbols and relationships.
+
+Back-end:
+
+    Renders documentation using interchangeable renderers.
+
+This architecture ensures deterministic documentation generation.
+
+---
+
+## Rendering pipeline
+
+Typical flow:
+
+    Python package
+        ↓
+    Loader (static analysis)
+        ↓
+    Semantic model
+        ↓
+    Renderer
+        ↓
+    MkDocs site or MCP JSON
+
+---
+
+## CLI usage
+
+Build MkDocs documentation:
+
+    doc-forge build --mkdocs --module my_package
+
+Build MCP documentation:
+
+    doc-forge build --mcp --module my_package
+
+Serve MkDocs locally:
+
+    doc-forge serve --module my_package
+
+---
+
+## Public API
+
+Loaders:
+
+    GriffeLoader
+    discover_module_paths
+
+Renderers:
+
+    MkDocsRenderer
+    MCPRenderer
+
+CLI:
+
+    main
+
+Models:
+
+    models
+
+---
+
+# Google-Styled Doc-Forge Convention (GSDFC)
+
+GSDFC defines how docstrings must be written so they render correctly in MkDocs and remain machine-parsable by doc-forge and AI tooling.
+
+- Docstrings are the single source of truth.
+- doc-forge compiles docstrings but does not generate documentation content.
+- Documentation follows the Python import hierarchy.
+- Every public symbol should have a complete and accurate docstring.
+
+---
+
+## General rules
+
+- Use **Markdown headings** at package and module level.
+- Use **Google-style structured sections** at class, function, and method level.
+- Indent section contents using four spaces.
+- Use type hints in signatures instead of duplicating types in prose.
+- Write summaries in imperative form.
+- Sections are separated by ```---```
+
+---
+
+## Package docstrings
+
+- Package docstrings act as the documentation home page.
+
+Recommended sections:
+
+    ## Summary
+    ## Installation
+    ## Quick start
+    ## Core concepts
+    ## Architecture
+    ## Rendering pipeline
+    ## CLI usage
+    ## Public API
+    ## Examples
+    ## Notes
+
+Example:
+    Package Doc String:
+
+        '''
+        Foo-bar processing framework.
+
+        Provides tools for defining Foo objects and executing Bar pipelines.
+
+        ---
+
+        # Installation
+
+            pip install foo-bar
+
+        ---
+
+        # Quick start
+
+            from foobar import Foo, BarEngine
+
+            foo = Foo("example")
+            engine = BarEngine([foo])
+
+            result = engine.run()
+
+        ---
+
+        # Public API
+
+            Foo
+            Bar
+            BarEngine
+
+        ---
+        '''
+
+---
+
+## Module docstrings
+
+- Module docstrings describe a subsystem.
+
+Recommended sections:
+
+    ## Summary
+    ## Examples
+    ## Notes
+    ## Public API
+
+Example:
+    Module Doc String:
+
+        '''
+        Foo execution subsystem.
+
+        Provides utilities for executing Foo objects through Bar stages.
+
+        ---
+
+        Example:
+
+            from foobar.engine import BarEngine
+            from foobar.foo import Foo
+
+            foo = Foo("example")
+
+            engine = BarEngine([foo])
+            engine.run()
+
+        ---
+        '''
+
+---
+
+## Class docstrings
+
+- Class docstrings define object responsibility, lifecycle, and attributes.
+
+Recommended sections:
+
+    Attributes:
+    Notes:
+    Example:
+    Raises:
+
+Example:
+    Simple Foo:
+
+        class Foo:
+            '''
+            Represents a unit of work.
+
+            Attributes:
+                name (str):
+                    Identifier of the foo instance.
+
+                value (int):
+                    Numeric value associated with foo.
+
+            Notes:
+                Guarantees:
+
+                    - instances are immutable after creation
+
+                Lifecycle:
+
+                    - create instance
+                    - pass to processing engine
+
+            Example:
+                Create and inspect a Foo:
+
+                    foo = Foo("example", value=42)
+                    print(foo.name)
+            '''
+
+    Complex Bar:
+
+        class BarEngine:
+            '''
+            Executes Foo objects through Bar stages.
+
+            Attributes:
+                foos (tuple[Foo, ...]):
+                    Foo instances managed by the engine.
+
+            Notes:
+                Guarantees:
+
+                    - deterministic execution order
+
+            Example:
+                Run engine:
+
+                    foo1 = Foo("a")
+                    foo2 = Foo("b")
+
+                    engine = BarEngine([foo1, foo2])
+                    engine.run()
+            '''
+
+---
+
+## Function and method docstrings
+
+- Function docstrings define API contracts.
+
+Recommended sections:
+
+    Args:
+    Returns:
+    Raises:
+    Yields:
+    Notes:
+    Example:
+
+Example:
+    Simple process method:
+
+        def process(foo: Foo, multiplier: int) -> int:
+            '''
+            Process a Foo instance.
+
+            Args:
+                foo (Foo):
+                    Foo instance to process.
+
+                multiplier (int):
+                    Value used to scale foo.
+
+            Returns:
+                int:
+                    Processed result.
+
+            Raises:
+                ValueError:
+                    If multiplier is negative.
+
+            Notes:
+                Guarantees:
+
+                    - foo is not modified
+
+            Example:
+                Process foo:
+
+                    foo = Foo("example", value=10)
+
+                    result = process(foo, multiplier=2)
+                    print(result)
+            '''
+
+    Multiple Examples:
+
+        def combine(foo_a: Foo, foo_b: Foo) -> Foo:
+            '''
+            Combine two Foo instances.
+
+            Args:
+                foo_a (Foo):
+                    First foo.
+
+                foo_b (Foo):
+                    Second foo.
+
+            Returns:
+                Foo:
+                    Combined foo.
+
+            Example:
+                Basic usage:
+
+                    foo1 = Foo("a")
+                    foo2 = Foo("b")
+
+                    combined = combine(foo1, foo2)
+
+                Pipeline usage:
+
+                    engine = BarEngine([foo1, foo2])
+                    engine.run()
+            '''
+
+---
+
+## Property docstrings
+
+- Properties must document return values.
+
+Example:
+    Property Doc String:
+
+        @property
+        def foos(self) -> tuple[Foo, ...]:
+            '''
+            Return contained Foo instances.
+
+            Returns:
+                tuple[Foo, ...]:
+                    Stored foo objects.
+
+            Example:
+                container = FooContainer()
+
+                foos = container.foos
+            '''
+
+---
+
+## Attribute documentation
+
+- Document attributes in class docstrings using Attributes:.
+
+Example:
+    Attribute Doc String:
+
+        '''
+        Represents a processing stage.
+
+        Attributes:
+            id (str):
+                Unique identifier.
+
+            enabled (bool):
+                Whether the stage is active.
+        '''
+
+---
+
+## Notes subsection grouping
+
+- Group related information using labeled subsections.
+
+Example:
+    Notes Example:
+
+        Notes:
+            **Guarantees:**
+
+                - deterministic behavior
+
+            **Lifecycle:**
+
+                - created during initialization
+                - reused across executions
+
+            **Thread safety:**
+
+                - safe for concurrent reads
+
+---
+
+## Example formatting
+
+- Use indentation for examples.
+
+Example:
+    Single example:
+
+        Example:
+
+            foo = Foo("example")
+            process(foo, multiplier=2)
+
+    Multiple examples:
+
+        Example:
+            Create foo:
+
+                foo = Foo("example")
+
+            Run engine:
+
+                engine = BarEngine([foo])
+                engine.run()
+
+Avoid fenced code blocks inside structured sections.
+
+---
+
+## Separator rules
+
+Use horizontal separators only at docstring root level to separate sections:
+
+    ---
+
+Allowed locations:
+
+- package docstrings
+- module docstrings
+- major documentation sections
+
+Do not use separators inside code sections.
+
+---
+
+## Parsing guarantees
+
+GSDFC ensures doc-forge can deterministically extract:
+
+- symbol kind (module, class, function, property, attribute)
+- symbol name
+- parameters
+- return values
+- attributes
+- examples
+- structured Notes subsections
+
+This enables:
+
+- reliable MkDocs rendering
+- deterministic MCP export
+- accurate AI semantic interpretation
+
+---
+
+Notes:
+    - doc-forge never executes analyzed modules.
+    - Documentation is generated entirely through static analysis.
diff --git a/docforge/cli/__init__.py b/docforge/cli/__init__.py
index abce5d3..8cfe42c 100644
--- a/docforge/cli/__init__.py
+++ b/docforge/cli/__init__.py
@@ -11,6 +11,8 @@ generating renderer sources, building documentation sites, exporting
 machine-readable documentation bundles, and starting development or MCP
 servers.
 
+---
+
 Typical usage
 -------------
 
@@ -22,6 +24,8 @@ Programmatic invocation is also possible:
 
     from docforge.cli import main
     main()
+
+---
 """
 
 from .main import main
diff --git a/docforge/loaders/__init__.py b/docforge/loaders/__init__.py
index 511e51c..04f5a32 100644
--- a/docforge/loaders/__init__.py
+++ b/docforge/loaders/__init__.py
@@ -4,6 +4,8 @@ Loader layer for doc-forge.
 The ``docforge.loaders`` package is responsible for discovering Python modules
 and extracting documentation data using static analysis.
 
+---
+
 Overview
 --------
 
@@ -18,6 +20,8 @@ Core capabilities include:
   hierarchies using the ``griffe`` library without executing the code.
 - **Public API filtering** – Exclude private members (names prefixed with
   ``_``) to produce clean public documentation structures.
+
+---
 """
 
 from .griffe_loader import GriffeLoader, discover_module_paths
diff --git a/docforge/models/__init__.py b/docforge/models/__init__.py
index 8f6f1e6..8562acc 100644
--- a/docforge/models/__init__.py
+++ b/docforge/models/__init__.py
@@ -4,6 +4,8 @@ Model layer for doc-forge.
 The ``docforge.models`` package defines the core data structures used to
 represent Python source code as a structured documentation model.
 
+---
+
 Overview
 --------
 
@@ -23,6 +25,8 @@ Key components:
 These models are intentionally **renderer-agnostic**, allowing the same
 documentation structure to be transformed into multiple output formats
 (e.g., MkDocs, MCP, or other renderers).
+
+---
 """
 
 from .project import Project
diff --git a/docforge/nav/__init__.py b/docforge/nav/__init__.py
index 9a9b51c..f9fd853 100644
--- a/docforge/nav/__init__.py
+++ b/docforge/nav/__init__.py
@@ -5,6 +5,8 @@ The ``docforge.nav`` package manages the relationship between the logical
 documentation structure defined by the user and the physical documentation
 files generated on disk.
 
+---
+
 Workflow
 --------
 
@@ -17,6 +19,8 @@ Workflow
 This layer separates documentation organization from the underlying source
 code layout, enabling flexible grouping, ordering, and navigation structures
 independent of module hierarchy.
+
+---
 """
 
 from .spec import NavSpec, load_nav_spec
diff --git a/docforge/renderers/__init__.py b/docforge/renderers/__init__.py
index 0da89e5..85bdca2 100644
--- a/docforge/renderers/__init__.py
+++ b/docforge/renderers/__init__.py
@@ -4,6 +4,8 @@ Renderers layer for doc-forge.
 The ``docforge.renderers`` package transforms the internal documentation
 models into files formatted for specific documentation systems.
 
+---
+
 Overview
 --------
 
@@ -18,11 +20,15 @@ Current implementations:
 - **MCPRenderer** – Emits structured JSON resources designed for consumption
   by Model Context Protocol (MCP) clients.
 
+---
+
 Extending
 ---------
 
 New renderers can be added by implementing the ``DocRenderer`` protocol
 defined in ``docforge.renderers.base``.
+
+---
 """
 
 from .mkdocs_renderer import MkDocsRenderer
diff --git a/docforge/servers/__init__.py b/docforge/servers/__init__.py
index c4b4e5f..228a7e3 100644
--- a/docforge/servers/__init__.py
+++ b/docforge/servers/__init__.py
@@ -4,6 +4,8 @@ Server layer for doc-forge.
 This module exposes server implementations used to provide live access
 to generated documentation resources. Currently, it includes the MCP
 documentation server.
+
+---
 """
 
 from .mcp_server import MCPServer
diff --git a/docforge/templates/mkdocs.sample.yml b/docforge/templates/mkdocs.sample.yml
index 6ff70df..f650339 100644
--- a/docforge/templates/mkdocs.sample.yml
+++ b/docforge/templates/mkdocs.sample.yml
@@ -4,16 +4,30 @@ theme:
     - scheme: slate
       primary: deep purple
       accent: cyan
+
   font:
     text: Inter
     code: JetBrains Mono
+
   features:
-    - navigation.tabs
+    # Navigation
+    - navigation.sections
     - navigation.expand
     - navigation.top
     - navigation.instant
+    - navigation.tracking
+    - navigation.indexes
+
+    # Content
     - content.code.copy
     - content.code.annotate
+    - content.tabs.link
+    - content.action.edit
+
+    # Search UX
+    - search.highlight
+    - search.share
+    - search.suggest
 
 plugins:
   - search
@@ -31,8 +45,29 @@ plugins:
             annotations_path: brief
             show_root_heading: true
             group_by_category: true
+            show_category_heading: true
+            show_object_full_path: false
+            show_symbol_type_heading: true
 
