Improve documentation look & feel via MkDocs Material template enhancements

# Improve documentation look & feel via MkDocs Material template enhancements

## Summary

This MR improves the overall **documentation experience and visual presentation** of the doc-forge docs by enhancing the MkDocs Material template configuration.

The changes focus on **navigation usability, code readability, and richer Markdown rendering**, resulting in a cleaner and more professional documentation site.

Docstring changes were made across the codebase for consistency, but this MR description focuses on the **template and presentation improvements**.

---

## Navigation Improvements

The navigation system has been enhanced to provide a clearer structure and better discoverability.

Key improvements include:

* Section-aware navigation in the sidebar
* Automatic expansion of module/package hierarchy
* Scroll tracking within the sidebar
* Clickable package index pages

Material navigation features added:

* `navigation.sections`
* `navigation.expand`
* `navigation.tracking`
* `navigation.indexes`

This results in a **single cohesive navigation tree** that exposes the entire documentation hierarchy from the sidebar.

---

## Code Block Improvements

Code blocks previously appeared relatively plain. The template now enables richer syntax highlighting and improved readability.

Enhancements include:

* Syntax highlighting using `pymdownx.highlight`
* Line numbers for code blocks
* Anchored line numbers for deep linking
* Improved fenced code block rendering

Additional Material features:

* `content.code.copy` — copy button for code blocks
* `content.code.annotate` — support for code annotations

These changes significantly improve the readability of examples and API snippets throughout the documentation.

---

## Markdown Rendering Enhancements

Additional Markdown extensions were enabled to support richer documentation features:

* `pymdownx.superfences` for advanced fenced blocks
* `pymdownx.inlinehilite` for inline code highlighting
* `pymdownx.snippets` for reusable snippets
* `admonition` and `pymdownx.details` for callouts and collapsible sections
* `pymdownx.tabbed` for tabbed content blocks
* `pymdownx.tasklist` for checklist-style items
* `tables`, `footnotes`, and advanced formatting extensions

These extensions make it easier to write expressive and structured documentation.

---

## Search Experience

The documentation search experience has been improved using Material search features:

* `search.highlight`
* `search.share`
* `search.suggest`

These enhancements provide:

* highlighted search matches
* sharable search URLs
* auto-suggestions while typing

---

## mkdocstrings Improvements

The mkdocstrings configuration has been expanded to produce clearer API documentation.

Notable improvements include:

* grouping objects by category
* explicit category headings
* improved symbol headings
* cleaner object path display

This results in more structured API documentation pages.

---

## Result

Overall, these changes provide:

* cleaner and more intuitive navigation
* significantly improved code presentation
* richer Markdown capabilities
* better search usability

The documentation now has a **more polished, modern appearance** and improved usability for both readers and contributors.

Reviewed-on: #5
Co-authored-by: Vishesh 'ironeagle' Bangotra <aetoskia@gmail.com>
Co-committed-by: Vishesh 'ironeagle' Bangotra <aetoskia@gmail.com>

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
+`doc-forge` statically analyzes source code, builds a semantic model of modules,
-
+classes, functions, and attributes, and renders that model into documentation
-- **Single Source of Truth**: Python source code and docstrings are the only authoritative input
+outputs without executing user code.
-- **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 turns Python code into structured knowledge and emits it through multiple human and machine interfaces.*
+## 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.

docforge/__init__.py

@@ -1,86 +1,536 @@
 """
-# doc-forge
+Renderer-agnostic Python documentation compiler that converts Python docstrings
+into structured documentation for both humans (MkDocs) and machines (MCP / AI agents).
 
-`doc-forge` is a renderer-agnostic Python documentation compiler designed for
+`doc-forge` statically analyzes source code, builds a semantic model of modules,
-speed, flexibility, and beautiful output. It decouples the introspection of
+classes, functions, and attributes, and renders that model into documentation
-your code from the rendering process, allowing you to generate documentation
+outputs without executing user code.
-for various platforms (starting with MkDocs) from a single internal models.
 
-## Core Philosophy
+---
-
-`doc-forge` operates on two fundamental principles:
-
-1.  **The Atomic Unit is a Python Import Path**: Documentation is organized around the semantic structure of your code (e.g., `mypackage.utils`), not the filesystem.
-2.  **The Documentation Compiler Paradigm**: We separate documentation into three distinct phases:
-    -   **Front-end (Introspection)**: Static analysis of source code and docstrings.
-    -   **Middle-end (Semantic Model)**: A renderer-neutral internal representation.
-    -   **Back-end (Renderers)**: Generation of human-facing (MkDocs) or machine-facing (MCP) outputs.
-
-## Documentation Design
-
-`doc-forge` is an "AI-Native" documentation compiler. To get the most out of it, design your docstrings with both humans and LLMs in mind:
-
-### For Humans (Readability & Structure)
-- **`__init__.py` as Landing Pages**: Use the docstring of your package's `__init__.py` as the home page. Include overviews, installation instructions, and high-level examples here.
-- **Single Source of Truth**: Keep all technical details in docstrings. This ensures your MkDocs/Sphinx sites stay in sync with the code.
-- **Semantic Hierarchy**: Use standard Markdown headers to structure complex module documentation.
-
-### For LLMs (AI-Native Knowledge)
-- **Model Context Protocol (MCP)**: `doc-forge` exports your docs as structured JSON. This allows AI agents to "understand" your API surface area without layout noise.
-- **Canonical Paths**: Use dotted import paths as primary identifiers. AI tools use these to link code usage to documentation.
-- **Type Annotations**: While not in docstrings, `doc-forge` (via Griffe) extracts signatures. Clean type hints dramatically improve an LLM's ability to generate correct code using your library.
-## Available Commands
-
-- **build**: Build documentation (MkDocs site or MCP resources).
-- **serve**: Serve documentation (MkDocs or MCP).
-- **tree**: Visualize the introspected project structure.
 
 ## Installation
 
-Install using `pip` with the optional `mkdocs` dependencies for a complete setup:
+Install using pip:
 
-```bash
     pip install doc-forge
-```
 
-## Quick Start
+---
 
-1.  **Build Documentation**:
+## Quick start
-    Introspect your package and generate documentation in one step:
+
-    ```bash
+Generate a MkDocs site from a Python package:
-    # Build MkDocs site
+
-    doc-forge build --mkdocs --module my_package --site-name "My Docs"
+    doc-forge build --mkdocs --module my_package
+
+Generate MCP JSON documentation:
 
-    # Build MCP resources
     doc-forge build --mcp --module my_package
-    ```
 
-2.  **Define Navigation**:
+Serve documentation locally:
-    Create a `docforge.nav.yml` to organize your documentation:
-    ```yaml
-    home: my_package/index.md
-    groups:
-      Core API:
-        - my_package/core/*.md
-      Utilities:
-        - my_package/utils.md
-    ```
 
-3.  **Preview**:
+    doc-forge serve --mkdocs --module my_package
-    ```bash
-    # Serve MkDocs site
-    doc-forge serve --mkdocs
 
-    # Serve MCP documentation
+---
-    doc-forge serve --mcp
-    ```
 
-## Project Structure
+## Core concepts
 
-- `docforge.loaders`: Introspects source code using static analysis (`griffe`).
+**Loader**
-- `docforge.models`: The internal representation of your project, modules, and objects.
+
-- `docforge.renderers`: Converters that turn the models into physical files.
+Extracts symbols, signatures, and docstrings using static analysis.
-- `docforge.nav`: Managers for logical-to-physical path mapping and navigation.
+
+**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.
 """
 
 from .loaders import GriffeLoader, discover_module_paths

docforge/cli/__init__.py

@@ -1,14 +1,31 @@
 """
-# CLI Layer
+Command line interface entry point for doc-forge.
 
-The `docforge.cli` package provides the command-line interface for interacting
+This module exposes the primary CLI entry function used by the
-with doc-forge.
+``doc-forge`` command. The actual command implementation resides in
+``docforge.cli.main``, while this module provides a stable import path
+for external tools and the package entry point configuration.
 
-## Available Commands
+The CLI is responsible for orchestrating documentation workflows such as
+generating renderer sources, building documentation sites, exporting
+machine-readable documentation bundles, and starting development or MCP
+servers.
 
-- **build**: Build documentation (MkDocs site or MCP resources).
+---
-- **serve**: Serve documentation (MkDocs or MCP).
+
-- **tree**: Visualize the introspected project structure.
+Typical usage
+-------------
+
+The CLI is normally invoked through the installed command:
+
+    doc-forge <command> [options]
+
+Programmatic invocation is also possible:
+
+    from docforge.cli import main
+    main()
+
+---
 """
 
 from .main import main

docforge/cli/commands.py

@@ -9,8 +9,10 @@ from docforge.cli import mcp_utils
 @click.group()
 def cli() -> None:
     """
-    doc-forge CLI: A tool for introspecting Python projects and generating
+    Root command group for the doc-forge CLI.
-    documentation.
+
+    Provides commands for building, serving, and inspecting
+    documentation generated from Python source code.
     """
     pass
 
@@ -21,14 +23,12 @@ def cli() -> None:
 @click.option("--module-is-source", is_flag=True, help="Module is source folder and to be treated as root folder")
 @click.option("--module", help="Python module to document")
 @click.option("--project-name", help="Project name override")
-# MkDocs specific
 @click.option("--site-name", help="MkDocs site name")
 @click.option("--docs-dir", type=click.Path(path_type=Path), default=Path("docs"), help="Directory for MD sources")
 @click.option("--nav", "nav_file", type=click.Path(path_type=Path), default=Path("docforge.nav.yml"),
               help="Nav spec path")
 @click.option("--template", type=click.Path(path_type=Path), help="MkDocs template path")
 @click.option("--mkdocs-yml", type=click.Path(path_type=Path), default=Path("mkdocs.yml"), help="Output config path")
-# MCP specific
 @click.option("--out-dir", type=click.Path(path_type=Path), default=Path("mcp_docs"), help="MCP output directory")
 def build(
     mcp: bool,
@@ -44,25 +44,36 @@ def build(
     out_dir: Path,
 ) -> None:
     """
-    Build documentation (MkDocs site or MCP resources).
+    Build documentation artifacts.
 