 markdown_extensions:
+  - admonition
+  - pymdownx.details
+
   - pymdownx.superfences
+  - pymdownx.highlight:
+      anchor_linenums: true
+      line_spans: __span
+      pygments_lang_class: true
+
   - pymdownx.tabbed:
       alternate_style: true
+
+  - pymdownx.tasklist:
+      custom_checkbox: true
+
+  - tables
+  - footnotes
+
+  - pymdownx.caret
+  - pymdownx.tilde
+  - pymdownx.mark
diff --git a/mcp_docs/modules/docforge.cli.commands.json b/mcp_docs/modules/docforge.cli.commands.json
index d57c644..b15165b 100644
--- a/mcp_docs/modules/docforge.cli.commands.json
+++ b/mcp_docs/modules/docforge.cli.commands.json
@@ -37,21 +37,21 @@
         "kind": "class",
         "path": "docforge.cli.commands.GriffeLoader",
         "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.GriffeLoader')>",
-        "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+        "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
         "members": {
           "load_project": {
             "name": "load_project",
             "kind": "function",
             "path": "docforge.cli.commands.GriffeLoader.load_project",
             "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-            "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+            "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
           },
           "load_module": {
             "name": "load_module",
             "kind": "function",
             "path": "docforge.cli.commands.GriffeLoader.load_module",
             "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-            "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+            "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
           }
         }
       },
@@ -95,21 +95,21 @@
             "kind": "class",
             "path": "docforge.cli.commands.mkdocs_utils.GriffeLoader",
             "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.cli.mkdocs_utils.GriffeLoader')>",
-            "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+            "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
             "members": {
               "load_project": {
                 "name": "load_project",
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.GriffeLoader.load_project",
                 "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
               },
               "load_module": {
                 "name": "load_module",
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.GriffeLoader.load_module",
                 "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
               }
             }
           },
@@ -118,14 +118,14 @@
             "kind": "function",
             "path": "docforge.cli.commands.mkdocs_utils.discover_module_paths",
             "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.cli.mkdocs_utils.discover_module_paths')>",
-            "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+            "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
           },
           "MkDocsRenderer": {
             "name": "MkDocsRenderer",
             "kind": "class",
             "path": "docforge.cli.commands.mkdocs_utils.MkDocsRenderer",
             "signature": "<bound method Alias.signature of Alias('MkDocsRenderer', 'docforge.cli.mkdocs_utils.MkDocsRenderer')>",
-            "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+            "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
             "members": {
               "name": {
                 "name": "name",
@@ -139,14 +139,14 @@
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.MkDocsRenderer.generate_sources",
                 "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources')>",
-                "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+                "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
               },
               "generate_readme": {
                 "name": "generate_readme",
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.MkDocsRenderer.generate_readme",
                 "signature": "<bound method Alias.signature of Alias('generate_readme', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme')>",
-                "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+                "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
               }
             }
           },
@@ -155,28 +155,28 @@
             "kind": "function",
             "path": "docforge.cli.commands.mkdocs_utils.load_nav_spec",
             "signature": "<bound method Alias.signature of Alias('load_nav_spec', 'docforge.cli.mkdocs_utils.load_nav_spec')>",
-            "docstring": "Utility function to load a NavSpec from a file.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A loaded NavSpec instance."
+            "docstring": "Load a navigation specification file.\n\nThis helper function reads a YAML navigation file and constructs a\ncorresponding ``NavSpec`` instance.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed specification.\n\nRaises:\n    FileNotFoundError: If the specification file does not exist.\n    ValueError: If the YAML structure is invalid."
           },
           "resolve_nav": {
             "name": "resolve_nav",
             "kind": "function",
             "path": "docforge.cli.commands.mkdocs_utils.resolve_nav",
             "signature": "<bound method Alias.signature of Alias('resolve_nav', 'docforge.cli.mkdocs_utils.resolve_nav')>",
-            "docstring": "Create a ResolvedNav by processing a NavSpec against the filesystem.\nThis expands globs and validates the existence of referenced files.\n\nArgs:\n    spec: The navigation specification to resolve.\n    docs_root: The root directory for documentation files.\n\nReturns:\n    A ResolvedNav instance.\n\nRaises:\n    FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist."
+            "docstring": "Resolve a navigation specification against the filesystem.\n\nThe function expands glob patterns defined in a ``NavSpec`` and verifies\nthat referenced documentation files exist within the documentation root.\n\nArgs:\n    spec: Navigation specification describing documentation layout.\n    docs_root: Root directory containing documentation Markdown files.\n\nReturns:\n    A ``ResolvedNav`` instance containing validated navigation paths.\n\nRaises:\n    FileNotFoundError: If the documentation root does not exist or a\n        navigation pattern does not match any files."
           },
           "MkDocsNavEmitter": {
             "name": "MkDocsNavEmitter",
             "kind": "class",
             "path": "docforge.cli.commands.mkdocs_utils.MkDocsNavEmitter",
             "signature": "<bound method Alias.signature of Alias('MkDocsNavEmitter', 'docforge.cli.mkdocs_utils.MkDocsNavEmitter')>",
-            "docstring": "Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible\nnavigation structure.",
+            "docstring": "Emit MkDocs navigation structures from resolved navigation data.\n\nThe emitter transforms a ``ResolvedNav`` object into the YAML-compatible\nlist structure expected by the MkDocs ``nav`` configuration field.",
             "members": {
               "emit": {
                 "name": "emit",
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.MkDocsNavEmitter.emit",
                 "signature": "<bound method Alias.signature of Alias('emit', 'docforge.nav.mkdocs.MkDocsNavEmitter.emit')>",
-                "docstring": "Generate a list of navigation entries for mkdocs.yml.\n\nArgs:\n    nav: The resolved navigation data.\n\nReturns:\n    A list of dictionary mappings representing the MkDocs navigation."
+                "docstring": "Generate a navigation structure for ``mkdocs.yml``.\n\nArgs:\n    nav: Resolved navigation data describing documentation groups\n        and their associated Markdown files.\n\nReturns:\n    A list of dictionaries representing the MkDocs navigation layout.\n    Each dictionary maps a navigation label to a page or a list of\n    pages."
               }
             }
           },
@@ -185,28 +185,28 @@
             "kind": "function",
             "path": "docforge.cli.commands.mkdocs_utils.generate_sources",
             "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.cli.mkdocs_utils.generate_sources')>",
-            "docstring": "Generate Markdown source files for the specified module.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    docs_dir: Directory where the generated Markdown files will be written.\n    module_is_source: Module is the source folder and to be treated as the root folder."
+            "docstring": "Generate MkDocs Markdown sources for a Python module.\n\nThis function introspects the specified module, builds the internal\ndocumentation model, and renders Markdown documentation files for\nuse with MkDocs.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    docs_dir: Directory where the generated Markdown files will be written.\n    project_name: Optional override for the project name used in\n        documentation metadata.\n    module_is_source: If True, treat the specified module directory as\n        the project root rather than a nested module."
           },
           "generate_config": {
             "name": "generate_config",
             "kind": "function",
             "path": "docforge.cli.commands.mkdocs_utils.generate_config",
             "signature": "<bound method Alias.signature of Alias('generate_config', 'docforge.cli.mkdocs_utils.generate_config')>",
-            "docstring": "Generate an mkdocs.yml configuration file.\n\nArgs:\n    docs_dir: Path to the directory containing documentation Markdown files.\n    nav_file: Path to the docforge.nav.yml specification.\n    template: Optional path to an mkdocs.yml template (overrides built-in).\n    out: Path where the final mkdocs.yml will be written.\n    site_name: The display name for the documentation site."
+            "docstring": "Generate an ``mkdocs.yml`` configuration file.\n\nThe configuration is created by combining a template configuration\nwith a navigation structure derived from the docforge navigation\nspecification.\n\nArgs:\n    docs_dir: Directory containing generated documentation Markdown files.\n    nav_file: Path to the ``docforge.nav.yml`` navigation specification.\n    template: Optional path to a custom MkDocs configuration template.\n        If not provided, a built-in template will be used.\n    out: Destination path where the generated ``mkdocs.yml`` file\n        will be written.\n    site_name: Display name for the generated documentation site.\n\nRaises:\n    click.FileError: If the navigation specification or template\n        file cannot be found."
           },
           "build": {
             "name": "build",
             "kind": "function",
             "path": "docforge.cli.commands.mkdocs_utils.build",
             "signature": "<bound method Alias.signature of Alias('build', 'docforge.cli.mkdocs_utils.build')>",
-            "docstring": "Build the documentation site using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+            "docstring": "Build the MkDocs documentation site.\n\nThis function loads the MkDocs configuration and runs the MkDocs\nbuild command to generate the final static documentation site.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
           },
           "serve": {
             "name": "serve",
             "kind": "function",
             "path": "docforge.cli.commands.mkdocs_utils.serve",
             "signature": "<bound method Alias.signature of Alias('serve', 'docforge.cli.mkdocs_utils.serve')>",
-            "docstring": "Serve the documentation site with live-reload using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+            "docstring": "Start an MkDocs development server with live reload.\n\nThe server watches documentation files and automatically reloads\nthe site when changes are detected.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
           }
         }
       },
@@ -236,21 +236,21 @@
             "kind": "class",
             "path": "docforge.cli.commands.mcp_utils.GriffeLoader",
             "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.cli.mcp_utils.GriffeLoader')>",
-            "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+            "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
             "members": {
               "load_project": {
                 "name": "load_project",
                 "kind": "function",
                 "path": "docforge.cli.commands.mcp_utils.GriffeLoader.load_project",
                 "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
               },
               "load_module": {
                 "name": "load_module",
                 "kind": "function",
                 "path": "docforge.cli.commands.mcp_utils.GriffeLoader.load_module",
                 "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
               }
             }
           },
@@ -259,14 +259,14 @@
             "kind": "function",
             "path": "docforge.cli.commands.mcp_utils.discover_module_paths",
             "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.cli.mcp_utils.discover_module_paths')>",
-            "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+            "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
           },
           "MCPRenderer": {
             "name": "MCPRenderer",
             "kind": "class",
             "path": "docforge.cli.commands.mcp_utils.MCPRenderer",
             "signature": "<bound method Alias.signature of Alias('MCPRenderer', 'docforge.cli.mcp_utils.MCPRenderer')>",
-            "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+            "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
             "members": {
               "name": {
                 "name": "name",
@@ -280,7 +280,7 @@
                 "kind": "function",
                 "path": "docforge.cli.commands.mcp_utils.MCPRenderer.generate_sources",
                 "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mcp_renderer.MCPRenderer.generate_sources')>",
-                "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+                "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
               }
             }
           },
@@ -289,7 +289,7 @@
             "kind": "class",
             "path": "docforge.cli.commands.mcp_utils.MCPServer",
             "signature": "<bound method Alias.signature of Alias('MCPServer', 'docforge.cli.mcp_utils.MCPServer')>",
-            "docstring": "MCP server for serving a pre-built MCP documentation bundle.",
+            "docstring": "MCP server for serving a pre-generated documentation bundle.\n\nThe server exposes documentation resources and diagnostic tools through\nMCP endpoints backed by JSON files generated by the MCP renderer.",
             "members": {
               "mcp_root": {
                 "name": "mcp_root",
@@ -310,7 +310,7 @@
                 "kind": "function",
                 "path": "docforge.cli.commands.mcp_utils.MCPServer.run",
                 "signature": "<bound method Alias.signature of Alias('run', 'docforge.servers.mcp_server.MCPServer.run')>",
-                "docstring": "Start the MCP server.\n\nArgs:\n    transport: MCP transport (default: streamable-http)"
+                "docstring": "Start the MCP server.\n\nArgs:\n    transport: Transport mechanism used by the MCP server. Supported\n        options include ``stdio``, ``sse``, and ``streamable-http``."
               }
             }
           },
@@ -319,14 +319,14 @@
             "kind": "function",
             "path": "docforge.cli.commands.mcp_utils.generate_resources",
             "signature": "<bound method Alias.signature of Alias('generate_resources', 'docforge.cli.mcp_utils.generate_resources')>",
-            "docstring": "Generate MCP-compatible documentation resources.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    out_dir: Directory where the MCP JSON resources and nav will be written."
+            "docstring": "Generate MCP documentation resources from a Python module.\n\nThe function performs project introspection, builds the internal\ndocumentation model, and renders MCP-compatible JSON resources\nto the specified output directory.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    project_name: Optional override for the project name used in\n        generated documentation metadata.\n    out_dir: Directory where MCP resources (index.json, nav.json,\n        and module data) will be written."
           },
           "serve": {
             "name": "serve",
             "kind": "function",
             "path": "docforge.cli.commands.mcp_utils.serve",
             "signature": "<bound method Alias.signature of Alias('serve', 'docforge.cli.mcp_utils.serve')>",
-            "docstring": "Serve MCP documentation from a pre-built bundle.\n\nArgs:\n    module: The dotted path of the primary module to serve.\n    mcp_root: Path to the directory containing index.json, nav.json, and modules/."
+            "docstring": "Start an MCP server for a pre-generated documentation bundle.\n\nThe server exposes documentation resources such as project metadata,\nnavigation structure, and module documentation through MCP endpoints.\n\nArgs:\n    module: Python module import path used to identify the served\n        documentation instance.\n    mcp_root: Path to the directory containing the MCP documentation\n        bundle (index.json, nav.json, and modules/).\n\nRaises:\n    click.ClickException: If the MCP documentation bundle is missing\n        required files or directories."
           }
         }
       },
@@ -341,22 +341,22 @@
         "name": "build",
         "kind": "function",
         "path": "docforge.cli.commands.build",
-        "signature": "<bound method Function.signature of Function('build', 18, 97)>",
-        "docstring": "Build documentation (MkDocs site or MCP resources).\n\nThis command orchestrates the full build process:\n1. Introspects the code (Griffe)\n2. Renders sources (MkDocs Markdown or MCP JSON)\n3. (MkDocs only) Generates config and runs the final site build.\n\nArgs:\n    mcp: Use the MCP documentation builder.\n    mkdocs: Use the MkDocs documentation builder.\n    module_is_source: Module is the source folder and to be treated as the root folder.\n    module: The dotted path of the module to the document.\n    project_name: Optional override for the project name.\n    site_name: (MkDocs) The site display name. Defaults to module name.\n    docs_dir: (MkDocs) Target directory for Markdown sources.\n    nav_file: (MkDocs) Path to the docforge.nav.yml specification.\n    template: (MkDocs) Optional custom mkdocs.yml template.\n    mkdocs_yml: (MkDocs) Target path for the generated mkdocs.yml.\n    out_dir: (MCP) Target directory for MCP JSON resources."
+        "signature": "<bound method Function.signature of Function('build', 20, 108)>",
+        "docstring": "Build documentation artifacts.\n\nThis command performs the full documentation build pipeline:\n\n1. Introspects the Python project using Griffe\n2. Generates renderer-specific documentation sources\n3. Optionally builds the final documentation output\n\nDepending on the selected options, the build can target:\n\n- MkDocs static documentation sites\n- MCP structured documentation resources\n\nArgs:\n    mcp: Enable MCP documentation generation.\n    mkdocs: Enable MkDocs documentation generation.\n    module_is_source: Treat the specified module directory as the\n        project root.\n    module: Python module import path to document.\n    project_name: Optional override for the project name.\n    site_name: Display name for the MkDocs site.\n    docs_dir: Directory where Markdown documentation sources\n        will be generated.\n    nav_file: Path to the navigation specification file.\n    template: Optional custom MkDocs configuration template.\n    mkdocs_yml: Output path for the generated MkDocs configuration.\n    out_dir: Output directory for generated MCP resources.\n\nRaises:\n    click.UsageError: If required options are missing or conflicting."
       },
       "serve": {
         "name": "serve",
         "kind": "function",
         "path": "docforge.cli.commands.serve",
-        "signature": "<bound method Function.signature of Function('serve', 100, 133)>",
-        "docstring": "Serve documentation (MkDocs or MCP).\n\nArgs:\n    mcp: Serve MCP resources via an MCP server.\n    mkdocs: Serve the MkDocs site using the built-in development server.\n    module: The dotted path of the module to serve.\n    mkdocs_yml: (MkDocs) Path to the mkdocs.yml configuration.\n    out_dir: (MCP) Path to the mcp_docs/ directory."
+        "signature": "<bound method Function.signature of Function('serve', 111, 152)>",
+        "docstring": "Serve generated documentation locally.\n\nDepending on the selected mode, this command starts either:\n\n- A MkDocs development server for browsing documentation\n- An MCP server exposing structured documentation resources\n\nArgs:\n    mcp: Serve documentation using the MCP server.\n    mkdocs: Serve the MkDocs development site.\n    module: Python module import path to serve via MCP.\n    mkdocs_yml: Path to the MkDocs configuration file.\n    out_dir: Root directory containing MCP documentation resources.\n\nRaises:\n    click.UsageError: If invalid or conflicting options are provided."
       },
       "tree": {
         "name": "tree",
         "kind": "function",
         "path": "docforge.cli.commands.tree",
-        "signature": "<bound method Function.signature of Function('tree', 136, 165)>",
-        "docstring": "Visualize the project structure in the terminal.\n\nArgs:\n    module: The module import path to recursively introspect.\n    project_name: Optional override for the project name shown at the root."
+        "signature": "<bound method Function.signature of Function('tree', 155, 188)>",
+        "docstring": "Display the documentation object tree for a module.\n\nThis command introspects the specified module and prints a\nhierarchical representation of the discovered documentation\nobjects, including modules, classes, functions, and members.\n\nArgs:\n    module: Python module import path to introspect.\n    project_name: Optional name to display as the project root."
       },
       "Group": {
         "name": "Group",
diff --git a/mcp_docs/modules/docforge.cli.json b/mcp_docs/modules/docforge.cli.json
index e3f6736..c7bb736 100644
--- a/mcp_docs/modules/docforge.cli.json
+++ b/mcp_docs/modules/docforge.cli.json
@@ -2,14 +2,14 @@
   "module": "docforge.cli",
   "content": {
     "path": "docforge.cli",
-    "docstring": "# CLI Layer\n\nThe `docforge.cli` package provides the command-line interface for interacting\nwith doc-forge.\n\n## Available Commands\n\n- **build**: Build documentation (MkDocs site or MCP resources).\n- **serve**: Serve documentation (MkDocs or MCP).\n- **tree**: Visualize the introspected project structure.",
+    "docstring": "Command line interface entry point for doc-forge.\n\nThis module exposes the primary CLI entry function used by the\n``doc-forge`` command. The actual command implementation resides in\n``docforge.cli.main``, while this module provides a stable import path\nfor external tools and the package entry point configuration.\n\nThe CLI is responsible for orchestrating documentation workflows such as\ngenerating renderer sources, building documentation sites, exporting\nmachine-readable documentation bundles, and starting development or MCP\nservers.\n\n---\n\nTypical usage\n-------------\n\nThe CLI is normally invoked through the installed command:\n\n    doc-forge <command> [options]\n\nProgrammatic invocation is also possible:\n\n    from docforge.cli import main\n    main()\n\n---",
     "objects": {
       "main": {
         "name": "main",
         "kind": "module",
         "path": "docforge.cli.main",
         "signature": null,
-        "docstring": "Main entry point for the doc-forge CLI. This module delegates all command\nexecution to docforge.cli.commands.",
+        "docstring": "Command-line entry point for the doc-forge CLI.\n\nThis module exposes the executable entry point that initializes the\nClick command group defined in ``docforge.cli.commands``.",
         "members": {
           "cli": {
             "name": "cli",
@@ -22,8 +22,8 @@
             "name": "main",
             "kind": "function",
             "path": "docforge.cli.main.main",
-            "signature": "<bound method Function.signature of Function('main', 7, 11)>",
-            "docstring": "CLI Entry point. Boots the click application."
+            "signature": "<bound method Function.signature of Function('main', 11, 19)>",
+            "docstring": "Run the doc-forge command-line interface.\n\nThis function initializes and executes the Click CLI application.\nIt is used as the console entry point when invoking ``doc-forge``\nfrom the command line."
           }
         }
       },
@@ -67,21 +67,21 @@
             "kind": "class",
             "path": "docforge.cli.commands.GriffeLoader",
             "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.GriffeLoader')>",
-            "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+            "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
             "members": {
               "load_project": {
                 "name": "load_project",
                 "kind": "function",
                 "path": "docforge.cli.commands.GriffeLoader.load_project",
                 "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
               },
               "load_module": {
                 "name": "load_module",
                 "kind": "function",
                 "path": "docforge.cli.commands.GriffeLoader.load_module",
                 "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
               }
             }
           },
@@ -125,21 +125,21 @@
                 "kind": "class",
                 "path": "docforge.cli.commands.mkdocs_utils.GriffeLoader",
                 "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.cli.mkdocs_utils.GriffeLoader')>",
-                "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+                "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
                 "members": {
                   "load_project": {
                     "name": "load_project",
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.GriffeLoader.load_project",
                     "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                    "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                    "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
                   },
                   "load_module": {
                     "name": "load_module",
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.GriffeLoader.load_module",
                     "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                    "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                    "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
                   }
                 }
               },
@@ -148,14 +148,14 @@
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.discover_module_paths",
                 "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.cli.mkdocs_utils.discover_module_paths')>",
-                "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+                "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
               },
               "MkDocsRenderer": {
                 "name": "MkDocsRenderer",
                 "kind": "class",
                 "path": "docforge.cli.commands.mkdocs_utils.MkDocsRenderer",
                 "signature": "<bound method Alias.signature of Alias('MkDocsRenderer', 'docforge.cli.mkdocs_utils.MkDocsRenderer')>",
-                "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+                "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -169,14 +169,14 @@
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.MkDocsRenderer.generate_sources",
                     "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources')>",
-                    "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+                    "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
                   },
                   "generate_readme": {
                     "name": "generate_readme",
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.MkDocsRenderer.generate_readme",
                     "signature": "<bound method Alias.signature of Alias('generate_readme', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme')>",
-                    "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+                    "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
                   }
                 }
               },
@@ -185,28 +185,28 @@
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.load_nav_spec",
                 "signature": "<bound method Alias.signature of Alias('load_nav_spec', 'docforge.cli.mkdocs_utils.load_nav_spec')>",
-                "docstring": "Utility function to load a NavSpec from a file.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A loaded NavSpec instance."
+                "docstring": "Load a navigation specification file.\n\nThis helper function reads a YAML navigation file and constructs a\ncorresponding ``NavSpec`` instance.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed specification.\n\nRaises:\n    FileNotFoundError: If the specification file does not exist.\n    ValueError: If the YAML structure is invalid."
               },
               "resolve_nav": {
                 "name": "resolve_nav",
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.resolve_nav",
                 "signature": "<bound method Alias.signature of Alias('resolve_nav', 'docforge.cli.mkdocs_utils.resolve_nav')>",
-                "docstring": "Create a ResolvedNav by processing a NavSpec against the filesystem.\nThis expands globs and validates the existence of referenced files.\n\nArgs:\n    spec: The navigation specification to resolve.\n    docs_root: The root directory for documentation files.\n\nReturns:\n    A ResolvedNav instance.\n\nRaises:\n    FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist."
+                "docstring": "Resolve a navigation specification against the filesystem.\n\nThe function expands glob patterns defined in a ``NavSpec`` and verifies\nthat referenced documentation files exist within the documentation root.\n\nArgs:\n    spec: Navigation specification describing documentation layout.\n    docs_root: Root directory containing documentation Markdown files.\n\nReturns:\n    A ``ResolvedNav`` instance containing validated navigation paths.\n\nRaises:\n    FileNotFoundError: If the documentation root does not exist or a\n        navigation pattern does not match any files."
               },
               "MkDocsNavEmitter": {
                 "name": "MkDocsNavEmitter",
                 "kind": "class",
                 "path": "docforge.cli.commands.mkdocs_utils.MkDocsNavEmitter",
                 "signature": "<bound method Alias.signature of Alias('MkDocsNavEmitter', 'docforge.cli.mkdocs_utils.MkDocsNavEmitter')>",
-                "docstring": "Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible\nnavigation structure.",
+                "docstring": "Emit MkDocs navigation structures from resolved navigation data.\n\nThe emitter transforms a ``ResolvedNav`` object into the YAML-compatible\nlist structure expected by the MkDocs ``nav`` configuration field.",
                 "members": {
                   "emit": {
                     "name": "emit",
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.MkDocsNavEmitter.emit",
                     "signature": "<bound method Alias.signature of Alias('emit', 'docforge.nav.mkdocs.MkDocsNavEmitter.emit')>",
-                    "docstring": "Generate a list of navigation entries for mkdocs.yml.\n\nArgs:\n    nav: The resolved navigation data.\n\nReturns:\n    A list of dictionary mappings representing the MkDocs navigation."
+                    "docstring": "Generate a navigation structure for ``mkdocs.yml``.\n\nArgs:\n    nav: Resolved navigation data describing documentation groups\n        and their associated Markdown files.\n\nReturns:\n    A list of dictionaries representing the MkDocs navigation layout.\n    Each dictionary maps a navigation label to a page or a list of\n    pages."
                   }
                 }
               },
@@ -215,28 +215,28 @@
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.generate_sources",
                 "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.cli.mkdocs_utils.generate_sources')>",
-                "docstring": "Generate Markdown source files for the specified module.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    docs_dir: Directory where the generated Markdown files will be written.\n    module_is_source: Module is the source folder and to be treated as the root folder."
+                "docstring": "Generate MkDocs Markdown sources for a Python module.\n\nThis function introspects the specified module, builds the internal\ndocumentation model, and renders Markdown documentation files for\nuse with MkDocs.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    docs_dir: Directory where the generated Markdown files will be written.\n    project_name: Optional override for the project name used in\n        documentation metadata.\n    module_is_source: If True, treat the specified module directory as\n        the project root rather than a nested module."
               },
               "generate_config": {
                 "name": "generate_config",
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.generate_config",
                 "signature": "<bound method Alias.signature of Alias('generate_config', 'docforge.cli.mkdocs_utils.generate_config')>",
-                "docstring": "Generate an mkdocs.yml configuration file.\n\nArgs:\n    docs_dir: Path to the directory containing documentation Markdown files.\n    nav_file: Path to the docforge.nav.yml specification.\n    template: Optional path to an mkdocs.yml template (overrides built-in).\n    out: Path where the final mkdocs.yml will be written.\n    site_name: The display name for the documentation site."
+                "docstring": "Generate an ``mkdocs.yml`` configuration file.\n\nThe configuration is created by combining a template configuration\nwith a navigation structure derived from the docforge navigation\nspecification.\n\nArgs:\n    docs_dir: Directory containing generated documentation Markdown files.\n    nav_file: Path to the ``docforge.nav.yml`` navigation specification.\n    template: Optional path to a custom MkDocs configuration template.\n        If not provided, a built-in template will be used.\n    out: Destination path where the generated ``mkdocs.yml`` file\n        will be written.\n    site_name: Display name for the generated documentation site.\n\nRaises:\n    click.FileError: If the navigation specification or template\n        file cannot be found."
               },
               "build": {
                 "name": "build",
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.build",
                 "signature": "<bound method Alias.signature of Alias('build', 'docforge.cli.mkdocs_utils.build')>",
-                "docstring": "Build the documentation site using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+                "docstring": "Build the MkDocs documentation site.\n\nThis function loads the MkDocs configuration and runs the MkDocs\nbuild command to generate the final static documentation site.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
               },
               "serve": {
                 "name": "serve",
                 "kind": "function",
                 "path": "docforge.cli.commands.mkdocs_utils.serve",
                 "signature": "<bound method Alias.signature of Alias('serve', 'docforge.cli.mkdocs_utils.serve')>",
-                "docstring": "Serve the documentation site with live-reload using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+                "docstring": "Start an MkDocs development server with live reload.\n\nThe server watches documentation files and automatically reloads\nthe site when changes are detected.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
               }
             }
           },
@@ -266,21 +266,21 @@
                 "kind": "class",
                 "path": "docforge.cli.commands.mcp_utils.GriffeLoader",
                 "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.cli.mcp_utils.GriffeLoader')>",
-                "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+                "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
                 "members": {
                   "load_project": {
                     "name": "load_project",
                     "kind": "function",
                     "path": "docforge.cli.commands.mcp_utils.GriffeLoader.load_project",
                     "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                    "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                    "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
                   },
                   "load_module": {
                     "name": "load_module",
                     "kind": "function",
                     "path": "docforge.cli.commands.mcp_utils.GriffeLoader.load_module",
                     "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                    "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                    "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
                   }
                 }
               },
@@ -289,14 +289,14 @@
                 "kind": "function",
                 "path": "docforge.cli.commands.mcp_utils.discover_module_paths",
                 "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.cli.mcp_utils.discover_module_paths')>",
-                "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+                "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
               },
               "MCPRenderer": {
                 "name": "MCPRenderer",
                 "kind": "class",
                 "path": "docforge.cli.commands.mcp_utils.MCPRenderer",
                 "signature": "<bound method Alias.signature of Alias('MCPRenderer', 'docforge.cli.mcp_utils.MCPRenderer')>",
-                "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+                "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
                 "members": {
                   "name": {
                     "name": "name",
@@ -310,7 +310,7 @@
                     "kind": "function",
                     "path": "docforge.cli.commands.mcp_utils.MCPRenderer.generate_sources",
                     "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mcp_renderer.MCPRenderer.generate_sources')>",
-                    "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+                    "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
                   }
                 }
               },
@@ -319,7 +319,7 @@
                 "kind": "class",
                 "path": "docforge.cli.commands.mcp_utils.MCPServer",
                 "signature": "<bound method Alias.signature of Alias('MCPServer', 'docforge.cli.mcp_utils.MCPServer')>",
-                "docstring": "MCP server for serving a pre-built MCP documentation bundle.",
+                "docstring": "MCP server for serving a pre-generated documentation bundle.\n\nThe server exposes documentation resources and diagnostic tools through\nMCP endpoints backed by JSON files generated by the MCP renderer.",
                 "members": {
                   "mcp_root": {
                     "name": "mcp_root",
@@ -340,7 +340,7 @@
                     "kind": "function",
                     "path": "docforge.cli.commands.mcp_utils.MCPServer.run",
                     "signature": "<bound method Alias.signature of Alias('run', 'docforge.servers.mcp_server.MCPServer.run')>",
-                    "docstring": "Start the MCP server.\n\nArgs:\n    transport: MCP transport (default: streamable-http)"
+                    "docstring": "Start the MCP server.\n\nArgs:\n    transport: Transport mechanism used by the MCP server. Supported\n        options include ``stdio``, ``sse``, and ``streamable-http``."
                   }
                 }
               },
@@ -349,14 +349,14 @@
                 "kind": "function",
                 "path": "docforge.cli.commands.mcp_utils.generate_resources",
                 "signature": "<bound method Alias.signature of Alias('generate_resources', 'docforge.cli.mcp_utils.generate_resources')>",
-                "docstring": "Generate MCP-compatible documentation resources.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    out_dir: Directory where the MCP JSON resources and nav will be written."
+                "docstring": "Generate MCP documentation resources from a Python module.\n\nThe function performs project introspection, builds the internal\ndocumentation model, and renders MCP-compatible JSON resources\nto the specified output directory.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    project_name: Optional override for the project name used in\n        generated documentation metadata.\n    out_dir: Directory where MCP resources (index.json, nav.json,\n        and module data) will be written."
               },
               "serve": {
                 "name": "serve",
                 "kind": "function",
                 "path": "docforge.cli.commands.mcp_utils.serve",
                 "signature": "<bound method Alias.signature of Alias('serve', 'docforge.cli.mcp_utils.serve')>",
-                "docstring": "Serve MCP documentation from a pre-built bundle.\n\nArgs:\n    module: The dotted path of the primary module to serve.\n    mcp_root: Path to the directory containing index.json, nav.json, and modules/."
+                "docstring": "Start an MCP server for a pre-generated documentation bundle.\n\nThe server exposes documentation resources such as project metadata,\nnavigation structure, and module documentation through MCP endpoints.\n\nArgs:\n    module: Python module import path used to identify the served\n        documentation instance.\n    mcp_root: Path to the directory containing the MCP documentation\n        bundle (index.json, nav.json, and modules/).\n\nRaises:\n    click.ClickException: If the MCP documentation bundle is missing\n        required files or directories."
               }
             }
           },
@@ -371,22 +371,22 @@
             "name": "build",
             "kind": "function",
             "path": "docforge.cli.commands.build",
-            "signature": "<bound method Function.signature of Function('build', 18, 97)>",
-            "docstring": "Build documentation (MkDocs site or MCP resources).\n\nThis command orchestrates the full build process:\n1. Introspects the code (Griffe)\n2. Renders sources (MkDocs Markdown or MCP JSON)\n3. (MkDocs only) Generates config and runs the final site build.\n\nArgs:\n    mcp: Use the MCP documentation builder.\n    mkdocs: Use the MkDocs documentation builder.\n    module_is_source: Module is the source folder and to be treated as the root folder.\n    module: The dotted path of the module to the document.\n    project_name: Optional override for the project name.\n    site_name: (MkDocs) The site display name. Defaults to module name.\n    docs_dir: (MkDocs) Target directory for Markdown sources.\n    nav_file: (MkDocs) Path to the docforge.nav.yml specification.\n    template: (MkDocs) Optional custom mkdocs.yml template.\n    mkdocs_yml: (MkDocs) Target path for the generated mkdocs.yml.\n    out_dir: (MCP) Target directory for MCP JSON resources."
+            "signature": "<bound method Function.signature of Function('build', 20, 108)>",
+            "docstring": "Build documentation artifacts.\n\nThis command performs the full documentation build pipeline:\n\n1. Introspects the Python project using Griffe\n2. Generates renderer-specific documentation sources\n3. Optionally builds the final documentation output\n\nDepending on the selected options, the build can target:\n\n- MkDocs static documentation sites\n- MCP structured documentation resources\n\nArgs:\n    mcp: Enable MCP documentation generation.\n    mkdocs: Enable MkDocs documentation generation.\n    module_is_source: Treat the specified module directory as the\n        project root.\n    module: Python module import path to document.\n    project_name: Optional override for the project name.\n    site_name: Display name for the MkDocs site.\n    docs_dir: Directory where Markdown documentation sources\n        will be generated.\n    nav_file: Path to the navigation specification file.\n    template: Optional custom MkDocs configuration template.\n    mkdocs_yml: Output path for the generated MkDocs configuration.\n    out_dir: Output directory for generated MCP resources.\n\nRaises:\n    click.UsageError: If required options are missing or conflicting."
           },
           "serve": {
             "name": "serve",
             "kind": "function",
             "path": "docforge.cli.commands.serve",
-            "signature": "<bound method Function.signature of Function('serve', 100, 133)>",
-            "docstring": "Serve documentation (MkDocs or MCP).\n\nArgs:\n    mcp: Serve MCP resources via an MCP server.\n    mkdocs: Serve the MkDocs site using the built-in development server.\n    module: The dotted path of the module to serve.\n    mkdocs_yml: (MkDocs) Path to the mkdocs.yml configuration.\n    out_dir: (MCP) Path to the mcp_docs/ directory."
+            "signature": "<bound method Function.signature of Function('serve', 111, 152)>",
+            "docstring": "Serve generated documentation locally.\n\nDepending on the selected mode, this command starts either:\n\n- A MkDocs development server for browsing documentation\n- An MCP server exposing structured documentation resources\n\nArgs:\n    mcp: Serve documentation using the MCP server.\n    mkdocs: Serve the MkDocs development site.\n    module: Python module import path to serve via MCP.\n    mkdocs_yml: Path to the MkDocs configuration file.\n    out_dir: Root directory containing MCP documentation resources.\n\nRaises:\n    click.UsageError: If invalid or conflicting options are provided."
           },
           "tree": {
             "name": "tree",
             "kind": "function",
             "path": "docforge.cli.commands.tree",
-            "signature": "<bound method Function.signature of Function('tree', 136, 165)>",
-            "docstring": "Visualize the project structure in the terminal.\n\nArgs:\n    module: The module import path to recursively introspect.\n    project_name: Optional override for the project name shown at the root."
+            "signature": "<bound method Function.signature of Function('tree', 155, 188)>",
+            "docstring": "Display the documentation object tree for a module.\n\nThis command introspects the specified module and prints a\nhierarchical representation of the discovered documentation\nobjects, including modules, classes, functions, and members.\n\nArgs:\n    module: Python module import path to introspect.\n    project_name: Optional name to display as the project root."
           },
           "Group": {
             "name": "Group",
@@ -430,21 +430,21 @@
             "kind": "class",
             "path": "docforge.cli.mcp_utils.GriffeLoader",
             "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.GriffeLoader')>",
-            "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+            "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
             "members": {
               "load_project": {
                 "name": "load_project",
                 "kind": "function",
                 "path": "docforge.cli.mcp_utils.GriffeLoader.load_project",
                 "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
               },
               "load_module": {
                 "name": "load_module",
                 "kind": "function",
                 "path": "docforge.cli.mcp_utils.GriffeLoader.load_module",
                 "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
               }
             }
           },
@@ -453,14 +453,14 @@
             "kind": "function",
             "path": "docforge.cli.mcp_utils.discover_module_paths",
             "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.loaders.discover_module_paths')>",
-            "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+            "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
           },
           "MCPRenderer": {
             "name": "MCPRenderer",
             "kind": "class",
             "path": "docforge.cli.mcp_utils.MCPRenderer",
             "signature": "<bound method Alias.signature of Alias('MCPRenderer', 'docforge.renderers.MCPRenderer')>",
-            "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+            "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
             "members": {
               "name": {
                 "name": "name",
@@ -474,7 +474,7 @@
                 "kind": "function",
                 "path": "docforge.cli.mcp_utils.MCPRenderer.generate_sources",
                 "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mcp_renderer.MCPRenderer.generate_sources')>",
-                "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+                "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
               }
             }
           },
@@ -483,7 +483,7 @@
             "kind": "class",
             "path": "docforge.cli.mcp_utils.MCPServer",
             "signature": "<bound method Alias.signature of Alias('MCPServer', 'docforge.servers.MCPServer')>",
-            "docstring": "MCP server for serving a pre-built MCP documentation bundle.",
+            "docstring": "MCP server for serving a pre-generated documentation bundle.\n\nThe server exposes documentation resources and diagnostic tools through\nMCP endpoints backed by JSON files generated by the MCP renderer.",
             "members": {
               "mcp_root": {
                 "name": "mcp_root",
@@ -504,7 +504,7 @@
                 "kind": "function",
                 "path": "docforge.cli.mcp_utils.MCPServer.run",
                 "signature": "<bound method Alias.signature of Alias('run', 'docforge.servers.mcp_server.MCPServer.run')>",
-                "docstring": "Start the MCP server.\n\nArgs:\n    transport: MCP transport (default: streamable-http)"
+                "docstring": "Start the MCP server.\n\nArgs:\n    transport: Transport mechanism used by the MCP server. Supported\n        options include ``stdio``, ``sse``, and ``streamable-http``."
               }
             }
           },
@@ -512,15 +512,15 @@
             "name": "generate_resources",
             "kind": "function",
             "path": "docforge.cli.mcp_utils.generate_resources",
-            "signature": "<bound method Function.signature of Function('generate_resources', 7, 21)>",
-            "docstring": "Generate MCP-compatible documentation resources.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    out_dir: Directory where the MCP JSON resources and nav will be written."
+            "signature": "<bound method Function.signature of Function('generate_resources', 8, 29)>",
+            "docstring": "Generate MCP documentation resources from a Python module.\n\nThe function performs project introspection, builds the internal\ndocumentation model, and renders MCP-compatible JSON resources\nto the specified output directory.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    project_name: Optional override for the project name used in\n        generated documentation metadata.\n    out_dir: Directory where MCP resources (index.json, nav.json,\n        and module data) will be written."
           },
           "serve": {
             "name": "serve",
             "kind": "function",
             "path": "docforge.cli.mcp_utils.serve",
-            "signature": "<bound method Function.signature of Function('serve', 23, 48)>",
-            "docstring": "Serve MCP documentation from a pre-built bundle.\n\nArgs:\n    module: The dotted path of the primary module to serve.\n    mcp_root: Path to the directory containing index.json, nav.json, and modules/."
+            "signature": "<bound method Function.signature of Function('serve', 32, 66)>",
+            "docstring": "Start an MCP server for a pre-generated documentation bundle.\n\nThe server exposes documentation resources such as project metadata,\nnavigation structure, and module documentation through MCP endpoints.\n\nArgs:\n    module: Python module import path used to identify the served\n        documentation instance.\n    mcp_root: Path to the directory containing the MCP documentation\n        bundle (index.json, nav.json, and modules/).\n\nRaises:\n    click.ClickException: If the MCP documentation bundle is missing\n        required files or directories."
           }
         }
       },
@@ -564,21 +564,21 @@
             "kind": "class",
             "path": "docforge.cli.mkdocs_utils.GriffeLoader",
             "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.GriffeLoader')>",
-            "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+            "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
             "members": {
               "load_project": {
                 "name": "load_project",
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.GriffeLoader.load_project",
                 "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
               },
               "load_module": {
                 "name": "load_module",
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.GriffeLoader.load_module",
                 "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
               }
             }
           },
@@ -587,14 +587,14 @@
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.discover_module_paths",
             "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.loaders.discover_module_paths')>",
-            "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+            "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
           },
           "MkDocsRenderer": {
             "name": "MkDocsRenderer",
             "kind": "class",
             "path": "docforge.cli.mkdocs_utils.MkDocsRenderer",
             "signature": "<bound method Alias.signature of Alias('MkDocsRenderer', 'docforge.renderers.MkDocsRenderer')>",
-            "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+            "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
             "members": {
               "name": {
                 "name": "name",
@@ -608,14 +608,14 @@
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.MkDocsRenderer.generate_sources",
                 "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources')>",
-                "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+                "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
               },
               "generate_readme": {
                 "name": "generate_readme",
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.MkDocsRenderer.generate_readme",
                 "signature": "<bound method Alias.signature of Alias('generate_readme', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme')>",
-                "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+                "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
               }
             }
           },
@@ -624,28 +624,28 @@
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.load_nav_spec",
             "signature": "<bound method Alias.signature of Alias('load_nav_spec', 'docforge.nav.load_nav_spec')>",
-            "docstring": "Utility function to load a NavSpec from a file.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A loaded NavSpec instance."
+            "docstring": "Load a navigation specification file.\n\nThis helper function reads a YAML navigation file and constructs a\ncorresponding ``NavSpec`` instance.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed specification.\n\nRaises:\n    FileNotFoundError: If the specification file does not exist.\n    ValueError: If the YAML structure is invalid."
           },
           "resolve_nav": {
             "name": "resolve_nav",
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.resolve_nav",
             "signature": "<bound method Alias.signature of Alias('resolve_nav', 'docforge.nav.resolve_nav')>",
-            "docstring": "Create a ResolvedNav by processing a NavSpec against the filesystem.\nThis expands globs and validates the existence of referenced files.\n\nArgs:\n    spec: The navigation specification to resolve.\n    docs_root: The root directory for documentation files.\n\nReturns:\n    A ResolvedNav instance.\n\nRaises:\n    FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist."
+            "docstring": "Resolve a navigation specification against the filesystem.\n\nThe function expands glob patterns defined in a ``NavSpec`` and verifies\nthat referenced documentation files exist within the documentation root.\n\nArgs:\n    spec: Navigation specification describing documentation layout.\n    docs_root: Root directory containing documentation Markdown files.\n\nReturns:\n    A ``ResolvedNav`` instance containing validated navigation paths.\n\nRaises:\n    FileNotFoundError: If the documentation root does not exist or a\n        navigation pattern does not match any files."
           },
           "MkDocsNavEmitter": {
             "name": "MkDocsNavEmitter",
             "kind": "class",
             "path": "docforge.cli.mkdocs_utils.MkDocsNavEmitter",
             "signature": "<bound method Alias.signature of Alias('MkDocsNavEmitter', 'docforge.nav.MkDocsNavEmitter')>",
-            "docstring": "Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible\nnavigation structure.",
+            "docstring": "Emit MkDocs navigation structures from resolved navigation data.\n\nThe emitter transforms a ``ResolvedNav`` object into the YAML-compatible\nlist structure expected by the MkDocs ``nav`` configuration field.",
             "members": {
               "emit": {
                 "name": "emit",
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.MkDocsNavEmitter.emit",
                 "signature": "<bound method Alias.signature of Alias('emit', 'docforge.nav.mkdocs.MkDocsNavEmitter.emit')>",
-                "docstring": "Generate a list of navigation entries for mkdocs.yml.\n\nArgs:\n    nav: The resolved navigation data.\n\nReturns:\n    A list of dictionary mappings representing the MkDocs navigation."
+                "docstring": "Generate a navigation structure for ``mkdocs.yml``.\n\nArgs:\n    nav: Resolved navigation data describing documentation groups\n        and their associated Markdown files.\n\nReturns:\n    A list of dictionaries representing the MkDocs navigation layout.\n    Each dictionary maps a navigation label to a page or a list of\n    pages."
               }
             }
           },
@@ -653,29 +653,29 @@
             "name": "generate_sources",
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.generate_sources",
-            "signature": "<bound method Function.signature of Function('generate_sources', 9, 39)>",
-            "docstring": "Generate Markdown source files for the specified module.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    docs_dir: Directory where the generated Markdown files will be written.\n    module_is_source: Module is the source folder and to be treated as the root folder."
+            "signature": "<bound method Function.signature of Function('generate_sources', 10, 47)>",
+            "docstring": "Generate MkDocs Markdown sources for a Python module.\n\nThis function introspects the specified module, builds the internal\ndocumentation model, and renders Markdown documentation files for\nuse with MkDocs.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    docs_dir: Directory where the generated Markdown files will be written.\n    project_name: Optional override for the project name used in\n        documentation metadata.\n    module_is_source: If True, treat the specified module directory as\n        the project root rather than a nested module."
           },
           "generate_config": {
             "name": "generate_config",
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.generate_config",
-            "signature": "<bound method Function.signature of Function('generate_config', 41, 75)>",
-            "docstring": "Generate an mkdocs.yml configuration file.\n\nArgs:\n    docs_dir: Path to the directory containing documentation Markdown files.\n    nav_file: Path to the docforge.nav.yml specification.\n    template: Optional path to an mkdocs.yml template (overrides built-in).\n    out: Path where the final mkdocs.yml will be written.\n    site_name: The display name for the documentation site."
+            "signature": "<bound method Function.signature of Function('generate_config', 50, 100)>",
+            "docstring": "Generate an ``mkdocs.yml`` configuration file.\n\nThe configuration is created by combining a template configuration\nwith a navigation structure derived from the docforge navigation\nspecification.\n\nArgs:\n    docs_dir: Directory containing generated documentation Markdown files.\n    nav_file: Path to the ``docforge.nav.yml`` navigation specification.\n    template: Optional path to a custom MkDocs configuration template.\n        If not provided, a built-in template will be used.\n    out: Destination path where the generated ``mkdocs.yml`` file\n        will be written.\n    site_name: Display name for the generated documentation site.\n\nRaises:\n    click.FileError: If the navigation specification or template\n        file cannot be found."
           },
           "build": {
             "name": "build",
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.build",
-            "signature": "<bound method Function.signature of Function('build', 77, 90)>",
-            "docstring": "Build the documentation site using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+            "signature": "<bound method Function.signature of Function('build', 103, 122)>",
+            "docstring": "Build the MkDocs documentation site.\n\nThis function loads the MkDocs configuration and runs the MkDocs\nbuild command to generate the final static documentation site.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
           },
           "serve": {
             "name": "serve",
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.serve",
-            "signature": "<bound method Function.signature of Function('serve', 92, 103)>",
-            "docstring": "Serve the documentation site with live-reload using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+            "signature": "<bound method Function.signature of Function('serve', 125, 142)>",
+            "docstring": "Start an MkDocs development server with live reload.\n\nThe server watches documentation files and automatically reloads\nthe site when changes are detected.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
           }
         }
       }
diff --git a/mcp_docs/modules/docforge.cli.main.json b/mcp_docs/modules/docforge.cli.main.json
index c11662a..35e06dd 100644
--- a/mcp_docs/modules/docforge.cli.main.json
+++ b/mcp_docs/modules/docforge.cli.main.json
@@ -2,7 +2,7 @@
   "module": "docforge.cli.main",
   "content": {
     "path": "docforge.cli.main",
-    "docstring": "Main entry point for the doc-forge CLI. This module delegates all command\nexecution to docforge.cli.commands.",
+    "docstring": "Command-line entry point for the doc-forge CLI.\n\nThis module exposes the executable entry point that initializes the\nClick command group defined in ``docforge.cli.commands``.",
     "objects": {
       "cli": {
         "name": "cli",
@@ -15,8 +15,8 @@
         "name": "main",
         "kind": "function",
         "path": "docforge.cli.main.main",
-        "signature": "<bound method Function.signature of Function('main', 7, 11)>",
-        "docstring": "CLI Entry point. Boots the click application."
+        "signature": "<bound method Function.signature of Function('main', 11, 19)>",
+        "docstring": "Run the doc-forge command-line interface.\n\nThis function initializes and executes the Click CLI application.\nIt is used as the console entry point when invoking ``doc-forge``\nfrom the command line."
       }
     }
   }
diff --git a/mcp_docs/modules/docforge.cli.mcp_utils.json b/mcp_docs/modules/docforge.cli.mcp_utils.json
index 92c0682..a222082 100644
--- a/mcp_docs/modules/docforge.cli.mcp_utils.json
+++ b/mcp_docs/modules/docforge.cli.mcp_utils.json
@@ -23,21 +23,21 @@
         "kind": "class",
         "path": "docforge.cli.mcp_utils.GriffeLoader",
         "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.GriffeLoader')>",
-        "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+        "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
         "members": {
           "load_project": {
             "name": "load_project",
             "kind": "function",
             "path": "docforge.cli.mcp_utils.GriffeLoader.load_project",
             "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-            "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+            "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
           },
           "load_module": {
             "name": "load_module",
             "kind": "function",
             "path": "docforge.cli.mcp_utils.GriffeLoader.load_module",
             "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-            "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+            "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
           }
         }
       },
@@ -46,14 +46,14 @@
         "kind": "function",
         "path": "docforge.cli.mcp_utils.discover_module_paths",
         "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.loaders.discover_module_paths')>",
-        "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+        "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
       },
       "MCPRenderer": {
         "name": "MCPRenderer",
         "kind": "class",
         "path": "docforge.cli.mcp_utils.MCPRenderer",
         "signature": "<bound method Alias.signature of Alias('MCPRenderer', 'docforge.renderers.MCPRenderer')>",
-        "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+        "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
         "members": {
           "name": {
             "name": "name",
@@ -67,7 +67,7 @@
             "kind": "function",
             "path": "docforge.cli.mcp_utils.MCPRenderer.generate_sources",
             "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mcp_renderer.MCPRenderer.generate_sources')>",
-            "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+            "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
           }
         }
       },
@@ -76,7 +76,7 @@
         "kind": "class",
         "path": "docforge.cli.mcp_utils.MCPServer",
         "signature": "<bound method Alias.signature of Alias('MCPServer', 'docforge.servers.MCPServer')>",
-        "docstring": "MCP server for serving a pre-built MCP documentation bundle.",
+        "docstring": "MCP server for serving a pre-generated documentation bundle.\n\nThe server exposes documentation resources and diagnostic tools through\nMCP endpoints backed by JSON files generated by the MCP renderer.",
         "members": {
           "mcp_root": {
             "name": "mcp_root",
@@ -97,7 +97,7 @@
             "kind": "function",
             "path": "docforge.cli.mcp_utils.MCPServer.run",
             "signature": "<bound method Alias.signature of Alias('run', 'docforge.servers.mcp_server.MCPServer.run')>",
-            "docstring": "Start the MCP server.\n\nArgs:\n    transport: MCP transport (default: streamable-http)"
+            "docstring": "Start the MCP server.\n\nArgs:\n    transport: Transport mechanism used by the MCP server. Supported\n        options include ``stdio``, ``sse``, and ``streamable-http``."
           }
         }
       },
@@ -105,15 +105,15 @@
         "name": "generate_resources",
         "kind": "function",
         "path": "docforge.cli.mcp_utils.generate_resources",
-        "signature": "<bound method Function.signature of Function('generate_resources', 7, 21)>",
-        "docstring": "Generate MCP-compatible documentation resources.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    out_dir: Directory where the MCP JSON resources and nav will be written."
+        "signature": "<bound method Function.signature of Function('generate_resources', 8, 29)>",
+        "docstring": "Generate MCP documentation resources from a Python module.\n\nThe function performs project introspection, builds the internal\ndocumentation model, and renders MCP-compatible JSON resources\nto the specified output directory.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    project_name: Optional override for the project name used in\n        generated documentation metadata.\n    out_dir: Directory where MCP resources (index.json, nav.json,\n        and module data) will be written."
       },
       "serve": {
         "name": "serve",
         "kind": "function",
         "path": "docforge.cli.mcp_utils.serve",
-        "signature": "<bound method Function.signature of Function('serve', 23, 48)>",
-        "docstring": "Serve MCP documentation from a pre-built bundle.\n\nArgs:\n    module: The dotted path of the primary module to serve.\n    mcp_root: Path to the directory containing index.json, nav.json, and modules/."
+        "signature": "<bound method Function.signature of Function('serve', 32, 66)>",
+        "docstring": "Start an MCP server for a pre-generated documentation bundle.\n\nThe server exposes documentation resources such as project metadata,\nnavigation structure, and module documentation through MCP endpoints.\n\nArgs:\n    module: Python module import path used to identify the served\n        documentation instance.\n    mcp_root: Path to the directory containing the MCP documentation\n        bundle (index.json, nav.json, and modules/).\n\nRaises:\n    click.ClickException: If the MCP documentation bundle is missing\n        required files or directories."
       }
     }
   }
diff --git a/mcp_docs/modules/docforge.cli.mkdocs_utils.json b/mcp_docs/modules/docforge.cli.mkdocs_utils.json
index 26eb5d7..d18f633 100644
--- a/mcp_docs/modules/docforge.cli.mkdocs_utils.json
+++ b/mcp_docs/modules/docforge.cli.mkdocs_utils.json
@@ -37,21 +37,21 @@
         "kind": "class",
         "path": "docforge.cli.mkdocs_utils.GriffeLoader",
         "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.GriffeLoader')>",
-        "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+        "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
         "members": {
           "load_project": {
             "name": "load_project",
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.GriffeLoader.load_project",
             "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-            "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+            "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
           },
           "load_module": {
             "name": "load_module",
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.GriffeLoader.load_module",
             "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-            "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+            "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
           }
         }
       },
@@ -60,14 +60,14 @@
         "kind": "function",
         "path": "docforge.cli.mkdocs_utils.discover_module_paths",
         "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.loaders.discover_module_paths')>",
-        "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+        "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
       },
       "MkDocsRenderer": {
         "name": "MkDocsRenderer",
         "kind": "class",
         "path": "docforge.cli.mkdocs_utils.MkDocsRenderer",
         "signature": "<bound method Alias.signature of Alias('MkDocsRenderer', 'docforge.renderers.MkDocsRenderer')>",
-        "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+        "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
         "members": {
           "name": {
             "name": "name",
@@ -81,14 +81,14 @@
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.MkDocsRenderer.generate_sources",
             "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources')>",
-            "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+            "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
           },
           "generate_readme": {
             "name": "generate_readme",
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.MkDocsRenderer.generate_readme",
             "signature": "<bound method Alias.signature of Alias('generate_readme', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme')>",
-            "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+            "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
           }
         }
       },
@@ -97,28 +97,28 @@
         "kind": "function",
         "path": "docforge.cli.mkdocs_utils.load_nav_spec",
         "signature": "<bound method Alias.signature of Alias('load_nav_spec', 'docforge.nav.load_nav_spec')>",
-        "docstring": "Utility function to load a NavSpec from a file.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A loaded NavSpec instance."
+        "docstring": "Load a navigation specification file.\n\nThis helper function reads a YAML navigation file and constructs a\ncorresponding ``NavSpec`` instance.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed specification.\n\nRaises:\n    FileNotFoundError: If the specification file does not exist.\n    ValueError: If the YAML structure is invalid."
       },
       "resolve_nav": {
         "name": "resolve_nav",
         "kind": "function",
         "path": "docforge.cli.mkdocs_utils.resolve_nav",
         "signature": "<bound method Alias.signature of Alias('resolve_nav', 'docforge.nav.resolve_nav')>",
-        "docstring": "Create a ResolvedNav by processing a NavSpec against the filesystem.\nThis expands globs and validates the existence of referenced files.\n\nArgs:\n    spec: The navigation specification to resolve.\n    docs_root: The root directory for documentation files.\n\nReturns:\n    A ResolvedNav instance.\n\nRaises:\n    FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist."
+        "docstring": "Resolve a navigation specification against the filesystem.\n\nThe function expands glob patterns defined in a ``NavSpec`` and verifies\nthat referenced documentation files exist within the documentation root.\n\nArgs:\n    spec: Navigation specification describing documentation layout.\n    docs_root: Root directory containing documentation Markdown files.\n\nReturns:\n    A ``ResolvedNav`` instance containing validated navigation paths.\n\nRaises:\n    FileNotFoundError: If the documentation root does not exist or a\n        navigation pattern does not match any files."
       },
       "MkDocsNavEmitter": {
         "name": "MkDocsNavEmitter",
         "kind": "class",
         "path": "docforge.cli.mkdocs_utils.MkDocsNavEmitter",
         "signature": "<bound method Alias.signature of Alias('MkDocsNavEmitter', 'docforge.nav.MkDocsNavEmitter')>",
-        "docstring": "Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible\nnavigation structure.",
+        "docstring": "Emit MkDocs navigation structures from resolved navigation data.\n\nThe emitter transforms a ``ResolvedNav`` object into the YAML-compatible\nlist structure expected by the MkDocs ``nav`` configuration field.",
         "members": {
           "emit": {
             "name": "emit",
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.MkDocsNavEmitter.emit",
             "signature": "<bound method Alias.signature of Alias('emit', 'docforge.nav.mkdocs.MkDocsNavEmitter.emit')>",
-            "docstring": "Generate a list of navigation entries for mkdocs.yml.\n\nArgs:\n    nav: The resolved navigation data.\n\nReturns:\n    A list of dictionary mappings representing the MkDocs navigation."
+            "docstring": "Generate a navigation structure for ``mkdocs.yml``.\n\nArgs:\n    nav: Resolved navigation data describing documentation groups\n        and their associated Markdown files.\n\nReturns:\n    A list of dictionaries representing the MkDocs navigation layout.\n    Each dictionary maps a navigation label to a page or a list of\n    pages."
           }
         }
       },
@@ -126,29 +126,29 @@
         "name": "generate_sources",
         "kind": "function",
         "path": "docforge.cli.mkdocs_utils.generate_sources",
-        "signature": "<bound method Function.signature of Function('generate_sources', 9, 39)>",
-        "docstring": "Generate Markdown source files for the specified module.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    docs_dir: Directory where the generated Markdown files will be written.\n    module_is_source: Module is the source folder and to be treated as the root folder."
+        "signature": "<bound method Function.signature of Function('generate_sources', 10, 47)>",
+        "docstring": "Generate MkDocs Markdown sources for a Python module.\n\nThis function introspects the specified module, builds the internal\ndocumentation model, and renders Markdown documentation files for\nuse with MkDocs.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    docs_dir: Directory where the generated Markdown files will be written.\n    project_name: Optional override for the project name used in\n        documentation metadata.\n    module_is_source: If True, treat the specified module directory as\n        the project root rather than a nested module."
       },
       "generate_config": {
         "name": "generate_config",
         "kind": "function",
         "path": "docforge.cli.mkdocs_utils.generate_config",
-        "signature": "<bound method Function.signature of Function('generate_config', 41, 75)>",
-        "docstring": "Generate an mkdocs.yml configuration file.\n\nArgs:\n    docs_dir: Path to the directory containing documentation Markdown files.\n    nav_file: Path to the docforge.nav.yml specification.\n    template: Optional path to an mkdocs.yml template (overrides built-in).\n    out: Path where the final mkdocs.yml will be written.\n    site_name: The display name for the documentation site."
+        "signature": "<bound method Function.signature of Function('generate_config', 50, 100)>",
+        "docstring": "Generate an ``mkdocs.yml`` configuration file.\n\nThe configuration is created by combining a template configuration\nwith a navigation structure derived from the docforge navigation\nspecification.\n\nArgs:\n    docs_dir: Directory containing generated documentation Markdown files.\n    nav_file: Path to the ``docforge.nav.yml`` navigation specification.\n    template: Optional path to a custom MkDocs configuration template.\n        If not provided, a built-in template will be used.\n    out: Destination path where the generated ``mkdocs.yml`` file\n        will be written.\n    site_name: Display name for the generated documentation site.\n\nRaises:\n    click.FileError: If the navigation specification or template\n        file cannot be found."
       },
       "build": {
         "name": "build",
         "kind": "function",
         "path": "docforge.cli.mkdocs_utils.build",
-        "signature": "<bound method Function.signature of Function('build', 77, 90)>",
-        "docstring": "Build the documentation site using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+        "signature": "<bound method Function.signature of Function('build', 103, 122)>",
+        "docstring": "Build the MkDocs documentation site.\n\nThis function loads the MkDocs configuration and runs the MkDocs\nbuild command to generate the final static documentation site.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
       },
       "serve": {
         "name": "serve",
         "kind": "function",
         "path": "docforge.cli.mkdocs_utils.serve",
-        "signature": "<bound method Function.signature of Function('serve', 92, 103)>",
-        "docstring": "Serve the documentation site with live-reload using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+        "signature": "<bound method Function.signature of Function('serve', 125, 142)>",
+        "docstring": "Start an MkDocs development server with live reload.\n\nThe server watches documentation files and automatically reloads\nthe site when changes are detected.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
       }
     }
   }
diff --git a/mcp_docs/modules/docforge.json b/mcp_docs/modules/docforge.json
index 91fb247..bfc37df 100644
--- a/mcp_docs/modules/docforge.json
+++ b/mcp_docs/modules/docforge.json
@@ -9,21 +9,21 @@
         "kind": "class",
         "path": "docforge.GriffeLoader",
         "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.GriffeLoader')>",
-        "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+        "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
         "members": {
           "load_project": {
             "name": "load_project",
             "kind": "function",
             "path": "docforge.GriffeLoader.load_project",
             "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-            "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+            "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
           },
           "load_module": {
             "name": "load_module",
             "kind": "function",
             "path": "docforge.GriffeLoader.load_module",
             "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-            "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+            "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
           }
         }
       },
@@ -32,14 +32,14 @@
         "kind": "function",
         "path": "docforge.discover_module_paths",
         "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.loaders.discover_module_paths')>",
-        "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+        "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
       },
       "MkDocsRenderer": {
         "name": "MkDocsRenderer",
         "kind": "class",
         "path": "docforge.MkDocsRenderer",
         "signature": "<bound method Alias.signature of Alias('MkDocsRenderer', 'docforge.renderers.MkDocsRenderer')>",
-        "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+        "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
         "members": {
           "name": {
             "name": "name",
@@ -53,14 +53,14 @@
             "kind": "function",
             "path": "docforge.MkDocsRenderer.generate_sources",
             "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources')>",
-            "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+            "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
           },
           "generate_readme": {
             "name": "generate_readme",
             "kind": "function",
             "path": "docforge.MkDocsRenderer.generate_readme",
             "signature": "<bound method Alias.signature of Alias('generate_readme', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme')>",
-            "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+            "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
           }
         }
       },
@@ -69,7 +69,7 @@
         "kind": "class",
         "path": "docforge.MCPRenderer",
         "signature": "<bound method Alias.signature of Alias('MCPRenderer', 'docforge.renderers.MCPRenderer')>",
-        "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+        "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
         "members": {
           "name": {
             "name": "name",
@@ -83,7 +83,7 @@
             "kind": "function",
             "path": "docforge.MCPRenderer.generate_sources",
             "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mcp_renderer.MCPRenderer.generate_sources')>",
-            "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+            "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
           }
         }
       },
@@ -92,7 +92,7 @@
         "kind": "module",
         "path": "docforge.main",
         "signature": "<bound method Alias.signature of Alias('main', 'docforge.cli.main')>",
-        "docstring": "Main entry point for the doc-forge CLI. This module delegates all command\nexecution to docforge.cli.commands.",
+        "docstring": "Command-line entry point for the doc-forge CLI.\n\nThis module exposes the executable entry point that initializes the\nClick command group defined in ``docforge.cli.commands``.",
         "members": {
           "cli": {
             "name": "cli",
@@ -106,7 +106,7 @@
             "kind": "function",
             "path": "docforge.main.main",
             "signature": "<bound method Alias.signature of Alias('main', 'docforge.cli.main.main')>",
-            "docstring": "CLI Entry point. Boots the click application."
+            "docstring": "Run the doc-forge command-line interface.\n\nThis function initializes and executes the Click CLI application.\nIt is used as the console entry point when invoking ``doc-forge``\nfrom the command line."
           }
         }
       },
@@ -115,14 +115,14 @@
         "kind": "module",
         "path": "docforge.cli",
         "signature": null,
-        "docstring": "# CLI Layer\n\nThe `docforge.cli` package provides the command-line interface for interacting\nwith doc-forge.\n\n## Available Commands\n\n- **build**: Build documentation (MkDocs site or MCP resources).\n- **serve**: Serve documentation (MkDocs or MCP).\n- **tree**: Visualize the introspected project structure.",
+        "docstring": "Command line interface entry point for doc-forge.\n\nThis module exposes the primary CLI entry function used by the\n``doc-forge`` command. The actual command implementation resides in\n``docforge.cli.main``, while this module provides a stable import path\nfor external tools and the package entry point configuration.\n\nThe CLI is responsible for orchestrating documentation workflows such as\ngenerating renderer sources, building documentation sites, exporting\nmachine-readable documentation bundles, and starting development or MCP\nservers.\n\n---\n\nTypical usage\n-------------\n\nThe CLI is normally invoked through the installed command:\n\n    doc-forge <command> [options]\n\nProgrammatic invocation is also possible:\n\n    from docforge.cli import main\n    main()\n\n---",
         "members": {
           "main": {
             "name": "main",
             "kind": "module",
             "path": "docforge.cli.main",
             "signature": null,
-            "docstring": "Main entry point for the doc-forge CLI. This module delegates all command\nexecution to docforge.cli.commands.",
+            "docstring": "Command-line entry point for the doc-forge CLI.\n\nThis module exposes the executable entry point that initializes the\nClick command group defined in ``docforge.cli.commands``.",
             "members": {
               "cli": {
                 "name": "cli",
@@ -135,8 +135,8 @@
                 "name": "main",
                 "kind": "function",
                 "path": "docforge.cli.main.main",
-                "signature": "<bound method Function.signature of Function('main', 7, 11)>",
-                "docstring": "CLI Entry point. Boots the click application."
+                "signature": "<bound method Function.signature of Function('main', 11, 19)>",
+                "docstring": "Run the doc-forge command-line interface.\n\nThis function initializes and executes the Click CLI application.\nIt is used as the console entry point when invoking ``doc-forge``\nfrom the command line."
               }
             }
           },
@@ -180,21 +180,21 @@
                 "kind": "class",
                 "path": "docforge.cli.commands.GriffeLoader",
                 "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.GriffeLoader')>",
-                "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+                "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
                 "members": {
                   "load_project": {
                     "name": "load_project",
                     "kind": "function",
                     "path": "docforge.cli.commands.GriffeLoader.load_project",
                     "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                    "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                    "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
                   },
                   "load_module": {
                     "name": "load_module",
                     "kind": "function",
                     "path": "docforge.cli.commands.GriffeLoader.load_module",
                     "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                    "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                    "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
                   }
                 }
               },
@@ -238,21 +238,21 @@
                     "kind": "class",
                     "path": "docforge.cli.commands.mkdocs_utils.GriffeLoader",
                     "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.cli.mkdocs_utils.GriffeLoader')>",
-                    "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+                    "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
                     "members": {
                       "load_project": {
                         "name": "load_project",
                         "kind": "function",
                         "path": "docforge.cli.commands.mkdocs_utils.GriffeLoader.load_project",
                         "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                        "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                        "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
                       },
                       "load_module": {
                         "name": "load_module",
                         "kind": "function",
                         "path": "docforge.cli.commands.mkdocs_utils.GriffeLoader.load_module",
                         "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                        "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                        "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
                       }
                     }
                   },
@@ -261,14 +261,14 @@
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.discover_module_paths",
                     "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.cli.mkdocs_utils.discover_module_paths')>",
-                    "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+                    "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
                   },
                   "MkDocsRenderer": {
                     "name": "MkDocsRenderer",
                     "kind": "class",
                     "path": "docforge.cli.commands.mkdocs_utils.MkDocsRenderer",
                     "signature": "<bound method Alias.signature of Alias('MkDocsRenderer', 'docforge.cli.mkdocs_utils.MkDocsRenderer')>",
-                    "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+                    "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
                     "members": {
                       "name": {
                         "name": "name",
@@ -282,14 +282,14 @@
                         "kind": "function",
                         "path": "docforge.cli.commands.mkdocs_utils.MkDocsRenderer.generate_sources",
                         "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources')>",
-                        "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+                        "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
                       },
                       "generate_readme": {
                         "name": "generate_readme",
                         "kind": "function",
                         "path": "docforge.cli.commands.mkdocs_utils.MkDocsRenderer.generate_readme",
                         "signature": "<bound method Alias.signature of Alias('generate_readme', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme')>",
-                        "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+                        "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
                       }
                     }
                   },
@@ -298,28 +298,28 @@
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.load_nav_spec",
                     "signature": "<bound method Alias.signature of Alias('load_nav_spec', 'docforge.cli.mkdocs_utils.load_nav_spec')>",
-                    "docstring": "Utility function to load a NavSpec from a file.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A loaded NavSpec instance."
+                    "docstring": "Load a navigation specification file.\n\nThis helper function reads a YAML navigation file and constructs a\ncorresponding ``NavSpec`` instance.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed specification.\n\nRaises:\n    FileNotFoundError: If the specification file does not exist.\n    ValueError: If the YAML structure is invalid."
                   },
                   "resolve_nav": {
                     "name": "resolve_nav",
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.resolve_nav",
                     "signature": "<bound method Alias.signature of Alias('resolve_nav', 'docforge.cli.mkdocs_utils.resolve_nav')>",
-                    "docstring": "Create a ResolvedNav by processing a NavSpec against the filesystem.\nThis expands globs and validates the existence of referenced files.\n\nArgs:\n    spec: The navigation specification to resolve.\n    docs_root: The root directory for documentation files.\n\nReturns:\n    A ResolvedNav instance.\n\nRaises:\n    FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist."
+                    "docstring": "Resolve a navigation specification against the filesystem.\n\nThe function expands glob patterns defined in a ``NavSpec`` and verifies\nthat referenced documentation files exist within the documentation root.\n\nArgs:\n    spec: Navigation specification describing documentation layout.\n    docs_root: Root directory containing documentation Markdown files.\n\nReturns:\n    A ``ResolvedNav`` instance containing validated navigation paths.\n\nRaises:\n    FileNotFoundError: If the documentation root does not exist or a\n        navigation pattern does not match any files."
                   },
                   "MkDocsNavEmitter": {
                     "name": "MkDocsNavEmitter",
                     "kind": "class",
                     "path": "docforge.cli.commands.mkdocs_utils.MkDocsNavEmitter",
                     "signature": "<bound method Alias.signature of Alias('MkDocsNavEmitter', 'docforge.cli.mkdocs_utils.MkDocsNavEmitter')>",
-                    "docstring": "Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible\nnavigation structure.",
+                    "docstring": "Emit MkDocs navigation structures from resolved navigation data.\n\nThe emitter transforms a ``ResolvedNav`` object into the YAML-compatible\nlist structure expected by the MkDocs ``nav`` configuration field.",
                     "members": {
                       "emit": {
                         "name": "emit",
                         "kind": "function",
                         "path": "docforge.cli.commands.mkdocs_utils.MkDocsNavEmitter.emit",
                         "signature": "<bound method Alias.signature of Alias('emit', 'docforge.nav.mkdocs.MkDocsNavEmitter.emit')>",
-                        "docstring": "Generate a list of navigation entries for mkdocs.yml.\n\nArgs:\n    nav: The resolved navigation data.\n\nReturns:\n    A list of dictionary mappings representing the MkDocs navigation."
+                        "docstring": "Generate a navigation structure for ``mkdocs.yml``.\n\nArgs:\n    nav: Resolved navigation data describing documentation groups\n        and their associated Markdown files.\n\nReturns:\n    A list of dictionaries representing the MkDocs navigation layout.\n    Each dictionary maps a navigation label to a page or a list of\n    pages."
                       }
                     }
                   },
@@ -328,28 +328,28 @@
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.generate_sources",
                     "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.cli.mkdocs_utils.generate_sources')>",
-                    "docstring": "Generate Markdown source files for the specified module.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    docs_dir: Directory where the generated Markdown files will be written.\n    module_is_source: Module is the source folder and to be treated as the root folder."
+                    "docstring": "Generate MkDocs Markdown sources for a Python module.\n\nThis function introspects the specified module, builds the internal\ndocumentation model, and renders Markdown documentation files for\nuse with MkDocs.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    docs_dir: Directory where the generated Markdown files will be written.\n    project_name: Optional override for the project name used in\n        documentation metadata.\n    module_is_source: If True, treat the specified module directory as\n        the project root rather than a nested module."
                   },
                   "generate_config": {
                     "name": "generate_config",
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.generate_config",
                     "signature": "<bound method Alias.signature of Alias('generate_config', 'docforge.cli.mkdocs_utils.generate_config')>",
-                    "docstring": "Generate an mkdocs.yml configuration file.\n\nArgs:\n    docs_dir: Path to the directory containing documentation Markdown files.\n    nav_file: Path to the docforge.nav.yml specification.\n    template: Optional path to an mkdocs.yml template (overrides built-in).\n    out: Path where the final mkdocs.yml will be written.\n    site_name: The display name for the documentation site."
+                    "docstring": "Generate an ``mkdocs.yml`` configuration file.\n\nThe configuration is created by combining a template configuration\nwith a navigation structure derived from the docforge navigation\nspecification.\n\nArgs:\n    docs_dir: Directory containing generated documentation Markdown files.\n    nav_file: Path to the ``docforge.nav.yml`` navigation specification.\n    template: Optional path to a custom MkDocs configuration template.\n        If not provided, a built-in template will be used.\n    out: Destination path where the generated ``mkdocs.yml`` file\n        will be written.\n    site_name: Display name for the generated documentation site.\n\nRaises:\n    click.FileError: If the navigation specification or template\n        file cannot be found."
                   },
                   "build": {
                     "name": "build",
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.build",
                     "signature": "<bound method Alias.signature of Alias('build', 'docforge.cli.mkdocs_utils.build')>",
-                    "docstring": "Build the documentation site using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+                    "docstring": "Build the MkDocs documentation site.\n\nThis function loads the MkDocs configuration and runs the MkDocs\nbuild command to generate the final static documentation site.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
                   },
                   "serve": {
                     "name": "serve",
                     "kind": "function",
                     "path": "docforge.cli.commands.mkdocs_utils.serve",
                     "signature": "<bound method Alias.signature of Alias('serve', 'docforge.cli.mkdocs_utils.serve')>",
-                    "docstring": "Serve the documentation site with live-reload using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+                    "docstring": "Start an MkDocs development server with live reload.\n\nThe server watches documentation files and automatically reloads\nthe site when changes are detected.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
                   }
                 }
               },
@@ -379,21 +379,21 @@
                     "kind": "class",
                     "path": "docforge.cli.commands.mcp_utils.GriffeLoader",
                     "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.cli.mcp_utils.GriffeLoader')>",
-                    "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+                    "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
                     "members": {
                       "load_project": {
                         "name": "load_project",
                         "kind": "function",