-    This command orchestrates the full build process:
+    This command performs the full documentation build pipeline:
-    1. Introspects the code (Griffe)
+
-    2. Renders sources (MkDocs Markdown or MCP JSON)
+    1. Introspects the Python project using Griffe
-    3. (MkDocs only) Generates config and runs the final site build.
+    2. Generates renderer-specific documentation sources
+    3. Optionally builds the final documentation output
+
+    Depending on the selected options, the build can target:
+
+    - MkDocs static documentation sites
+    - MCP structured documentation resources
 
     Args:
-        mcp: Use the MCP documentation builder.
+        mcp: Enable MCP documentation generation.
-        mkdocs: Use the MkDocs documentation builder.
+        mkdocs: Enable MkDocs documentation generation.
-        module_is_source: Module is the source folder and to be treated as the root folder.
+        module_is_source: Treat the specified module directory as the
-        module: The dotted path of the module to the document.
+            project root.
+        module: Python module import path to document.
         project_name: Optional override for the project name.
-        site_name: (MkDocs) The site display name. Defaults to module name.
+        site_name: Display name for the MkDocs site.
-        docs_dir: (MkDocs) Target directory for Markdown sources.
+        docs_dir: Directory where Markdown documentation sources
-        nav_file: (MkDocs) Path to the docforge.nav.yml specification.
+            will be generated.
-        template: (MkDocs) Optional custom mkdocs.yml template.
+        nav_file: Path to the navigation specification file.
-        mkdocs_yml: (MkDocs) Target path for the generated mkdocs.yml.
+        template: Optional custom MkDocs configuration template.
-        out_dir: (MCP) Target directory for MCP JSON resources.
+        mkdocs_yml: Output path for the generated MkDocs configuration.
+        out_dir: Output directory for generated MCP resources.
+
+    Raises:
+        click.UsageError: If required options are missing or conflicting.
     """
     if not mcp and not mkdocs:
         raise click.UsageError("Must specify either --mcp or --mkdocs")
@@ -111,14 +122,22 @@ def serve(
     out_dir: Path,
 ) -> None:
     """
-    Serve documentation (MkDocs or MCP).
+    Serve generated documentation locally.
+
+    Depending on the selected mode, this command starts either:
+
+    - A MkDocs development server for browsing documentation
+    - An MCP server exposing structured documentation resources
 
     Args:
-        mcp: Serve MCP resources via an MCP server.
+        mcp: Serve documentation using the MCP server.
-        mkdocs: Serve the MkDocs site using the built-in development server.
+        mkdocs: Serve the MkDocs development site.
-        module: The dotted path of the module to serve.
+        module: Python module import path to serve via MCP.
-        mkdocs_yml: (MkDocs) Path to the mkdocs.yml configuration.
+        mkdocs_yml: Path to the MkDocs configuration file.
-        out_dir: (MCP) Path to the mcp_docs/ directory.
+        out_dir: Root directory containing MCP documentation resources.
+
+    Raises:
+        click.UsageError: If invalid or conflicting options are provided.
     """
     if mcp and mkdocs:
         raise click.UsageError("Cannot specify both --mcp and --mkdocs")
@@ -148,11 +167,15 @@ def tree(
     project_name: Optional[str],
 ) -> None:
     """
-    Visualize the project structure in the terminal.
+    Display the documentation object tree for a module.
+
+    This command introspects the specified module and prints a
+    hierarchical representation of the discovered documentation
+    objects, including modules, classes, functions, and members.
 
     Args:
-        module: The module import path to recursively introspect.
+        module: Python module import path to introspect.
-        project_name: Optional override for the project name shown at the root.
+        project_name: Optional name to display as the project root.
     """
     loader = GriffeLoader()
     project = loader.load_project([module], project_name)
@@ -167,11 +190,14 @@ def tree(
 
 def _print_object(obj, indent: str) -> None:
     """
-    Recursive helper to print doc objects and their members to the console.
+    Recursively print a documentation object and its members.
+
+    This helper function traverses the documentation object graph
+    and prints each object with indentation to represent hierarchy.
 
     Args:
-        obj: The DocObject instance to print.
+        obj: Documentation object to print.
-        indent: Current line indentation (e.g., '│   ').
+        indent: Current indentation prefix used for nested members.
     """
     click.echo(f"{indent}├── {obj.name}")
     for member in obj.get_all_members():

docforge/cli/main.py

@@ -1,14 +1,23 @@
 """
-Main entry point for the doc-forge CLI. This module delegates all command
+Command-line entry point for the doc-forge CLI.
-execution to docforge.cli.commands.
+
+This module exposes the executable entry point that initializes the
+Click command group defined in ``docforge.cli.commands``.
 """
+
 from docforge.cli.commands import cli
 
+
 def main() -> None:
     """
-    CLI Entry point. Boots the click application.
+    Run the doc-forge command-line interface.
+
+    This function initializes and executes the Click CLI application.
+    It is used as the console entry point when invoking ``doc-forge``
+    from the command line.
     """
     cli()
 
+
 if __name__ == "__main__":
     main()

docforge/cli/mcp_utils.py

@@ -4,14 +4,22 @@ from docforge.loaders import GriffeLoader, discover_module_paths
 from docforge.renderers import MCPRenderer
 from docforge.servers import MCPServer
 
+
 def generate_resources(module: str, project_name: str | None, out_dir: Path) -> None:
     """
-    Generate MCP-compatible documentation resources.
+    Generate MCP documentation resources from a Python module.
+
+    The function performs project introspection, builds the internal
+    documentation model, and renders MCP-compatible JSON resources
+    to the specified output directory.
 
     Args:
-        module: The dotted path of the primary module to document.
+        module: Python module import path used as the entry point for
-        project_name: Optional override for the project name.
+            documentation generation.
-        out_dir: Directory where the MCP JSON resources and nav will be written.
+        project_name: Optional override for the project name used in
+            generated documentation metadata.
+        out_dir: Directory where MCP resources (index.json, nav.json,
+            and module data) will be written.
     """
     loader = GriffeLoader()
     discovered_paths = discover_module_paths(module)
@@ -20,13 +28,23 @@ def generate_resources(module: str, project_name: str | None, out_dir: Path) ->
     renderer = MCPRenderer()
     renderer.generate_sources(project, out_dir)
 
+
 def serve(module: str, mcp_root: Path) -> None:
     """
-    Serve MCP documentation from a pre-built bundle.
+    Start an MCP server for a pre-generated documentation bundle.
+
+    The server exposes documentation resources such as project metadata,
+    navigation structure, and module documentation through MCP endpoints.
 
     Args:
-        module: The dotted path of the primary module to serve.
+        module: Python module import path used to identify the served
-        mcp_root: Path to the directory containing index.json, nav.json, and modules/.
+            documentation instance.
+        mcp_root: Path to the directory containing the MCP documentation
+            bundle (index.json, nav.json, and modules/).
+
+    Raises:
+        click.ClickException: If the MCP documentation bundle is missing
+            required files or directories.
     """
     if not mcp_root.exists():
         raise click.ClickException(f"mcp_docs directory not found: {mcp_root}")

docforge/cli/mkdocs_utils.py

@@ -6,6 +6,7 @@ from docforge.loaders import GriffeLoader, discover_module_paths
 from docforge.renderers import MkDocsRenderer
 from docforge.nav import load_nav_spec, resolve_nav, MkDocsNavEmitter
 
+
 def generate_sources(
     module: str,
     docs_dir: Path,
@@ -13,13 +14,20 @@ def generate_sources(
     module_is_source: bool | None = None,
 ) -> None:
     """
-    Generate Markdown source files for the specified module.
+    Generate MkDocs Markdown sources for a Python module.
+
+    This function introspects the specified module, builds the internal
+    documentation model, and renders Markdown documentation files for
+    use with MkDocs.
 
     Args:
-        module: The dotted path of the primary module to document.
+        module: Python module import path used as the entry point for
-        project_name: Optional override for the project name.
+            documentation generation.
         docs_dir: Directory where the generated Markdown files will be written.
-        module_is_source: Module is the source folder and to be treated as the root folder.
+        project_name: Optional override for the project name used in
+            documentation metadata.
+        module_is_source: If True, treat the specified module directory as
+            the project root rather than a nested module.
     """
     loader = GriffeLoader()
     discovered_paths = discover_module_paths(module)
@@ -32,16 +40,39 @@ def generate_sources(
         module_is_source,
     )
 
-def generate_config(docs_dir: Path, nav_file: Path, template: Path | None, out: Path, site_name: str) -> None:
+    renderer.generate_readme(
+        project,
+        docs_dir,
+        module_is_source,
+    )
+
+
+def generate_config(
+    docs_dir: Path,
+    nav_file: Path,
+    template: Path | None,
+    out: Path,
+    site_name: str,
+) -> None:
     """
-    Generate an mkdocs.yml configuration file.
+    Generate an ``mkdocs.yml`` configuration file.
+
+    The configuration is created by combining a template configuration
+    with a navigation structure derived from the docforge navigation
+    specification.
 
     Args:
-        docs_dir: Path to the directory containing documentation Markdown files.
+        docs_dir: Directory containing generated documentation Markdown files.
-        nav_file: Path to the docforge.nav.yml specification.
+        nav_file: Path to the ``docforge.nav.yml`` navigation specification.
-        template: Optional path to an mkdocs.yml template (overrides built-in).
+        template: Optional path to a custom MkDocs configuration template.
-        out: Path where the final mkdocs.yml will be written.
+            If not provided, a built-in template will be used.
-        site_name: The display name for the documentation site.
+        out: Destination path where the generated ``mkdocs.yml`` file
+            will be written.
+        site_name: Display name for the generated documentation site.
+
+    Raises:
+        click.FileError: If the navigation specification or template
+            file cannot be found.
     """
     if not nav_file.exists():
         raise click.FileError(str(nav_file), hint="Nav spec not found")
@@ -68,12 +99,19 @@ def generate_config(docs_dir: Path, nav_file: Path, template: Path | None, out:
 
     out.write_text(yaml.safe_dump(data, sort_keys=False), encoding="utf-8")
 
+
 def build(mkdocs_yml: Path) -> None:
     """
-    Build the documentation site using MkDocs.
+    Build the MkDocs documentation site.
+
+    This function loads the MkDocs configuration and runs the MkDocs
+    build command to generate the final static documentation site.
 
     Args:
-        mkdocs_yml: Path to the mkdocs.yml configuration file.
+        mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.
+
+    Raises:
+        click.ClickException: If the configuration file does not exist.
     """
     if not mkdocs_yml.exists():
         raise click.ClickException(f"mkdocs.yml not found: {mkdocs_yml}")
@@ -83,12 +121,19 @@ def build(mkdocs_yml: Path) -> None:
 
     mkdocs_build(load_config(str(mkdocs_yml)))
 
+
 def serve(mkdocs_yml: Path) -> None:
     """
-    Serve the documentation site with live-reload using MkDocs.
+    Start an MkDocs development server with live reload.
+
+    The server watches documentation files and automatically reloads
+    the site when changes are detected.
 
     Args:
-        mkdocs_yml: Path to the mkdocs.yml configuration file.
+        mkdocs_yml: Path to the ``mkdocs.yml`` configuration file.
+
+    Raises:
+        click.ClickException: If the configuration file does not exist.
     """
     if not mkdocs_yml.exists():
         raise click.ClickException(f"mkdocs.yml not found: {mkdocs_yml}")

docforge/loaders/__init__.py

@@ -1,17 +1,27 @@
 """
-# Loader Layer
+Loader layer for doc-forge.
 
-The `docforge.loaders` package is responsible for discovering Python source files
+The ``docforge.loaders`` package is responsible for discovering Python modules
-and extracting their documentation using static analysis.
+and extracting documentation data using static analysis.
 
-## Core Features
+---
 
-- **Discovery**: Automatically find all modules and packages in a project
+Overview
-  directory.
+--------
-- **Introspection**: Uses `griffe` to parse docstrings, signatures, and
+
-  hierarchical relationships without executing the code.
+This layer converts Python source code into an intermediate documentation
-- **Filtering**: Automatically excludes private members (prefixed with `_`) to
+model used by doc-forge. It performs module discovery, introspection, and
-  ensure clean public documentation.
+initial filtering before the data is passed to the core documentation models.
+
+Core capabilities include:
+
+- **Module discovery** – Locate Python modules and packages within a project.
+- **Static introspection** – Parse docstrings, signatures, and object
+  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

docforge/loaders/griffe_loader.py

@@ -1,6 +1,9 @@
 """
-This module provides the GriffeLoader, which uses the 'griffe' library to
+Utilities for loading and introspecting Python modules using Griffe.
-introspect Python source code and populate the doc-forge Project models.
+
+This module provides the ``GriffeLoader`` class and helper utilities used to
+discover Python modules, introspect their structure, and convert the results
+into doc-forge documentation models.
 """
 
 import logging
@@ -25,19 +28,27 @@ def discover_module_paths(
     project_root: Path | None = None,
 ) -> List[str]:
     """
-    Discover all Python modules under a package via filesystem traversal.
+    Discover Python modules within a package directory.
 