                         "path": "docforge.cli.commands.mcp_utils.GriffeLoader.load_project",
                         "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                        "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                        "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
                       },
                       "load_module": {
                         "name": "load_module",
                         "kind": "function",
                         "path": "docforge.cli.commands.mcp_utils.GriffeLoader.load_module",
                         "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                        "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                        "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
                       }
                     }
                   },
@@ -402,14 +402,14 @@
                     "kind": "function",
                     "path": "docforge.cli.commands.mcp_utils.discover_module_paths",
                     "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.cli.mcp_utils.discover_module_paths')>",
-                    "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+                    "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
                   },
                   "MCPRenderer": {
                     "name": "MCPRenderer",
                     "kind": "class",
                     "path": "docforge.cli.commands.mcp_utils.MCPRenderer",
                     "signature": "<bound method Alias.signature of Alias('MCPRenderer', 'docforge.cli.mcp_utils.MCPRenderer')>",
-                    "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+                    "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
                     "members": {
                       "name": {
                         "name": "name",
@@ -423,7 +423,7 @@
                         "kind": "function",
                         "path": "docforge.cli.commands.mcp_utils.MCPRenderer.generate_sources",
                         "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mcp_renderer.MCPRenderer.generate_sources')>",
-                        "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+                        "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
                       }
                     }
                   },
@@ -432,7 +432,7 @@
                     "kind": "class",
                     "path": "docforge.cli.commands.mcp_utils.MCPServer",
                     "signature": "<bound method Alias.signature of Alias('MCPServer', 'docforge.cli.mcp_utils.MCPServer')>",
-                    "docstring": "MCP server for serving a pre-built MCP documentation bundle.",
+                    "docstring": "MCP server for serving a pre-generated documentation bundle.\n\nThe server exposes documentation resources and diagnostic tools through\nMCP endpoints backed by JSON files generated by the MCP renderer.",
                     "members": {
                       "mcp_root": {
                         "name": "mcp_root",
@@ -453,7 +453,7 @@
                         "kind": "function",
                         "path": "docforge.cli.commands.mcp_utils.MCPServer.run",
                         "signature": "<bound method Alias.signature of Alias('run', 'docforge.servers.mcp_server.MCPServer.run')>",
-                        "docstring": "Start the MCP server.\n\nArgs:\n    transport: MCP transport (default: streamable-http)"
+                        "docstring": "Start the MCP server.\n\nArgs:\n    transport: Transport mechanism used by the MCP server. Supported\n        options include ``stdio``, ``sse``, and ``streamable-http``."
                       }
                     }
                   },
@@ -462,14 +462,14 @@
                     "kind": "function",
                     "path": "docforge.cli.commands.mcp_utils.generate_resources",
                     "signature": "<bound method Alias.signature of Alias('generate_resources', 'docforge.cli.mcp_utils.generate_resources')>",
-                    "docstring": "Generate MCP-compatible documentation resources.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    out_dir: Directory where the MCP JSON resources and nav will be written."
+                    "docstring": "Generate MCP documentation resources from a Python module.\n\nThe function performs project introspection, builds the internal\ndocumentation model, and renders MCP-compatible JSON resources\nto the specified output directory.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    project_name: Optional override for the project name used in\n        generated documentation metadata.\n    out_dir: Directory where MCP resources (index.json, nav.json,\n        and module data) will be written."
                   },
                   "serve": {
                     "name": "serve",
                     "kind": "function",
                     "path": "docforge.cli.commands.mcp_utils.serve",
                     "signature": "<bound method Alias.signature of Alias('serve', 'docforge.cli.mcp_utils.serve')>",
-                    "docstring": "Serve MCP documentation from a pre-built bundle.\n\nArgs:\n    module: The dotted path of the primary module to serve.\n    mcp_root: Path to the directory containing index.json, nav.json, and modules/."
+                    "docstring": "Start an MCP server for a pre-generated documentation bundle.\n\nThe server exposes documentation resources such as project metadata,\nnavigation structure, and module documentation through MCP endpoints.\n\nArgs:\n    module: Python module import path used to identify the served\n        documentation instance.\n    mcp_root: Path to the directory containing the MCP documentation\n        bundle (index.json, nav.json, and modules/).\n\nRaises:\n    click.ClickException: If the MCP documentation bundle is missing\n        required files or directories."
                   }
                 }
               },
@@ -484,22 +484,22 @@
                 "name": "build",
                 "kind": "function",
                 "path": "docforge.cli.commands.build",
-                "signature": "<bound method Function.signature of Function('build', 18, 97)>",
-                "docstring": "Build documentation (MkDocs site or MCP resources).\n\nThis command orchestrates the full build process:\n1. Introspects the code (Griffe)\n2. Renders sources (MkDocs Markdown or MCP JSON)\n3. (MkDocs only) Generates config and runs the final site build.\n\nArgs:\n    mcp: Use the MCP documentation builder.\n    mkdocs: Use the MkDocs documentation builder.\n    module_is_source: Module is the source folder and to be treated as the root folder.\n    module: The dotted path of the module to the document.\n    project_name: Optional override for the project name.\n    site_name: (MkDocs) The site display name. Defaults to module name.\n    docs_dir: (MkDocs) Target directory for Markdown sources.\n    nav_file: (MkDocs) Path to the docforge.nav.yml specification.\n    template: (MkDocs) Optional custom mkdocs.yml template.\n    mkdocs_yml: (MkDocs) Target path for the generated mkdocs.yml.\n    out_dir: (MCP) Target directory for MCP JSON resources."
+                "signature": "<bound method Function.signature of Function('build', 20, 108)>",
+                "docstring": "Build documentation artifacts.\n\nThis command performs the full documentation build pipeline:\n\n1. Introspects the Python project using Griffe\n2. Generates renderer-specific documentation sources\n3. Optionally builds the final documentation output\n\nDepending on the selected options, the build can target:\n\n- MkDocs static documentation sites\n- MCP structured documentation resources\n\nArgs:\n    mcp: Enable MCP documentation generation.\n    mkdocs: Enable MkDocs documentation generation.\n    module_is_source: Treat the specified module directory as the\n        project root.\n    module: Python module import path to document.\n    project_name: Optional override for the project name.\n    site_name: Display name for the MkDocs site.\n    docs_dir: Directory where Markdown documentation sources\n        will be generated.\n    nav_file: Path to the navigation specification file.\n    template: Optional custom MkDocs configuration template.\n    mkdocs_yml: Output path for the generated MkDocs configuration.\n    out_dir: Output directory for generated MCP resources.\n\nRaises:\n    click.UsageError: If required options are missing or conflicting."
               },
               "serve": {
                 "name": "serve",
                 "kind": "function",
                 "path": "docforge.cli.commands.serve",
-                "signature": "<bound method Function.signature of Function('serve', 100, 133)>",
-                "docstring": "Serve documentation (MkDocs or MCP).\n\nArgs:\n    mcp: Serve MCP resources via an MCP server.\n    mkdocs: Serve the MkDocs site using the built-in development server.\n    module: The dotted path of the module to serve.\n    mkdocs_yml: (MkDocs) Path to the mkdocs.yml configuration.\n    out_dir: (MCP) Path to the mcp_docs/ directory."
+                "signature": "<bound method Function.signature of Function('serve', 111, 152)>",
+                "docstring": "Serve generated documentation locally.\n\nDepending on the selected mode, this command starts either:\n\n- A MkDocs development server for browsing documentation\n- An MCP server exposing structured documentation resources\n\nArgs:\n    mcp: Serve documentation using the MCP server.\n    mkdocs: Serve the MkDocs development site.\n    module: Python module import path to serve via MCP.\n    mkdocs_yml: Path to the MkDocs configuration file.\n    out_dir: Root directory containing MCP documentation resources.\n\nRaises:\n    click.UsageError: If invalid or conflicting options are provided."
               },
               "tree": {
                 "name": "tree",
                 "kind": "function",
                 "path": "docforge.cli.commands.tree",
-                "signature": "<bound method Function.signature of Function('tree', 136, 165)>",
-                "docstring": "Visualize the project structure in the terminal.\n\nArgs:\n    module: The module import path to recursively introspect.\n    project_name: Optional override for the project name shown at the root."
+                "signature": "<bound method Function.signature of Function('tree', 155, 188)>",
+                "docstring": "Display the documentation object tree for a module.\n\nThis command introspects the specified module and prints a\nhierarchical representation of the discovered documentation\nobjects, including modules, classes, functions, and members.\n\nArgs:\n    module: Python module import path to introspect.\n    project_name: Optional name to display as the project root."
               },
               "Group": {
                 "name": "Group",
@@ -543,21 +543,21 @@
                 "kind": "class",
                 "path": "docforge.cli.mcp_utils.GriffeLoader",
                 "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.GriffeLoader')>",
-                "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+                "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
                 "members": {
                   "load_project": {
                     "name": "load_project",
                     "kind": "function",
                     "path": "docforge.cli.mcp_utils.GriffeLoader.load_project",
                     "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                    "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                    "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
                   },
                   "load_module": {
                     "name": "load_module",
                     "kind": "function",
                     "path": "docforge.cli.mcp_utils.GriffeLoader.load_module",
                     "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                    "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                    "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
                   }
                 }
               },
@@ -566,14 +566,14 @@
                 "kind": "function",
                 "path": "docforge.cli.mcp_utils.discover_module_paths",
                 "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.loaders.discover_module_paths')>",
-                "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+                "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
               },
               "MCPRenderer": {
                 "name": "MCPRenderer",
                 "kind": "class",
                 "path": "docforge.cli.mcp_utils.MCPRenderer",
                 "signature": "<bound method Alias.signature of Alias('MCPRenderer', 'docforge.renderers.MCPRenderer')>",
-                "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+                "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
                 "members": {
                   "name": {
                     "name": "name",
@@ -587,7 +587,7 @@
                     "kind": "function",
                     "path": "docforge.cli.mcp_utils.MCPRenderer.generate_sources",
                     "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mcp_renderer.MCPRenderer.generate_sources')>",
-                    "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+                    "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
                   }
                 }
               },
@@ -596,7 +596,7 @@
                 "kind": "class",
                 "path": "docforge.cli.mcp_utils.MCPServer",
                 "signature": "<bound method Alias.signature of Alias('MCPServer', 'docforge.servers.MCPServer')>",
-                "docstring": "MCP server for serving a pre-built MCP documentation bundle.",
+                "docstring": "MCP server for serving a pre-generated documentation bundle.\n\nThe server exposes documentation resources and diagnostic tools through\nMCP endpoints backed by JSON files generated by the MCP renderer.",
                 "members": {
                   "mcp_root": {
                     "name": "mcp_root",
@@ -617,7 +617,7 @@
                     "kind": "function",
                     "path": "docforge.cli.mcp_utils.MCPServer.run",
                     "signature": "<bound method Alias.signature of Alias('run', 'docforge.servers.mcp_server.MCPServer.run')>",
-                    "docstring": "Start the MCP server.\n\nArgs:\n    transport: MCP transport (default: streamable-http)"
+                    "docstring": "Start the MCP server.\n\nArgs:\n    transport: Transport mechanism used by the MCP server. Supported\n        options include ``stdio``, ``sse``, and ``streamable-http``."
                   }
                 }
               },
@@ -625,15 +625,15 @@
                 "name": "generate_resources",
                 "kind": "function",
                 "path": "docforge.cli.mcp_utils.generate_resources",
-                "signature": "<bound method Function.signature of Function('generate_resources', 7, 21)>",
-                "docstring": "Generate MCP-compatible documentation resources.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    out_dir: Directory where the MCP JSON resources and nav will be written."
+                "signature": "<bound method Function.signature of Function('generate_resources', 8, 29)>",
+                "docstring": "Generate MCP documentation resources from a Python module.\n\nThe function performs project introspection, builds the internal\ndocumentation model, and renders MCP-compatible JSON resources\nto the specified output directory.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    project_name: Optional override for the project name used in\n        generated documentation metadata.\n    out_dir: Directory where MCP resources (index.json, nav.json,\n        and module data) will be written."
               },
               "serve": {
                 "name": "serve",
                 "kind": "function",
                 "path": "docforge.cli.mcp_utils.serve",
-                "signature": "<bound method Function.signature of Function('serve', 23, 48)>",
-                "docstring": "Serve MCP documentation from a pre-built bundle.\n\nArgs:\n    module: The dotted path of the primary module to serve.\n    mcp_root: Path to the directory containing index.json, nav.json, and modules/."
+                "signature": "<bound method Function.signature of Function('serve', 32, 66)>",
+                "docstring": "Start an MCP server for a pre-generated documentation bundle.\n\nThe server exposes documentation resources such as project metadata,\nnavigation structure, and module documentation through MCP endpoints.\n\nArgs:\n    module: Python module import path used to identify the served\n        documentation instance.\n    mcp_root: Path to the directory containing the MCP documentation\n        bundle (index.json, nav.json, and modules/).\n\nRaises:\n    click.ClickException: If the MCP documentation bundle is missing\n        required files or directories."
               }
             }
           },
@@ -677,21 +677,21 @@
                 "kind": "class",
                 "path": "docforge.cli.mkdocs_utils.GriffeLoader",
                 "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.GriffeLoader')>",
-                "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+                "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
                 "members": {
                   "load_project": {
                     "name": "load_project",
                     "kind": "function",
                     "path": "docforge.cli.mkdocs_utils.GriffeLoader.load_project",
                     "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                    "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                    "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
                   },
                   "load_module": {
                     "name": "load_module",
                     "kind": "function",
                     "path": "docforge.cli.mkdocs_utils.GriffeLoader.load_module",
                     "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                    "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                    "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
                   }
                 }
               },
@@ -700,14 +700,14 @@
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.discover_module_paths",
                 "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.loaders.discover_module_paths')>",
-                "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+                "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
               },
               "MkDocsRenderer": {
                 "name": "MkDocsRenderer",
                 "kind": "class",
                 "path": "docforge.cli.mkdocs_utils.MkDocsRenderer",
                 "signature": "<bound method Alias.signature of Alias('MkDocsRenderer', 'docforge.renderers.MkDocsRenderer')>",
-                "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+                "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -721,14 +721,14 @@
                     "kind": "function",
                     "path": "docforge.cli.mkdocs_utils.MkDocsRenderer.generate_sources",
                     "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources')>",
-                    "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+                    "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
                   },
                   "generate_readme": {
                     "name": "generate_readme",
                     "kind": "function",
                     "path": "docforge.cli.mkdocs_utils.MkDocsRenderer.generate_readme",
                     "signature": "<bound method Alias.signature of Alias('generate_readme', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme')>",
-                    "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+                    "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
                   }
                 }
               },
@@ -737,28 +737,28 @@
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.load_nav_spec",
                 "signature": "<bound method Alias.signature of Alias('load_nav_spec', 'docforge.nav.load_nav_spec')>",
-                "docstring": "Utility function to load a NavSpec from a file.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A loaded NavSpec instance."
+                "docstring": "Load a navigation specification file.\n\nThis helper function reads a YAML navigation file and constructs a\ncorresponding ``NavSpec`` instance.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed specification.\n\nRaises:\n    FileNotFoundError: If the specification file does not exist.\n    ValueError: If the YAML structure is invalid."
               },
               "resolve_nav": {
                 "name": "resolve_nav",
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.resolve_nav",
                 "signature": "<bound method Alias.signature of Alias('resolve_nav', 'docforge.nav.resolve_nav')>",
-                "docstring": "Create a ResolvedNav by processing a NavSpec against the filesystem.\nThis expands globs and validates the existence of referenced files.\n\nArgs:\n    spec: The navigation specification to resolve.\n    docs_root: The root directory for documentation files.\n\nReturns:\n    A ResolvedNav instance.\n\nRaises:\n    FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist."
+                "docstring": "Resolve a navigation specification against the filesystem.\n\nThe function expands glob patterns defined in a ``NavSpec`` and verifies\nthat referenced documentation files exist within the documentation root.\n\nArgs:\n    spec: Navigation specification describing documentation layout.\n    docs_root: Root directory containing documentation Markdown files.\n\nReturns:\n    A ``ResolvedNav`` instance containing validated navigation paths.\n\nRaises:\n    FileNotFoundError: If the documentation root does not exist or a\n        navigation pattern does not match any files."
               },
               "MkDocsNavEmitter": {
                 "name": "MkDocsNavEmitter",
                 "kind": "class",
                 "path": "docforge.cli.mkdocs_utils.MkDocsNavEmitter",
                 "signature": "<bound method Alias.signature of Alias('MkDocsNavEmitter', 'docforge.nav.MkDocsNavEmitter')>",
-                "docstring": "Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible\nnavigation structure.",
+                "docstring": "Emit MkDocs navigation structures from resolved navigation data.\n\nThe emitter transforms a ``ResolvedNav`` object into the YAML-compatible\nlist structure expected by the MkDocs ``nav`` configuration field.",
                 "members": {
                   "emit": {
                     "name": "emit",
                     "kind": "function",
                     "path": "docforge.cli.mkdocs_utils.MkDocsNavEmitter.emit",
                     "signature": "<bound method Alias.signature of Alias('emit', 'docforge.nav.mkdocs.MkDocsNavEmitter.emit')>",
-                    "docstring": "Generate a list of navigation entries for mkdocs.yml.\n\nArgs:\n    nav: The resolved navigation data.\n\nReturns:\n    A list of dictionary mappings representing the MkDocs navigation."
+                    "docstring": "Generate a navigation structure for ``mkdocs.yml``.\n\nArgs:\n    nav: Resolved navigation data describing documentation groups\n        and their associated Markdown files.\n\nReturns:\n    A list of dictionaries representing the MkDocs navigation layout.\n    Each dictionary maps a navigation label to a page or a list of\n    pages."
                   }
                 }
               },
@@ -766,29 +766,29 @@
                 "name": "generate_sources",
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.generate_sources",
-                "signature": "<bound method Function.signature of Function('generate_sources', 9, 39)>",
-                "docstring": "Generate Markdown source files for the specified module.\n\nArgs:\n    module: The dotted path of the primary module to document.\n    project_name: Optional override for the project name.\n    docs_dir: Directory where the generated Markdown files will be written.\n    module_is_source: Module is the source folder and to be treated as the root folder."
+                "signature": "<bound method Function.signature of Function('generate_sources', 10, 47)>",
+                "docstring": "Generate MkDocs Markdown sources for a Python module.\n\nThis function introspects the specified module, builds the internal\ndocumentation model, and renders Markdown documentation files for\nuse with MkDocs.\n\nArgs:\n    module: Python module import path used as the entry point for\n        documentation generation.\n    docs_dir: Directory where the generated Markdown files will be written.\n    project_name: Optional override for the project name used in\n        documentation metadata.\n    module_is_source: If True, treat the specified module directory as\n        the project root rather than a nested module."
               },
               "generate_config": {
                 "name": "generate_config",
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.generate_config",
-                "signature": "<bound method Function.signature of Function('generate_config', 41, 75)>",
-                "docstring": "Generate an mkdocs.yml configuration file.\n\nArgs:\n    docs_dir: Path to the directory containing documentation Markdown files.\n    nav_file: Path to the docforge.nav.yml specification.\n    template: Optional path to an mkdocs.yml template (overrides built-in).\n    out: Path where the final mkdocs.yml will be written.\n    site_name: The display name for the documentation site."
+                "signature": "<bound method Function.signature of Function('generate_config', 50, 100)>",
+                "docstring": "Generate an ``mkdocs.yml`` configuration file.\n\nThe configuration is created by combining a template configuration\nwith a navigation structure derived from the docforge navigation\nspecification.\n\nArgs:\n    docs_dir: Directory containing generated documentation Markdown files.\n    nav_file: Path to the ``docforge.nav.yml`` navigation specification.\n    template: Optional path to a custom MkDocs configuration template.\n        If not provided, a built-in template will be used.\n    out: Destination path where the generated ``mkdocs.yml`` file\n        will be written.\n    site_name: Display name for the generated documentation site.\n\nRaises:\n    click.FileError: If the navigation specification or template\n        file cannot be found."
               },
               "build": {
                 "name": "build",
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.build",
-                "signature": "<bound method Function.signature of Function('build', 77, 90)>",
-                "docstring": "Build the documentation site using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+                "signature": "<bound method Function.signature of Function('build', 103, 122)>",
+                "docstring": "Build the MkDocs documentation site.\n\nThis function loads the MkDocs configuration and runs the MkDocs\nbuild command to generate the final static documentation site.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
               },
               "serve": {
                 "name": "serve",
                 "kind": "function",
                 "path": "docforge.cli.mkdocs_utils.serve",
-                "signature": "<bound method Function.signature of Function('serve', 92, 103)>",
-                "docstring": "Serve the documentation site with live-reload using MkDocs.\n\nArgs:\n    mkdocs_yml: Path to the mkdocs.yml configuration file."
+                "signature": "<bound method Function.signature of Function('serve', 125, 142)>",
+                "docstring": "Start an MkDocs development server with live reload.\n\nThe server watches documentation files and automatically reloads\nthe site when changes are detected.\n\nArgs:\n    mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.\n\nRaises:\n    click.ClickException: If the configuration file does not exist."
               }
             }
           }
@@ -799,28 +799,28 @@
         "kind": "module",
         "path": "docforge.loaders",
         "signature": null,
-        "docstring": "# Loader Layer\n\nThe `docforge.loaders` package is responsible for discovering Python source files\nand extracting their documentation using static analysis.\n\n## Core Features\n\n- **Discovery**: Automatically find all modules and packages in a project\n  directory.\n- **Introspection**: Uses `griffe` to parse docstrings, signatures, and\n  hierarchical relationships without executing the code.\n- **Filtering**: Automatically excludes private members (prefixed with `_`) to\n  ensure clean public documentation.",
+        "docstring": "Loader layer for doc-forge.\n\nThe ``docforge.loaders`` package is responsible for discovering Python modules\nand extracting documentation data using static analysis.\n\n---\n\nOverview\n--------\n\nThis layer converts Python source code into an intermediate documentation\nmodel used by doc-forge. It performs module discovery, introspection, and\ninitial filtering before the data is passed to the core documentation models.\n\nCore capabilities include:\n\n- **Module discovery** – Locate Python modules and packages within a project.\n- **Static introspection** – Parse docstrings, signatures, and object\n  hierarchies using the ``griffe`` library without executing the code.\n- **Public API filtering** – Exclude private members (names prefixed with\n  ``_``) to produce clean public documentation structures.\n\n---",
         "members": {
           "GriffeLoader": {
             "name": "GriffeLoader",
             "kind": "class",
             "path": "docforge.loaders.GriffeLoader",
             "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.griffe_loader.GriffeLoader')>",
-            "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+            "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
             "members": {
               "load_project": {
                 "name": "load_project",
                 "kind": "function",
                 "path": "docforge.loaders.GriffeLoader.load_project",
                 "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-                "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
               },
               "load_module": {
                 "name": "load_module",
                 "kind": "function",
                 "path": "docforge.loaders.GriffeLoader.load_module",
                 "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-                "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
               }
             }
           },
@@ -829,14 +829,14 @@
             "kind": "function",
             "path": "docforge.loaders.discover_module_paths",
             "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.loaders.griffe_loader.discover_module_paths')>",
-            "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+            "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
           },
           "griffe_loader": {
             "name": "griffe_loader",
             "kind": "module",
             "path": "docforge.loaders.griffe_loader",
             "signature": null,
-            "docstring": "This module provides the GriffeLoader, which uses the 'griffe' library to\nintrospect Python source code and populate the doc-forge Project models.",
+            "docstring": "Utilities for loading and introspecting Python modules using Griffe.\n\nThis module provides the ``GriffeLoader`` class and helper utilities used to\ndiscover Python modules, introspect their structure, and convert the results\ninto doc-forge documentation models.",
             "members": {
               "logging": {
                 "name": "logging",
@@ -899,7 +899,7 @@
                 "kind": "class",
                 "path": "docforge.loaders.griffe_loader.Module",
                 "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.Module')>",
-                "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+                "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
                 "members": {
                   "path": {
                     "name": "path",
@@ -927,21 +927,21 @@
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.Module.add_object",
                     "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-                    "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+                    "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
                   },
                   "get_object": {
                     "name": "get_object",
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.Module.get_object",
                     "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-                    "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+                    "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
                   },
                   "get_all_objects": {
                     "name": "get_all_objects",
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.Module.get_all_objects",
                     "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-                    "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+                    "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
                   }
                 }
               },
@@ -950,7 +950,7 @@
                 "kind": "class",
                 "path": "docforge.loaders.griffe_loader.Project",
                 "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-                "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+                "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -971,28 +971,28 @@
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.Project.add_module",
                     "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-                    "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+                    "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
                   },
                   "get_module": {
                     "name": "get_module",
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.Project.get_module",
                     "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-                    "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+                    "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
                   },
                   "get_all_modules": {
                     "name": "get_all_modules",
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.Project.get_all_modules",
                     "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-                    "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+                    "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
                   },
                   "get_module_list": {
                     "name": "get_module_list",
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.Project.get_module_list",
                     "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-                    "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+                    "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
                   }
                 }
               },
@@ -1001,7 +1001,7 @@
                 "kind": "class",
                 "path": "docforge.loaders.griffe_loader.DocObject",
                 "signature": "<bound method Alias.signature of Alias('DocObject', 'docforge.models.DocObject')>",
-                "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+                "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -1050,21 +1050,21 @@
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.DocObject.add_member",
                     "signature": "<bound method Alias.signature of Alias('add_member', 'docforge.models.object.DocObject.add_member')>",
-                    "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+                    "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
                   },
                   "get_member": {
                     "name": "get_member",
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.DocObject.get_member",
                     "signature": "<bound method Alias.signature of Alias('get_member', 'docforge.models.object.DocObject.get_member')>",
-                    "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+                    "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
                   },
                   "get_all_members": {
                     "name": "get_all_members",
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.DocObject.get_all_members",
                     "signature": "<bound method Alias.signature of Alias('get_all_members', 'docforge.models.object.DocObject.get_all_members')>",
-                    "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+                    "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
                   }
                 }
               },
@@ -1079,29 +1079,29 @@
                 "name": "discover_module_paths",
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.discover_module_paths",
-                "signature": "<bound method Function.signature of Function('discover_module_paths', 23, 62)>",
-                "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+                "signature": "<bound method Function.signature of Function('discover_module_paths', 26, 73)>",
+                "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
               },
               "GriffeLoader": {
                 "name": "GriffeLoader",
                 "kind": "class",
                 "path": "docforge.loaders.griffe_loader.GriffeLoader",
-                "signature": "<bound method Class.signature of Class('GriffeLoader', 65, 224)>",
-                "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+                "signature": "<bound method Class.signature of Class('GriffeLoader', 76, 264)>",
+                "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
                 "members": {
                   "load_project": {
                     "name": "load_project",
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.GriffeLoader.load_project",
-                    "signature": "<bound method Function.signature of Function('load_project', 79, 115)>",
-                    "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                    "signature": "<bound method Function.signature of Function('load_project', 97, 144)>",
+                    "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
                   },
                   "load_module": {
                     "name": "load_module",
                     "kind": "function",
                     "path": "docforge.loaders.griffe_loader.GriffeLoader.load_module",
-                    "signature": "<bound method Function.signature of Function('load_module', 117, 130)>",
-                    "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                    "signature": "<bound method Function.signature of Function('load_module', 146, 162)>",
+                    "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
                   }
                 }
               }
@@ -1114,14 +1114,14 @@
         "kind": "module",
         "path": "docforge.models",
         "signature": null,
-        "docstring": "# Model Layer\n\nThe `docforge.models` package provides the core data structures used to represent\nPython source code in a documentation-focused hierarchy.\n\n## Key Components\n\n- **Project**: The root container for all documented modules.\n- **Module**: Represents a Python module or package, containing members.\n- **DocObject**: A recursive structure for classes, functions, and attributes.\n\nThese classes are designed to be renderer-agnostic, allowing the same internal\nrepresentation to be transformed into various output formats (currently MkDocs).",
+        "docstring": "Model layer for doc-forge.\n\nThe ``docforge.models`` package defines the core data structures used to\nrepresent Python source code as a structured documentation model.\n\n---\n\nOverview\n--------\n\nThe model layer forms the central intermediate representation used throughout\ndoc-forge. Python modules and objects discovered during introspection are\nconverted into a hierarchy of documentation models that can later be rendered\ninto different documentation formats.\n\nKey components:\n\n- **Project** – Root container representing an entire documented codebase.\n- **Module** – Representation of a Python module or package containing\n  documented members.\n- **DocObject** – Recursive structure representing Python objects such as\n  classes, functions, methods, and attributes.\n\nThese models are intentionally **renderer-agnostic**, allowing the same\ndocumentation structure to be transformed into multiple output formats\n(e.g., MkDocs, MCP, or other renderers).\n\n---",
         "members": {
           "Project": {
             "name": "Project",
             "kind": "class",
             "path": "docforge.models.Project",
             "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.project.Project')>",
-            "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+            "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
             "members": {
               "name": {
                 "name": "name",
@@ -1142,28 +1142,28 @@
                 "kind": "function",
                 "path": "docforge.models.Project.add_module",
                 "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-                "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+                "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
               },
               "get_module": {
                 "name": "get_module",
                 "kind": "function",
                 "path": "docforge.models.Project.get_module",
                 "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
               },
               "get_all_modules": {
                 "name": "get_all_modules",
                 "kind": "function",
                 "path": "docforge.models.Project.get_all_modules",
                 "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-                "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+                "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
               },
               "get_module_list": {
                 "name": "get_module_list",
                 "kind": "function",
                 "path": "docforge.models.Project.get_module_list",
                 "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-                "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+                "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
               }
             }
           },
@@ -1172,7 +1172,7 @@
             "kind": "class",
             "path": "docforge.models.Module",
             "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.module.Module')>",
-            "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+            "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
             "members": {
               "path": {
                 "name": "path",
@@ -1200,21 +1200,21 @@
                 "kind": "function",
                 "path": "docforge.models.Module.add_object",
                 "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
               },
               "get_object": {
                 "name": "get_object",
                 "kind": "function",
                 "path": "docforge.models.Module.get_object",
                 "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-                "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+                "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
               },
               "get_all_objects": {
                 "name": "get_all_objects",
                 "kind": "function",
                 "path": "docforge.models.Module.get_all_objects",
                 "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-                "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+                "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
               }
             }
           },
@@ -1223,7 +1223,7 @@
             "kind": "class",
             "path": "docforge.models.DocObject",
             "signature": "<bound method Alias.signature of Alias('DocObject', 'docforge.models.object.DocObject')>",
-            "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+            "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
             "members": {
               "name": {
                 "name": "name",
@@ -1272,21 +1272,21 @@
                 "kind": "function",
                 "path": "docforge.models.DocObject.add_member",
                 "signature": "<bound method Alias.signature of Alias('add_member', 'docforge.models.object.DocObject.add_member')>",
-                "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+                "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
               },
               "get_member": {
                 "name": "get_member",
                 "kind": "function",
                 "path": "docforge.models.DocObject.get_member",
                 "signature": "<bound method Alias.signature of Alias('get_member', 'docforge.models.object.DocObject.get_member')>",
-                "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+                "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
               },
               "get_all_members": {
                 "name": "get_all_members",
                 "kind": "function",
                 "path": "docforge.models.DocObject.get_all_members",
                 "signature": "<bound method Alias.signature of Alias('get_all_members', 'docforge.models.object.DocObject.get_all_members')>",
-                "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+                "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
               }
             }
           },
@@ -1295,7 +1295,7 @@
             "kind": "module",
             "path": "docforge.models.module",
             "signature": null,
-            "docstring": "This module defines the Module class, which represents a Python module or package\nin the doc-forge documentation models. It acts as a container for top-level\ndocumented objects.",
+            "docstring": "Documentation model representing a Python module or package.\n\nThis module defines the ``Module`` class used in the doc-forge documentation\nmodel. A ``Module`` acts as a container for top-level documented objects\n(classes, functions, variables, and other members) discovered during\nintrospection.",
             "members": {
               "Dict": {
                 "name": "Dict",
@@ -1323,7 +1323,7 @@
                 "kind": "class",
                 "path": "docforge.models.module.DocObject",
                 "signature": "<bound method Alias.signature of Alias('DocObject', 'docforge.models.object.DocObject')>",
-                "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+                "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -1372,21 +1372,21 @@
                     "kind": "function",
                     "path": "docforge.models.module.DocObject.add_member",
                     "signature": "<bound method Alias.signature of Alias('add_member', 'docforge.models.object.DocObject.add_member')>",
-                    "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+                    "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
                   },
                   "get_member": {
                     "name": "get_member",
                     "kind": "function",
                     "path": "docforge.models.module.DocObject.get_member",
                     "signature": "<bound method Alias.signature of Alias('get_member', 'docforge.models.object.DocObject.get_member')>",
-                    "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+                    "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
                   },
                   "get_all_members": {
                     "name": "get_all_members",
                     "kind": "function",
                     "path": "docforge.models.module.DocObject.get_all_members",
                     "signature": "<bound method Alias.signature of Alias('get_all_members', 'docforge.models.object.DocObject.get_all_members')>",
-                    "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+                    "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
                   }
                 }
               },
@@ -1394,8 +1394,8 @@
                 "name": "Module",
                 "kind": "class",
                 "path": "docforge.models.module.Module",
-                "signature": "<bound method Class.signature of Class('Module', 12, 66)>",
-                "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+                "signature": "<bound method Class.signature of Class('Module', 15, 79)>",
+                "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
                 "members": {
                   "path": {
                     "name": "path",
@@ -1422,22 +1422,22 @@
                     "name": "add_object",
                     "kind": "function",
                     "path": "docforge.models.module.Module.add_object",
-                    "signature": "<bound method Function.signature of Function('add_object', 38, 45)>",
-                    "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+                    "signature": "<bound method Function.signature of Function('add_object', 46, 54)>",
+                    "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
                   },
                   "get_object": {
                     "name": "get_object",
                     "kind": "function",
                     "path": "docforge.models.module.Module.get_object",
-                    "signature": "<bound method Function.signature of Function('get_object', 47, 57)>",
-                    "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+                    "signature": "<bound method Function.signature of Function('get_object', 56, 69)>",
+                    "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
                   },
                   "get_all_objects": {
                     "name": "get_all_objects",
                     "kind": "function",
                     "path": "docforge.models.module.Module.get_all_objects",
-                    "signature": "<bound method Function.signature of Function('get_all_objects', 59, 66)>",
-                    "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+                    "signature": "<bound method Function.signature of Function('get_all_objects', 71, 79)>",
+                    "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
                   }
                 }
               }
@@ -1448,7 +1448,7 @@
             "kind": "module",
             "path": "docforge.models.object",
             "signature": null,
-            "docstring": "This module defines the DocObject class, the fundamental recursive unit of the\ndoc-forge documentation models. A DocObject represents a single Python entity\n(class, function, method, or attribute) and its nested members.",
+            "docstring": "Documentation model representing individual Python objects.\n\nThis module defines the ``DocObject`` class, the fundamental recursive unit of\nthe doc-forge documentation model. Each ``DocObject`` represents a Python\nentity such as a class, function, method, or attribute, and may contain nested\nmembers that form a hierarchical documentation structure.",
             "members": {
               "Dict": {
                 "name": "Dict",
@@ -1475,8 +1475,8 @@
                 "name": "DocObject",
                 "kind": "class",
                 "path": "docforge.models.object.DocObject",
-                "signature": "<bound method Class.signature of Class('DocObject', 10, 76)>",
-                "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+                "signature": "<bound method Class.signature of Class('DocObject', 13, 90)>",
+                "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -1524,22 +1524,22 @@
                     "name": "add_member",
                     "kind": "function",
                     "path": "docforge.models.object.DocObject.add_member",
-                    "signature": "<bound method Function.signature of Function('add_member', 48, 55)>",
-                    "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+                    "signature": "<bound method Function.signature of Function('add_member', 56, 66)>",
+                    "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
                   },
                   "get_member": {
                     "name": "get_member",
                     "kind": "function",
                     "path": "docforge.models.object.DocObject.get_member",
-                    "signature": "<bound method Function.signature of Function('get_member', 57, 67)>",
-                    "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+                    "signature": "<bound method Function.signature of Function('get_member', 68, 81)>",
+                    "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
                   },
                   "get_all_members": {
                     "name": "get_all_members",
                     "kind": "function",
                     "path": "docforge.models.object.DocObject.get_all_members",
-                    "signature": "<bound method Function.signature of Function('get_all_members', 69, 76)>",
-                    "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+                    "signature": "<bound method Function.signature of Function('get_all_members', 83, 90)>",
+                    "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
                   }
                 }
               }
@@ -1550,7 +1550,7 @@
             "kind": "module",
             "path": "docforge.models.project",
             "signature": null,
-            "docstring": "This module defines the Project class, the top-level container for a documented\nproject. It aggregates multiple Module instances into a single named entity.",
+            "docstring": "Documentation model representing a project.\n\nThis module defines the ``Project`` class, the top-level container used by\ndoc-forge to represent a documented codebase. A ``Project`` aggregates multiple\nmodules and provides access to them through a unified interface.",
             "members": {
               "Dict": {
                 "name": "Dict",
@@ -1571,7 +1571,7 @@
                 "kind": "class",
                 "path": "docforge.models.project.Module",
                 "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.module.Module')>",
-                "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+                "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
                 "members": {
                   "path": {
                     "name": "path",
@@ -1599,21 +1599,21 @@
                     "kind": "function",
                     "path": "docforge.models.project.Module.add_object",
                     "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-                    "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+                    "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
                   },
                   "get_object": {
                     "name": "get_object",
                     "kind": "function",
                     "path": "docforge.models.project.Module.get_object",
                     "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-                    "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+                    "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
                   },
                   "get_all_objects": {
                     "name": "get_all_objects",
                     "kind": "function",
                     "path": "docforge.models.project.Module.get_all_objects",
                     "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-                    "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+                    "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
                   }
                 }
               },
@@ -1621,8 +1621,8 @@
                 "name": "Project",
                 "kind": "class",
                 "path": "docforge.models.project.Project",
-                "signature": "<bound method Class.signature of Class('Project', 11, 67)>",
-                "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+                "signature": "<bound method Class.signature of Class('Project', 14, 76)>",
+                "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -1642,29 +1642,29 @@
                     "name": "add_module",
                     "kind": "function",
                     "path": "docforge.models.project.Project.add_module",
-                    "signature": "<bound method Function.signature of Function('add_module', 30, 37)>",
-                    "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+                    "signature": "<bound method Function.signature of Function('add_module', 36, 43)>",
+                    "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
                   },
                   "get_module": {
                     "name": "get_module",
                     "kind": "function",
                     "path": "docforge.models.project.Project.get_module",
-                    "signature": "<bound method Function.signature of Function('get_module', 39, 49)>",
-                    "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+                    "signature": "<bound method Function.signature of Function('get_module', 45, 58)>",
+                    "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
                   },
                   "get_all_modules": {
                     "name": "get_all_modules",
                     "kind": "function",
                     "path": "docforge.models.project.Project.get_all_modules",
-                    "signature": "<bound method Function.signature of Function('get_all_modules', 51, 58)>",
-                    "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+                    "signature": "<bound method Function.signature of Function('get_all_modules', 60, 67)>",
+                    "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
                   },
                   "get_module_list": {
                     "name": "get_module_list",
                     "kind": "function",
                     "path": "docforge.models.project.Project.get_module_list",
-                    "signature": "<bound method Function.signature of Function('get_module_list', 60, 67)>",
-                    "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+                    "signature": "<bound method Function.signature of Function('get_module_list', 69, 76)>",
+                    "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
                   }
                 }
               }
@@ -1677,14 +1677,14 @@
         "kind": "module",
         "path": "docforge.nav",
         "signature": null,
-        "docstring": "# Navigation Layer\n\nThe `docforge.nav` package manages the mapping between the logical documentation\nstructure and the physical files on disk.\n\n## Workflow\n\n1.  **Spec Definition**: Users define navigation intent in `docforge.nav.yml`.\n2.  **Resolution**: `resolve_nav` matches patterns in the spec to generated `.md` files.\n3.  **Emission**: `MkDocsNavEmitter` produces the final YAML structure for `mkdocs.yml`.\n\nThis abstraction allows doc-forge to support complex grouping and ordering\nindependently of the source code's physical layout.",
+        "docstring": "Navigation layer for doc-forge.\n\nThe ``docforge.nav`` package manages the relationship between the logical\ndocumentation structure defined by the user and the physical documentation\nfiles generated on disk.\n\n---\n\nWorkflow\n--------\n\n1. **Specification** – Users define navigation intent in ``docforge.nav.yml``.\n2. **Resolution** – ``resolve_nav`` expands patterns and matches them against\n   generated Markdown files.\n3. **Emission** – ``MkDocsNavEmitter`` converts the resolved structure into\n   the YAML navigation format required by ``mkdocs.yml``.\n\nThis layer separates documentation organization from the underlying source\ncode layout, enabling flexible grouping, ordering, and navigation structures\nindependent of module hierarchy.\n\n---",
         "members": {
           "NavSpec": {
             "name": "NavSpec",
             "kind": "class",
             "path": "docforge.nav.NavSpec",
             "signature": "<bound method Alias.signature of Alias('NavSpec', 'docforge.nav.spec.NavSpec')>",
-            "docstring": "Parsed representation of the docforge navigation specification file.\n\nAttributes:\n    home: Path to the home document (e.g., 'index.md').\n    groups: Mapping of group titles to lists of path patterns/globs.",
+            "docstring": "Parsed representation of a navigation specification.\n\nA ``NavSpec`` describes the intended documentation navigation layout before\nit is resolved against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page (for example\n        ``index.md``).\n    groups: Mapping of navigation group titles to lists of file patterns\n        or glob expressions.",
             "members": {
               "home": {
                 "name": "home",
@@ -1705,14 +1705,14 @@
                 "kind": "function",
                 "path": "docforge.nav.NavSpec.load",
                 "signature": "<bound method Alias.signature of Alias('load', 'docforge.nav.spec.NavSpec.load')>",
-                "docstring": "Load a NavSpec from a YAML file.\n\nArgs:\n    path: The filesystem path to the YAML file.\n\nReturns:\n    A NavSpec instance.\n\nRaises:\n    FileNotFoundError: If the path does not exist.\n    ValueError: If the file content is not a valid NavSpec mapping."
+                "docstring": "Load a navigation specification from a YAML file.\n\nArgs:\n    path: Filesystem path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed configuration.\n\nRaises:\n    FileNotFoundError: If the specified file does not exist.\n    ValueError: If the file contents are not a valid navigation\n        specification."
               },
               "all_patterns": {
                 "name": "all_patterns",
                 "kind": "function",
                 "path": "docforge.nav.NavSpec.all_patterns",
                 "signature": "<bound method Alias.signature of Alias('all_patterns', 'docforge.nav.spec.NavSpec.all_patterns')>",
-                "docstring": "Get all path patterns referenced in the specification.\n\nReturns:\n    A list of all patterns (home plus all groups)."
+                "docstring": "Return all path patterns referenced by the specification.\n\nReturns:\n    A list containing the home document (if defined) and all\n    group pattern entries."
               }
             }
           },
@@ -1721,14 +1721,14 @@
             "kind": "function",
             "path": "docforge.nav.load_nav_spec",
             "signature": "<bound method Alias.signature of Alias('load_nav_spec', 'docforge.nav.spec.load_nav_spec')>",
-            "docstring": "Utility function to load a NavSpec from a file.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A loaded NavSpec instance."
+            "docstring": "Load a navigation specification file.\n\nThis helper function reads a YAML navigation file and constructs a\ncorresponding ``NavSpec`` instance.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed specification.\n\nRaises:\n    FileNotFoundError: If the specification file does not exist.\n    ValueError: If the YAML structure is invalid."
           },
           "ResolvedNav": {
             "name": "ResolvedNav",
             "kind": "class",
             "path": "docforge.nav.ResolvedNav",
             "signature": "<bound method Alias.signature of Alias('ResolvedNav', 'docforge.nav.resolver.ResolvedNav')>",
-            "docstring": "Represents a navigation structure where all patterns and paths have been\nresolved against the actual filesystem contents.\n\nAttributes:\n    home: Resolved relative path to the home page.\n    groups: Mapping of group titles to lists of absolute or relative Path objects.",
+            "docstring": "Resolved navigation structure.\n\nA ``ResolvedNav`` represents navigation data after glob patterns have been\nexpanded and paths validated against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page.\n    groups: Mapping of navigation group titles to lists of resolved\n        documentation file paths.",
             "members": {
               "home": {
                 "name": "home",
@@ -1749,7 +1749,7 @@
                 "kind": "function",
                 "path": "docforge.nav.ResolvedNav.all_files",
                 "signature": "<bound method Alias.signature of Alias('all_files', 'docforge.nav.resolver.ResolvedNav.all_files')>",
-                "docstring": "Get an iterable of all resolved files in the navigation structure.\n\nReturns:\n    An iterable of Path objects."
+                "docstring": "Iterate over all files referenced by the navigation structure.\n\nReturns:\n    An iterable of ``Path`` objects representing documentation files.\n\nRaises:\n    RuntimeError: If the home page is defined but the documentation\n        root is not available for resolution."
               }
             }
           },
@@ -1758,21 +1758,21 @@
             "kind": "function",
             "path": "docforge.nav.resolve_nav",
             "signature": "<bound method Alias.signature of Alias('resolve_nav', 'docforge.nav.resolver.resolve_nav')>",
-            "docstring": "Create a ResolvedNav by processing a NavSpec against the filesystem.\nThis expands globs and validates the existence of referenced files.\n\nArgs:\n    spec: The navigation specification to resolve.\n    docs_root: The root directory for documentation files.\n\nReturns:\n    A ResolvedNav instance.\n\nRaises:\n    FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist."
+            "docstring": "Resolve a navigation specification against the filesystem.\n\nThe function expands glob patterns defined in a ``NavSpec`` and verifies\nthat referenced documentation files exist within the documentation root.\n\nArgs:\n    spec: Navigation specification describing documentation layout.\n    docs_root: Root directory containing documentation Markdown files.\n\nReturns:\n    A ``ResolvedNav`` instance containing validated navigation paths.\n\nRaises:\n    FileNotFoundError: If the documentation root does not exist or a\n        navigation pattern does not match any files."
           },
           "MkDocsNavEmitter": {
             "name": "MkDocsNavEmitter",
             "kind": "class",
             "path": "docforge.nav.MkDocsNavEmitter",
             "signature": "<bound method Alias.signature of Alias('MkDocsNavEmitter', 'docforge.nav.mkdocs.MkDocsNavEmitter')>",
-            "docstring": "Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible\nnavigation structure.",
+            "docstring": "Emit MkDocs navigation structures from resolved navigation data.\n\nThe emitter transforms a ``ResolvedNav`` object into the YAML-compatible\nlist structure expected by the MkDocs ``nav`` configuration field.",
             "members": {
               "emit": {
                 "name": "emit",
                 "kind": "function",
                 "path": "docforge.nav.MkDocsNavEmitter.emit",
                 "signature": "<bound method Alias.signature of Alias('emit', 'docforge.nav.mkdocs.MkDocsNavEmitter.emit')>",
-                "docstring": "Generate a list of navigation entries for mkdocs.yml.\n\nArgs:\n    nav: The resolved navigation data.\n\nReturns:\n    A list of dictionary mappings representing the MkDocs navigation."
+                "docstring": "Generate a navigation structure for ``mkdocs.yml``.\n\nArgs:\n    nav: Resolved navigation data describing documentation groups\n        and their associated Markdown files.\n\nReturns:\n    A list of dictionaries representing the MkDocs navigation layout.\n    Each dictionary maps a navigation label to a page or a list of\n    pages."
               }
             }
           },
@@ -1781,7 +1781,7 @@
             "kind": "module",
             "path": "docforge.nav.mkdocs",
             "signature": null,
-            "docstring": "This module provides the MkDocsNavEmitter, which converts a ResolvedNav instance\ninto the specific YAML-ready list structure expected by the MkDocs 'nav'\nconfiguration.",
+            "docstring": "MkDocs navigation emitter.\n\nThis module provides the ``MkDocsNavEmitter`` class, which converts a\n``ResolvedNav`` instance into the navigation structure required by the\nMkDocs ``nav`` configuration.",
             "members": {
               "Path": {
                 "name": "Path",
@@ -1816,7 +1816,7 @@
                 "kind": "class",
                 "path": "docforge.nav.mkdocs.ResolvedNav",
                 "signature": "<bound method Alias.signature of Alias('ResolvedNav', 'docforge.nav.resolver.ResolvedNav')>",
-                "docstring": "Represents a navigation structure where all patterns and paths have been\nresolved against the actual filesystem contents.\n\nAttributes:\n    home: Resolved relative path to the home page.\n    groups: Mapping of group titles to lists of absolute or relative Path objects.",
+                "docstring": "Resolved navigation structure.\n\nA ``ResolvedNav`` represents navigation data after glob patterns have been\nexpanded and paths validated against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page.\n    groups: Mapping of navigation group titles to lists of resolved\n        documentation file paths.",
                 "members": {
                   "home": {
                     "name": "home",
@@ -1837,7 +1837,7 @@
                     "kind": "function",
                     "path": "docforge.nav.mkdocs.ResolvedNav.all_files",
                     "signature": "<bound method Alias.signature of Alias('all_files', 'docforge.nav.resolver.ResolvedNav.all_files')>",
-                    "docstring": "Get an iterable of all resolved files in the navigation structure.\n\nReturns:\n    An iterable of Path objects."
+                    "docstring": "Iterate over all files referenced by the navigation structure.\n\nReturns:\n    An iterable of ``Path`` objects representing documentation files.\n\nRaises:\n    RuntimeError: If the home page is defined but the documentation\n        root is not available for resolution."
                   }
                 }
               },
@@ -1845,15 +1845,15 @@
                 "name": "MkDocsNavEmitter",
                 "kind": "class",
                 "path": "docforge.nav.mkdocs.MkDocsNavEmitter",
-                "signature": "<bound method Class.signature of Class('MkDocsNavEmitter', 13, 72)>",
-                "docstring": "Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible\nnavigation structure.",
+                "signature": "<bound method Class.signature of Class('MkDocsNavEmitter', 15, 81)>",
+                "docstring": "Emit MkDocs navigation structures from resolved navigation data.\n\nThe emitter transforms a ``ResolvedNav`` object into the YAML-compatible\nlist structure expected by the MkDocs ``nav`` configuration field.",
                 "members": {
                   "emit": {
                     "name": "emit",
                     "kind": "function",
                     "path": "docforge.nav.mkdocs.MkDocsNavEmitter.emit",
-                    "signature": "<bound method Function.signature of Function('emit', 19, 44)>",
-                    "docstring": "Generate a list of navigation entries for mkdocs.yml.\n\nArgs:\n    nav: The resolved navigation data.\n\nReturns:\n    A list of dictionary mappings representing the MkDocs navigation."
+                    "signature": "<bound method Function.signature of Function('emit', 23, 51)>",
+                    "docstring": "Generate a navigation structure for ``mkdocs.yml``.\n\nArgs:\n    nav: Resolved navigation data describing documentation groups\n        and their associated Markdown files.\n\nReturns:\n    A list of dictionaries representing the MkDocs navigation layout.\n    Each dictionary maps a navigation label to a page or a list of\n    pages."
                   }
                 }
               }
@@ -1864,7 +1864,7 @@
             "kind": "module",
             "path": "docforge.nav.resolver",
             "signature": null,
-            "docstring": "This module contains the logic for resolving a NavSpec against the physical\nfilesystem. It expands globs and validates that all referenced documents\nactually exist on disk.",
+            "docstring": "Navigation resolution utilities.\n\nThis module resolves a ``NavSpec`` against the filesystem by expanding glob\npatterns and validating that referenced documentation files exist.",
             "members": {
               "Path": {
                 "name": "Path",
@@ -1906,7 +1906,7 @@
                 "kind": "class",
                 "path": "docforge.nav.resolver.NavSpec",
                 "signature": "<bound method Alias.signature of Alias('NavSpec', 'docforge.nav.spec.NavSpec')>",
-                "docstring": "Parsed representation of the docforge navigation specification file.\n\nAttributes:\n    home: Path to the home document (e.g., 'index.md').\n    groups: Mapping of group titles to lists of path patterns/globs.",
+                "docstring": "Parsed representation of a navigation specification.\n\nA ``NavSpec`` describes the intended documentation navigation layout before\nit is resolved against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page (for example\n        ``index.md``).\n    groups: Mapping of navigation group titles to lists of file patterns\n        or glob expressions.",
                 "members": {
                   "home": {
                     "name": "home",
@@ -1927,14 +1927,14 @@
                     "kind": "function",
                     "path": "docforge.nav.resolver.NavSpec.load",
                     "signature": "<bound method Alias.signature of Alias('load', 'docforge.nav.spec.NavSpec.load')>",
-                    "docstring": "Load a NavSpec from a YAML file.\n\nArgs:\n    path: The filesystem path to the YAML file.\n\nReturns:\n    A NavSpec instance.\n\nRaises:\n    FileNotFoundError: If the path does not exist.\n    ValueError: If the file content is not a valid NavSpec mapping."
+                    "docstring": "Load a navigation specification from a YAML file.\n\nArgs:\n    path: Filesystem path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed configuration.\n\nRaises:\n    FileNotFoundError: If the specified file does not exist.\n    ValueError: If the file contents are not a valid navigation\n        specification."
                   },
                   "all_patterns": {
                     "name": "all_patterns",
                     "kind": "function",
                     "path": "docforge.nav.resolver.NavSpec.all_patterns",
                     "signature": "<bound method Alias.signature of Alias('all_patterns', 'docforge.nav.spec.NavSpec.all_patterns')>",
-                    "docstring": "Get all path patterns referenced in the specification.\n\nReturns:\n    A list of all patterns (home plus all groups)."
+                    "docstring": "Return all path patterns referenced by the specification.\n\nReturns:\n    A list containing the home document (if defined) and all\n    group pattern entries."
                   }
                 }
               },
@@ -1942,8 +1942,8 @@
                 "name": "ResolvedNav",
                 "kind": "class",
                 "path": "docforge.nav.resolver.ResolvedNav",
-                "signature": "<bound method Class.signature of Class('ResolvedNav', 15, 56)>",
-                "docstring": "Represents a navigation structure where all patterns and paths have been\nresolved against the actual filesystem contents.\n\nAttributes:\n    home: Resolved relative path to the home page.\n    groups: Mapping of group titles to lists of absolute or relative Path objects.",
+                "signature": "<bound method Class.signature of Class('ResolvedNav', 16, 65)>",
+                "docstring": "Resolved navigation structure.\n\nA ``ResolvedNav`` represents navigation data after glob patterns have been\nexpanded and paths validated against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page.\n    groups: Mapping of navigation group titles to lists of resolved\n        documentation file paths.",
                 "members": {
                   "home": {
                     "name": "home",
@@ -1963,8 +1963,8 @@
                     "name": "all_files",
                     "kind": "function",
                     "path": "docforge.nav.resolver.ResolvedNav.all_files",
-                    "signature": "<bound method Function.signature of Function('all_files', 43, 56)>",
-                    "docstring": "Get an iterable of all resolved files in the navigation structure.\n\nReturns:\n    An iterable of Path objects."
+                    "signature": "<bound method Function.signature of Function('all_files', 47, 65)>",
+                    "docstring": "Iterate over all files referenced by the navigation structure.\n\nReturns:\n    An iterable of ``Path`` objects representing documentation files.\n\nRaises:\n    RuntimeError: If the home page is defined but the documentation\n        root is not available for resolution."
                   }
                 }
               },
@@ -1972,8 +1972,8 @@
                 "name": "resolve_nav",
                 "kind": "function",
                 "path": "docforge.nav.resolver.resolve_nav",
-                "signature": "<bound method Function.signature of Function('resolve_nav', 59, 124)>",
-                "docstring": "Create a ResolvedNav by processing a NavSpec against the filesystem.\nThis expands globs and validates the existence of referenced files.\n\nArgs:\n    spec: The navigation specification to resolve.\n    docs_root: The root directory for documentation files.\n\nReturns:\n    A ResolvedNav instance.\n\nRaises:\n    FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist."
+                "signature": "<bound method Function.signature of Function('resolve_nav', 68, 136)>",
+                "docstring": "Resolve a navigation specification against the filesystem.\n\nThe function expands glob patterns defined in a ``NavSpec`` and verifies\nthat referenced documentation files exist within the documentation root.\n\nArgs:\n    spec: Navigation specification describing documentation layout.\n    docs_root: Root directory containing documentation Markdown files.\n\nReturns:\n    A ``ResolvedNav`` instance containing validated navigation paths.\n\nRaises:\n    FileNotFoundError: If the documentation root does not exist or a\n        navigation pattern does not match any files."
               },
               "Optional": {
                 "name": "Optional",
@@ -1989,7 +1989,7 @@
             "kind": "module",
             "path": "docforge.nav.spec",
             "signature": null,
-            "docstring": "This module defines the NavSpec class, which represents the user's intent for\ndocumentation navigation as defined in a YAML specification (usually\ndocforge.nav.yml).",
+            "docstring": "Navigation specification model.\n\nThis module defines the ``NavSpec`` class, which represents the navigation\nstructure defined by the user in the doc-forge navigation specification\n(typically ``docforge.nav.yml``).",
             "members": {
               "Path": {
                 "name": "Path",
@@ -2030,8 +2030,8 @@
                 "name": "NavSpec",
                 "kind": "class",
                 "path": "docforge.nav.spec.NavSpec",
-                "signature": "<bound method Class.signature of Class('NavSpec', 13, 91)>",
-                "docstring": "Parsed representation of the docforge navigation specification file.\n\nAttributes:\n    home: Path to the home document (e.g., 'index.md').\n    groups: Mapping of group titles to lists of path patterns/globs.",
+                "signature": "<bound method Class.signature of Class('NavSpec', 15, 104)>",
+                "docstring": "Parsed representation of a navigation specification.\n\nA ``NavSpec`` describes the intended documentation navigation layout before\nit is resolved against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page (for example\n        ``index.md``).\n    groups: Mapping of navigation group titles to lists of file patterns\n        or glob expressions.",
                 "members": {
                   "home": {
                     "name": "home",
@@ -2051,15 +2051,15 @@
                     "name": "load",
                     "kind": "function",
                     "path": "docforge.nav.spec.NavSpec.load",
-                    "signature": "<bound method Function.signature of Function('load', 37, 77)>",
-                    "docstring": "Load a NavSpec from a YAML file.\n\nArgs:\n    path: The filesystem path to the YAML file.\n\nReturns:\n    A NavSpec instance.\n\nRaises:\n    FileNotFoundError: If the path does not exist.\n    ValueError: If the file content is not a valid NavSpec mapping."
+                    "signature": "<bound method Function.signature of Function('load', 45, 86)>",
+                    "docstring": "Load a navigation specification from a YAML file.\n\nArgs:\n    path: Filesystem path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed configuration.\n\nRaises:\n    FileNotFoundError: If the specified file does not exist.\n    ValueError: If the file contents are not a valid navigation\n        specification."
                   },
                   "all_patterns": {
                     "name": "all_patterns",
                     "kind": "function",
                     "path": "docforge.nav.spec.NavSpec.all_patterns",
-                    "signature": "<bound method Function.signature of Function('all_patterns', 79, 91)>",
-                    "docstring": "Get all path patterns referenced in the specification.\n\nReturns:\n    A list of all patterns (home plus all groups)."
+                    "signature": "<bound method Function.signature of Function('all_patterns', 88, 104)>",
+                    "docstring": "Return all path patterns referenced by the specification.\n\nReturns:\n    A list containing the home document (if defined) and all\n    group pattern entries."
                   }
                 }
               },
@@ -2067,8 +2067,8 @@
                 "name": "load_nav_spec",
                 "kind": "function",
                 "path": "docforge.nav.spec.load_nav_spec",
-                "signature": "<bound method Function.signature of Function('load_nav_spec', 94, 114)>",
-                "docstring": "Utility function to load a NavSpec from a file.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A loaded NavSpec instance."
+                "signature": "<bound method Function.signature of Function('load_nav_spec', 107, 135)>",
+                "docstring": "Load a navigation specification file.\n\nThis helper function reads a YAML navigation file and constructs a\ncorresponding ``NavSpec`` instance.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed specification.\n\nRaises:\n    FileNotFoundError: If the specification file does not exist.\n    ValueError: If the YAML structure is invalid."
               }
             }
           }
@@ -2079,14 +2079,14 @@
         "kind": "module",
         "path": "docforge.renderers",
         "signature": null,
-        "docstring": "# Renderers Layer\n\nThe `docforge.renderers` package handles the transformation of the internal\ndocumentation models into physical files formatted for specific documentation\nengines.\n\n## Current Implementations\n\n- **MkDocsRenderer**: Generates Markdown files utilizing the `mkdocstrings`\n  syntax. It automatically handles package/module hierarchy and generates\n  `index.md` files for packages.\n\n## Extending\n\nTo add a new renderer, implement the `DocRenderer` protocol defined in\n`docforge.renderers.base`.",
+        "docstring": "Renderers layer for doc-forge.\n\nThe ``docforge.renderers`` package transforms the internal documentation\nmodels into files formatted for specific documentation systems.\n\n---\n\nOverview\n--------\n\nRenderers consume the doc-forge project model and generate output suitable\nfor documentation tools or machine interfaces.\n\nCurrent implementations:\n\n- **MkDocsRenderer** – Produces Markdown files compatible with MkDocs and\n  the ``mkdocstrings`` plugin. It automatically handles package hierarchy\n  and generates ``index.md`` files for packages.\n- **MCPRenderer** – Emits structured JSON resources designed for consumption\n  by Model Context Protocol (MCP) clients.\n\n---\n\nExtending\n---------\n\nNew renderers can be added by implementing the ``DocRenderer`` protocol\ndefined in ``docforge.renderers.base``.\n\n---",
         "members": {
           "MkDocsRenderer": {
             "name": "MkDocsRenderer",
             "kind": "class",
             "path": "docforge.renderers.MkDocsRenderer",
             "signature": "<bound method Alias.signature of Alias('MkDocsRenderer', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer')>",
-            "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+            "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
             "members": {
               "name": {
                 "name": "name",
@@ -2100,14 +2100,14 @@
                 "kind": "function",
                 "path": "docforge.renderers.MkDocsRenderer.generate_sources",
                 "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources')>",
-                "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+                "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
               },
               "generate_readme": {
                 "name": "generate_readme",
                 "kind": "function",
                 "path": "docforge.renderers.MkDocsRenderer.generate_readme",
                 "signature": "<bound method Alias.signature of Alias('generate_readme', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme')>",
-                "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+                "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
               }
             }
           },
@@ -2116,7 +2116,7 @@
             "kind": "class",
             "path": "docforge.renderers.MCPRenderer",
             "signature": "<bound method Alias.signature of Alias('MCPRenderer', 'docforge.renderers.mcp_renderer.MCPRenderer')>",
-            "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+            "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
             "members": {
               "name": {
                 "name": "name",
@@ -2130,7 +2130,7 @@
                 "kind": "function",
                 "path": "docforge.renderers.MCPRenderer.generate_sources",
                 "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mcp_renderer.MCPRenderer.generate_sources')>",
-                "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+                "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
               }
             }
           },
@@ -2139,7 +2139,7 @@
             "kind": "module",
             "path": "docforge.renderers.base",
             "signature": null,
-            "docstring": "This module defines the base interfaces and configuration containers for\ndoc-forge renderers. All renderer implementations should adhere to the\nDocRenderer protocol.",
+            "docstring": "Renderer base interfaces and configuration models.\n\nThis module defines the base protocol and configuration container used by\ndoc-forge renderers. Concrete renderer implementations should implement the\n``DocRenderer`` protocol.",
             "members": {
               "Path": {
                 "name": "Path",
@@ -2160,7 +2160,7 @@
                 "kind": "class",
                 "path": "docforge.renderers.base.Project",
                 "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-                "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+                "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -2181,28 +2181,28 @@
                     "kind": "function",
                     "path": "docforge.renderers.base.Project.add_module",
                     "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-                    "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+                    "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
                   },
                   "get_module": {
                     "name": "get_module",
                     "kind": "function",
                     "path": "docforge.renderers.base.Project.get_module",
                     "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-                    "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+                    "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
                   },
                   "get_all_modules": {
                     "name": "get_all_modules",
                     "kind": "function",
                     "path": "docforge.renderers.base.Project.get_all_modules",
                     "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-                    "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+                    "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
                   },
                   "get_module_list": {
                     "name": "get_module_list",
                     "kind": "function",
                     "path": "docforge.renderers.base.Project.get_module_list",
                     "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-                    "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+                    "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
                   }
                 }
               },
@@ -2210,8 +2210,8 @@
                 "name": "RendererConfig",
                 "kind": "class",
                 "path": "docforge.renderers.base.RendererConfig",
-                "signature": "<bound method Class.signature of Class('RendererConfig', 13, 24)>",
-                "docstring": "Configuration container for documentation renderers.\n\nArgs:\n    out_dir: The directory where documentation files should be written.\n    project: The introspected project models to be rendered.",
+                "signature": "<bound method Class.signature of Class('RendererConfig', 15, 36)>",
+                "docstring": "Configuration container for documentation renderers.\n\nA ``RendererConfig`` instance groups together the project model and the\noutput directory used during rendering.\n\nAttributes:\n    out_dir: Directory where generated documentation files will be written.\n    project: Documentation project model to be rendered.",
                 "members": {
                   "out_dir": {
                     "name": "out_dir",
@@ -2233,8 +2233,8 @@
                 "name": "DocRenderer",
                 "kind": "class",
                 "path": "docforge.renderers.base.DocRenderer",
-                "signature": "<bound method Class.signature of Class('DocRenderer', 27, 46)>",
-                "docstring": "Protocol defining the interface for documentation renderers.",
+                "signature": "<bound method Class.signature of Class('DocRenderer', 39, 62)>",
+                "docstring": "Protocol defining the interface for documentation renderers.\n\nImplementations of this protocol are responsible for transforming a\n``Project`` model into renderer-specific documentation sources.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -2247,8 +2247,8 @@
                     "name": "generate_sources",
                     "kind": "function",
                     "path": "docforge.renderers.base.DocRenderer.generate_sources",
-                    "signature": "<bound method Function.signature of Function('generate_sources', 34, 46)>",
-                    "docstring": "Generate renderer-specific source files for the given project.\n\nArgs:\n    project: The project models containing modules and objects.\n    out_dir: Target directory for the generated files."
+                    "signature": "<bound method Function.signature of Function('generate_sources', 49, 62)>",
+                    "docstring": "Generate renderer-specific documentation sources.\n\nArgs:\n    project: Project model containing modules and documentation objects.\n    out_dir: Directory where generated documentation sources\n        should be written."
                   }
                 }
               }
@@ -2294,7 +2294,7 @@
                 "kind": "class",
                 "path": "docforge.renderers.mcp_renderer.Project",
                 "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-                "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+                "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -2315,28 +2315,28 @@
                     "kind": "function",
                     "path": "docforge.renderers.mcp_renderer.Project.add_module",
                     "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-                    "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+                    "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
                   },
                   "get_module": {
                     "name": "get_module",
                     "kind": "function",
                     "path": "docforge.renderers.mcp_renderer.Project.get_module",
                     "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-                    "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+                    "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
                   },
                   "get_all_modules": {
                     "name": "get_all_modules",
                     "kind": "function",
                     "path": "docforge.renderers.mcp_renderer.Project.get_all_modules",
                     "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-                    "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+                    "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
                   },
                   "get_module_list": {
                     "name": "get_module_list",
                     "kind": "function",
                     "path": "docforge.renderers.mcp_renderer.Project.get_module_list",
                     "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-                    "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+                    "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
                   }
                 }
               },
@@ -2345,7 +2345,7 @@
                 "kind": "class",
                 "path": "docforge.renderers.mcp_renderer.Module",
                 "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.Module')>",
-                "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+                "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
                 "members": {
                   "path": {
                     "name": "path",
@@ -2373,21 +2373,21 @@
                     "kind": "function",
                     "path": "docforge.renderers.mcp_renderer.Module.add_object",
                     "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-                    "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+                    "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
                   },
                   "get_object": {
                     "name": "get_object",
                     "kind": "function",
                     "path": "docforge.renderers.mcp_renderer.Module.get_object",
                     "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-                    "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+                    "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
                   },
                   "get_all_objects": {
                     "name": "get_all_objects",
                     "kind": "function",
                     "path": "docforge.renderers.mcp_renderer.Module.get_all_objects",
                     "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-                    "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+                    "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
                   }
                 }
               },
@@ -2396,7 +2396,7 @@
                 "kind": "class",
                 "path": "docforge.renderers.mcp_renderer.DocObject",
                 "signature": "<bound method Alias.signature of Alias('DocObject', 'docforge.models.DocObject')>",
-                "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+                "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -2445,21 +2445,21 @@
                     "kind": "function",
                     "path": "docforge.renderers.mcp_renderer.DocObject.add_member",
                     "signature": "<bound method Alias.signature of Alias('add_member', 'docforge.models.object.DocObject.add_member')>",
-                    "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+                    "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
                   },
                   "get_member": {
                     "name": "get_member",
                     "kind": "function",
                     "path": "docforge.renderers.mcp_renderer.DocObject.get_member",
                     "signature": "<bound method Alias.signature of Alias('get_member', 'docforge.models.object.DocObject.get_member')>",
-                    "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+                    "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
                   },
                   "get_all_members": {
                     "name": "get_all_members",
                     "kind": "function",
                     "path": "docforge.renderers.mcp_renderer.DocObject.get_all_members",
                     "signature": "<bound method Alias.signature of Alias('get_all_members', 'docforge.models.object.DocObject.get_all_members')>",
-                    "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+                    "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
                   }
                 }
               },
@@ -2467,8 +2467,8 @@
                 "name": "MCPRenderer",
                 "kind": "class",
                 "path": "docforge.renderers.mcp_renderer.MCPRenderer",
-                "signature": "<bound method Class.signature of Class('MCPRenderer', 8, 122)>",
-                "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+                "signature": "<bound method Class.signature of Class('MCPRenderer', 8, 138)>",
+                "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
                 "members": {
                   "name": {
                     "name": "name",
@@ -2481,8 +2481,8 @@
                     "name": "generate_sources",
                     "kind": "function",
                     "path": "docforge.renderers.mcp_renderer.MCPRenderer.generate_sources",
-                    "signature": "<bound method Function.signature of Function('generate_sources', 15, 53)>",
-                    "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+                    "signature": "<bound method Function.signature of Function('generate_sources', 19, 60)>",
+                    "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
                   }
                 }
               }
@@ -2493,7 +2493,7 @@
             "kind": "module",
             "path": "docforge.renderers.mkdocs_renderer",
             "signature": null,
-            "docstring": "MkDocsRenderer\n\nGenerates Markdown source files compatible with MkDocs Material\nand mkdocstrings, ensuring:\n\n- Root index.md always exists\n- Parent package indexes are created automatically\n- Child modules are linked in parent index files\n- README.md can be generated from the root package docstring",
+            "docstring": "MkDocs renderer implementation.\n\nThis module defines the ``MkDocsRenderer`` class, which generates Markdown\ndocumentation sources compatible with MkDocs Material and the mkdocstrings\nplugin.\n\nThe renderer ensures a consistent documentation structure by:\n\n- Creating a root ``index.md`` if one does not exist\n- Generating package index pages automatically\n- Linking child modules within parent package pages\n- Optionally generating ``README.md`` from the root package docstring",