-    Rules:
+    The function scans the filesystem for ``.py`` files inside the specified
-    - Directory with __init__.py is treated as a package.
+    package and converts them into dotted module import paths.
-    - Any .py file is treated as a module.
+
-    - All paths are converted to dotted module paths.
+    Discovery rules:
+
+    - Directories containing ``__init__.py`` are treated as packages.
+    - Each ``.py`` file is treated as a module.
+    - Results are returned as dotted import paths.
 
     Args:
-        module_name: The name of the package to discover.
+        module_name: Top-level package name to discover modules from.
-        project_root: The root directory of the project. Defaults to current working directory.
+        project_root: Root directory used to resolve module paths. If not
+            provided, the current working directory is used.
 
     Returns:
-        A sorted list of dotted module paths.
+        A sorted list of unique dotted module import paths.
+
+    Raises:
+        FileNotFoundError: If the specified package directory does not exist.
     """
 
     if project_root is None:
@@ -64,12 +75,19 @@ def discover_module_paths(
 
 class GriffeLoader:
     """
-    Loads Python modules and extracts documentation using the Griffe introspection engine.
+    Load Python modules using Griffe and convert them into doc-forge models.
+
+    This loader uses the Griffe introspection engine to analyze Python source
+    code and transform the extracted information into ``Project``, ``Module``,
+    and ``DocObject`` instances used by doc-forge.
     """
 
     def __init__(self) -> None:
         """
-        Initialize the GriffeLoader.
+        Initialize the Griffe-backed loader.
+
+        Creates an internal Griffe loader instance with dedicated collections
+        for modules and source lines.
         """
         self._loader = _GriffeLoader(
             modules_collection=ModulesCollection(),
@@ -83,15 +101,26 @@ class GriffeLoader:
             skip_import_errors: bool = None,
     ) -> Project:
         """
-        Load multiple modules and combine them into a single Project models.
+        Load multiple modules and assemble them into a Project model.
+
+        Each module path is introspected and converted into a ``Module``
+        instance. All modules are then aggregated into a single ``Project``
+        object.
 
         Args:
-            module_paths: A list of dotted paths to the modules to load.
+            module_paths: List of dotted module import paths to load.
-            project_name: Optional name for the project. Defaults to the first module name.
+            project_name: Optional override for the project name. Defaults
-            skip_import_errors: If True, modules that fail to import will be skipped.
+                to the top-level name of the first module.
+            skip_import_errors: If True, modules that fail to load will be
+                skipped instead of raising an error.
 
         Returns:
-            A Project instance containing the loaded modules.
+            A populated ``Project`` instance containing the loaded modules.
+
+        Raises:
+            ValueError: If no module paths are provided.
+            ImportError: If a module fails to load and
+                ``skip_import_errors`` is False.
         """
         if not module_paths:
             raise ValueError("At least one module path must be provided")
@@ -116,13 +145,16 @@ class GriffeLoader:
 
     def load_module(self, path: str) -> Module:
         """
-        Load a single module and convert its introspection data into the docforge models.
+        Load and convert a single Python module.
+
+        The module is introspected using Griffe and then transformed into
+        a doc-forge ``Module`` model.
 
         Args:
-            path: The dotted path of the module to load.
+            path: Dotted import path of the module.
 
         Returns:
-            A Module instance.
+            A populated ``Module`` instance.
         """
         self._loader.load(path)
         griffe_module = self._loader.modules_collection[path]
@@ -135,13 +167,16 @@ class GriffeLoader:
 
     def _convert_module(self, obj: Object) -> Module:
         """
-        Convert a Griffe Object (module) into a docforge Module.
+        Convert a Griffe module object into a doc-forge Module.
+
+        All public members of the module are recursively converted into
+        ``DocObject`` instances.
 
         Args:
-            obj: The Griffe Object representing the module.
+            obj: Griffe object representing the module.
 
         Returns:
-            A populated Module instance.
+            A populated ``Module`` model.
         """
         module = Module(
             path=obj.path,
@@ -158,13 +193,17 @@ class GriffeLoader:
 
     def _convert_object(self, obj: Object) -> DocObject:
         """
-        Recursively convert a Griffe Object into a DocObject hierarchy.
+        Convert a Griffe object into a doc-forge DocObject.
+
+        The conversion preserves the object's metadata such as name,
+        kind, path, signature, and docstring. Child members are processed
+        recursively.
 
         Args:
-            obj: The Griffe Object to convert.
+            obj: Griffe object representing a documented Python object.
 
         Returns:
-            A DocObject instance.
+            A ``DocObject`` instance representing the converted object.
         """
         kind = obj.kind.value
         signature = self._safe_signature(obj)
@@ -193,13 +232,13 @@ class GriffeLoader:
 
     def _safe_docstring(self, obj: Object) -> Optional[str]:
         """
-        Safely retrieve the docstring value from a Griffe object.
+        Safely extract a docstring from a Griffe object.
 
         Args:
-            obj: The Griffe Object to inspect.
+            obj: Griffe object to inspect.
 
         Returns:
-            The raw docstring string, or None if missing or unresolvable.
+            The raw docstring text if available, otherwise ``None``.
         """
         try:
             return obj.docstring.value if obj.docstring else None
@@ -208,13 +247,14 @@ class GriffeLoader:
 
     def _safe_signature(self, obj: Object) -> Optional[str]:
         """
-        Safely retrieve the signature string from a Griffe object.
+        Safely extract the signature of a Griffe object.
 
         Args:
-            obj: The Griffe Object to inspect.
+            obj: Griffe object to inspect.
 
         Returns:
-            The string representation of the signature, or None.
+            String representation of the object's signature if available,
+            otherwise ``None``.
         """
         try:
             if hasattr(obj, "signature") and obj.signature:

docforge/models/__init__.py

@@ -1,17 +1,32 @@
 """
-# Model Layer
+Model layer for doc-forge.
 
-The `docforge.models` package provides the core data structures used to represent
+The ``docforge.models`` package defines the core data structures used to
-Python source code in a documentation-focused hierarchy.
+represent Python source code as a structured documentation model.
 
-## Key Components
+---
 
-- **Project**: The root container for all documented modules.
+Overview
-- **Module**: Represents a Python module or package, containing members.
+--------
-- **DocObject**: A recursive structure for classes, functions, and attributes.
 
-These classes are designed to be renderer-agnostic, allowing the same internal
+The model layer forms the central intermediate representation used throughout
-representation to be transformed into various output formats (currently MkDocs).
+doc-forge. Python modules and objects discovered during introspection are
+converted into a hierarchy of documentation models that can later be rendered
+into different documentation formats.
+
+Key components:
+
+- **Project** – Root container representing an entire documented codebase.
+- **Module** – Representation of a Python module or package containing
+  documented members.
+- **DocObject** – Recursive structure representing Python objects such as
+  classes, functions, methods, and attributes.
+
+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

docforge/models/module.py

@@ -1,7 +1,10 @@
 """
-This module defines the Module class, which represents a Python module or package
+Documentation model representing a Python module or package.
-in the doc-forge documentation models. It acts as a container for top-level
+
-documented objects.
+This module defines the ``Module`` class used in the doc-forge documentation
+model. A ``Module`` acts as a container for top-level documented objects
+(classes, functions, variables, and other members) discovered during
+introspection.
 """
 
 from typing import Dict, Iterable, Optional
@@ -11,12 +14,17 @@ from docforge.models.object import DocObject
 
 class Module:
     """
-    Represents a documented Python module or package.
+    Representation of a documented Python module or package.
+
+    A ``Module`` stores metadata about the module itself and maintains a
+    collection of top-level documentation objects discovered during
+    introspection.
 
     Attributes:
         path: Dotted import path of the module.
-        docstring: Module-level docstring content.
+        docstring: Module-level documentation string, if present.
-        members: Dictionary mapping object names to their DocObject representations.
+        members: Mapping of object names to their corresponding
+            ``DocObject`` representations.
     """
 
     def __init__(
@@ -25,11 +33,11 @@ class Module:
         docstring: Optional[str] = None,
     ) -> None:
         """
-        Initialize a new Module.
+        Initialize a Module instance.
 
         Args:
-            path: The dotted path of the module.
+            path: Dotted import path identifying the module.
-            docstring: The module's docstring, if any.
+            docstring: Module-level documentation text, if available.
         """
         self.path = path
         self.docstring = docstring
@@ -40,27 +48,32 @@ class Module:
         Add a documented object to the module.
 
         Args:
-            obj: The object to add.
+            obj: Documentation object to register as a top-level
+                member of the module.
         """
         self.members[obj.name] = obj
 
     def get_object(self, name: str) -> DocObject:
         """
-        Retrieve a member object by name.
+        Retrieve a documented object by name.
 
         Args:
-            name: The name of the object.
+            name: Name of the object to retrieve.
 
         Returns:
-            The requested DocObject.
+            The corresponding ``DocObject`` instance.
+
+        Raises:
+            KeyError: If no object with the given name exists.
         """
         return self.members[name]
 
     def get_all_objects(self) -> Iterable[DocObject]:
         """
-        Get all top-level objects in the module.
+        Return all top-level documentation objects in the module.
 
         Returns:
-            An iterable of DocObject instances.
+            An iterable of ``DocObject`` instances representing the
+            module's public members.
         """
         return self.members.values()

docforge/models/object.py

@@ -1,7 +1,10 @@
 """
-This module defines the DocObject class, the fundamental recursive unit of the
+Documentation model representing individual Python objects.
-doc-forge documentation models. A DocObject represents a single Python entity
+
-(class, function, method, or attribute) and its nested members.
+This module defines the ``DocObject`` class, the fundamental recursive unit of
+the doc-forge documentation model. Each ``DocObject`` represents a Python
+entity such as a class, function, method, or attribute, and may contain nested
+members that form a hierarchical documentation structure.
 """
 
 from typing import Dict, Iterable, Optional
@@ -9,15 +12,20 @@ from typing import Dict, Iterable, Optional
 
 class DocObject:
     """
-    Represents a documented Python object (class, function, method, etc.).
+    Representation of a documented Python object.
+
+    A ``DocObject`` models a single Python entity discovered during
+    introspection. Objects may contain nested members, allowing the structure
+    of modules, classes, and other containers to be represented recursively.
 
     Attributes:
         name: Local name of the object.
-        kind: Type of object (e.g., 'class', 'function', 'attribute').
+        kind: Type of object (for example ``class``, ``function``,
-        path: Full dotted import path to the object.
+            ``method``, or ``attribute``).
-        signature: Callable signature, if applicable.
+        path: Fully qualified dotted path to the object.
-        docstring: Raw docstring content extracted from the source.
+        signature: Callable signature if the object represents a callable.
-        members: Dictionary mapping member names to their DocObject representations.
+        docstring: Raw docstring text extracted from the source code.
+        members: Mapping of member names to child ``DocObject`` instances.
     """
 
     def __init__(
@@ -29,48 +37,54 @@ class DocObject:
         docstring: Optional[str] = None,
     ) -> None:
         """
-        Initialize a new DocObject.
+        Initialize a DocObject instance.
 
         Args:
-            name: The local name of the object.
+            name: Local name of the object.
-            kind: The kind of object (e.g., 'class', 'function').
+            kind: Object type identifier (for example ``class`` or ``function``).
-            path: The full dotted path to the object.
+            path: Fully qualified dotted path of the object.
-            signature: The object's signature (for callable objects).
+            signature: Callable signature if applicable.
-            docstring: The object's docstring, if any.
+            docstring: Documentation string associated with the object.
         """
         self.name = name
         self.kind = kind
         self.path = path
         self.signature = signature
         self.docstring = docstring
-        self.members: Dict[str, 'DocObject'] = {}
+        self.members: Dict[str, "DocObject"] = {}
 
-    def add_member(self, obj: 'DocObject') -> None:
+    def add_member(self, obj: "DocObject") -> None:
         """
-        Add a child member to this object (e.g., a method to a class).
+        Add a child documentation object.
+
+        This is typically used when attaching methods to classes or
+        nested objects to their parent containers.
 