             "members": {
               "Path": {
                 "name": "Path",
@@ -2507,7 +2507,7 @@
                 "kind": "class",
                 "path": "docforge.renderers.mkdocs_renderer.Project",
                 "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-                "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+                "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -2528,28 +2528,28 @@
                     "kind": "function",
                     "path": "docforge.renderers.mkdocs_renderer.Project.add_module",
                     "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-                    "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+                    "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
                   },
                   "get_module": {
                     "name": "get_module",
                     "kind": "function",
                     "path": "docforge.renderers.mkdocs_renderer.Project.get_module",
                     "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-                    "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+                    "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
                   },
                   "get_all_modules": {
                     "name": "get_all_modules",
                     "kind": "function",
                     "path": "docforge.renderers.mkdocs_renderer.Project.get_all_modules",
                     "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-                    "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+                    "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
                   },
                   "get_module_list": {
                     "name": "get_module_list",
                     "kind": "function",
                     "path": "docforge.renderers.mkdocs_renderer.Project.get_module_list",
                     "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-                    "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+                    "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
                   }
                 }
               },
@@ -2558,7 +2558,7 @@
                 "kind": "class",
                 "path": "docforge.renderers.mkdocs_renderer.Module",
                 "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.Module')>",
-                "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+                "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
                 "members": {
                   "path": {
                     "name": "path",
@@ -2586,21 +2586,21 @@
                     "kind": "function",
                     "path": "docforge.renderers.mkdocs_renderer.Module.add_object",
                     "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-                    "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+                    "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
                   },
                   "get_object": {
                     "name": "get_object",
                     "kind": "function",
                     "path": "docforge.renderers.mkdocs_renderer.Module.get_object",
                     "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-                    "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+                    "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
                   },
                   "get_all_objects": {
                     "name": "get_all_objects",
                     "kind": "function",
                     "path": "docforge.renderers.mkdocs_renderer.Module.get_all_objects",
                     "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-                    "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+                    "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
                   }
                 }
               },
@@ -2608,8 +2608,8 @@
                 "name": "MkDocsRenderer",
                 "kind": "class",
                 "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer",
-                "signature": "<bound method Class.signature of Class('MkDocsRenderer', 17, 242)>",
-                "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+                "signature": "<bound method Class.signature of Class('MkDocsRenderer', 20, 272)>",
+                "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
                 "members": {
                   "name": {
                     "name": "name",
@@ -2622,15 +2622,15 @@
                     "name": "generate_sources",
                     "kind": "function",
                     "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources",
-                    "signature": "<bound method Function.signature of Function('generate_sources', 28, 66)>",
-                    "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+                    "signature": "<bound method Function.signature of Function('generate_sources', 34, 71)>",
+                    "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
                   },
                   "generate_readme": {
                     "name": "generate_readme",
                     "kind": "function",
                     "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme",
-                    "signature": "<bound method Function.signature of Function('generate_readme', 68, 122)>",
-                    "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+                    "signature": "<bound method Function.signature of Function('generate_readme', 73, 128)>",
+                    "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
                   }
                 }
               }
@@ -2643,14 +2643,14 @@
         "kind": "module",
         "path": "docforge.servers",
         "signature": null,
-        "docstring": null,
+        "docstring": "Server layer for doc-forge.\n\nThis module exposes server implementations used to provide live access\nto generated documentation resources. Currently, it includes the MCP\ndocumentation server.\n\n---",
         "members": {
           "MCPServer": {
             "name": "MCPServer",
             "kind": "class",
             "path": "docforge.servers.MCPServer",
             "signature": "<bound method Alias.signature of Alias('MCPServer', 'docforge.servers.mcp_server.MCPServer')>",
-            "docstring": "MCP server for serving a pre-built MCP documentation bundle.",
+            "docstring": "MCP server for serving a pre-generated documentation bundle.\n\nThe server exposes documentation resources and diagnostic tools through\nMCP endpoints backed by JSON files generated by the MCP renderer.",
             "members": {
               "mcp_root": {
                 "name": "mcp_root",
@@ -2671,7 +2671,7 @@
                 "kind": "function",
                 "path": "docforge.servers.MCPServer.run",
                 "signature": "<bound method Alias.signature of Alias('run', 'docforge.servers.mcp_server.MCPServer.run')>",
-                "docstring": "Start the MCP server.\n\nArgs:\n    transport: MCP transport (default: streamable-http)"
+                "docstring": "Start the MCP server.\n\nArgs:\n    transport: Transport mechanism used by the MCP server. Supported\n        options include ``stdio``, ``sse``, and ``streamable-http``."
               }
             }
           },
@@ -2728,8 +2728,8 @@
                 "name": "MCPServer",
                 "kind": "class",
                 "path": "docforge.servers.mcp_server.MCPServer",
-                "signature": "<bound method Class.signature of Class('MCPServer', 10, 95)>",
-                "docstring": "MCP server for serving a pre-built MCP documentation bundle.",
+                "signature": "<bound method Class.signature of Class('MCPServer', 10, 122)>",
+                "docstring": "MCP server for serving a pre-generated documentation bundle.\n\nThe server exposes documentation resources and diagnostic tools through\nMCP endpoints backed by JSON files generated by the MCP renderer.",
                 "members": {
                   "mcp_root": {
                     "name": "mcp_root",
@@ -2749,8 +2749,8 @@
                     "name": "run",
                     "kind": "function",
                     "path": "docforge.servers.mcp_server.MCPServer.run",
-                    "signature": "<bound method Function.signature of Function('run', 88, 95)>",
-                    "docstring": "Start the MCP server.\n\nArgs:\n    transport: MCP transport (default: streamable-http)"
+                    "signature": "<bound method Function.signature of Function('run', 111, 122)>",
+                    "docstring": "Start the MCP server.\n\nArgs:\n    transport: Transport mechanism used by the MCP server. Supported\n        options include ``stdio``, ``sse``, and ``streamable-http``."
                   }
                 }
               }
diff --git a/mcp_docs/modules/docforge.loaders.griffe_loader.json b/mcp_docs/modules/docforge.loaders.griffe_loader.json
index 85323ea..5b0d03b 100644
--- a/mcp_docs/modules/docforge.loaders.griffe_loader.json
+++ b/mcp_docs/modules/docforge.loaders.griffe_loader.json
@@ -2,7 +2,7 @@
   "module": "docforge.loaders.griffe_loader",
   "content": {
     "path": "docforge.loaders.griffe_loader",
-    "docstring": "This module provides the GriffeLoader, which uses the 'griffe' library to\nintrospect Python source code and populate the doc-forge Project models.",
+    "docstring": "Utilities for loading and introspecting Python modules using Griffe.\n\nThis module provides the ``GriffeLoader`` class and helper utilities used to\ndiscover Python modules, introspect their structure, and convert the results\ninto doc-forge documentation models.",
     "objects": {
       "logging": {
         "name": "logging",
@@ -65,7 +65,7 @@
         "kind": "class",
         "path": "docforge.loaders.griffe_loader.Module",
         "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.Module')>",
-        "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+        "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
         "members": {
           "path": {
             "name": "path",
@@ -93,21 +93,21 @@
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.Module.add_object",
             "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
           },
           "get_object": {
             "name": "get_object",
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.Module.get_object",
             "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-            "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+            "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
           },
           "get_all_objects": {
             "name": "get_all_objects",
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.Module.get_all_objects",
             "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-            "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+            "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
           }
         }
       },
@@ -116,7 +116,7 @@
         "kind": "class",
         "path": "docforge.loaders.griffe_loader.Project",
         "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-        "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+        "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
         "members": {
           "name": {
             "name": "name",
@@ -137,28 +137,28 @@
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.Project.add_module",
             "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-            "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+            "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
           },
           "get_module": {
             "name": "get_module",
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.Project.get_module",
             "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
           },
           "get_all_modules": {
             "name": "get_all_modules",
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.Project.get_all_modules",
             "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-            "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+            "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
           },
           "get_module_list": {
             "name": "get_module_list",
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.Project.get_module_list",
             "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-            "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+            "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
           }
         }
       },
@@ -167,7 +167,7 @@
         "kind": "class",
         "path": "docforge.loaders.griffe_loader.DocObject",
         "signature": "<bound method Alias.signature of Alias('DocObject', 'docforge.models.DocObject')>",
-        "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+        "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
         "members": {
           "name": {
             "name": "name",
@@ -216,21 +216,21 @@
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.DocObject.add_member",
             "signature": "<bound method Alias.signature of Alias('add_member', 'docforge.models.object.DocObject.add_member')>",
-            "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+            "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
           },
           "get_member": {
             "name": "get_member",
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.DocObject.get_member",
             "signature": "<bound method Alias.signature of Alias('get_member', 'docforge.models.object.DocObject.get_member')>",
-            "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+            "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
           },
           "get_all_members": {
             "name": "get_all_members",
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.DocObject.get_all_members",
             "signature": "<bound method Alias.signature of Alias('get_all_members', 'docforge.models.object.DocObject.get_all_members')>",
-            "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+            "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
           }
         }
       },
@@ -245,29 +245,29 @@
         "name": "discover_module_paths",
         "kind": "function",
         "path": "docforge.loaders.griffe_loader.discover_module_paths",
-        "signature": "<bound method Function.signature of Function('discover_module_paths', 23, 62)>",
-        "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+        "signature": "<bound method Function.signature of Function('discover_module_paths', 26, 73)>",
+        "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
       },
       "GriffeLoader": {
         "name": "GriffeLoader",
         "kind": "class",
         "path": "docforge.loaders.griffe_loader.GriffeLoader",
-        "signature": "<bound method Class.signature of Class('GriffeLoader', 65, 224)>",
-        "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+        "signature": "<bound method Class.signature of Class('GriffeLoader', 76, 264)>",
+        "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
         "members": {
           "load_project": {
             "name": "load_project",
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.GriffeLoader.load_project",
-            "signature": "<bound method Function.signature of Function('load_project', 79, 115)>",
-            "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+            "signature": "<bound method Function.signature of Function('load_project', 97, 144)>",
+            "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
           },
           "load_module": {
             "name": "load_module",
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.GriffeLoader.load_module",
-            "signature": "<bound method Function.signature of Function('load_module', 117, 130)>",
-            "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+            "signature": "<bound method Function.signature of Function('load_module', 146, 162)>",
+            "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
           }
         }
       }
diff --git a/mcp_docs/modules/docforge.loaders.json b/mcp_docs/modules/docforge.loaders.json
index 8e833b2..ce5a3e6 100644
--- a/mcp_docs/modules/docforge.loaders.json
+++ b/mcp_docs/modules/docforge.loaders.json
@@ -2,28 +2,28 @@
   "module": "docforge.loaders",
   "content": {
     "path": "docforge.loaders",
-    "docstring": "# Loader Layer\n\nThe `docforge.loaders` package is responsible for discovering Python source files\nand extracting their documentation using static analysis.\n\n## Core Features\n\n- **Discovery**: Automatically find all modules and packages in a project\n  directory.\n- **Introspection**: Uses `griffe` to parse docstrings, signatures, and\n  hierarchical relationships without executing the code.\n- **Filtering**: Automatically excludes private members (prefixed with `_`) to\n  ensure clean public documentation.",
+    "docstring": "Loader layer for doc-forge.\n\nThe ``docforge.loaders`` package is responsible for discovering Python modules\nand extracting documentation data using static analysis.\n\n---\n\nOverview\n--------\n\nThis layer converts Python source code into an intermediate documentation\nmodel used by doc-forge. It performs module discovery, introspection, and\ninitial filtering before the data is passed to the core documentation models.\n\nCore capabilities include:\n\n- **Module discovery** – Locate Python modules and packages within a project.\n- **Static introspection** – Parse docstrings, signatures, and object\n  hierarchies using the ``griffe`` library without executing the code.\n- **Public API filtering** – Exclude private members (names prefixed with\n  ``_``) to produce clean public documentation structures.\n\n---",
     "objects": {
       "GriffeLoader": {
         "name": "GriffeLoader",
         "kind": "class",
         "path": "docforge.loaders.GriffeLoader",
         "signature": "<bound method Alias.signature of Alias('GriffeLoader', 'docforge.loaders.griffe_loader.GriffeLoader')>",
-        "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+        "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
         "members": {
           "load_project": {
             "name": "load_project",
             "kind": "function",
             "path": "docforge.loaders.GriffeLoader.load_project",
             "signature": "<bound method Alias.signature of Alias('load_project', 'docforge.loaders.griffe_loader.GriffeLoader.load_project')>",
-            "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+            "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
           },
           "load_module": {
             "name": "load_module",
             "kind": "function",
             "path": "docforge.loaders.GriffeLoader.load_module",
             "signature": "<bound method Alias.signature of Alias('load_module', 'docforge.loaders.griffe_loader.GriffeLoader.load_module')>",
-            "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+            "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
           }
         }
       },
@@ -32,14 +32,14 @@
         "kind": "function",
         "path": "docforge.loaders.discover_module_paths",
         "signature": "<bound method Alias.signature of Alias('discover_module_paths', 'docforge.loaders.griffe_loader.discover_module_paths')>",
-        "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+        "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
       },
       "griffe_loader": {
         "name": "griffe_loader",
         "kind": "module",
         "path": "docforge.loaders.griffe_loader",
         "signature": null,
-        "docstring": "This module provides the GriffeLoader, which uses the 'griffe' library to\nintrospect Python source code and populate the doc-forge Project models.",
+        "docstring": "Utilities for loading and introspecting Python modules using Griffe.\n\nThis module provides the ``GriffeLoader`` class and helper utilities used to\ndiscover Python modules, introspect their structure, and convert the results\ninto doc-forge documentation models.",
         "members": {
           "logging": {
             "name": "logging",
@@ -102,7 +102,7 @@
             "kind": "class",
             "path": "docforge.loaders.griffe_loader.Module",
             "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.Module')>",
-            "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+            "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
             "members": {
               "path": {
                 "name": "path",
@@ -130,21 +130,21 @@
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.Module.add_object",
                 "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
               },
               "get_object": {
                 "name": "get_object",
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.Module.get_object",
                 "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-                "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+                "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
               },
               "get_all_objects": {
                 "name": "get_all_objects",
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.Module.get_all_objects",
                 "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-                "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+                "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
               }
             }
           },
@@ -153,7 +153,7 @@
             "kind": "class",
             "path": "docforge.loaders.griffe_loader.Project",
             "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-            "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+            "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
             "members": {
               "name": {
                 "name": "name",
@@ -174,28 +174,28 @@
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.Project.add_module",
                 "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-                "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+                "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
               },
               "get_module": {
                 "name": "get_module",
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.Project.get_module",
                 "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
               },
               "get_all_modules": {
                 "name": "get_all_modules",
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.Project.get_all_modules",
                 "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-                "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+                "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
               },
               "get_module_list": {
                 "name": "get_module_list",
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.Project.get_module_list",
                 "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-                "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+                "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
               }
             }
           },
@@ -204,7 +204,7 @@
             "kind": "class",
             "path": "docforge.loaders.griffe_loader.DocObject",
             "signature": "<bound method Alias.signature of Alias('DocObject', 'docforge.models.DocObject')>",
-            "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+            "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
             "members": {
               "name": {
                 "name": "name",
@@ -253,21 +253,21 @@
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.DocObject.add_member",
                 "signature": "<bound method Alias.signature of Alias('add_member', 'docforge.models.object.DocObject.add_member')>",
-                "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+                "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
               },
               "get_member": {
                 "name": "get_member",
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.DocObject.get_member",
                 "signature": "<bound method Alias.signature of Alias('get_member', 'docforge.models.object.DocObject.get_member')>",
-                "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+                "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
               },
               "get_all_members": {
                 "name": "get_all_members",
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.DocObject.get_all_members",
                 "signature": "<bound method Alias.signature of Alias('get_all_members', 'docforge.models.object.DocObject.get_all_members')>",
-                "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+                "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
               }
             }
           },
@@ -282,29 +282,29 @@
             "name": "discover_module_paths",
             "kind": "function",
             "path": "docforge.loaders.griffe_loader.discover_module_paths",
-            "signature": "<bound method Function.signature of Function('discover_module_paths', 23, 62)>",
-            "docstring": "Discover all Python modules under a package via filesystem traversal.\n\nRules:\n- Directory with __init__.py is treated as a package.\n- Any .py file is treated as a module.\n- All paths are converted to dotted module paths.\n\nArgs:\n    module_name: The name of the package to discover.\n    project_root: The root directory of the project. Defaults to current working directory.\n\nReturns:\n    A sorted list of dotted module paths."
+            "signature": "<bound method Function.signature of Function('discover_module_paths', 26, 73)>",
+            "docstring": "Discover Python modules within a package directory.\n\nThe function scans the filesystem for ``.py`` files inside the specified\npackage and converts them into dotted module import paths.\n\nDiscovery rules:\n\n- Directories containing ``__init__.py`` are treated as packages.\n- Each ``.py`` file is treated as a module.\n- Results are returned as dotted import paths.\n\nArgs:\n    module_name: Top-level package name to discover modules from.\n    project_root: Root directory used to resolve module paths. If not\n        provided, the current working directory is used.\n\nReturns:\n    A sorted list of unique dotted module import paths.\n\nRaises:\n    FileNotFoundError: If the specified package directory does not exist."
           },
           "GriffeLoader": {
             "name": "GriffeLoader",
             "kind": "class",
             "path": "docforge.loaders.griffe_loader.GriffeLoader",
-            "signature": "<bound method Class.signature of Class('GriffeLoader', 65, 224)>",
-            "docstring": "Loads Python modules and extracts documentation using the Griffe introspection engine.",
+            "signature": "<bound method Class.signature of Class('GriffeLoader', 76, 264)>",
+            "docstring": "Load Python modules using Griffe and convert them into doc-forge models.\n\nThis loader uses the Griffe introspection engine to analyze Python source\ncode and transform the extracted information into ``Project``, ``Module``,\nand ``DocObject`` instances used by doc-forge.",
             "members": {
               "load_project": {
                 "name": "load_project",
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.GriffeLoader.load_project",
-                "signature": "<bound method Function.signature of Function('load_project', 79, 115)>",
-                "docstring": "Load multiple modules and combine them into a single Project models.\n\nArgs:\n    module_paths: A list of dotted paths to the modules to load.\n    project_name: Optional name for the project. Defaults to the first module name.\n    skip_import_errors: If True, modules that fail to import will be skipped.\n\nReturns:\n    A Project instance containing the loaded modules."
+                "signature": "<bound method Function.signature of Function('load_project', 97, 144)>",
+                "docstring": "Load multiple modules and assemble them into a Project model.\n\nEach module path is introspected and converted into a ``Module``\ninstance. All modules are then aggregated into a single ``Project``\nobject.\n\nArgs:\n    module_paths: List of dotted module import paths to load.\n    project_name: Optional override for the project name. Defaults\n        to the top-level name of the first module.\n    skip_import_errors: If True, modules that fail to load will be\n        skipped instead of raising an error.\n\nReturns:\n    A populated ``Project`` instance containing the loaded modules.\n\nRaises:\n    ValueError: If no module paths are provided.\n    ImportError: If a module fails to load and\n        ``skip_import_errors`` is False."
               },
               "load_module": {
                 "name": "load_module",
                 "kind": "function",
                 "path": "docforge.loaders.griffe_loader.GriffeLoader.load_module",
-                "signature": "<bound method Function.signature of Function('load_module', 117, 130)>",
-                "docstring": "Load a single module and convert its introspection data into the docforge models.\n\nArgs:\n    path: The dotted path of the module to load.\n\nReturns:\n    A Module instance."
+                "signature": "<bound method Function.signature of Function('load_module', 146, 162)>",
+                "docstring": "Load and convert a single Python module.\n\nThe module is introspected using Griffe and then transformed into\na doc-forge ``Module`` model.\n\nArgs:\n    path: Dotted import path of the module.\n\nReturns:\n    A populated ``Module`` instance."
               }
             }
           }
diff --git a/mcp_docs/modules/docforge.models.json b/mcp_docs/modules/docforge.models.json
index 0a4ba16..d7283f7 100644
--- a/mcp_docs/modules/docforge.models.json
+++ b/mcp_docs/modules/docforge.models.json
@@ -2,14 +2,14 @@
   "module": "docforge.models",
   "content": {
     "path": "docforge.models",
-    "docstring": "# Model Layer\n\nThe `docforge.models` package provides the core data structures used to represent\nPython source code in a documentation-focused hierarchy.\n\n## Key Components\n\n- **Project**: The root container for all documented modules.\n- **Module**: Represents a Python module or package, containing members.\n- **DocObject**: A recursive structure for classes, functions, and attributes.\n\nThese classes are designed to be renderer-agnostic, allowing the same internal\nrepresentation to be transformed into various output formats (currently MkDocs).",
+    "docstring": "Model layer for doc-forge.\n\nThe ``docforge.models`` package defines the core data structures used to\nrepresent Python source code as a structured documentation model.\n\n---\n\nOverview\n--------\n\nThe model layer forms the central intermediate representation used throughout\ndoc-forge. Python modules and objects discovered during introspection are\nconverted into a hierarchy of documentation models that can later be rendered\ninto different documentation formats.\n\nKey components:\n\n- **Project** – Root container representing an entire documented codebase.\n- **Module** – Representation of a Python module or package containing\n  documented members.\n- **DocObject** – Recursive structure representing Python objects such as\n  classes, functions, methods, and attributes.\n\nThese models are intentionally **renderer-agnostic**, allowing the same\ndocumentation structure to be transformed into multiple output formats\n(e.g., MkDocs, MCP, or other renderers).\n\n---",
     "objects": {
       "Project": {
         "name": "Project",
         "kind": "class",
         "path": "docforge.models.Project",
         "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.project.Project')>",
-        "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+        "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
         "members": {
           "name": {
             "name": "name",
@@ -30,28 +30,28 @@
             "kind": "function",
             "path": "docforge.models.Project.add_module",
             "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-            "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+            "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
           },
           "get_module": {
             "name": "get_module",
             "kind": "function",
             "path": "docforge.models.Project.get_module",
             "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
           },
           "get_all_modules": {
             "name": "get_all_modules",
             "kind": "function",
             "path": "docforge.models.Project.get_all_modules",
             "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-            "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+            "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
           },
           "get_module_list": {
             "name": "get_module_list",
             "kind": "function",
             "path": "docforge.models.Project.get_module_list",
             "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-            "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+            "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
           }
         }
       },
@@ -60,7 +60,7 @@
         "kind": "class",
         "path": "docforge.models.Module",
         "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.module.Module')>",
-        "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+        "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
         "members": {
           "path": {
             "name": "path",
@@ -88,21 +88,21 @@
             "kind": "function",
             "path": "docforge.models.Module.add_object",
             "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
           },
           "get_object": {
             "name": "get_object",
             "kind": "function",
             "path": "docforge.models.Module.get_object",
             "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-            "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+            "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
           },
           "get_all_objects": {
             "name": "get_all_objects",
             "kind": "function",
             "path": "docforge.models.Module.get_all_objects",
             "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-            "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+            "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
           }
         }
       },
@@ -111,7 +111,7 @@
         "kind": "class",
         "path": "docforge.models.DocObject",
         "signature": "<bound method Alias.signature of Alias('DocObject', 'docforge.models.object.DocObject')>",
-        "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+        "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
         "members": {
           "name": {
             "name": "name",
@@ -160,21 +160,21 @@
             "kind": "function",
             "path": "docforge.models.DocObject.add_member",
             "signature": "<bound method Alias.signature of Alias('add_member', 'docforge.models.object.DocObject.add_member')>",
-            "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+            "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
           },
           "get_member": {
             "name": "get_member",
             "kind": "function",
             "path": "docforge.models.DocObject.get_member",
             "signature": "<bound method Alias.signature of Alias('get_member', 'docforge.models.object.DocObject.get_member')>",
-            "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+            "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
           },
           "get_all_members": {
             "name": "get_all_members",
             "kind": "function",
             "path": "docforge.models.DocObject.get_all_members",
             "signature": "<bound method Alias.signature of Alias('get_all_members', 'docforge.models.object.DocObject.get_all_members')>",
-            "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+            "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
           }
         }
       },
@@ -183,7 +183,7 @@
         "kind": "module",
         "path": "docforge.models.module",
         "signature": null,
-        "docstring": "This module defines the Module class, which represents a Python module or package\nin the doc-forge documentation models. It acts as a container for top-level\ndocumented objects.",
+        "docstring": "Documentation model representing a Python module or package.\n\nThis module defines the ``Module`` class used in the doc-forge documentation\nmodel. A ``Module`` acts as a container for top-level documented objects\n(classes, functions, variables, and other members) discovered during\nintrospection.",
         "members": {
           "Dict": {
             "name": "Dict",
@@ -211,7 +211,7 @@
             "kind": "class",
             "path": "docforge.models.module.DocObject",
             "signature": "<bound method Alias.signature of Alias('DocObject', 'docforge.models.object.DocObject')>",
-            "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+            "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
             "members": {
               "name": {
                 "name": "name",
@@ -260,21 +260,21 @@
                 "kind": "function",
                 "path": "docforge.models.module.DocObject.add_member",
                 "signature": "<bound method Alias.signature of Alias('add_member', 'docforge.models.object.DocObject.add_member')>",
-                "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+                "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
               },
               "get_member": {
                 "name": "get_member",
                 "kind": "function",
                 "path": "docforge.models.module.DocObject.get_member",
                 "signature": "<bound method Alias.signature of Alias('get_member', 'docforge.models.object.DocObject.get_member')>",
-                "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+                "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
               },
               "get_all_members": {
                 "name": "get_all_members",
                 "kind": "function",
                 "path": "docforge.models.module.DocObject.get_all_members",
                 "signature": "<bound method Alias.signature of Alias('get_all_members', 'docforge.models.object.DocObject.get_all_members')>",
-                "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+                "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
               }
             }
           },
@@ -282,8 +282,8 @@
             "name": "Module",
             "kind": "class",
             "path": "docforge.models.module.Module",
-            "signature": "<bound method Class.signature of Class('Module', 12, 66)>",
-            "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+            "signature": "<bound method Class.signature of Class('Module', 15, 79)>",
+            "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
             "members": {
               "path": {
                 "name": "path",
@@ -310,22 +310,22 @@
                 "name": "add_object",
                 "kind": "function",
                 "path": "docforge.models.module.Module.add_object",
-                "signature": "<bound method Function.signature of Function('add_object', 38, 45)>",
-                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+                "signature": "<bound method Function.signature of Function('add_object', 46, 54)>",
+                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
               },
               "get_object": {
                 "name": "get_object",
                 "kind": "function",
                 "path": "docforge.models.module.Module.get_object",
-                "signature": "<bound method Function.signature of Function('get_object', 47, 57)>",
-                "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+                "signature": "<bound method Function.signature of Function('get_object', 56, 69)>",
+                "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
               },
               "get_all_objects": {
                 "name": "get_all_objects",
                 "kind": "function",
                 "path": "docforge.models.module.Module.get_all_objects",
-                "signature": "<bound method Function.signature of Function('get_all_objects', 59, 66)>",
-                "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+                "signature": "<bound method Function.signature of Function('get_all_objects', 71, 79)>",
+                "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
               }
             }
           }
@@ -336,7 +336,7 @@
         "kind": "module",
         "path": "docforge.models.object",
         "signature": null,
-        "docstring": "This module defines the DocObject class, the fundamental recursive unit of the\ndoc-forge documentation models. A DocObject represents a single Python entity\n(class, function, method, or attribute) and its nested members.",
+        "docstring": "Documentation model representing individual Python objects.\n\nThis module defines the ``DocObject`` class, the fundamental recursive unit of\nthe doc-forge documentation model. Each ``DocObject`` represents a Python\nentity such as a class, function, method, or attribute, and may contain nested\nmembers that form a hierarchical documentation structure.",
         "members": {
           "Dict": {
             "name": "Dict",
@@ -363,8 +363,8 @@
             "name": "DocObject",
             "kind": "class",
             "path": "docforge.models.object.DocObject",
-            "signature": "<bound method Class.signature of Class('DocObject', 10, 76)>",
-            "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+            "signature": "<bound method Class.signature of Class('DocObject', 13, 90)>",
+            "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
             "members": {
               "name": {
                 "name": "name",
@@ -412,22 +412,22 @@
                 "name": "add_member",
                 "kind": "function",
                 "path": "docforge.models.object.DocObject.add_member",
-                "signature": "<bound method Function.signature of Function('add_member', 48, 55)>",
-                "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+                "signature": "<bound method Function.signature of Function('add_member', 56, 66)>",
+                "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
               },
               "get_member": {
                 "name": "get_member",
                 "kind": "function",
                 "path": "docforge.models.object.DocObject.get_member",
-                "signature": "<bound method Function.signature of Function('get_member', 57, 67)>",
-                "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+                "signature": "<bound method Function.signature of Function('get_member', 68, 81)>",
+                "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
               },
               "get_all_members": {
                 "name": "get_all_members",
                 "kind": "function",
                 "path": "docforge.models.object.DocObject.get_all_members",
-                "signature": "<bound method Function.signature of Function('get_all_members', 69, 76)>",
-                "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+                "signature": "<bound method Function.signature of Function('get_all_members', 83, 90)>",
+                "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
               }
             }
           }
@@ -438,7 +438,7 @@
         "kind": "module",
         "path": "docforge.models.project",
         "signature": null,
-        "docstring": "This module defines the Project class, the top-level container for a documented\nproject. It aggregates multiple Module instances into a single named entity.",
+        "docstring": "Documentation model representing a project.\n\nThis module defines the ``Project`` class, the top-level container used by\ndoc-forge to represent a documented codebase. A ``Project`` aggregates multiple\nmodules and provides access to them through a unified interface.",
         "members": {
           "Dict": {
             "name": "Dict",
@@ -459,7 +459,7 @@
             "kind": "class",
             "path": "docforge.models.project.Module",
             "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.module.Module')>",
-            "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+            "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
             "members": {
               "path": {
                 "name": "path",
@@ -487,21 +487,21 @@
                 "kind": "function",
                 "path": "docforge.models.project.Module.add_object",
                 "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
               },
               "get_object": {
                 "name": "get_object",
                 "kind": "function",
                 "path": "docforge.models.project.Module.get_object",
                 "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-                "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+                "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
               },
               "get_all_objects": {
                 "name": "get_all_objects",
                 "kind": "function",
                 "path": "docforge.models.project.Module.get_all_objects",
                 "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-                "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+                "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
               }
             }
           },
@@ -509,8 +509,8 @@
             "name": "Project",
             "kind": "class",
             "path": "docforge.models.project.Project",
-            "signature": "<bound method Class.signature of Class('Project', 11, 67)>",
-            "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+            "signature": "<bound method Class.signature of Class('Project', 14, 76)>",
+            "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
             "members": {
               "name": {
                 "name": "name",
@@ -530,29 +530,29 @@
                 "name": "add_module",
                 "kind": "function",
                 "path": "docforge.models.project.Project.add_module",
-                "signature": "<bound method Function.signature of Function('add_module', 30, 37)>",
-                "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+                "signature": "<bound method Function.signature of Function('add_module', 36, 43)>",
+                "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
               },
               "get_module": {
                 "name": "get_module",
                 "kind": "function",
                 "path": "docforge.models.project.Project.get_module",
-                "signature": "<bound method Function.signature of Function('get_module', 39, 49)>",
-                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+                "signature": "<bound method Function.signature of Function('get_module', 45, 58)>",
+                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
               },
               "get_all_modules": {
                 "name": "get_all_modules",
                 "kind": "function",
                 "path": "docforge.models.project.Project.get_all_modules",
-                "signature": "<bound method Function.signature of Function('get_all_modules', 51, 58)>",
-                "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+                "signature": "<bound method Function.signature of Function('get_all_modules', 60, 67)>",
+                "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
               },
               "get_module_list": {
                 "name": "get_module_list",
                 "kind": "function",
                 "path": "docforge.models.project.Project.get_module_list",
-                "signature": "<bound method Function.signature of Function('get_module_list', 60, 67)>",
-                "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+                "signature": "<bound method Function.signature of Function('get_module_list', 69, 76)>",
+                "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
               }
             }
           }
diff --git a/mcp_docs/modules/docforge.models.module.json b/mcp_docs/modules/docforge.models.module.json
index ef86e1a..06eac26 100644
--- a/mcp_docs/modules/docforge.models.module.json
+++ b/mcp_docs/modules/docforge.models.module.json
@@ -2,7 +2,7 @@
   "module": "docforge.models.module",
   "content": {
     "path": "docforge.models.module",
-    "docstring": "This module defines the Module class, which represents a Python module or package\nin the doc-forge documentation models. It acts as a container for top-level\ndocumented objects.",
+    "docstring": "Documentation model representing a Python module or package.\n\nThis module defines the ``Module`` class used in the doc-forge documentation\nmodel. A ``Module`` acts as a container for top-level documented objects\n(classes, functions, variables, and other members) discovered during\nintrospection.",
     "objects": {
       "Dict": {
         "name": "Dict",
@@ -30,7 +30,7 @@
         "kind": "class",
         "path": "docforge.models.module.DocObject",