         Args:
-            obj: The child DocObject to add.
+            obj: Documentation object to add as a member.
         """
         self.members[obj.name] = obj
 
-    def get_member(self, name: str) -> 'DocObject':
+    def get_member(self, name: str) -> "DocObject":
         """
-        Retrieve a child member by name.
+        Retrieve a member object by name.
 
         Args:
-            name: The name of the member.
+            name: Name of the member to retrieve.
 
         Returns:
-            The requested DocObject.
+            The corresponding ``DocObject`` instance.
+
+        Raises:
+            KeyError: If the member does not exist.
         """
         return self.members[name]
 
-    def get_all_members(self) -> Iterable['DocObject']:
+    def get_all_members(self) -> Iterable["DocObject"]:
         """
-        Get all members of this object.
+        Return all child members of the object.
 
         Returns:
-            An iterable of child DocObject instances.
+            An iterable of ``DocObject`` instances representing nested members.
         """
         return self.members.values()

docforge/models/project.py

@@ -1,6 +1,9 @@
 """
-This module defines the Project class, the top-level container for a documented
+Documentation model representing a project.
-project. It aggregates multiple Module instances into a single named entity.
+
+This module defines the ``Project`` class, the top-level container used by
+doc-forge to represent a documented codebase. A ``Project`` aggregates multiple
+modules and provides access to them through a unified interface.
 """
 
 from typing import Dict, Iterable
@@ -10,29 +13,32 @@ from docforge.models.module import Module
 
 class Project:
     """
-    Represents a documentation project, serving as a container for modules.
+    Representation of a documentation project.
+
+    A ``Project`` serves as the root container for all modules discovered during
+    introspection. Each module is stored by its dotted import path.
 
     Attributes:
         name: Name of the project.
-        modules: Dictionary mapping module paths to Module instances.
+        modules: Mapping of module paths to ``Module`` instances.
     """
 
     def __init__(self, name: str) -> None:
         """
-        Initialize a new Project.
+        Initialize a Project instance.
 
         Args:
-            name: The name of the project.
+            name: Name used to identify the documentation project.
         """
         self.name = name
         self.modules: Dict[str, Module] = {}
 
     def add_module(self, module: Module) -> None:
         """
-        Add a module to the project.
+        Register a module in the project.
 
         Args:
-            module: The module to add.
+            module: Module instance to add to the project.
         """
         self.modules[module.path] = module
 
@@ -41,27 +47,30 @@ class Project:
         Retrieve a module by its dotted path.
 
         Args:
-            path: The dotted path of the module (e.g., 'pkg.mod').
+            path: Fully qualified dotted module path (for example ``pkg.module``).
 
         Returns:
-            The requested Module.
+            The corresponding ``Module`` instance.
+
+        Raises:
+            KeyError: If the module does not exist in the project.
         """
         return self.modules[path]
 
     def get_all_modules(self) -> Iterable[Module]:
         """
-        Get all modules in the project.
+        Return all modules contained in the project.
 
         Returns:
-            An iterable of Module objects.
+            An iterable of ``Module`` instances.
         """
         return self.modules.values()
 
     def get_module_list(self) -> list[str]:
         """
-        Get the list of all module dotted paths.
+        Return the list of module import paths.
 
         Returns:
-            A list of module paths.
+            A list containing the dotted paths of all modules in the project.
         """
         return list(self.modules.keys())

docforge/nav/__init__.py

@@ -1,17 +1,26 @@
 """
-# Navigation Layer
+Navigation layer for doc-forge.
 
-The `docforge.nav` package manages the mapping between the logical documentation
+The ``docforge.nav`` package manages the relationship between the logical
-structure and the physical files on disk.
+documentation structure defined by the user and the physical documentation
+files generated on disk.
 
-## Workflow
+---
 
-1.  **Spec Definition**: Users define navigation intent in `docforge.nav.yml`.
+Workflow
-2.  **Resolution**: `resolve_nav` matches patterns in the spec to generated `.md` files.
+--------
-3.  **Emission**: `MkDocsNavEmitter` produces the final YAML structure for `mkdocs.yml`.
 
-This abstraction allows doc-forge to support complex grouping and ordering
+1. **Specification** – Users define navigation intent in ``docforge.nav.yml``.
-independently of the source code's physical layout.
+2. **Resolution** – ``resolve_nav`` expands patterns and matches them against
+   generated Markdown files.
+3. **Emission** – ``MkDocsNavEmitter`` converts the resolved structure into
+   the YAML navigation format required by ``mkdocs.yml``.
+
+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

docforge/nav/mkdocs.py

@@ -1,7 +1,9 @@
 """
-This module provides the MkDocsNavEmitter, which converts a ResolvedNav instance
+MkDocs navigation emitter.
-into the specific YAML-ready list structure expected by the MkDocs 'nav'
+
-configuration.
+This module provides the ``MkDocsNavEmitter`` class, which converts a
+``ResolvedNav`` instance into the navigation structure required by the
+MkDocs ``nav`` configuration.
 """
 
 from pathlib import Path
@@ -12,19 +14,24 @@ from docforge.nav.resolver import ResolvedNav
 
 class MkDocsNavEmitter:
     """
-    Emitter responsible for transforming a ResolvedNav into an MkDocs-compatible
+    Emit MkDocs navigation structures from resolved navigation data.
-    navigation structure.
+
+    The emitter transforms a ``ResolvedNav`` object into the YAML-compatible
+    list structure expected by the MkDocs ``nav`` configuration field.
     """
 
     def emit(self, nav: ResolvedNav) -> List[Dict[str, Any]]:
         """
-        Generate a list of navigation entries for mkdocs.yml.
+        Generate a navigation structure for ``mkdocs.yml``.
 
         Args:
-            nav: The resolved navigation data.
+            nav: Resolved navigation data describing documentation groups
+                and their associated Markdown files.
 
         Returns:
-            A list of dictionary mappings representing the MkDocs navigation.
+            A list of dictionaries representing the MkDocs navigation layout.
+            Each dictionary maps a navigation label to a page or a list of
+            pages.
         """
         result: List[Dict[str, Any]] = []
 
@@ -45,16 +52,18 @@ class MkDocsNavEmitter:
 
     def _to_relative(self, path: Path, docs_root: Path | None) -> str:
         """
-        Convert a filesystem path to a path relative to the documentation root.
+        Convert a filesystem path into a documentation-relative path.
-        This handles both absolute and relative filesystem paths, ensuring the
+
-        output is compatible with MkDocs navigation requirements.
+        This method normalizes paths so they can be used in MkDocs navigation.
+        It handles both absolute and relative filesystem paths and ensures the
+        resulting path is relative to the documentation root.
 
         Args:
-            path: The path to convert.
+            path: Filesystem path to convert.
-            docs_root: The root directory for documentation.
+            docs_root: Root directory of the documentation sources.
 
         Returns:
-            A string representing the relative POSIX-style path.
+            POSIX-style path relative to the documentation root.
         """
         if docs_root and path.is_absolute():
             try:

docforge/nav/resolver.py

@@ -1,7 +1,8 @@
 """
-This module contains the logic for resolving a NavSpec against the physical
+Navigation resolution utilities.
-filesystem. It expands globs and validates that all referenced documents
+
-actually exist on disk.
+This module resolves a ``NavSpec`` against the filesystem by expanding glob
+patterns and validating that referenced documentation files exist.
 """
 
 from pathlib import Path
@@ -14,12 +15,15 @@ from docforge.nav.spec import NavSpec
 
 class ResolvedNav:
     """
-    Represents a navigation structure where all patterns and paths have been
+    Resolved navigation structure.
-    resolved against the actual filesystem contents.
+
+    A ``ResolvedNav`` represents navigation data after glob patterns have been
+    expanded and paths validated against the filesystem.
 
     Attributes:
-        home: Resolved relative path to the home page.
+        home: Relative path to the documentation home page.
-        groups: Mapping of group titles to lists of absolute or relative Path objects.
+        groups: Mapping of navigation group titles to lists of resolved
+            documentation file paths.
     """
 
     def __init__(
@@ -32,9 +36,9 @@ class ResolvedNav:
         Initialize a ResolvedNav instance.
 
         Args:
-            home: The relative path to the project home page.
+            home: Relative path to the home page within the documentation root.
-            groups: A mapping of group names to their resolved filesystem paths.
+            groups: Mapping of group titles to resolved documentation file paths.
-            docs_root: The root documentation directory.
+            docs_root: Root directory of the documentation source files.
         """
         self.home = home
         self.groups = groups
@@ -42,15 +46,20 @@ class ResolvedNav:
 
     def all_files(self) -> Iterable[Path]:
         """
-        Get an iterable of all resolved files in the navigation structure.
+        Iterate over all files referenced by the navigation structure.
 
         Returns:
-            An iterable of Path objects.
+            An iterable of ``Path`` objects representing documentation files.
+
+        Raises:
+            RuntimeError: If the home page is defined but the documentation
+                root is not available for resolution.
         """
         if self.home:
             if self._docs_root is None:
                 raise RuntimeError("docs_root is required to resolve home path")
             yield self._docs_root / self.home
+
         for paths in self.groups.values():
             for p in paths:
                 yield p
@@ -61,34 +70,37 @@ def resolve_nav(
     docs_root: Path,
 ) -> ResolvedNav:
     """
-    Create a ResolvedNav by processing a NavSpec against the filesystem.
+    Resolve a navigation specification against the filesystem.
-    This expands globs and validates the existence of referenced files.
+
+    The function expands glob patterns defined in a ``NavSpec`` and verifies
+    that referenced documentation files exist within the documentation root.
 
     Args:
-        spec: The navigation specification to resolve.
+        spec: Navigation specification describing documentation layout.
-        docs_root: The root directory for documentation files.
+        docs_root: Root directory containing documentation Markdown files.
 
     Returns:
-        A ResolvedNav instance.
+        A ``ResolvedNav`` instance containing validated navigation paths.
 
     Raises:
-        FileNotFoundError: If a pattern doesn't match any files or the docs_root doesn't exist.
+        FileNotFoundError: If the documentation root does not exist or a
+            navigation pattern does not match any files.
     """
     if not docs_root.exists():
         raise FileNotFoundError(docs_root)
 
     def resolve_pattern(pattern: str) -> List[Path]:
         """
-        Resolve a single glob pattern relative to the docs_root.
+        Resolve a glob pattern relative to the documentation root.
 
         Args:
-            pattern: The glob pattern to resolve.
+            pattern: Glob pattern used to match documentation files.
 
         Returns:
-            A sorted list of matching Path objects.
+            A sorted list of matching ``Path`` objects.
 
         Raises:
-            FileNotFoundError: If the pattern doesn't match any files.
+            FileNotFoundError: If the pattern does not match any files.
         """
         full = docs_root / pattern
         matches = sorted(
@@ -100,7 +112,7 @@ def resolve_nav(
 
         return matches
 
-    # Resolve home
+    # Resolve home page
     home: str | None = None
     if spec.home:
         home_path = docs_root / spec.home
@@ -108,7 +120,7 @@ def resolve_nav(
             raise FileNotFoundError(spec.home)
         home = spec.home
 
-    # Resolve groups
+    # Resolve navigation groups
     resolved_groups: Dict[str, List[Path]] = {}
 
     for group, patterns in spec.groups.items():

docforge/nav/spec.py

@@ -1,7 +1,9 @@
 """
-This module defines the NavSpec class, which represents the user's intent for
+Navigation specification model.
-documentation navigation as defined in a YAML specification (usually
+
-docforge.nav.yml).
+This module defines the ``NavSpec`` class, which represents the navigation
+structure defined by the user in the doc-forge navigation specification
+(typically ``docforge.nav.yml``).
 """
 
 from pathlib import Path
@@ -12,11 +14,16 @@ import yaml
 
 class NavSpec:
     """
-    Parsed representation of the docforge navigation specification file.
+    Parsed representation of a navigation specification.
+
+    A ``NavSpec`` describes the intended documentation navigation layout before
+    it is resolved against the filesystem.
 
     Attributes:
-        home: Path to the home document (e.g., 'index.md').
+        home: Relative path to the documentation home page (for example
-        groups: Mapping of group titles to lists of path patterns/globs.
+            ``index.md``).
+        groups: Mapping of navigation group titles to lists of file patterns
+            or glob expressions.
     """
 
     def __init__(
@@ -25,11 +32,12 @@ class NavSpec:
         groups: Dict[str, List[str]],
     ) -> None:
         """
-        Initialize a NavSpec.
+        Initialize a NavSpec instance.
 
         Args:
-            home: The path to the home document.
+            home: Relative path to the home document.
-            groups: A mapping of group names to lists of path patterns (globs).
+            groups: Mapping of group names to lists of path patterns
+                (glob expressions).
         """
         self.home = home
         self.groups = groups
@@ -37,17 +45,18 @@ class NavSpec:
     @classmethod
     def load(cls, path: Path) -> "NavSpec":
         """
-        Load a NavSpec from a YAML file.
+        Load a navigation specification from a YAML file.
 
         Args:
-            path: The filesystem path to the YAML file.
+            path: Filesystem path to the navigation specification file.
 
         Returns:
-            A NavSpec instance.
+            A ``NavSpec`` instance representing the parsed configuration.
 
         Raises:
-            FileNotFoundError: If the path does not exist.
+            FileNotFoundError: If the specified file does not exist.
-            ValueError: If the file content is not a valid NavSpec mapping.
+            ValueError: If the file contents are not a valid navigation
+                specification.
         """
         if not path.exists():
             raise FileNotFoundError(path)
@@ -78,33 +87,45 @@ class NavSpec:
 
     def all_patterns(self) -> List[str]:
         """
-        Get all path patterns referenced in the specification.
+        Return all path patterns referenced by the specification.
 
         Returns:
-            A list of all patterns (home plus all groups).
+            A list containing the home document (if defined) and all
+            group pattern entries.
         """
         patterns: List[str] = []
+
         if self.home:
             patterns.append(self.home)
+
         for items in self.groups.values():
             patterns.extend(items)
+
         return patterns
 
 
 def load_nav_spec(path: Path) -> NavSpec:
     """
-    Utility function to load a NavSpec from a file.
+    Load a navigation specification file.
+
+    This helper function reads a YAML navigation file and constructs a
+    corresponding ``NavSpec`` instance.
 
     Args:
         path: Path to the navigation specification file.
 
     Returns:
-        A loaded NavSpec instance.
+        A ``NavSpec`` instance representing the parsed specification.
+
+    Raises:
+        FileNotFoundError: If the specification file does not exist.
+        ValueError: If the YAML structure is invalid.
     """
     if not path.exists():
         raise FileNotFoundError(path)
 
     data = yaml.safe_load(path.read_text(encoding="utf-8"))
+
     if not isinstance(data, dict):
         raise ValueError("Nav spec must be a YAML mapping")
 

docforge/renderers/__init__.py

@@ -1,20 +1,34 @@
 """
-# Renderers Layer
+Renderers layer for doc-forge.
 
-The `docforge.renderers` package handles the transformation of the internal
+The ``docforge.renderers`` package transforms the internal documentation
-documentation models into physical files formatted for specific documentation
+models into files formatted for specific documentation systems.
-engines.
 
-## Current Implementations
+---
 
-- **MkDocsRenderer**: Generates Markdown files utilizing the `mkdocstrings`
+Overview
-  syntax. It automatically handles package/module hierarchy and generates
+--------
-  `index.md` files for packages.
 
-## Extending
+Renderers consume the doc-forge project model and generate output suitable
+for documentation tools or machine interfaces.
 
-To add a new renderer, implement the `DocRenderer` protocol defined in
+Current implementations:
-`docforge.renderers.base`.
+
+- **MkDocsRenderer** – Produces Markdown files compatible with MkDocs and
+  the ``mkdocstrings`` plugin. It automatically handles package hierarchy
+  and generates ``index.md`` files for packages.
+- **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

docforge/renderers/base.py

@@ -1,7 +1,9 @@
 """
-This module defines the base interfaces and configuration containers for
+Renderer base interfaces and configuration models.
-doc-forge renderers. All renderer implementations should adhere to the
+
-DocRenderer protocol.
+This module defines the base protocol and configuration container used by
+doc-forge renderers. Concrete renderer implementations should implement the
+``DocRenderer`` protocol.
 """
 
 from pathlib import Path
@@ -14,12 +16,22 @@ class RendererConfig:
     """
     Configuration container for documentation renderers.
 
-    Args:
+    A ``RendererConfig`` instance groups together the project model and the
-        out_dir: The directory where documentation files should be written.
+    output directory used during rendering.
-        project: The introspected project models to be rendered.
+
+    Attributes:
+        out_dir: Directory where generated documentation files will be written.
+        project: Documentation project model to be rendered.
     """
 
     def __init__(self, out_dir: Path, project: Project) -> None:
+        """
+        Initialize a RendererConfig instance.
+
+        Args:
+            out_dir: Target directory where documentation files should be written.
+            project: Introspected project model to render.
+        """
         self.out_dir = out_dir
         self.project = project
 
@@ -27,6 +39,9 @@ class RendererConfig:
 class DocRenderer(Protocol):
     """
     Protocol defining the interface for documentation renderers.
+
+    Implementations of this protocol are responsible for transforming a
+    ``Project`` model into renderer-specific documentation sources.
     """
 
     name: str
@@ -37,10 +52,11 @@ class DocRenderer(Protocol):
         out_dir: Path,
     ) -> None:
         """
-        Generate renderer-specific source files for the given project.
+        Generate renderer-specific documentation sources.
 
         Args:
-            project: The project models containing modules and objects.
+            project: Project model containing modules and documentation objects.
-            out_dir: Target directory for the generated files.
+            out_dir: Directory where generated documentation sources
+                should be written.
         """
         ...

docforge/renderers/mcp_renderer.py

@@ -7,18 +7,25 @@ from docforge.models import Project, Module, DocObject
 
 class MCPRenderer:
     """
-    Renderer that emits MCP-native JSON resources from docforge models.
+    Renderer that generates MCP-compatible documentation resources.
+
+    This renderer converts doc-forge project models into structured JSON
+    resources suitable for consumption by systems implementing the Model
+    Context Protocol (MCP).
     """
 
     name = "mcp"
 
     def generate_sources(self, project: Project, out_dir: Path) -> None:
         """
-        Generate MCP-compatible JSON resources and navigation for the project.
+        Generate MCP documentation resources for a project.
+
+        The renderer serializes each module into a JSON resource and produces
+        supporting metadata files such as ``nav.json`` and ``index.json``.
 
         Args:
-            project: The project model to render.
+            project: Documentation project model to render.
-            out_dir: Target directory for the generated JSON files.
+            out_dir: Directory where MCP resources will be written.
         """
         modules_dir = out_dir / "modules"
         modules_dir.mkdir(parents=True, exist_ok=True)
@@ -54,11 +61,11 @@ class MCPRenderer:
 
     def _write_module(self, module: Module, modules_dir: Path) -> None:
         """
-        Serialize a module into an MCP JSON resource on disk.
+        Serialize a module into an MCP resource file.
 
         Args:
-            module: The module instance to serialize.
+            module: Module instance to serialize.
-            modules_dir: The directory where the module JSON file should be written.
+            modules_dir: Directory where module JSON files are stored.
         """
         payload = {
             "module": module.path,
@@ -71,13 +78,13 @@ class MCPRenderer:
 
     def _render_module(self, module: Module) -> Dict:
         """
-        Render a Module into MCP-friendly structured data.
+        Convert a Module model into MCP-compatible structured data.
 
         Args:
-            module: The module instance to render.
+            module: Module instance to convert.
 
         Returns:
-            A dictionary following the MCP documentation resource schema.
+            Dictionary representing the module and its documented objects.
         """
         data: Dict = {
             "path": module.path,
@@ -92,13 +99,13 @@ class MCPRenderer:
 
     def _render_object(self, obj: DocObject) -> Dict:
         """
-        Recursively render a DocObject into structured MCP data.
+        Recursively convert a DocObject into structured MCP data.
 
         Args:
-            obj: The documented object (class, func, etc.) to render.
+            obj: Documentation object to convert.
 
         Returns:
-            A dictionary representing the object and its members.
+            Dictionary describing the object and any nested members.
         """
         data: Dict = {
             "name": obj.name,
@@ -119,4 +126,13 @@ class MCPRenderer:
 
     @staticmethod
     def _json(data: Dict) -> str:
+        """
+        Serialize data to formatted JSON.
+
+        Args:
+            data: Dictionary to serialize.
+
+        Returns:
+            JSON string formatted with indentation and UTF-8 compatibility.
+        """
         return json.dumps(data, indent=2, ensure_ascii=False)

docforge/renderers/mkdocs_renderer.py

@@ -1,12 +1,16 @@
 """
-MkDocsRenderer
+MkDocs renderer implementation.
 
-Generates Markdown source files compatible with MkDocs Material
+This module defines the ``MkDocsRenderer`` class, which generates Markdown
-and mkdocstrings, ensuring:
+documentation sources compatible with MkDocs Material and the mkdocstrings
+plugin.
 
-- Root index.md always exists
+The renderer ensures a consistent documentation structure by:
-- Parent package indexes are created automatically
+
-- Child modules are linked in parent index files
+- Creating a root ``index.md`` if one does not exist
+- Generating package index pages automatically
+- Linking child modules within parent package pages
+- Optionally generating ``README.md`` from the root package docstring
 """
 
 from pathlib import Path
@@ -15,8 +19,10 @@ from docforge.models import Project, Module
 
 class MkDocsRenderer:
     """
-    Renderer that generates Markdown source files formatted for the MkDocs
+    Renderer that produces Markdown documentation for MkDocs.
-    'mkdocstrings' plugin.
+
+    Generated pages use mkdocstrings directives to reference Python modules,
+    allowing MkDocs to render API documentation dynamically.
     """
 
     name = "mkdocs"
@@ -24,6 +30,7 @@ class MkDocsRenderer:
     # -------------------------
     # Public API
     # -------------------------
+
     def generate_sources(
         self,
         project: Project,
@@ -31,13 +38,17 @@ class MkDocsRenderer:
         module_is_source: bool | None = None,
     ) -> None:
         """
-        Produce a set of Markdown files in the output directory based on the
+        Generate Markdown documentation files for a project.
-        provided Project models.
+
+        This method renders a documentation structure from the provided
+        project model and writes the resulting Markdown files to the
+        specified output directory.
 