         "signature": "<bound method Alias.signature of Alias('DocObject', 'docforge.models.object.DocObject')>",
-        "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+        "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
         "members": {
           "name": {
             "name": "name",
@@ -79,21 +79,21 @@
             "kind": "function",
             "path": "docforge.models.module.DocObject.add_member",
             "signature": "<bound method Alias.signature of Alias('add_member', 'docforge.models.object.DocObject.add_member')>",
-            "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+            "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
           },
           "get_member": {
             "name": "get_member",
             "kind": "function",
             "path": "docforge.models.module.DocObject.get_member",
             "signature": "<bound method Alias.signature of Alias('get_member', 'docforge.models.object.DocObject.get_member')>",
-            "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+            "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
           },
           "get_all_members": {
             "name": "get_all_members",
             "kind": "function",
             "path": "docforge.models.module.DocObject.get_all_members",
             "signature": "<bound method Alias.signature of Alias('get_all_members', 'docforge.models.object.DocObject.get_all_members')>",
-            "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+            "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
           }
         }
       },
@@ -101,8 +101,8 @@
         "name": "Module",
         "kind": "class",
         "path": "docforge.models.module.Module",
-        "signature": "<bound method Class.signature of Class('Module', 12, 66)>",
-        "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+        "signature": "<bound method Class.signature of Class('Module', 15, 79)>",
+        "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
         "members": {
           "path": {
             "name": "path",
@@ -129,22 +129,22 @@
             "name": "add_object",
             "kind": "function",
             "path": "docforge.models.module.Module.add_object",
-            "signature": "<bound method Function.signature of Function('add_object', 38, 45)>",
-            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+            "signature": "<bound method Function.signature of Function('add_object', 46, 54)>",
+            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
           },
           "get_object": {
             "name": "get_object",
             "kind": "function",
             "path": "docforge.models.module.Module.get_object",
-            "signature": "<bound method Function.signature of Function('get_object', 47, 57)>",
-            "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+            "signature": "<bound method Function.signature of Function('get_object', 56, 69)>",
+            "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
           },
           "get_all_objects": {
             "name": "get_all_objects",
             "kind": "function",
             "path": "docforge.models.module.Module.get_all_objects",
-            "signature": "<bound method Function.signature of Function('get_all_objects', 59, 66)>",
-            "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+            "signature": "<bound method Function.signature of Function('get_all_objects', 71, 79)>",
+            "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
           }
         }
       }
diff --git a/mcp_docs/modules/docforge.models.object.json b/mcp_docs/modules/docforge.models.object.json
index 5f162f6..2625cfa 100644
--- a/mcp_docs/modules/docforge.models.object.json
+++ b/mcp_docs/modules/docforge.models.object.json
@@ -2,7 +2,7 @@
   "module": "docforge.models.object",
   "content": {
     "path": "docforge.models.object",
-    "docstring": "This module defines the DocObject class, the fundamental recursive unit of the\ndoc-forge documentation models. A DocObject represents a single Python entity\n(class, function, method, or attribute) and its nested members.",
+    "docstring": "Documentation model representing individual Python objects.\n\nThis module defines the ``DocObject`` class, the fundamental recursive unit of\nthe doc-forge documentation model. Each ``DocObject`` represents a Python\nentity such as a class, function, method, or attribute, and may contain nested\nmembers that form a hierarchical documentation structure.",
     "objects": {
       "Dict": {
         "name": "Dict",
@@ -29,8 +29,8 @@
         "name": "DocObject",
         "kind": "class",
         "path": "docforge.models.object.DocObject",
-        "signature": "<bound method Class.signature of Class('DocObject', 10, 76)>",
-        "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+        "signature": "<bound method Class.signature of Class('DocObject', 13, 90)>",
+        "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
         "members": {
           "name": {
             "name": "name",
@@ -78,22 +78,22 @@
             "name": "add_member",
             "kind": "function",
             "path": "docforge.models.object.DocObject.add_member",
-            "signature": "<bound method Function.signature of Function('add_member', 48, 55)>",
-            "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+            "signature": "<bound method Function.signature of Function('add_member', 56, 66)>",
+            "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
           },
           "get_member": {
             "name": "get_member",
             "kind": "function",
             "path": "docforge.models.object.DocObject.get_member",
-            "signature": "<bound method Function.signature of Function('get_member', 57, 67)>",
-            "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+            "signature": "<bound method Function.signature of Function('get_member', 68, 81)>",
+            "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
           },
           "get_all_members": {
             "name": "get_all_members",
             "kind": "function",
             "path": "docforge.models.object.DocObject.get_all_members",
-            "signature": "<bound method Function.signature of Function('get_all_members', 69, 76)>",
-            "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+            "signature": "<bound method Function.signature of Function('get_all_members', 83, 90)>",
+            "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
           }
         }
       }
diff --git a/mcp_docs/modules/docforge.models.project.json b/mcp_docs/modules/docforge.models.project.json
index 83b1ed1..d53aeba 100644
--- a/mcp_docs/modules/docforge.models.project.json
+++ b/mcp_docs/modules/docforge.models.project.json
@@ -2,7 +2,7 @@
   "module": "docforge.models.project",
   "content": {
     "path": "docforge.models.project",
-    "docstring": "This module defines the Project class, the top-level container for a documented\nproject. It aggregates multiple Module instances into a single named entity.",
+    "docstring": "Documentation model representing a project.\n\nThis module defines the ``Project`` class, the top-level container used by\ndoc-forge to represent a documented codebase. A ``Project`` aggregates multiple\nmodules and provides access to them through a unified interface.",
     "objects": {
       "Dict": {
         "name": "Dict",
@@ -23,7 +23,7 @@
         "kind": "class",
         "path": "docforge.models.project.Module",
         "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.module.Module')>",
-        "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+        "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
         "members": {
           "path": {
             "name": "path",
@@ -51,21 +51,21 @@
             "kind": "function",
             "path": "docforge.models.project.Module.add_object",
             "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
           },
           "get_object": {
             "name": "get_object",
             "kind": "function",
             "path": "docforge.models.project.Module.get_object",
             "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-            "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+            "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
           },
           "get_all_objects": {
             "name": "get_all_objects",
             "kind": "function",
             "path": "docforge.models.project.Module.get_all_objects",
             "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-            "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+            "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
           }
         }
       },
@@ -73,8 +73,8 @@
         "name": "Project",
         "kind": "class",
         "path": "docforge.models.project.Project",
-        "signature": "<bound method Class.signature of Class('Project', 11, 67)>",
-        "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+        "signature": "<bound method Class.signature of Class('Project', 14, 76)>",
+        "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
         "members": {
           "name": {
             "name": "name",
@@ -94,29 +94,29 @@
             "name": "add_module",
             "kind": "function",
             "path": "docforge.models.project.Project.add_module",
-            "signature": "<bound method Function.signature of Function('add_module', 30, 37)>",
-            "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+            "signature": "<bound method Function.signature of Function('add_module', 36, 43)>",
+            "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
           },
           "get_module": {
             "name": "get_module",
             "kind": "function",
             "path": "docforge.models.project.Project.get_module",
-            "signature": "<bound method Function.signature of Function('get_module', 39, 49)>",
-            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+            "signature": "<bound method Function.signature of Function('get_module', 45, 58)>",
+            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
           },
           "get_all_modules": {
             "name": "get_all_modules",
             "kind": "function",
             "path": "docforge.models.project.Project.get_all_modules",
-            "signature": "<bound method Function.signature of Function('get_all_modules', 51, 58)>",
-            "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+            "signature": "<bound method Function.signature of Function('get_all_modules', 60, 67)>",
+            "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
           },
           "get_module_list": {
             "name": "get_module_list",
             "kind": "function",
             "path": "docforge.models.project.Project.get_module_list",
-            "signature": "<bound method Function.signature of Function('get_module_list', 60, 67)>",
-            "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+            "signature": "<bound method Function.signature of Function('get_module_list', 69, 76)>",
+            "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
           }
         }
       }
diff --git a/mcp_docs/modules/docforge.nav.json b/mcp_docs/modules/docforge.nav.json
index 164fb34..7c913c2 100644
--- a/mcp_docs/modules/docforge.nav.json
+++ b/mcp_docs/modules/docforge.nav.json
@@ -2,14 +2,14 @@
   "module": "docforge.nav",
   "content": {
     "path": "docforge.nav",
-    "docstring": "# Navigation Layer\n\nThe `docforge.nav` package manages the mapping between the logical documentation\nstructure and the physical files on disk.\n\n## Workflow\n\n1.  **Spec Definition**: Users define navigation intent in `docforge.nav.yml`.\n2.  **Resolution**: `resolve_nav` matches patterns in the spec to generated `.md` files.\n3.  **Emission**: `MkDocsNavEmitter` produces the final YAML structure for `mkdocs.yml`.\n\nThis abstraction allows doc-forge to support complex grouping and ordering\nindependently of the source code's physical layout.",
+    "docstring": "Navigation layer for doc-forge.\n\nThe ``docforge.nav`` package manages the relationship between the logical\ndocumentation structure defined by the user and the physical documentation\nfiles generated on disk.\n\n---\n\nWorkflow\n--------\n\n1. **Specification** – Users define navigation intent in ``docforge.nav.yml``.\n2. **Resolution** – ``resolve_nav`` expands patterns and matches them against\n   generated Markdown files.\n3. **Emission** – ``MkDocsNavEmitter`` converts the resolved structure into\n   the YAML navigation format required by ``mkdocs.yml``.\n\nThis layer separates documentation organization from the underlying source\ncode layout, enabling flexible grouping, ordering, and navigation structures\nindependent of module hierarchy.\n\n---",
     "objects": {
       "NavSpec": {
         "name": "NavSpec",
         "kind": "class",
         "path": "docforge.nav.NavSpec",
         "signature": "<bound method Alias.signature of Alias('NavSpec', 'docforge.nav.spec.NavSpec')>",
-        "docstring": "Parsed representation of the docforge navigation specification file.\n\nAttributes:\n    home: Path to the home document (e.g., 'index.md').\n    groups: Mapping of group titles to lists of path patterns/globs.",
+        "docstring": "Parsed representation of a navigation specification.\n\nA ``NavSpec`` describes the intended documentation navigation layout before\nit is resolved against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page (for example\n        ``index.md``).\n    groups: Mapping of navigation group titles to lists of file patterns\n        or glob expressions.",
         "members": {
           "home": {
             "name": "home",
@@ -30,14 +30,14 @@
             "kind": "function",
             "path": "docforge.nav.NavSpec.load",
             "signature": "<bound method Alias.signature of Alias('load', 'docforge.nav.spec.NavSpec.load')>",
-            "docstring": "Load a NavSpec from a YAML file.\n\nArgs:\n    path: The filesystem path to the YAML file.\n\nReturns:\n    A NavSpec instance.\n\nRaises:\n    FileNotFoundError: If the path does not exist.\n    ValueError: If the file content is not a valid NavSpec mapping."
+            "docstring": "Load a navigation specification from a YAML file.\n\nArgs:\n    path: Filesystem path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed configuration.\n\nRaises:\n    FileNotFoundError: If the specified file does not exist.\n    ValueError: If the file contents are not a valid navigation\n        specification."
           },
           "all_patterns": {
             "name": "all_patterns",
             "kind": "function",
             "path": "docforge.nav.NavSpec.all_patterns",
             "signature": "<bound method Alias.signature of Alias('all_patterns', 'docforge.nav.spec.NavSpec.all_patterns')>",
-            "docstring": "Get all path patterns referenced in the specification.\n\nReturns:\n    A list of all patterns (home plus all groups)."
+            "docstring": "Return all path patterns referenced by the specification.\n\nReturns:\n    A list containing the home document (if defined) and all\n    group pattern entries."
           }
         }
       },
@@ -46,14 +46,14 @@
         "kind": "function",
         "path": "docforge.nav.load_nav_spec",
         "signature": "<bound method Alias.signature of Alias('load_nav_spec', 'docforge.nav.spec.load_nav_spec')>",
-        "docstring": "Utility function to load a NavSpec from a file.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A loaded NavSpec instance."
+        "docstring": "Load a navigation specification file.\n\nThis helper function reads a YAML navigation file and constructs a\ncorresponding ``NavSpec`` instance.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed specification.\n\nRaises:\n    FileNotFoundError: If the specification file does not exist.\n    ValueError: If the YAML structure is invalid."
       },
       "ResolvedNav": {
         "name": "ResolvedNav",
         "kind": "class",
         "path": "docforge.nav.ResolvedNav",
         "signature": "<bound method Alias.signature of Alias('ResolvedNav', 'docforge.nav.resolver.ResolvedNav')>",
-        "docstring": "Represents a navigation structure where all patterns and paths have been\nresolved against the actual filesystem contents.\n\nAttributes:\n    home: Resolved relative path to the home page.\n    groups: Mapping of group titles to lists of absolute or relative Path objects.",
+        "docstring": "Resolved navigation structure.\n\nA ``ResolvedNav`` represents navigation data after glob patterns have been\nexpanded and paths validated against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page.\n    groups: Mapping of navigation group titles to lists of resolved\n        documentation file paths.",
         "members": {
           "home": {
             "name": "home",
@@ -74,7 +74,7 @@
             "kind": "function",
             "path": "docforge.nav.ResolvedNav.all_files",
             "signature": "<bound method Alias.signature of Alias('all_files', 'docforge.nav.resolver.ResolvedNav.all_files')>",
-            "docstring": "Get an iterable of all resolved files in the navigation structure.\n\nReturns:\n    An iterable of Path objects."
+            "docstring": "Iterate over all files referenced by the navigation structure.\n\nReturns:\n    An iterable of ``Path`` objects representing documentation files.\n\nRaises:\n    RuntimeError: If the home page is defined but the documentation\n        root is not available for resolution."
           }
         }
       },
@@ -83,21 +83,21 @@
         "kind": "function",
         "path": "docforge.nav.resolve_nav",
         "signature": "<bound method Alias.signature of Alias('resolve_nav', 'docforge.nav.resolver.resolve_nav')>",
-        "docstring": "Create a ResolvedNav by processing a NavSpec against the filesystem.\nThis expands globs and validates the existence of referenced files.\n\nArgs:\n    spec: The navigation specification to resolve.\n    docs_root: The root directory for documentation files.\n\nReturns:\n    A ResolvedNav instance.\n\nRaises:\n    FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist."
+        "docstring": "Resolve a navigation specification against the filesystem.\n\nThe function expands glob patterns defined in a ``NavSpec`` and verifies\nthat referenced documentation files exist within the documentation root.\n\nArgs:\n    spec: Navigation specification describing documentation layout.\n    docs_root: Root directory containing documentation Markdown files.\n\nReturns:\n    A ``ResolvedNav`` instance containing validated navigation paths.\n\nRaises:\n    FileNotFoundError: If the documentation root does not exist or a\n        navigation pattern does not match any files."
       },
       "MkDocsNavEmitter": {
         "name": "MkDocsNavEmitter",
         "kind": "class",
         "path": "docforge.nav.MkDocsNavEmitter",
         "signature": "<bound method Alias.signature of Alias('MkDocsNavEmitter', 'docforge.nav.mkdocs.MkDocsNavEmitter')>",
-        "docstring": "Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible\nnavigation structure.",
+        "docstring": "Emit MkDocs navigation structures from resolved navigation data.\n\nThe emitter transforms a ``ResolvedNav`` object into the YAML-compatible\nlist structure expected by the MkDocs ``nav`` configuration field.",
         "members": {
           "emit": {
             "name": "emit",
             "kind": "function",
             "path": "docforge.nav.MkDocsNavEmitter.emit",
             "signature": "<bound method Alias.signature of Alias('emit', 'docforge.nav.mkdocs.MkDocsNavEmitter.emit')>",
-            "docstring": "Generate a list of navigation entries for mkdocs.yml.\n\nArgs:\n    nav: The resolved navigation data.\n\nReturns:\n    A list of dictionary mappings representing the MkDocs navigation."
+            "docstring": "Generate a navigation structure for ``mkdocs.yml``.\n\nArgs:\n    nav: Resolved navigation data describing documentation groups\n        and their associated Markdown files.\n\nReturns:\n    A list of dictionaries representing the MkDocs navigation layout.\n    Each dictionary maps a navigation label to a page or a list of\n    pages."
           }
         }
       },
@@ -106,7 +106,7 @@
         "kind": "module",
         "path": "docforge.nav.mkdocs",
         "signature": null,
-        "docstring": "This module provides the MkDocsNavEmitter, which converts a ResolvedNav instance\ninto the specific YAML-ready list structure expected by the MkDocs 'nav'\nconfiguration.",
+        "docstring": "MkDocs navigation emitter.\n\nThis module provides the ``MkDocsNavEmitter`` class, which converts a\n``ResolvedNav`` instance into the navigation structure required by the\nMkDocs ``nav`` configuration.",
         "members": {
           "Path": {
             "name": "Path",
@@ -141,7 +141,7 @@
             "kind": "class",
             "path": "docforge.nav.mkdocs.ResolvedNav",
             "signature": "<bound method Alias.signature of Alias('ResolvedNav', 'docforge.nav.resolver.ResolvedNav')>",
-            "docstring": "Represents a navigation structure where all patterns and paths have been\nresolved against the actual filesystem contents.\n\nAttributes:\n    home: Resolved relative path to the home page.\n    groups: Mapping of group titles to lists of absolute or relative Path objects.",
+            "docstring": "Resolved navigation structure.\n\nA ``ResolvedNav`` represents navigation data after glob patterns have been\nexpanded and paths validated against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page.\n    groups: Mapping of navigation group titles to lists of resolved\n        documentation file paths.",
             "members": {
               "home": {
                 "name": "home",
@@ -162,7 +162,7 @@
                 "kind": "function",
                 "path": "docforge.nav.mkdocs.ResolvedNav.all_files",
                 "signature": "<bound method Alias.signature of Alias('all_files', 'docforge.nav.resolver.ResolvedNav.all_files')>",
-                "docstring": "Get an iterable of all resolved files in the navigation structure.\n\nReturns:\n    An iterable of Path objects."
+                "docstring": "Iterate over all files referenced by the navigation structure.\n\nReturns:\n    An iterable of ``Path`` objects representing documentation files.\n\nRaises:\n    RuntimeError: If the home page is defined but the documentation\n        root is not available for resolution."
               }
             }
           },
@@ -170,15 +170,15 @@
             "name": "MkDocsNavEmitter",
             "kind": "class",
             "path": "docforge.nav.mkdocs.MkDocsNavEmitter",
-            "signature": "<bound method Class.signature of Class('MkDocsNavEmitter', 13, 72)>",
-            "docstring": "Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible\nnavigation structure.",
+            "signature": "<bound method Class.signature of Class('MkDocsNavEmitter', 15, 81)>",
+            "docstring": "Emit MkDocs navigation structures from resolved navigation data.\n\nThe emitter transforms a ``ResolvedNav`` object into the YAML-compatible\nlist structure expected by the MkDocs ``nav`` configuration field.",
             "members": {
               "emit": {
                 "name": "emit",
                 "kind": "function",
                 "path": "docforge.nav.mkdocs.MkDocsNavEmitter.emit",
-                "signature": "<bound method Function.signature of Function('emit', 19, 44)>",
-                "docstring": "Generate a list of navigation entries for mkdocs.yml.\n\nArgs:\n    nav: The resolved navigation data.\n\nReturns:\n    A list of dictionary mappings representing the MkDocs navigation."
+                "signature": "<bound method Function.signature of Function('emit', 23, 51)>",
+                "docstring": "Generate a navigation structure for ``mkdocs.yml``.\n\nArgs:\n    nav: Resolved navigation data describing documentation groups\n        and their associated Markdown files.\n\nReturns:\n    A list of dictionaries representing the MkDocs navigation layout.\n    Each dictionary maps a navigation label to a page or a list of\n    pages."
               }
             }
           }
@@ -189,7 +189,7 @@
         "kind": "module",
         "path": "docforge.nav.resolver",
         "signature": null,
-        "docstring": "This module contains the logic for resolving a NavSpec against the physical\nfilesystem. It expands globs and validates that all referenced documents\nactually exist on disk.",
+        "docstring": "Navigation resolution utilities.\n\nThis module resolves a ``NavSpec`` against the filesystem by expanding glob\npatterns and validating that referenced documentation files exist.",
         "members": {
           "Path": {
             "name": "Path",
@@ -231,7 +231,7 @@
             "kind": "class",
             "path": "docforge.nav.resolver.NavSpec",
             "signature": "<bound method Alias.signature of Alias('NavSpec', 'docforge.nav.spec.NavSpec')>",
-            "docstring": "Parsed representation of the docforge navigation specification file.\n\nAttributes:\n    home: Path to the home document (e.g., 'index.md').\n    groups: Mapping of group titles to lists of path patterns/globs.",
+            "docstring": "Parsed representation of a navigation specification.\n\nA ``NavSpec`` describes the intended documentation navigation layout before\nit is resolved against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page (for example\n        ``index.md``).\n    groups: Mapping of navigation group titles to lists of file patterns\n        or glob expressions.",
             "members": {
               "home": {
                 "name": "home",
@@ -252,14 +252,14 @@
                 "kind": "function",
                 "path": "docforge.nav.resolver.NavSpec.load",
                 "signature": "<bound method Alias.signature of Alias('load', 'docforge.nav.spec.NavSpec.load')>",
-                "docstring": "Load a NavSpec from a YAML file.\n\nArgs:\n    path: The filesystem path to the YAML file.\n\nReturns:\n    A NavSpec instance.\n\nRaises:\n    FileNotFoundError: If the path does not exist.\n    ValueError: If the file content is not a valid NavSpec mapping."
+                "docstring": "Load a navigation specification from a YAML file.\n\nArgs:\n    path: Filesystem path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed configuration.\n\nRaises:\n    FileNotFoundError: If the specified file does not exist.\n    ValueError: If the file contents are not a valid navigation\n        specification."
               },
               "all_patterns": {
                 "name": "all_patterns",
                 "kind": "function",
                 "path": "docforge.nav.resolver.NavSpec.all_patterns",
                 "signature": "<bound method Alias.signature of Alias('all_patterns', 'docforge.nav.spec.NavSpec.all_patterns')>",
-                "docstring": "Get all path patterns referenced in the specification.\n\nReturns:\n    A list of all patterns (home plus all groups)."
+                "docstring": "Return all path patterns referenced by the specification.\n\nReturns:\n    A list containing the home document (if defined) and all\n    group pattern entries."
               }
             }
           },
@@ -267,8 +267,8 @@
             "name": "ResolvedNav",
             "kind": "class",
             "path": "docforge.nav.resolver.ResolvedNav",
-            "signature": "<bound method Class.signature of Class('ResolvedNav', 15, 56)>",
-            "docstring": "Represents a navigation structure where all patterns and paths have been\nresolved against the actual filesystem contents.\n\nAttributes:\n    home: Resolved relative path to the home page.\n    groups: Mapping of group titles to lists of absolute or relative Path objects.",
+            "signature": "<bound method Class.signature of Class('ResolvedNav', 16, 65)>",
+            "docstring": "Resolved navigation structure.\n\nA ``ResolvedNav`` represents navigation data after glob patterns have been\nexpanded and paths validated against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page.\n    groups: Mapping of navigation group titles to lists of resolved\n        documentation file paths.",
             "members": {
               "home": {
                 "name": "home",
@@ -288,8 +288,8 @@
                 "name": "all_files",
                 "kind": "function",
                 "path": "docforge.nav.resolver.ResolvedNav.all_files",
-                "signature": "<bound method Function.signature of Function('all_files', 43, 56)>",
-                "docstring": "Get an iterable of all resolved files in the navigation structure.\n\nReturns:\n    An iterable of Path objects."
+                "signature": "<bound method Function.signature of Function('all_files', 47, 65)>",
+                "docstring": "Iterate over all files referenced by the navigation structure.\n\nReturns:\n    An iterable of ``Path`` objects representing documentation files.\n\nRaises:\n    RuntimeError: If the home page is defined but the documentation\n        root is not available for resolution."
               }
             }
           },
@@ -297,8 +297,8 @@
             "name": "resolve_nav",
             "kind": "function",
             "path": "docforge.nav.resolver.resolve_nav",
-            "signature": "<bound method Function.signature of Function('resolve_nav', 59, 124)>",
-            "docstring": "Create a ResolvedNav by processing a NavSpec against the filesystem.\nThis expands globs and validates the existence of referenced files.\n\nArgs:\n    spec: The navigation specification to resolve.\n    docs_root: The root directory for documentation files.\n\nReturns:\n    A ResolvedNav instance.\n\nRaises:\n    FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist."
+            "signature": "<bound method Function.signature of Function('resolve_nav', 68, 136)>",
+            "docstring": "Resolve a navigation specification against the filesystem.\n\nThe function expands glob patterns defined in a ``NavSpec`` and verifies\nthat referenced documentation files exist within the documentation root.\n\nArgs:\n    spec: Navigation specification describing documentation layout.\n    docs_root: Root directory containing documentation Markdown files.\n\nReturns:\n    A ``ResolvedNav`` instance containing validated navigation paths.\n\nRaises:\n    FileNotFoundError: If the documentation root does not exist or a\n        navigation pattern does not match any files."
           },
           "Optional": {
             "name": "Optional",
@@ -314,7 +314,7 @@
         "kind": "module",
         "path": "docforge.nav.spec",
         "signature": null,
-        "docstring": "This module defines the NavSpec class, which represents the user's intent for\ndocumentation navigation as defined in a YAML specification (usually\ndocforge.nav.yml).",
+        "docstring": "Navigation specification model.\n\nThis module defines the ``NavSpec`` class, which represents the navigation\nstructure defined by the user in the doc-forge navigation specification\n(typically ``docforge.nav.yml``).",
         "members": {
           "Path": {
             "name": "Path",
@@ -355,8 +355,8 @@
             "name": "NavSpec",
             "kind": "class",
             "path": "docforge.nav.spec.NavSpec",
-            "signature": "<bound method Class.signature of Class('NavSpec', 13, 91)>",
-            "docstring": "Parsed representation of the docforge navigation specification file.\n\nAttributes:\n    home: Path to the home document (e.g., 'index.md').\n    groups: Mapping of group titles to lists of path patterns/globs.",
+            "signature": "<bound method Class.signature of Class('NavSpec', 15, 104)>",
+            "docstring": "Parsed representation of a navigation specification.\n\nA ``NavSpec`` describes the intended documentation navigation layout before\nit is resolved against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page (for example\n        ``index.md``).\n    groups: Mapping of navigation group titles to lists of file patterns\n        or glob expressions.",
             "members": {
               "home": {
                 "name": "home",
@@ -376,15 +376,15 @@
                 "name": "load",
                 "kind": "function",
                 "path": "docforge.nav.spec.NavSpec.load",
-                "signature": "<bound method Function.signature of Function('load', 37, 77)>",
-                "docstring": "Load a NavSpec from a YAML file.\n\nArgs:\n    path: The filesystem path to the YAML file.\n\nReturns:\n    A NavSpec instance.\n\nRaises:\n    FileNotFoundError: If the path does not exist.\n    ValueError: If the file content is not a valid NavSpec mapping."
+                "signature": "<bound method Function.signature of Function('load', 45, 86)>",
+                "docstring": "Load a navigation specification from a YAML file.\n\nArgs:\n    path: Filesystem path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed configuration.\n\nRaises:\n    FileNotFoundError: If the specified file does not exist.\n    ValueError: If the file contents are not a valid navigation\n        specification."
               },
               "all_patterns": {
                 "name": "all_patterns",
                 "kind": "function",
                 "path": "docforge.nav.spec.NavSpec.all_patterns",
-                "signature": "<bound method Function.signature of Function('all_patterns', 79, 91)>",
-                "docstring": "Get all path patterns referenced in the specification.\n\nReturns:\n    A list of all patterns (home plus all groups)."
+                "signature": "<bound method Function.signature of Function('all_patterns', 88, 104)>",
+                "docstring": "Return all path patterns referenced by the specification.\n\nReturns:\n    A list containing the home document (if defined) and all\n    group pattern entries."
               }
             }
           },
@@ -392,8 +392,8 @@
             "name": "load_nav_spec",
             "kind": "function",
             "path": "docforge.nav.spec.load_nav_spec",
-            "signature": "<bound method Function.signature of Function('load_nav_spec', 94, 114)>",
-            "docstring": "Utility function to load a NavSpec from a file.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A loaded NavSpec instance."
+            "signature": "<bound method Function.signature of Function('load_nav_spec', 107, 135)>",
+            "docstring": "Load a navigation specification file.\n\nThis helper function reads a YAML navigation file and constructs a\ncorresponding ``NavSpec`` instance.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed specification.\n\nRaises:\n    FileNotFoundError: If the specification file does not exist.\n    ValueError: If the YAML structure is invalid."
           }
         }
       }
diff --git a/mcp_docs/modules/docforge.nav.mkdocs.json b/mcp_docs/modules/docforge.nav.mkdocs.json
index 77b18a4..a5da244 100644
--- a/mcp_docs/modules/docforge.nav.mkdocs.json
+++ b/mcp_docs/modules/docforge.nav.mkdocs.json
@@ -2,7 +2,7 @@
   "module": "docforge.nav.mkdocs",
   "content": {
     "path": "docforge.nav.mkdocs",
-    "docstring": "This module provides the MkDocsNavEmitter, which converts a ResolvedNav instance\ninto the specific YAML-ready list structure expected by the MkDocs 'nav'\nconfiguration.",
+    "docstring": "MkDocs navigation emitter.\n\nThis module provides the ``MkDocsNavEmitter`` class, which converts a\n``ResolvedNav`` instance into the navigation structure required by the\nMkDocs ``nav`` configuration.",
     "objects": {
       "Path": {
         "name": "Path",
@@ -37,7 +37,7 @@
         "kind": "class",
         "path": "docforge.nav.mkdocs.ResolvedNav",
         "signature": "<bound method Alias.signature of Alias('ResolvedNav', 'docforge.nav.resolver.ResolvedNav')>",
-        "docstring": "Represents a navigation structure where all patterns and paths have been\nresolved against the actual filesystem contents.\n\nAttributes:\n    home: Resolved relative path to the home page.\n    groups: Mapping of group titles to lists of absolute or relative Path objects.",
+        "docstring": "Resolved navigation structure.\n\nA ``ResolvedNav`` represents navigation data after glob patterns have been\nexpanded and paths validated against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page.\n    groups: Mapping of navigation group titles to lists of resolved\n        documentation file paths.",
         "members": {
           "home": {
             "name": "home",
@@ -58,7 +58,7 @@
             "kind": "function",
             "path": "docforge.nav.mkdocs.ResolvedNav.all_files",
             "signature": "<bound method Alias.signature of Alias('all_files', 'docforge.nav.resolver.ResolvedNav.all_files')>",
-            "docstring": "Get an iterable of all resolved files in the navigation structure.\n\nReturns:\n    An iterable of Path objects."
+            "docstring": "Iterate over all files referenced by the navigation structure.\n\nReturns:\n    An iterable of ``Path`` objects representing documentation files.\n\nRaises:\n    RuntimeError: If the home page is defined but the documentation\n        root is not available for resolution."
           }
         }
       },
@@ -66,15 +66,15 @@
         "name": "MkDocsNavEmitter",
         "kind": "class",
         "path": "docforge.nav.mkdocs.MkDocsNavEmitter",
-        "signature": "<bound method Class.signature of Class('MkDocsNavEmitter', 13, 72)>",
-        "docstring": "Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible\nnavigation structure.",
+        "signature": "<bound method Class.signature of Class('MkDocsNavEmitter', 15, 81)>",
+        "docstring": "Emit MkDocs navigation structures from resolved navigation data.\n\nThe emitter transforms a ``ResolvedNav`` object into the YAML-compatible\nlist structure expected by the MkDocs ``nav`` configuration field.",
         "members": {
           "emit": {
             "name": "emit",
             "kind": "function",
             "path": "docforge.nav.mkdocs.MkDocsNavEmitter.emit",
-            "signature": "<bound method Function.signature of Function('emit', 19, 44)>",
-            "docstring": "Generate a list of navigation entries for mkdocs.yml.\n\nArgs:\n    nav: The resolved navigation data.\n\nReturns:\n    A list of dictionary mappings representing the MkDocs navigation."
+            "signature": "<bound method Function.signature of Function('emit', 23, 51)>",
+            "docstring": "Generate a navigation structure for ``mkdocs.yml``.\n\nArgs:\n    nav: Resolved navigation data describing documentation groups\n        and their associated Markdown files.\n\nReturns:\n    A list of dictionaries representing the MkDocs navigation layout.\n    Each dictionary maps a navigation label to a page or a list of\n    pages."
           }
         }
       }
diff --git a/mcp_docs/modules/docforge.nav.resolver.json b/mcp_docs/modules/docforge.nav.resolver.json
index 4c12de7..1f75460 100644
--- a/mcp_docs/modules/docforge.nav.resolver.json
+++ b/mcp_docs/modules/docforge.nav.resolver.json
@@ -2,7 +2,7 @@
   "module": "docforge.nav.resolver",
   "content": {
     "path": "docforge.nav.resolver",
-    "docstring": "This module contains the logic for resolving a NavSpec against the physical\nfilesystem. It expands globs and validates that all referenced documents\nactually exist on disk.",
+    "docstring": "Navigation resolution utilities.\n\nThis module resolves a ``NavSpec`` against the filesystem by expanding glob\npatterns and validating that referenced documentation files exist.",
     "objects": {
       "Path": {
         "name": "Path",
@@ -44,7 +44,7 @@
         "kind": "class",
         "path": "docforge.nav.resolver.NavSpec",
         "signature": "<bound method Alias.signature of Alias('NavSpec', 'docforge.nav.spec.NavSpec')>",
-        "docstring": "Parsed representation of the docforge navigation specification file.\n\nAttributes:\n    home: Path to the home document (e.g., 'index.md').\n    groups: Mapping of group titles to lists of path patterns/globs.",
+        "docstring": "Parsed representation of a navigation specification.\n\nA ``NavSpec`` describes the intended documentation navigation layout before\nit is resolved against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page (for example\n        ``index.md``).\n    groups: Mapping of navigation group titles to lists of file patterns\n        or glob expressions.",
         "members": {
           "home": {
             "name": "home",
@@ -65,14 +65,14 @@
             "kind": "function",
             "path": "docforge.nav.resolver.NavSpec.load",
             "signature": "<bound method Alias.signature of Alias('load', 'docforge.nav.spec.NavSpec.load')>",
-            "docstring": "Load a NavSpec from a YAML file.\n\nArgs:\n    path: The filesystem path to the YAML file.\n\nReturns:\n    A NavSpec instance.\n\nRaises:\n    FileNotFoundError: If the path does not exist.\n    ValueError: If the file content is not a valid NavSpec mapping."
+            "docstring": "Load a navigation specification from a YAML file.\n\nArgs:\n    path: Filesystem path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed configuration.\n\nRaises:\n    FileNotFoundError: If the specified file does not exist.\n    ValueError: If the file contents are not a valid navigation\n        specification."
           },
           "all_patterns": {
             "name": "all_patterns",
             "kind": "function",
             "path": "docforge.nav.resolver.NavSpec.all_patterns",
             "signature": "<bound method Alias.signature of Alias('all_patterns', 'docforge.nav.spec.NavSpec.all_patterns')>",
-            "docstring": "Get all path patterns referenced in the specification.\n\nReturns:\n    A list of all patterns (home plus all groups)."
+            "docstring": "Return all path patterns referenced by the specification.\n\nReturns:\n    A list containing the home document (if defined) and all\n    group pattern entries."
           }
         }
       },
@@ -80,8 +80,8 @@
         "name": "ResolvedNav",
         "kind": "class",
         "path": "docforge.nav.resolver.ResolvedNav",
-        "signature": "<bound method Class.signature of Class('ResolvedNav', 15, 56)>",
-        "docstring": "Represents a navigation structure where all patterns and paths have been\nresolved against the actual filesystem contents.\n\nAttributes:\n    home: Resolved relative path to the home page.\n    groups: Mapping of group titles to lists of absolute or relative Path objects.",
+        "signature": "<bound method Class.signature of Class('ResolvedNav', 16, 65)>",
+        "docstring": "Resolved navigation structure.\n\nA ``ResolvedNav`` represents navigation data after glob patterns have been\nexpanded and paths validated against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page.\n    groups: Mapping of navigation group titles to lists of resolved\n        documentation file paths.",
         "members": {
           "home": {
             "name": "home",
@@ -101,8 +101,8 @@
             "name": "all_files",
             "kind": "function",
             "path": "docforge.nav.resolver.ResolvedNav.all_files",
-            "signature": "<bound method Function.signature of Function('all_files', 43, 56)>",
-            "docstring": "Get an iterable of all resolved files in the navigation structure.\n\nReturns:\n    An iterable of Path objects."
+            "signature": "<bound method Function.signature of Function('all_files', 47, 65)>",
+            "docstring": "Iterate over all files referenced by the navigation structure.\n\nReturns:\n    An iterable of ``Path`` objects representing documentation files.\n\nRaises:\n    RuntimeError: If the home page is defined but the documentation\n        root is not available for resolution."
           }
         }
       },
@@ -110,8 +110,8 @@
         "name": "resolve_nav",
         "kind": "function",
         "path": "docforge.nav.resolver.resolve_nav",
-        "signature": "<bound method Function.signature of Function('resolve_nav', 59, 124)>",
-        "docstring": "Create a ResolvedNav by processing a NavSpec against the filesystem.\nThis expands globs and validates the existence of referenced files.\n\nArgs:\n    spec: The navigation specification to resolve.\n    docs_root: The root directory for documentation files.\n\nReturns:\n    A ResolvedNav instance.\n\nRaises:\n    FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist."
+        "signature": "<bound method Function.signature of Function('resolve_nav', 68, 136)>",
+        "docstring": "Resolve a navigation specification against the filesystem.\n\nThe function expands glob patterns defined in a ``NavSpec`` and verifies\nthat referenced documentation files exist within the documentation root.\n\nArgs:\n    spec: Navigation specification describing documentation layout.\n    docs_root: Root directory containing documentation Markdown files.\n\nReturns:\n    A ``ResolvedNav`` instance containing validated navigation paths.\n\nRaises:\n    FileNotFoundError: If the documentation root does not exist or a\n        navigation pattern does not match any files."
       },
       "Optional": {
         "name": "Optional",
diff --git a/mcp_docs/modules/docforge.nav.spec.json b/mcp_docs/modules/docforge.nav.spec.json
index e0224ff..d434545 100644
--- a/mcp_docs/modules/docforge.nav.spec.json
+++ b/mcp_docs/modules/docforge.nav.spec.json
@@ -2,7 +2,7 @@
   "module": "docforge.nav.spec",
   "content": {
     "path": "docforge.nav.spec",
-    "docstring": "This module defines the NavSpec class, which represents the user's intent for\ndocumentation navigation as defined in a YAML specification (usually\ndocforge.nav.yml).",
+    "docstring": "Navigation specification model.\n\nThis module defines the ``NavSpec`` class, which represents the navigation\nstructure defined by the user in the doc-forge navigation specification\n(typically ``docforge.nav.yml``).",
     "objects": {
       "Path": {
         "name": "Path",
@@ -43,8 +43,8 @@
         "name": "NavSpec",
         "kind": "class",
         "path": "docforge.nav.spec.NavSpec",
-        "signature": "<bound method Class.signature of Class('NavSpec', 13, 91)>",
-        "docstring": "Parsed representation of the docforge navigation specification file.\n\nAttributes:\n    home: Path to the home document (e.g., 'index.md').\n    groups: Mapping of group titles to lists of path patterns/globs.",
+        "signature": "<bound method Class.signature of Class('NavSpec', 15, 104)>",
+        "docstring": "Parsed representation of a navigation specification.\n\nA ``NavSpec`` describes the intended documentation navigation layout before\nit is resolved against the filesystem.\n\nAttributes:\n    home: Relative path to the documentation home page (for example\n        ``index.md``).\n    groups: Mapping of navigation group titles to lists of file patterns\n        or glob expressions.",
         "members": {
           "home": {
             "name": "home",
@@ -64,15 +64,15 @@
             "name": "load",
             "kind": "function",
             "path": "docforge.nav.spec.NavSpec.load",
-            "signature": "<bound method Function.signature of Function('load', 37, 77)>",
-            "docstring": "Load a NavSpec from a YAML file.\n\nArgs:\n    path: The filesystem path to the YAML file.\n\nReturns:\n    A NavSpec instance.\n\nRaises:\n    FileNotFoundError: If the path does not exist.\n    ValueError: If the file content is not a valid NavSpec mapping."
+            "signature": "<bound method Function.signature of Function('load', 45, 86)>",
+            "docstring": "Load a navigation specification from a YAML file.\n\nArgs:\n    path: Filesystem path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed configuration.\n\nRaises:\n    FileNotFoundError: If the specified file does not exist.\n    ValueError: If the file contents are not a valid navigation\n        specification."
           },
           "all_patterns": {
             "name": "all_patterns",
             "kind": "function",
             "path": "docforge.nav.spec.NavSpec.all_patterns",
-            "signature": "<bound method Function.signature of Function('all_patterns', 79, 91)>",
-            "docstring": "Get all path patterns referenced in the specification.\n\nReturns:\n    A list of all patterns (home plus all groups)."
+            "signature": "<bound method Function.signature of Function('all_patterns', 88, 104)>",
+            "docstring": "Return all path patterns referenced by the specification.\n\nReturns:\n    A list containing the home document (if defined) and all\n    group pattern entries."
           }
         }
       },
@@ -80,8 +80,8 @@
         "name": "load_nav_spec",
         "kind": "function",
         "path": "docforge.nav.spec.load_nav_spec",
-        "signature": "<bound method Function.signature of Function('load_nav_spec', 94, 114)>",
-        "docstring": "Utility function to load a NavSpec from a file.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A loaded NavSpec instance."
+        "signature": "<bound method Function.signature of Function('load_nav_spec', 107, 135)>",
+        "docstring": "Load a navigation specification file.\n\nThis helper function reads a YAML navigation file and constructs a\ncorresponding ``NavSpec`` instance.\n\nArgs:\n    path: Path to the navigation specification file.\n\nReturns:\n    A ``NavSpec`` instance representing the parsed specification.\n\nRaises:\n    FileNotFoundError: If the specification file does not exist.\n    ValueError: If the YAML structure is invalid."
       }
     }
   }
diff --git a/mcp_docs/modules/docforge.renderers.base.json b/mcp_docs/modules/docforge.renderers.base.json
index da95b43..237b78c 100644
--- a/mcp_docs/modules/docforge.renderers.base.json
+++ b/mcp_docs/modules/docforge.renderers.base.json
@@ -2,7 +2,7 @@
   "module": "docforge.renderers.base",
   "content": {
     "path": "docforge.renderers.base",
-    "docstring": "This module defines the base interfaces and configuration containers for\ndoc-forge renderers. All renderer implementations should adhere to the\nDocRenderer protocol.",
+    "docstring": "Renderer base interfaces and configuration models.\n\nThis module defines the base protocol and configuration container used by\ndoc-forge renderers. Concrete renderer implementations should implement the\n``DocRenderer`` protocol.",
     "objects": {
       "Path": {
         "name": "Path",
@@ -23,7 +23,7 @@
         "kind": "class",