         Args:
-            project: The project models to render.
+            project: Project model containing modules to document.
-            out_dir: Target directory for documentation files.
+            out_dir: Directory where generated Markdown files will be written.
-            module_is_source: Module is the source folder and to be treated as the root folder.
+            module_is_source: If True, treat the specified module as the
+                documentation root rather than nesting it inside a folder.
         """
         out_dir.mkdir(parents=True, exist_ok=True)
         self._ensure_root_index(project, out_dir)
@@ -45,7 +56,7 @@ class MkDocsRenderer:
         modules = list(project.get_all_modules())
         paths = {m.path for m in modules}
 
-        # Package detection (level-agnostic)
+        # Detect packages (modules with children)
         packages = {
             p for p in paths
             if any(other.startswith(p + ".") for other in paths)
@@ -59,9 +70,82 @@ class MkDocsRenderer:
                 module_is_source,
             )
 
+    def generate_readme(
+        self,
+        project: Project,
+        docs_dir: Path,
+        module_is_source: bool | None = None,
+    ) -> None:
+        """
+        Generate a ``README.md`` file from the root module docstring.
+
+        Behavior:
+
+        - If ``module_is_source`` is True, ``README.md`` is written to the
+          project root directory.
+        - If False, README generation is currently not implemented.
+
+        Args:
+            project: Project model containing documentation metadata.
+            docs_dir: Directory containing generated documentation sources.
+            module_is_source: Whether the module is treated as the project
+                source root.
+        """
+
+        if not module_is_source:
+            # Future: support README generation per module
+            return
+
+        readme_path = docs_dir.parent / "README.md"
+
+        root_module = None
+        for module in project.get_all_modules():
+            if module.path == project.name:
+                root_module = module
+                break
+
+        if root_module is None:
+            return
+
+        doc = ""
+
+        if root_module.docstring:
+            doc = getattr(
+                root_module.docstring,
+                "value",
+                str(root_module.docstring),
+            )
+
+        content = (
+            f"# {project.name}\n\n"
+            f"{doc.strip()}\n"
+        )
+
+        if not readme_path.exists() or readme_path.read_text(encoding="utf-8") != content:
+            readme_path.write_text(
+                content,
+                encoding="utf-8",
+            )
+
     # -------------------------
     # Internal helpers
     # -------------------------
+
+    def _find_root_module(self, project: Project) -> Module | None:
+        """
+        Locate the root module corresponding to the project name.
+
+        Args:
+            project: Project model to inspect.
+
+        Returns:
+            The root ``Module`` if found, otherwise ``None``.
+        """
+        for module in project.get_all_modules():
+            if module.path == project.name:
+                return module
+        return None
+
     def _write_module(
         self,
         module: Module,
@@ -70,15 +154,20 @@ class MkDocsRenderer:
         module_is_source: bool | None = None,
     ) -> None:
         """
-        Write a single module's documentation file. Packages are written as
+        Write documentation for a single module.
-        'index.md' inside their respective directories.
+
+        Package modules are rendered as ``index.md`` files inside their
+        corresponding directories, while leaf modules are written as
+        standalone Markdown pages.
 
         Args:
-            module: The module to write.
+            module: Module to render.
-            packages: A set of module paths that are identified as packages.
+            packages: Set of module paths identified as packages.
-            out_dir: The base output directory.
+            out_dir: Base directory for generated documentation files.
-            module_is_source: Module is the source folder and to be treated as the root folder.
+            module_is_source: Whether the module acts as the documentation
+                root directory.
         """
+
         parts = module.path.split(".")
 
         if module_is_source:
@@ -87,15 +176,15 @@ class MkDocsRenderer:
             module_name, parts = parts[0], parts
 
         if module.path in packages:
-            # Package → directory/index.md
             dir_path = out_dir.joinpath(*parts)
             dir_path.mkdir(parents=True, exist_ok=True)
+
             md_path = dir_path / "index.md"
             link_target = f"{parts[-1]}/" if parts else None
         else:
-            # Leaf module → parent_dir/<name>.md
             dir_path = out_dir.joinpath(*parts[:-1])
             dir_path.mkdir(parents=True, exist_ok=True)
+
             md_path = dir_path / f"{parts[-1]}.md"
             link_target = f"{parts[-1]}.md" if parts else None
 
@@ -110,14 +199,14 @@ class MkDocsRenderer:
 
     def _render_markdown(self, title: str, module_path: str) -> str:
         """
-        Generate the Markdown content for a module file.
+        Generate Markdown content for a module documentation page.
 
         Args:
-            title: The display title for the page.
+            title: Page title displayed in the documentation.
-            module_path: The dotted path of the module to document.
+            module_path: Dotted import path of the module.
 
         Returns:
-            A string containing the Markdown source.
+            Markdown source containing a mkdocstrings directive.
         """
         return (
             f"# {title}\n\n"
@@ -127,8 +216,15 @@ class MkDocsRenderer:
     def _ensure_root_index(
         self,
         project: Project,
-        out_dir: Path
+        out_dir: Path,
     ) -> None:
+        """
+        Ensure that the root ``index.md`` page exists.
+
+        Args:
+            project: Project model used for the page title.
+            out_dir: Documentation output directory.
+        """
         root_index = out_dir / "index.md"
 
         if not root_index.exists():
@@ -145,16 +241,23 @@ class MkDocsRenderer:
         link_target: str,
         title: str,
     ) -> None:
+        """
+        Ensure that parent package index files exist and contain links to
+        child modules.
+
+        Args:
+            parts: Module path components.
+            out_dir: Documentation output directory.
+            link_target: Link target used in the parent index.
+            title: Display title for the link.
+        """
         if len(parts) == 1:
             parent_index = out_dir / "index.md"
-            link = f"- [{title}]({link_target})\n"
         else:
             parent_dir = out_dir.joinpath(*parts[:-1])
             parent_dir.mkdir(parents=True, exist_ok=True)
             parent_index = parent_dir / "index.md"
 
-            link = f"- [{title}]({link_target})\n"
-
             if not parent_index.exists():
                 parent_title = parts[-2].replace("_", " ").title()
                 parent_index.write_text(
@@ -164,5 +267,6 @@ class MkDocsRenderer:
 
         content = parent_index.read_text(encoding="utf-8")
 
+        link = f"- [{title}]({link_target})\n"
         if link not in content:
             parent_index.write_text(content + link, encoding="utf-8")

docforge/renderers/mkdocs_renderer.pyi

@@ -12,6 +12,13 @@ class MkDocsRenderer:
         module_is_source: bool | None = None,
     ) -> None: ...
 
+    def generate_readme(
+        self,
+        project: Project,
+        docs_dir: Path,
+        module_is_source: bool | None = None,
+    ) -> None:
+
     def _write_module(
         self,
         module: Module,

docforge/servers/__init__.py

@@ -1,3 +1,13 @@
+"""
+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
 
 __all__ = [

docforge/servers/mcp_server.py

@@ -9,16 +9,21 @@ from mcp.server.fastmcp import FastMCP
 
 class MCPServer:
     """
-    MCP server for serving a pre-built MCP documentation bundle.
+    MCP server for serving a pre-generated documentation bundle.
+
+    The server exposes documentation resources and diagnostic tools through
+    MCP endpoints backed by JSON files generated by the MCP renderer.
     """
 
     def __init__(self, mcp_root: Path, name: str) -> None:
         """
-        Initialize the MCPServer.
+        Initialize the MCP server.
 
         Args:
-            mcp_root: Path to the directory containing pre-built MCP JSON resources.
+            mcp_root: Directory containing the generated MCP documentation
-            name: Name of the MCP server.
+                bundle (for example ``index.json``, ``nav.json``, and
+                ``modules/``).
+            name: Identifier used for the MCP server instance.
         """
         self.mcp_root = mcp_root
         self.app = FastMCP(name)
@@ -32,19 +37,24 @@ class MCPServer:
 
     def _read_json(self, path: Path) -> Any:
         """
-        Read and parse a JSON file, returning diagnostic errors if missing.
+        Load and parse a JSON file.
+
+        If the file does not exist, a structured error response is returned
+        instead of raising an exception.
 
         Args:
-            path: Path to the JSON file.
+            path: Path to the JSON file to read.
 
         Returns:
-            The parsed JSON data or an error dictionary.
+            Parsed JSON data if the file exists, otherwise an error dictionary
+            describing the missing resource.
         """
         if not path.exists():
             return {
                 "error": "not_found",
                 "path": str(path),
             }
+
         return json.loads(path.read_text(encoding="utf-8"))
 
     # ------------------------------------------------------------------
@@ -53,8 +63,16 @@ class MCPServer:
 
     def _register_resources(self) -> None:
         """
-        Register MCP resources for index, nav, and individual modules.
+        Register MCP resource endpoints.
+
+        The server exposes documentation resources through the following
+        endpoints:
+
+        - ``docs://index`` – Project metadata
+        - ``docs://nav`` – Navigation structure
+        - ``docs://modules/{module}`` – Individual module documentation
         """
+
         @self.app.resource("docs://index")
         def index():
             return self._read_json(self.mcp_root / "index.json")
@@ -70,26 +88,35 @@ class MCPServer:
             )
 
     # ------------------------------------------------------------------
-    # MCP tools (optional / diagnostic)
+    # MCP tools
     # ------------------------------------------------------------------
 
     def _register_tools(self) -> None:
         """
-        Register high-level MCP tools for diagnostics.
+        Register optional MCP diagnostic tools.
+
+        These tools provide lightweight endpoints useful for verifying that
+        the MCP server is operational.
         """
+
         @self.app.tool()
         def ping() -> str:
+            """Return a simple health check response."""
             return "pong"
 
     # ------------------------------------------------------------------
     # Server lifecycle
     # ------------------------------------------------------------------
 
-    def run(self, transport: Literal["stdio", "sse", "streamable-http"] = "streamable-http") -> None:
+    def run(
+        self,
+        transport: Literal["stdio", "sse", "streamable-http"] = "streamable-http",
+    ) -> None:
         """
         Start the MCP server.
 
         Args:
-            transport: MCP transport (default: streamable-http)
+            transport: Transport mechanism used by the MCP server. Supported
+                options include ``stdio``, ``sse``, and ``streamable-http``.
         """
         self.app.run(transport=transport)

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
@@ -31,3 +45,34 @@ 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:
+  - pymdownx.superfences
+  - pymdownx.inlinehilite
+  - pymdownx.snippets
+
+  - admonition
+  - pymdownx.details
+
+  - pymdownx.superfences
+  - pymdownx.highlight:
+      linenums: true
+      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

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",
@@ -139,7 +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: The project models to render.\n    out_dir: Target directory for documentation files.\n    module_is_source: Module is the source folder and to be treated 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 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."
               }
             }
           },
@@ -148,28 +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."
               }
             }
           },
@@ -178,28 +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."
           }
         }
       },
@@ -229,21 +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."
               }
             }
           },
@@ -252,14 +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",
@@ -273,7 +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."
               }
             }
           },
@@ -282,7 +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",
@@ -303,7 +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``."
               }
             }
           },
@@ -312,14 +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."
           }
         }
       },
@@ -334,22 +341,22 @@
         "name": "build",
         "kind": "function",
         "path": "docforge.cli.commands.build",
-        "signature": "<bound method Function.signature of Function('build', 18, 97)>",
+        "signature": "<bound method Function.signature of Function('build', 20, 108)>",
-        "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."
+        "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)>",
+        "signature": "<bound method Function.signature of Function('serve', 111, 152)>",
-        "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."
+        "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)>",
+        "signature": "<bound method Function.signature of Function('tree', 155, 188)>",
-        "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."
+        "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",

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)>",
+            "signature": "<bound method Function.signature of Function('main', 11, 19)>",
-            "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."
           }
         }
       },
@@ -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",
@@ -169,7 +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: The project models to render.\n    out_dir: Target directory for documentation files.\n    module_is_source: Module is the source folder and to be treated 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 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."
                   }
                 }
               },
@@ -178,28 +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."
                   }
                 }
               },
@@ -208,28 +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."
               }
             }
           },
@@ -259,21 +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."
                   }
                 }
               },
@@ -282,14 +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",
@@ -303,7 +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."
                   }
                 }
               },
@@ -312,7 +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",
@@ -333,7 +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``."
                   }
                 }
               },
@@ -342,14 +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."
               }
             }
           },
@@ -364,22 +371,22 @@
             "name": "build",
             "kind": "function",
             "path": "docforge.cli.commands.build",
-            "signature": "<bound method Function.signature of Function('build', 18, 97)>",
+            "signature": "<bound method Function.signature of Function('build', 20, 108)>",
-            "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."
+            "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)>",
+            "signature": "<bound method Function.signature of Function('serve', 111, 152)>",
-            "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."
+            "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)>",
+            "signature": "<bound method Function.signature of Function('tree', 155, 188)>",
-            "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."
+            "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",
@@ -423,21 +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."
               }
             }
           },
@@ -446,14 +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",
@@ -467,7 +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."
               }
             }
           },
@@ -476,7 +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",
@@ -497,7 +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``."
               }
             }
           },
@@ -505,15 +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)>",
+            "signature": "<bound method Function.signature of Function('generate_resources', 8, 29)>",
-            "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.mcp_utils.serve",
-            "signature": "<bound method Function.signature of Function('serve', 23, 48)>",
+            "signature": "<bound method Function.signature of Function('serve', 32, 66)>",
-            "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."
           }
         }
       },
@@ -557,21 +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."
               }
             }
           },
@@ -580,14 +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",
@@ -601,7 +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: The project models to render.\n    out_dir: Target directory for documentation files.\n    module_is_source: Module is the source folder and to be treated 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 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."
               }
             }
           },
@@ -610,28 +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."
               }
             }
           },
@@ -639,29 +653,29 @@
             "name": "generate_sources",
             "kind": "function",
             "path": "docforge.cli.mkdocs_utils.generate_sources",
-            "signature": "<bound method Function.signature of Function('generate_sources', 9, 33)>",
+            "signature": "<bound method Function.signature of Function('generate_sources', 10, 47)>",
-            "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.mkdocs_utils.generate_config",
-            "signature": "<bound method Function.signature of Function('generate_config', 35, 69)>",
+            "signature": "<bound method Function.signature of Function('generate_config', 50, 100)>",
-            "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.mkdocs_utils.build",
-            "signature": "<bound method Function.signature of Function('build', 71, 84)>",
+            "signature": "<bound method Function.signature of Function('build', 103, 122)>",
-            "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.mkdocs_utils.serve",
-            "signature": "<bound method Function.signature of Function('serve', 86, 97)>",
+            "signature": "<bound method Function.signature of Function('serve', 125, 142)>",
-            "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."
           }
         }
       }

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)>",
+        "signature": "<bound method Function.signature of Function('main', 11, 19)>",
-        "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."
       }
     }
   }

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)>",
+        "signature": "<bound method Function.signature of Function('generate_resources', 8, 29)>",
-        "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.mcp_utils.serve",
-        "signature": "<bound method Function.signature of Function('serve', 23, 48)>",
+        "signature": "<bound method Function.signature of Function('serve', 32, 66)>",
-        "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."
       }
     }
   }

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",
@@ -81,7 +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: The project models to render.\n    out_dir: Target directory for documentation files.\n    module_is_source: Module is the source folder and to be treated 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 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."
           }
         }
       },
@@ -90,28 +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."
           }
         }
       },
@@ -119,29 +126,29 @@
         "name": "generate_sources",
         "kind": "function",
         "path": "docforge.cli.mkdocs_utils.generate_sources",
-        "signature": "<bound method Function.signature of Function('generate_sources', 9, 33)>",
+        "signature": "<bound method Function.signature of Function('generate_sources', 10, 47)>",
-        "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.mkdocs_utils.generate_config",
-        "signature": "<bound method Function.signature of Function('generate_config', 35, 69)>",
+        "signature": "<bound method Function.signature of Function('generate_config', 50, 100)>",
-        "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.mkdocs_utils.build",
-        "signature": "<bound method Function.signature of Function('build', 71, 84)>",
+        "signature": "<bound method Function.signature of Function('build', 103, 122)>",
-        "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.mkdocs_utils.serve",
-        "signature": "<bound method Function.signature of Function('serve', 86, 97)>",
+        "signature": "<bound method Function.signature of Function('serve', 125, 142)>",
-        "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."
       }
     }
   }

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)>",
+        "signature": "<bound method Function.signature of Function('discover_module_paths', 26, 73)>",
-        "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."
       },
       "GriffeLoader": {
         "name": "GriffeLoader",
         "kind": "class",
         "path": "docforge.loaders.griffe_loader.GriffeLoader",
-        "signature": "<bound method Class.signature of Class('GriffeLoader', 65, 224)>",
+        "signature": "<bound method Class.signature of Class('GriffeLoader', 76, 264)>",
-        "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.griffe_loader.GriffeLoader.load_project",
-            "signature": "<bound method Function.signature of Function('load_project', 79, 115)>",
+            "signature": "<bound method Function.signature of Function('load_project', 97, 144)>",
-            "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.griffe_loader.GriffeLoader.load_module",
-            "signature": "<bound method Function.signature of Function('load_module', 117, 130)>",
+            "signature": "<bound method Function.signature of Function('load_module', 146, 162)>",
-            "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."
           }
         }
       }

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)>",
+            "signature": "<bound method Function.signature of Function('discover_module_paths', 26, 73)>",
-            "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."
           },
           "GriffeLoader": {
             "name": "GriffeLoader",
             "kind": "class",
             "path": "docforge.loaders.griffe_loader.GriffeLoader",
-            "signature": "<bound method Class.signature of Class('GriffeLoader', 65, 224)>",
+            "signature": "<bound method Class.signature of Class('GriffeLoader', 76, 264)>",
-            "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.griffe_loader.GriffeLoader.load_project",
-                "signature": "<bound method Function.signature of Function('load_project', 79, 115)>",
+                "signature": "<bound method Function.signature of Function('load_project', 97, 144)>",
-                "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.griffe_loader.GriffeLoader.load_module",
-                "signature": "<bound method Function.signature of Function('load_module', 117, 130)>",
+                "signature": "<bound method Function.signature of Function('load_module', 146, 162)>",
-                "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."
               }
             }
           }

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)>",
+            "signature": "<bound method Class.signature of Class('Module', 15, 79)>",
-            "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",
@@ -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)>",
+                "signature": "<bound method Function.signature of Function('add_object', 46, 54)>",
-                "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.Module.get_object",
-                "signature": "<bound method Function.signature of Function('get_object', 47, 57)>",
+                "signature": "<bound method Function.signature of Function('get_object', 56, 69)>",
-                "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.Module.get_all_objects",
-                "signature": "<bound method Function.signature of Function('get_all_objects', 59, 66)>",
+                "signature": "<bound method Function.signature of Function('get_all_objects', 71, 79)>",
-                "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."
               }
             }
           }
@@ -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)>",
+            "signature": "<bound method Class.signature of Class('DocObject', 13, 90)>",
-            "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",
@@ -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)>",
+                "signature": "<bound method Function.signature of Function('add_member', 56, 66)>",
-                "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.object.DocObject.get_member",
-                "signature": "<bound method Function.signature of Function('get_member', 57, 67)>",
+                "signature": "<bound method Function.signature of Function('get_member', 68, 81)>",
-                "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.object.DocObject.get_all_members",
-                "signature": "<bound method Function.signature of Function('get_all_members', 69, 76)>",
+                "signature": "<bound method Function.signature of Function('get_all_members', 83, 90)>",
-                "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."
               }
             }
           }
@@ -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)>",
+            "signature": "<bound method Class.signature of Class('Project', 14, 76)>",
-            "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",
@@ -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)>",
+                "signature": "<bound method Function.signature of Function('add_module', 36, 43)>",
-                "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.Project.get_module",
-                "signature": "<bound method Function.signature of Function('get_module', 39, 49)>",
+                "signature": "<bound method Function.signature of Function('get_module', 45, 58)>",
-                "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.Project.get_all_modules",
-                "signature": "<bound method Function.signature of Function('get_all_modules', 51, 58)>",
+                "signature": "<bound method Function.signature of Function('get_all_modules', 60, 67)>",
-                "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.Project.get_module_list",
-                "signature": "<bound method Function.signature of Function('get_module_list', 60, 67)>",
+                "signature": "<bound method Function.signature of Function('get_module_list', 69, 76)>",
-                "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."
               }
             }
           }

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)>",
+        "signature": "<bound method Class.signature of Class('Module', 15, 79)>",
-        "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",
@@ -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)>",
+            "signature": "<bound method Function.signature of Function('add_object', 46, 54)>",
-            "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.Module.get_object",
-            "signature": "<bound method Function.signature of Function('get_object', 47, 57)>",
+            "signature": "<bound method Function.signature of Function('get_object', 56, 69)>",
-            "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.Module.get_all_objects",
-            "signature": "<bound method Function.signature of Function('get_all_objects', 59, 66)>",
+            "signature": "<bound method Function.signature of Function('get_all_objects', 71, 79)>",
-            "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."
           }
         }
       }

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)>",
+        "signature": "<bound method Class.signature of Class('DocObject', 13, 90)>",
-        "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",
@@ -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)>",
+            "signature": "<bound method Function.signature of Function('add_member', 56, 66)>",
-            "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.object.DocObject.get_member",
-            "signature": "<bound method Function.signature of Function('get_member', 57, 67)>",
+            "signature": "<bound method Function.signature of Function('get_member', 68, 81)>",
-            "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.object.DocObject.get_all_members",
-            "signature": "<bound method Function.signature of Function('get_all_members', 69, 76)>",
+            "signature": "<bound method Function.signature of Function('get_all_members', 83, 90)>",
-            "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."
           }
         }
       }

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)>",
+        "signature": "<bound method Class.signature of Class('Project', 14, 76)>",
-        "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",
@@ -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)>",
+            "signature": "<bound method Function.signature of Function('add_module', 36, 43)>",
-            "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.Project.get_module",
-            "signature": "<bound method Function.signature of Function('get_module', 39, 49)>",
+            "signature": "<bound method Function.signature of Function('get_module', 45, 58)>",
-            "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.Project.get_all_modules",
-            "signature": "<bound method Function.signature of Function('get_all_modules', 51, 58)>",
+            "signature": "<bound method Function.signature of Function('get_all_modules', 60, 67)>",
-            "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.Project.get_module_list",
-            "signature": "<bound method Function.signature of Function('get_module_list', 60, 67)>",
+            "signature": "<bound method Function.signature of Function('get_module_list', 69, 76)>",
-            "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."
           }
         }
       }