         "path": "docforge.renderers.base.Project",
         "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-        "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+        "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
         "members": {
           "name": {
             "name": "name",
@@ -44,28 +44,28 @@
             "kind": "function",
             "path": "docforge.renderers.base.Project.add_module",
             "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-            "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+            "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
           },
           "get_module": {
             "name": "get_module",
             "kind": "function",
             "path": "docforge.renderers.base.Project.get_module",
             "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
           },
           "get_all_modules": {
             "name": "get_all_modules",
             "kind": "function",
             "path": "docforge.renderers.base.Project.get_all_modules",
             "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-            "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+            "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
           },
           "get_module_list": {
             "name": "get_module_list",
             "kind": "function",
             "path": "docforge.renderers.base.Project.get_module_list",
             "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-            "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+            "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
           }
         }
       },
@@ -73,8 +73,8 @@
         "name": "RendererConfig",
         "kind": "class",
         "path": "docforge.renderers.base.RendererConfig",
-        "signature": "<bound method Class.signature of Class('RendererConfig', 13, 24)>",
-        "docstring": "Configuration container for documentation renderers.\n\nArgs:\n    out_dir: The directory where documentation files should be written.\n    project: The introspected project models to be rendered.",
+        "signature": "<bound method Class.signature of Class('RendererConfig', 15, 36)>",
+        "docstring": "Configuration container for documentation renderers.\n\nA ``RendererConfig`` instance groups together the project model and the\noutput directory used during rendering.\n\nAttributes:\n    out_dir: Directory where generated documentation files will be written.\n    project: Documentation project model to be rendered.",
         "members": {
           "out_dir": {
             "name": "out_dir",
@@ -96,8 +96,8 @@
         "name": "DocRenderer",
         "kind": "class",
         "path": "docforge.renderers.base.DocRenderer",
-        "signature": "<bound method Class.signature of Class('DocRenderer', 27, 46)>",
-        "docstring": "Protocol defining the interface for documentation renderers.",
+        "signature": "<bound method Class.signature of Class('DocRenderer', 39, 62)>",
+        "docstring": "Protocol defining the interface for documentation renderers.\n\nImplementations of this protocol are responsible for transforming a\n``Project`` model into renderer-specific documentation sources.",
         "members": {
           "name": {
             "name": "name",
@@ -110,8 +110,8 @@
             "name": "generate_sources",
             "kind": "function",
             "path": "docforge.renderers.base.DocRenderer.generate_sources",
-            "signature": "<bound method Function.signature of Function('generate_sources', 34, 46)>",
-            "docstring": "Generate renderer-specific source files for the given project.\n\nArgs:\n    project: The project models containing modules and objects.\n    out_dir: Target directory for the generated files."
+            "signature": "<bound method Function.signature of Function('generate_sources', 49, 62)>",
+            "docstring": "Generate renderer-specific documentation sources.\n\nArgs:\n    project: Project model containing modules and documentation objects.\n    out_dir: Directory where generated documentation sources\n        should be written."
           }
         }
       }
diff --git a/mcp_docs/modules/docforge.renderers.json b/mcp_docs/modules/docforge.renderers.json
index 137a5ec..3c0f6c6 100644
--- a/mcp_docs/modules/docforge.renderers.json
+++ b/mcp_docs/modules/docforge.renderers.json
@@ -2,14 +2,14 @@
   "module": "docforge.renderers",
   "content": {
     "path": "docforge.renderers",
-    "docstring": "# Renderers Layer\n\nThe `docforge.renderers` package handles the transformation of the internal\ndocumentation models into physical files formatted for specific documentation\nengines.\n\n## Current Implementations\n\n- **MkDocsRenderer**: Generates Markdown files utilizing the `mkdocstrings`\n  syntax. It automatically handles package/module hierarchy and generates\n  `index.md` files for packages.\n\n## Extending\n\nTo add a new renderer, implement the `DocRenderer` protocol defined in\n`docforge.renderers.base`.",
+    "docstring": "Renderers layer for doc-forge.\n\nThe ``docforge.renderers`` package transforms the internal documentation\nmodels into files formatted for specific documentation systems.\n\n---\n\nOverview\n--------\n\nRenderers consume the doc-forge project model and generate output suitable\nfor documentation tools or machine interfaces.\n\nCurrent implementations:\n\n- **MkDocsRenderer** – Produces Markdown files compatible with MkDocs and\n  the ``mkdocstrings`` plugin. It automatically handles package hierarchy\n  and generates ``index.md`` files for packages.\n- **MCPRenderer** – Emits structured JSON resources designed for consumption\n  by Model Context Protocol (MCP) clients.\n\n---\n\nExtending\n---------\n\nNew renderers can be added by implementing the ``DocRenderer`` protocol\ndefined in ``docforge.renderers.base``.\n\n---",
     "objects": {
       "MkDocsRenderer": {
         "name": "MkDocsRenderer",
         "kind": "class",
         "path": "docforge.renderers.MkDocsRenderer",
         "signature": "<bound method Alias.signature of Alias('MkDocsRenderer', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer')>",
-        "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+        "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
         "members": {
           "name": {
             "name": "name",
@@ -23,14 +23,14 @@
             "kind": "function",
             "path": "docforge.renderers.MkDocsRenderer.generate_sources",
             "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources')>",
-            "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+            "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
           },
           "generate_readme": {
             "name": "generate_readme",
             "kind": "function",
             "path": "docforge.renderers.MkDocsRenderer.generate_readme",
             "signature": "<bound method Alias.signature of Alias('generate_readme', 'docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme')>",
-            "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+            "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
           }
         }
       },
@@ -39,7 +39,7 @@
         "kind": "class",
         "path": "docforge.renderers.MCPRenderer",
         "signature": "<bound method Alias.signature of Alias('MCPRenderer', 'docforge.renderers.mcp_renderer.MCPRenderer')>",
-        "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+        "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
         "members": {
           "name": {
             "name": "name",
@@ -53,7 +53,7 @@
             "kind": "function",
             "path": "docforge.renderers.MCPRenderer.generate_sources",
             "signature": "<bound method Alias.signature of Alias('generate_sources', 'docforge.renderers.mcp_renderer.MCPRenderer.generate_sources')>",
-            "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+            "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
           }
         }
       },
@@ -62,7 +62,7 @@
         "kind": "module",
         "path": "docforge.renderers.base",
         "signature": null,
-        "docstring": "This module defines the base interfaces and configuration containers for\ndoc-forge renderers. All renderer implementations should adhere to the\nDocRenderer protocol.",
+        "docstring": "Renderer base interfaces and configuration models.\n\nThis module defines the base protocol and configuration container used by\ndoc-forge renderers. Concrete renderer implementations should implement the\n``DocRenderer`` protocol.",
         "members": {
           "Path": {
             "name": "Path",
@@ -83,7 +83,7 @@
             "kind": "class",
             "path": "docforge.renderers.base.Project",
             "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-            "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+            "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
             "members": {
               "name": {
                 "name": "name",
@@ -104,28 +104,28 @@
                 "kind": "function",
                 "path": "docforge.renderers.base.Project.add_module",
                 "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-                "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+                "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
               },
               "get_module": {
                 "name": "get_module",
                 "kind": "function",
                 "path": "docforge.renderers.base.Project.get_module",
                 "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
               },
               "get_all_modules": {
                 "name": "get_all_modules",
                 "kind": "function",
                 "path": "docforge.renderers.base.Project.get_all_modules",
                 "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-                "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+                "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
               },
               "get_module_list": {
                 "name": "get_module_list",
                 "kind": "function",
                 "path": "docforge.renderers.base.Project.get_module_list",
                 "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-                "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+                "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
               }
             }
           },
@@ -133,8 +133,8 @@
             "name": "RendererConfig",
             "kind": "class",
             "path": "docforge.renderers.base.RendererConfig",
-            "signature": "<bound method Class.signature of Class('RendererConfig', 13, 24)>",
-            "docstring": "Configuration container for documentation renderers.\n\nArgs:\n    out_dir: The directory where documentation files should be written.\n    project: The introspected project models to be rendered.",
+            "signature": "<bound method Class.signature of Class('RendererConfig', 15, 36)>",
+            "docstring": "Configuration container for documentation renderers.\n\nA ``RendererConfig`` instance groups together the project model and the\noutput directory used during rendering.\n\nAttributes:\n    out_dir: Directory where generated documentation files will be written.\n    project: Documentation project model to be rendered.",
             "members": {
               "out_dir": {
                 "name": "out_dir",
@@ -156,8 +156,8 @@
             "name": "DocRenderer",
             "kind": "class",
             "path": "docforge.renderers.base.DocRenderer",
-            "signature": "<bound method Class.signature of Class('DocRenderer', 27, 46)>",
-            "docstring": "Protocol defining the interface for documentation renderers.",
+            "signature": "<bound method Class.signature of Class('DocRenderer', 39, 62)>",
+            "docstring": "Protocol defining the interface for documentation renderers.\n\nImplementations of this protocol are responsible for transforming a\n``Project`` model into renderer-specific documentation sources.",
             "members": {
               "name": {
                 "name": "name",
@@ -170,8 +170,8 @@
                 "name": "generate_sources",
                 "kind": "function",
                 "path": "docforge.renderers.base.DocRenderer.generate_sources",
-                "signature": "<bound method Function.signature of Function('generate_sources', 34, 46)>",
-                "docstring": "Generate renderer-specific source files for the given project.\n\nArgs:\n    project: The project models containing modules and objects.\n    out_dir: Target directory for the generated files."
+                "signature": "<bound method Function.signature of Function('generate_sources', 49, 62)>",
+                "docstring": "Generate renderer-specific documentation sources.\n\nArgs:\n    project: Project model containing modules and documentation objects.\n    out_dir: Directory where generated documentation sources\n        should be written."
               }
             }
           }
@@ -217,7 +217,7 @@
             "kind": "class",
             "path": "docforge.renderers.mcp_renderer.Project",
             "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-            "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+            "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
             "members": {
               "name": {
                 "name": "name",
@@ -238,28 +238,28 @@
                 "kind": "function",
                 "path": "docforge.renderers.mcp_renderer.Project.add_module",
                 "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-                "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+                "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
               },
               "get_module": {
                 "name": "get_module",
                 "kind": "function",
                 "path": "docforge.renderers.mcp_renderer.Project.get_module",
                 "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
               },
               "get_all_modules": {
                 "name": "get_all_modules",
                 "kind": "function",
                 "path": "docforge.renderers.mcp_renderer.Project.get_all_modules",
                 "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-                "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+                "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
               },
               "get_module_list": {
                 "name": "get_module_list",
                 "kind": "function",
                 "path": "docforge.renderers.mcp_renderer.Project.get_module_list",
                 "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-                "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+                "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
               }
             }
           },
@@ -268,7 +268,7 @@
             "kind": "class",
             "path": "docforge.renderers.mcp_renderer.Module",
             "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.Module')>",
-            "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+            "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
             "members": {
               "path": {
                 "name": "path",
@@ -296,21 +296,21 @@
                 "kind": "function",
                 "path": "docforge.renderers.mcp_renderer.Module.add_object",
                 "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
               },
               "get_object": {
                 "name": "get_object",
                 "kind": "function",
                 "path": "docforge.renderers.mcp_renderer.Module.get_object",
                 "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-                "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+                "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
               },
               "get_all_objects": {
                 "name": "get_all_objects",
                 "kind": "function",
                 "path": "docforge.renderers.mcp_renderer.Module.get_all_objects",
                 "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-                "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+                "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
               }
             }
           },
@@ -319,7 +319,7 @@
             "kind": "class",
             "path": "docforge.renderers.mcp_renderer.DocObject",
             "signature": "<bound method Alias.signature of Alias('DocObject', 'docforge.models.DocObject')>",
-            "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+            "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
             "members": {
               "name": {
                 "name": "name",
@@ -368,21 +368,21 @@
                 "kind": "function",
                 "path": "docforge.renderers.mcp_renderer.DocObject.add_member",
                 "signature": "<bound method Alias.signature of Alias('add_member', 'docforge.models.object.DocObject.add_member')>",
-                "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+                "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
               },
               "get_member": {
                 "name": "get_member",
                 "kind": "function",
                 "path": "docforge.renderers.mcp_renderer.DocObject.get_member",
                 "signature": "<bound method Alias.signature of Alias('get_member', 'docforge.models.object.DocObject.get_member')>",
-                "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+                "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
               },
               "get_all_members": {
                 "name": "get_all_members",
                 "kind": "function",
                 "path": "docforge.renderers.mcp_renderer.DocObject.get_all_members",
                 "signature": "<bound method Alias.signature of Alias('get_all_members', 'docforge.models.object.DocObject.get_all_members')>",
-                "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+                "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
               }
             }
           },
@@ -390,8 +390,8 @@
             "name": "MCPRenderer",
             "kind": "class",
             "path": "docforge.renderers.mcp_renderer.MCPRenderer",
-            "signature": "<bound method Class.signature of Class('MCPRenderer', 8, 122)>",
-            "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+            "signature": "<bound method Class.signature of Class('MCPRenderer', 8, 138)>",
+            "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
             "members": {
               "name": {
                 "name": "name",
@@ -404,8 +404,8 @@
                 "name": "generate_sources",
                 "kind": "function",
                 "path": "docforge.renderers.mcp_renderer.MCPRenderer.generate_sources",
-                "signature": "<bound method Function.signature of Function('generate_sources', 15, 53)>",
-                "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+                "signature": "<bound method Function.signature of Function('generate_sources', 19, 60)>",
+                "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
               }
             }
           }
@@ -416,7 +416,7 @@
         "kind": "module",
         "path": "docforge.renderers.mkdocs_renderer",
         "signature": null,
-        "docstring": "MkDocsRenderer\n\nGenerates Markdown source files compatible with MkDocs Material\nand mkdocstrings, ensuring:\n\n- Root index.md always exists\n- Parent package indexes are created automatically\n- Child modules are linked in parent index files\n- README.md can be generated from the root package docstring",
+        "docstring": "MkDocs renderer implementation.\n\nThis module defines the ``MkDocsRenderer`` class, which generates Markdown\ndocumentation sources compatible with MkDocs Material and the mkdocstrings\nplugin.\n\nThe renderer ensures a consistent documentation structure by:\n\n- Creating a root ``index.md`` if one does not exist\n- Generating package index pages automatically\n- Linking child modules within parent package pages\n- Optionally generating ``README.md`` from the root package docstring",
         "members": {
           "Path": {
             "name": "Path",
@@ -430,7 +430,7 @@
             "kind": "class",
             "path": "docforge.renderers.mkdocs_renderer.Project",
             "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-            "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+            "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
             "members": {
               "name": {
                 "name": "name",
@@ -451,28 +451,28 @@
                 "kind": "function",
                 "path": "docforge.renderers.mkdocs_renderer.Project.add_module",
                 "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-                "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+                "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
               },
               "get_module": {
                 "name": "get_module",
                 "kind": "function",
                 "path": "docforge.renderers.mkdocs_renderer.Project.get_module",
                 "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+                "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
               },
               "get_all_modules": {
                 "name": "get_all_modules",
                 "kind": "function",
                 "path": "docforge.renderers.mkdocs_renderer.Project.get_all_modules",
                 "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-                "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+                "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
               },
               "get_module_list": {
                 "name": "get_module_list",
                 "kind": "function",
                 "path": "docforge.renderers.mkdocs_renderer.Project.get_module_list",
                 "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-                "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+                "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
               }
             }
           },
@@ -481,7 +481,7 @@
             "kind": "class",
             "path": "docforge.renderers.mkdocs_renderer.Module",
             "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.Module')>",
-            "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+            "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
             "members": {
               "path": {
                 "name": "path",
@@ -509,21 +509,21 @@
                 "kind": "function",
                 "path": "docforge.renderers.mkdocs_renderer.Module.add_object",
                 "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+                "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
               },
               "get_object": {
                 "name": "get_object",
                 "kind": "function",
                 "path": "docforge.renderers.mkdocs_renderer.Module.get_object",
                 "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-                "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+                "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
               },
               "get_all_objects": {
                 "name": "get_all_objects",
                 "kind": "function",
                 "path": "docforge.renderers.mkdocs_renderer.Module.get_all_objects",
                 "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-                "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+                "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
               }
             }
           },
@@ -531,8 +531,8 @@
             "name": "MkDocsRenderer",
             "kind": "class",
             "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer",
-            "signature": "<bound method Class.signature of Class('MkDocsRenderer', 17, 242)>",
-            "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+            "signature": "<bound method Class.signature of Class('MkDocsRenderer', 20, 272)>",
+            "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
             "members": {
               "name": {
                 "name": "name",
@@ -545,15 +545,15 @@
                 "name": "generate_sources",
                 "kind": "function",
                 "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources",
-                "signature": "<bound method Function.signature of Function('generate_sources', 28, 66)>",
-                "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+                "signature": "<bound method Function.signature of Function('generate_sources', 34, 71)>",
+                "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
               },
               "generate_readme": {
                 "name": "generate_readme",
                 "kind": "function",
                 "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme",
-                "signature": "<bound method Function.signature of Function('generate_readme', 68, 122)>",
-                "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+                "signature": "<bound method Function.signature of Function('generate_readme', 73, 128)>",
+                "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
               }
             }
           }
diff --git a/mcp_docs/modules/docforge.renderers.mcp_renderer.json b/mcp_docs/modules/docforge.renderers.mcp_renderer.json
index 0bcfd11..c1cfd76 100644
--- a/mcp_docs/modules/docforge.renderers.mcp_renderer.json
+++ b/mcp_docs/modules/docforge.renderers.mcp_renderer.json
@@ -37,7 +37,7 @@
         "kind": "class",
         "path": "docforge.renderers.mcp_renderer.Project",
         "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-        "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+        "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
         "members": {
           "name": {
             "name": "name",
@@ -58,28 +58,28 @@
             "kind": "function",
             "path": "docforge.renderers.mcp_renderer.Project.add_module",
             "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-            "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+            "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
           },
           "get_module": {
             "name": "get_module",
             "kind": "function",
             "path": "docforge.renderers.mcp_renderer.Project.get_module",
             "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
           },
           "get_all_modules": {
             "name": "get_all_modules",
             "kind": "function",
             "path": "docforge.renderers.mcp_renderer.Project.get_all_modules",
             "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-            "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+            "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
           },
           "get_module_list": {
             "name": "get_module_list",
             "kind": "function",
             "path": "docforge.renderers.mcp_renderer.Project.get_module_list",
             "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-            "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+            "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
           }
         }
       },
@@ -88,7 +88,7 @@
         "kind": "class",
         "path": "docforge.renderers.mcp_renderer.Module",
         "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.Module')>",
-        "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+        "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
         "members": {
           "path": {
             "name": "path",
@@ -116,21 +116,21 @@
             "kind": "function",
             "path": "docforge.renderers.mcp_renderer.Module.add_object",
             "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
           },
           "get_object": {
             "name": "get_object",
             "kind": "function",
             "path": "docforge.renderers.mcp_renderer.Module.get_object",
             "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-            "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+            "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
           },
           "get_all_objects": {
             "name": "get_all_objects",
             "kind": "function",
             "path": "docforge.renderers.mcp_renderer.Module.get_all_objects",
             "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-            "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+            "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
           }
         }
       },
@@ -139,7 +139,7 @@
         "kind": "class",
         "path": "docforge.renderers.mcp_renderer.DocObject",
         "signature": "<bound method Alias.signature of Alias('DocObject', 'docforge.models.DocObject')>",
-        "docstring": "Represents a documented Python object (class, function, method, etc.).\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (e.g., 'class', 'function', 'attribute').\n    path: Full dotted import path to the object.\n    signature: Callable signature, if applicable.\n    docstring: Raw docstring content extracted from the source.\n    members: Dictionary mapping member names to their DocObject representations.",
+        "docstring": "Representation of a documented Python object.\n\nA ``DocObject`` models a single Python entity discovered during\nintrospection. Objects may contain nested members, allowing the structure\nof modules, classes, and other containers to be represented recursively.\n\nAttributes:\n    name: Local name of the object.\n    kind: Type of object (for example ``class``, ``function``,\n        ``method``, or ``attribute``).\n    path: Fully qualified dotted path to the object.\n    signature: Callable signature if the object represents a callable.\n    docstring: Raw docstring text extracted from the source code.\n    members: Mapping of member names to child ``DocObject`` instances.",
         "members": {
           "name": {
             "name": "name",
@@ -188,21 +188,21 @@
             "kind": "function",
             "path": "docforge.renderers.mcp_renderer.DocObject.add_member",
             "signature": "<bound method Alias.signature of Alias('add_member', 'docforge.models.object.DocObject.add_member')>",
-            "docstring": "Add a child member to this object (e.g., a method to a class).\n\nArgs:\n    obj: The child DocObject to add."
+            "docstring": "Add a child documentation object.\n\nThis is typically used when attaching methods to classes or\nnested objects to their parent containers.\n\nArgs:\n    obj: Documentation object to add as a member."
           },
           "get_member": {
             "name": "get_member",
             "kind": "function",
             "path": "docforge.renderers.mcp_renderer.DocObject.get_member",
             "signature": "<bound method Alias.signature of Alias('get_member', 'docforge.models.object.DocObject.get_member')>",
-            "docstring": "Retrieve a child member by name.\n\nArgs:\n    name: The name of the member.\n\nReturns:\n    The requested DocObject."
+            "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: Name of the member to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If the member does not exist."
           },
           "get_all_members": {
             "name": "get_all_members",
             "kind": "function",
             "path": "docforge.renderers.mcp_renderer.DocObject.get_all_members",
             "signature": "<bound method Alias.signature of Alias('get_all_members', 'docforge.models.object.DocObject.get_all_members')>",
-            "docstring": "Get all members of this object.\n\nReturns:\n    An iterable of child DocObject instances."
+            "docstring": "Return all child members of the object.\n\nReturns:\n    An iterable of ``DocObject`` instances representing nested members."
           }
         }
       },
@@ -210,8 +210,8 @@
         "name": "MCPRenderer",
         "kind": "class",
         "path": "docforge.renderers.mcp_renderer.MCPRenderer",
-        "signature": "<bound method Class.signature of Class('MCPRenderer', 8, 122)>",
-        "docstring": "Renderer that emits MCP-native JSON resources from docforge models.",
+        "signature": "<bound method Class.signature of Class('MCPRenderer', 8, 138)>",
+        "docstring": "Renderer that generates MCP-compatible documentation resources.\n\nThis renderer converts doc-forge project models into structured JSON\nresources suitable for consumption by systems implementing the Model\nContext Protocol (MCP).",
         "members": {
           "name": {
             "name": "name",
@@ -224,8 +224,8 @@
             "name": "generate_sources",
             "kind": "function",
             "path": "docforge.renderers.mcp_renderer.MCPRenderer.generate_sources",
-            "signature": "<bound method Function.signature of Function('generate_sources', 15, 53)>",
-            "docstring": "Generate MCP-compatible JSON resources and navigation for the project.\n\nArgs:\n    project: The project model to render.\n    out_dir: Target directory for the generated JSON files."
+            "signature": "<bound method Function.signature of Function('generate_sources', 19, 60)>",
+            "docstring": "Generate MCP documentation resources for a project.\n\nThe renderer serializes each module into a JSON resource and produces\nsupporting metadata files such as ``nav.json`` and ``index.json``.\n\nArgs:\n    project: Documentation project model to render.\n    out_dir: Directory where MCP resources will be written."
           }
         }
       }
diff --git a/mcp_docs/modules/docforge.renderers.mkdocs_renderer.json b/mcp_docs/modules/docforge.renderers.mkdocs_renderer.json
index a6368bf..dbb08e0 100644
--- a/mcp_docs/modules/docforge.renderers.mkdocs_renderer.json
+++ b/mcp_docs/modules/docforge.renderers.mkdocs_renderer.json
@@ -2,7 +2,7 @@
   "module": "docforge.renderers.mkdocs_renderer",
   "content": {
     "path": "docforge.renderers.mkdocs_renderer",
-    "docstring": "MkDocsRenderer\n\nGenerates Markdown source files compatible with MkDocs Material\nand mkdocstrings, ensuring:\n\n- Root index.md always exists\n- Parent package indexes are created automatically\n- Child modules are linked in parent index files\n- README.md can be generated from the root package docstring",
+    "docstring": "MkDocs renderer implementation.\n\nThis module defines the ``MkDocsRenderer`` class, which generates Markdown\ndocumentation sources compatible with MkDocs Material and the mkdocstrings\nplugin.\n\nThe renderer ensures a consistent documentation structure by:\n\n- Creating a root ``index.md`` if one does not exist\n- Generating package index pages automatically\n- Linking child modules within parent package pages\n- Optionally generating ``README.md`` from the root package docstring",
     "objects": {
       "Path": {
         "name": "Path",
@@ -16,7 +16,7 @@
         "kind": "class",
         "path": "docforge.renderers.mkdocs_renderer.Project",
         "signature": "<bound method Alias.signature of Alias('Project', 'docforge.models.Project')>",
-        "docstring": "Represents a documentation project, serving as a container for modules.\n\nAttributes:\n    name: Name of the project.\n    modules: Dictionary mapping module paths to Module instances.",
+        "docstring": "Representation of a documentation project.\n\nA ``Project`` serves as the root container for all modules discovered during\nintrospection. Each module is stored by its dotted import path.\n\nAttributes:\n    name: Name of the project.\n    modules: Mapping of module paths to ``Module`` instances.",
         "members": {
           "name": {
             "name": "name",
@@ -37,28 +37,28 @@
             "kind": "function",
             "path": "docforge.renderers.mkdocs_renderer.Project.add_module",
             "signature": "<bound method Alias.signature of Alias('add_module', 'docforge.models.project.Project.add_module')>",
-            "docstring": "Add a module to the project.\n\nArgs:\n    module: The module to add."
+            "docstring": "Register a module in the project.\n\nArgs:\n    module: Module instance to add to the project."
           },
           "get_module": {
             "name": "get_module",
             "kind": "function",
             "path": "docforge.renderers.mkdocs_renderer.Project.get_module",
             "signature": "<bound method Alias.signature of Alias('get_module', 'docforge.models.project.Project.get_module')>",
-            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: The dotted path of the module (e.g., 'pkg.mod').\n\nReturns:\n    The requested Module."
+            "docstring": "Retrieve a module by its dotted path.\n\nArgs:\n    path: Fully qualified dotted module path (for example ``pkg.module``).\n\nReturns:\n    The corresponding ``Module`` instance.\n\nRaises:\n    KeyError: If the module does not exist in the project."
           },
           "get_all_modules": {
             "name": "get_all_modules",
             "kind": "function",
             "path": "docforge.renderers.mkdocs_renderer.Project.get_all_modules",
             "signature": "<bound method Alias.signature of Alias('get_all_modules', 'docforge.models.project.Project.get_all_modules')>",
-            "docstring": "Get all modules in the project.\n\nReturns:\n    An iterable of Module objects."
+            "docstring": "Return all modules contained in the project.\n\nReturns:\n    An iterable of ``Module`` instances."
           },
           "get_module_list": {
             "name": "get_module_list",
             "kind": "function",
             "path": "docforge.renderers.mkdocs_renderer.Project.get_module_list",
             "signature": "<bound method Alias.signature of Alias('get_module_list', 'docforge.models.project.Project.get_module_list')>",
-            "docstring": "Get the list of all module dotted paths.\n\nReturns:\n    A list of module paths."
+            "docstring": "Return the list of module import paths.\n\nReturns:\n    A list containing the dotted paths of all modules in the project."
           }
         }
       },
@@ -67,7 +67,7 @@
         "kind": "class",
         "path": "docforge.renderers.mkdocs_renderer.Module",
         "signature": "<bound method Alias.signature of Alias('Module', 'docforge.models.Module')>",
-        "docstring": "Represents a documented Python module or package.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level docstring content.\n    members: Dictionary mapping object names to their DocObject representations.",
+        "docstring": "Representation of a documented Python module or package.\n\nA ``Module`` stores metadata about the module itself and maintains a\ncollection of top-level documentation objects discovered during\nintrospection.\n\nAttributes:\n    path: Dotted import path of the module.\n    docstring: Module-level documentation string, if present.\n    members: Mapping of object names to their corresponding\n        ``DocObject`` representations.",
         "members": {
           "path": {
             "name": "path",
@@ -95,21 +95,21 @@
             "kind": "function",
             "path": "docforge.renderers.mkdocs_renderer.Module.add_object",
             "signature": "<bound method Alias.signature of Alias('add_object', 'docforge.models.module.Module.add_object')>",
-            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: The object to add."
+            "docstring": "Add a documented object to the module.\n\nArgs:\n    obj: Documentation object to register as a top-level\n        member of the module."
           },
           "get_object": {
             "name": "get_object",
             "kind": "function",
             "path": "docforge.renderers.mkdocs_renderer.Module.get_object",
             "signature": "<bound method Alias.signature of Alias('get_object', 'docforge.models.module.Module.get_object')>",
-            "docstring": "Retrieve a member object by name.\n\nArgs:\n    name: The name of the object.\n\nReturns:\n    The requested DocObject."
+            "docstring": "Retrieve a documented object by name.\n\nArgs:\n    name: Name of the object to retrieve.\n\nReturns:\n    The corresponding ``DocObject`` instance.\n\nRaises:\n    KeyError: If no object with the given name exists."
           },
           "get_all_objects": {
             "name": "get_all_objects",
             "kind": "function",
             "path": "docforge.renderers.mkdocs_renderer.Module.get_all_objects",
             "signature": "<bound method Alias.signature of Alias('get_all_objects', 'docforge.models.module.Module.get_all_objects')>",
-            "docstring": "Get all top-level objects in the module.\n\nReturns:\n    An iterable of DocObject instances."
+            "docstring": "Return all top-level documentation objects in the module.\n\nReturns:\n    An iterable of ``DocObject`` instances representing the\n    module's public members."
           }
         }
       },
@@ -117,8 +117,8 @@
         "name": "MkDocsRenderer",
         "kind": "class",
         "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer",
-        "signature": "<bound method Class.signature of Class('MkDocsRenderer', 17, 242)>",
-        "docstring": "Renderer that generates Markdown source files formatted for the MkDocs\n'mkdocstrings' plugin.",
+        "signature": "<bound method Class.signature of Class('MkDocsRenderer', 20, 272)>",
+        "docstring": "Renderer that produces Markdown documentation for MkDocs.\n\nGenerated pages use mkdocstrings directives to reference Python modules,\nallowing MkDocs to render API documentation dynamically.",
         "members": {
           "name": {
             "name": "name",
@@ -131,15 +131,15 @@
             "name": "generate_sources",
             "kind": "function",
             "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources",
-            "signature": "<bound method Function.signature of Function('generate_sources', 28, 66)>",
-            "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project:\n        The project model to render.\n\n    out_dir:\n        Target directory for generated Markdown.\n\n    module_is_source:\n        If True, treat the module as the root folder."
+            "signature": "<bound method Function.signature of Function('generate_sources', 34, 71)>",
+            "docstring": "Generate Markdown documentation files for a project.\n\nThis method renders a documentation structure from the provided\nproject model and writes the resulting Markdown files to the\nspecified output directory.\n\nArgs:\n    project: Project model containing modules to document.\n    out_dir: Directory where generated Markdown files will be written.\n    module_is_source: If True, treat the specified module as the\n        documentation root rather than nesting it inside a folder."
           },
           "generate_readme": {
             "name": "generate_readme",
             "kind": "function",
             "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_readme",
-            "signature": "<bound method Function.signature of Function('generate_readme', 68, 122)>",
-            "docstring": "Generate README.md from the root package docstring.\n\nBehavior:\n\n- If module_is_source is True:\n    README.md is generated at project root (docs_dir.parent)\n\n- If module_is_source is False:\n    TODO: generate README.md inside respective module folders"
+            "signature": "<bound method Function.signature of Function('generate_readme', 73, 128)>",
+            "docstring": "Generate a ``README.md`` file from the root module docstring.\n\nBehavior:\n\n- If ``module_is_source`` is True, ``README.md`` is written to the\n  project root directory.\n- If False, README generation is currently not implemented.\n\nArgs:\n    project: Project model containing documentation metadata.\n    docs_dir: Directory containing generated documentation sources.\n    module_is_source: Whether the module is treated as the project\n        source root."
           }
         }
       }
diff --git a/mcp_docs/modules/docforge.servers.json b/mcp_docs/modules/docforge.servers.json
index cdf9e81..6e31ead 100644
--- a/mcp_docs/modules/docforge.servers.json
+++ b/mcp_docs/modules/docforge.servers.json
@@ -2,14 +2,14 @@
   "module": "docforge.servers",
   "content": {
     "path": "docforge.servers",
-    "docstring": null,
+    "docstring": "Server layer for doc-forge.\n\nThis module exposes server implementations used to provide live access\nto generated documentation resources. Currently, it includes the MCP\ndocumentation server.\n\n---",
     "objects": {
       "MCPServer": {
         "name": "MCPServer",
         "kind": "class",
         "path": "docforge.servers.MCPServer",
         "signature": "<bound method Alias.signature of Alias('MCPServer', 'docforge.servers.mcp_server.MCPServer')>",
-        "docstring": "MCP server for serving a pre-built MCP documentation bundle.",
+        "docstring": "MCP server for serving a pre-generated documentation bundle.\n\nThe server exposes documentation resources and diagnostic tools through\nMCP endpoints backed by JSON files generated by the MCP renderer.",
         "members": {
           "mcp_root": {
             "name": "mcp_root",
@@ -30,7 +30,7 @@
             "kind": "function",
             "path": "docforge.servers.MCPServer.run",
             "signature": "<bound method Alias.signature of Alias('run', 'docforge.servers.mcp_server.MCPServer.run')>",
-            "docstring": "Start the MCP server.\n\nArgs:\n    transport: MCP transport (default: streamable-http)"
+            "docstring": "Start the MCP server.\n\nArgs:\n    transport: Transport mechanism used by the MCP server. Supported\n        options include ``stdio``, ``sse``, and ``streamable-http``."
           }
         }
       },
@@ -87,8 +87,8 @@
             "name": "MCPServer",
             "kind": "class",
             "path": "docforge.servers.mcp_server.MCPServer",
-            "signature": "<bound method Class.signature of Class('MCPServer', 10, 95)>",
-            "docstring": "MCP server for serving a pre-built MCP documentation bundle.",
+            "signature": "<bound method Class.signature of Class('MCPServer', 10, 122)>",
+            "docstring": "MCP server for serving a pre-generated documentation bundle.\n\nThe server exposes documentation resources and diagnostic tools through\nMCP endpoints backed by JSON files generated by the MCP renderer.",
             "members": {
               "mcp_root": {
                 "name": "mcp_root",
@@ -108,8 +108,8 @@
                 "name": "run",
                 "kind": "function",
                 "path": "docforge.servers.mcp_server.MCPServer.run",
-                "signature": "<bound method Function.signature of Function('run', 88, 95)>",
-                "docstring": "Start the MCP server.\n\nArgs:\n    transport: MCP transport (default: streamable-http)"
+                "signature": "<bound method Function.signature of Function('run', 111, 122)>",
+                "docstring": "Start the MCP server.\n\nArgs:\n    transport: Transport mechanism used by the MCP server. Supported\n        options include ``stdio``, ``sse``, and ``streamable-http``."
               }
             }
           }
diff --git a/mcp_docs/modules/docforge.servers.mcp_server.json b/mcp_docs/modules/docforge.servers.mcp_server.json
index 8ab31cc..e4ec8d2 100644
--- a/mcp_docs/modules/docforge.servers.mcp_server.json
+++ b/mcp_docs/modules/docforge.servers.mcp_server.json
@@ -50,8 +50,8 @@
         "name": "MCPServer",
         "kind": "class",
         "path": "docforge.servers.mcp_server.MCPServer",
-        "signature": "<bound method Class.signature of Class('MCPServer', 10, 95)>",
-        "docstring": "MCP server for serving a pre-built MCP documentation bundle.",
+        "signature": "<bound method Class.signature of Class('MCPServer', 10, 122)>",
+        "docstring": "MCP server for serving a pre-generated documentation bundle.\n\nThe server exposes documentation resources and diagnostic tools through\nMCP endpoints backed by JSON files generated by the MCP renderer.",
         "members": {
           "mcp_root": {
             "name": "mcp_root",
@@ -71,8 +71,8 @@
             "name": "run",
             "kind": "function",
             "path": "docforge.servers.mcp_server.MCPServer.run",
-            "signature": "<bound method Function.signature of Function('run', 88, 95)>",
-            "docstring": "Start the MCP server.\n\nArgs:\n    transport: MCP transport (default: streamable-http)"
+            "signature": "<bound method Function.signature of Function('run', 111, 122)>",
+            "docstring": "Start the MCP server.\n\nArgs:\n    transport: Transport mechanism used by the MCP server. Supported\n        options include ``stdio``, ``sse``, and ``streamable-http``."
           }
         }
       }
diff --git a/mkdocs.yml b/mkdocs.yml
index 629d62c..7f6c214 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -8,12 +8,19 @@ theme:
     text: Inter
     code: JetBrains Mono
   features:
-  - navigation.tabs
+  - navigation.sections
   - navigation.expand
   - navigation.top
   - navigation.instant
+  - navigation.tracking
+  - navigation.indexes
   - content.code.copy
   - content.code.annotate
+  - content.tabs.link
+  - content.action.edit
+  - search.highlight
+  - search.share
+  - search.suggest
 plugins:
 - search
 - mkdocstrings:
@@ -31,10 +38,26 @@ plugins:
           annotations_path: brief
           show_root_heading: true
           group_by_category: true
+          show_category_heading: true
+          show_object_full_path: false
+          show_symbol_type_heading: true
 markdown_extensions:
+- admonition
+- pymdownx.details
 - pymdownx.superfences
+- pymdownx.highlight:
+    anchor_linenums: true
+    line_spans: __span
+    pygments_lang_class: true
 - pymdownx.tabbed:
     alternate_style: true
+- pymdownx.tasklist:
+    custom_checkbox: true
+- tables
+- footnotes
+- pymdownx.caret
+- pymdownx.tilde
+- pymdownx.mark
 site_name: docforge
 nav:
 - Home: index.md