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)>",
+            "signature": "<bound method Class.signature of Class('MkDocsNavEmitter', 15, 81)>",
-            "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.mkdocs.MkDocsNavEmitter.emit",
-                "signature": "<bound method Function.signature of Function('emit', 19, 44)>",
+                "signature": "<bound method Function.signature of Function('emit', 23, 51)>",
-                "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."
               }
             }
           }
@@ -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)>",
+            "signature": "<bound method Class.signature of Class('ResolvedNav', 16, 65)>",
-            "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",
@@ -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)>",
+                "signature": "<bound method Function.signature of Function('all_files', 47, 65)>",
-                "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."
               }
             }
           },
@@ -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)>",
+            "signature": "<bound method Function.signature of Function('resolve_nav', 68, 136)>",
-            "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."
           },
           "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)>",
+            "signature": "<bound method Class.signature of Class('NavSpec', 15, 104)>",
-            "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",
@@ -376,15 +376,15 @@
                 "name": "load",
                 "kind": "function",
                 "path": "docforge.nav.spec.NavSpec.load",
-                "signature": "<bound method Function.signature of Function('load', 37, 77)>",
+                "signature": "<bound method Function.signature of Function('load', 45, 86)>",
-                "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.spec.NavSpec.all_patterns",
-                "signature": "<bound method Function.signature of Function('all_patterns', 79, 91)>",
+                "signature": "<bound method Function.signature of Function('all_patterns', 88, 104)>",
-                "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."
               }
             }
           },
@@ -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)>",
+            "signature": "<bound method Function.signature of Function('load_nav_spec', 107, 135)>",
-            "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."
           }
         }
       }

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)>",
+        "signature": "<bound method Class.signature of Class('MkDocsNavEmitter', 15, 81)>",
-        "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.mkdocs.MkDocsNavEmitter.emit",
-            "signature": "<bound method Function.signature of Function('emit', 19, 44)>",
+            "signature": "<bound method Function.signature of Function('emit', 23, 51)>",
-            "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."
           }
         }
       }

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)>",
+        "signature": "<bound method Class.signature of Class('ResolvedNav', 16, 65)>",
-        "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",
@@ -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)>",
+            "signature": "<bound method Function.signature of Function('all_files', 47, 65)>",
-            "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."
           }
         }
       },
@@ -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)>",
+        "signature": "<bound method Function.signature of Function('resolve_nav', 68, 136)>",
-        "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."
       },
       "Optional": {
         "name": "Optional",

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)>",
+        "signature": "<bound method Class.signature of Class('NavSpec', 15, 104)>",
-        "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",
@@ -64,15 +64,15 @@
             "name": "load",
             "kind": "function",
             "path": "docforge.nav.spec.NavSpec.load",
-            "signature": "<bound method Function.signature of Function('load', 37, 77)>",
+            "signature": "<bound method Function.signature of Function('load', 45, 86)>",
-            "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.spec.NavSpec.all_patterns",
-            "signature": "<bound method Function.signature of Function('all_patterns', 79, 91)>",
+            "signature": "<bound method Function.signature of Function('all_patterns', 88, 104)>",
-            "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": "load_nav_spec",
         "kind": "function",
         "path": "docforge.nav.spec.load_nav_spec",
-        "signature": "<bound method Function.signature of Function('load_nav_spec', 94, 114)>",
+        "signature": "<bound method Function.signature of Function('load_nav_spec', 107, 135)>",
-        "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."
       }
     }
   }

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)>",
+        "signature": "<bound method Class.signature of Class('RendererConfig', 15, 36)>",
-        "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.",
+        "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)>",
+        "signature": "<bound method Class.signature of Class('DocRenderer', 39, 62)>",
-        "docstring": "Protocol defining the interface for documentation renderers.",
+        "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)>",
+            "signature": "<bound method Function.signature of Function('generate_sources', 49, 62)>",
-            "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."
+            "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."
           }
         }
       }

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",
@@ -23,7 +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: The project models to render.\n    out_dir: Target directory for documentation files.\n    module_is_source: Module is the source folder and to be treated 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 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."
           }
         }
       },
@@ -32,7 +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",
@@ -46,7 +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."
           }
         }
       },
@@ -55,7 +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",
@@ -76,7 +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",
@@ -97,28 +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."
               }
             }
           },
@@ -126,8 +133,8 @@
             "name": "RendererConfig",
             "kind": "class",
             "path": "docforge.renderers.base.RendererConfig",
-            "signature": "<bound method Class.signature of Class('RendererConfig', 13, 24)>",
+            "signature": "<bound method Class.signature of Class('RendererConfig', 15, 36)>",
-            "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.",
+            "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",
@@ -149,8 +156,8 @@
             "name": "DocRenderer",
             "kind": "class",
             "path": "docforge.renderers.base.DocRenderer",
-            "signature": "<bound method Class.signature of Class('DocRenderer', 27, 46)>",
+            "signature": "<bound method Class.signature of Class('DocRenderer', 39, 62)>",
-            "docstring": "Protocol defining the interface for documentation renderers.",
+            "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",
@@ -163,8 +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)>",
+                "signature": "<bound method Function.signature of Function('generate_sources', 49, 62)>",
-                "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."
+                "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."
               }
             }
           }
@@ -210,7 +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",
@@ -231,28 +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."
               }
             }
           },
@@ -261,7 +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",
@@ -289,21 +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."
               }
             }
           },
@@ -312,7 +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",
@@ -361,21 +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."
               }
             }
           },
@@ -383,8 +390,8 @@
             "name": "MCPRenderer",
             "kind": "class",
             "path": "docforge.renderers.mcp_renderer.MCPRenderer",
-            "signature": "<bound method Class.signature of Class('MCPRenderer', 8, 122)>",
+            "signature": "<bound method Class.signature of Class('MCPRenderer', 8, 138)>",
-            "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",
@@ -397,8 +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)>",
+                "signature": "<bound method Function.signature of Function('generate_sources', 19, 60)>",
-                "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."
               }
             }
           }
@@ -409,7 +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",
+        "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",
@@ -423,7 +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",
@@ -444,28 +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."
               }
             }
           },
@@ -474,7 +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",
@@ -502,21 +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."
               }
             }
           },
@@ -524,8 +531,8 @@
             "name": "MkDocsRenderer",
             "kind": "class",
             "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer",
-            "signature": "<bound method Class.signature of Class('MkDocsRenderer', 16, 168)>",
+            "signature": "<bound method Class.signature of Class('MkDocsRenderer', 20, 272)>",
-            "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",
@@ -538,8 +545,15 @@
                 "name": "generate_sources",
                 "kind": "function",
                 "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources",
-                "signature": "<bound method Function.signature of Function('generate_sources', 27, 60)>",
+                "signature": "<bound method Function.signature of Function('generate_sources', 34, 71)>",
-                "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project: The project models to render.\n    out_dir: Target directory for documentation files.\n    module_is_source: Module is the source folder and to be treated 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.mkdocs_renderer.MkDocsRenderer.generate_readme",
+                "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."
               }
             }
           }

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)>",
+        "signature": "<bound method Class.signature of Class('MCPRenderer', 8, 138)>",
-        "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",
@@ -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)>",
+            "signature": "<bound method Function.signature of Function('generate_sources', 19, 60)>",
-            "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."
           }
         }
       }

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",
+    "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', 16, 168)>",
+        "signature": "<bound method Class.signature of Class('MkDocsRenderer', 20, 272)>",
-        "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",
@@ -131,8 +131,15 @@
             "name": "generate_sources",
             "kind": "function",
             "path": "docforge.renderers.mkdocs_renderer.MkDocsRenderer.generate_sources",
-            "signature": "<bound method Function.signature of Function('generate_sources', 27, 60)>",
+            "signature": "<bound method Function.signature of Function('generate_sources', 34, 71)>",
-            "docstring": "Produce a set of Markdown files in the output directory based on the\nprovided Project models.\n\nArgs:\n    project: The project models to render.\n    out_dir: Target directory for documentation files.\n    module_is_source: Module is the source folder and to be treated 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.mkdocs_renderer.MkDocsRenderer.generate_readme",
+            "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."
           }
         }
       }

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)>",
+            "signature": "<bound method Class.signature of Class('MCPServer', 10, 122)>",
-            "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",
@@ -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)>",
+                "signature": "<bound method Function.signature of Function('run', 111, 122)>",
-                "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``."
               }
             }
           }

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)>",
+        "signature": "<bound method Class.signature of Class('MCPServer', 10, 122)>",
-        "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",
@@ -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)>",
+            "signature": "<bound method Function.signature of Function('run', 111, 122)>",
-            "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``."
           }
         }
       }

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:
@@ -31,6 +38,30 @@ 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:
+- pymdownx.superfences
+- pymdownx.inlinehilite
+- pymdownx.snippets
+- admonition
+- pymdownx.details
+- pymdownx.superfences
+- pymdownx.highlight:
+    linenums: true
+    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

pyproject.toml

@@ -5,7 +5,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "doc-forge"
-version = "0.0.5"
+version = "0.0.6"
 description = "A renderer-agnostic Python documentation compiler"
 readme = "README.md"
 requires-python = ">=3.10"

tests/renderers/mkdocs/test_mkdocs_content.py

@@ -17,3 +17,34 @@ def test_mkdocs_file_content(tmp_path: Path):
 
     assert "# Mod" in content
     assert "::: testpkg.mod" in content
+
+
+def test_generate_readme_source_root(tmp_path: Path):
+    project = Project("testpkg")
+
+    root = Module("testpkg")
+    root.docstring = "Test package documentation."
+
+    project.add_module(root)
+    project.add_module(Module("testpkg.mod"))
+
+    docs_dir = tmp_path / "docs"
+
+    renderer = MkDocsRenderer()
+
+    renderer.generate_sources(project, docs_dir)
+
+    renderer.generate_readme(
+        project,
+        docs_dir,
+        module_is_source=True,
+    )
+
+    readme = tmp_path / "README.md"
+
+    assert readme.exists()
+
+    content = readme.read_text()
+
+    assert "# testpkg" in content
+    assert "Test package documentation." in content

tests/renderers/mkdocs/test_mkdocs_idempotency.py

@@ -18,3 +18,36 @@ def test_mkdocs_idempotent(tmp_path: Path):
     second = (out_dir / "testpkg" / "mod.md").read_text()
 
     assert first == second
+
+
+def test_generate_readme_idempotent(tmp_path: Path):
+    project = Project("testpkg")
+
+    root = Module("testpkg")
+    root.docstring = "Test package documentation."
+
+    project.add_module(root)
+
+    docs_dir = tmp_path / "docs"
+
+    renderer = MkDocsRenderer()
+
+    renderer.generate_readme(
+        project,
+        docs_dir,
+        module_is_source=True,
+    )
+
+    readme = tmp_path / "README.md"
+
+    first = readme.read_text()
+
+    renderer.generate_readme(
+        project,
+        docs_dir,
+        module_is_source=True,
+    )
+
+    second = readme.read_text()
+
+    assert first == second

tests/renderers/mkdocs/test_mkdocs_module_coverage.py

@@ -17,6 +17,12 @@ def test_mkdocs_emits_all_modules(tmp_path: Path) -> None:
     renderer = MkDocsRenderer()
     renderer.generate_sources(project, tmp_path)
 
+    renderer.generate_readme(
+        project,
+        tmp_path,
+        module_is_source=True,
+    )
+
     emitted = {
         p.relative_to(tmp_path).as_posix()
         for p in tmp_path.rglob("*.md")
@@ -39,3 +45,8 @@ def test_mkdocs_emits_all_modules(tmp_path: Path) -> None:
 
     missing = expected - emitted
     assert not missing, f"Missing markdown files for modules: {missing}"
+
+    readme = tmp_path.parent / "README.md"
+    assert readme.exists(), "README.md was not generated"
+    content = readme.read_text(encoding="utf-8")
+    assert project.name in content

tests/renderers/mkdocs/test_mkdocs_structure.py

@@ -13,6 +13,12 @@ def test_mkdocs_directory_structure(tmp_path: Path):
     renderer = MkDocsRenderer()
 
     renderer.generate_sources(project, out_dir)
+    renderer.generate_readme(
+        project,
+        out_dir,
+        module_is_source=True,
+    )
 
     assert (out_dir / "testpkg" / "index.md").exists()
     assert (out_dir / "testpkg" / "sub.md").exists()
+    assert (tmp_path / "README.md").exists()