{
  "project": "standards",
  "note": "Machine-readable library registry. Mirrors standards/src/lib/13_library_registry.md. Query with the find_library MCP tool.",
  "libraries": [
    {
      "name": "DAG Pipe",
      "import": "dagpipe",
      "purpose": "Deterministic state-transformation DAG engine.",
      "use_instead_of": "hand-rolled orchestration, topological ordering, immutable state propagation",
      "capabilities": ["pipeline", "orchestration", "dag", "graph", "engine", "state", "node"],
      "mcp": { "server": "dagpipe", "port": 8006 }
    },
    {
      "name": "Hexa",
      "import": "hexa",
      "purpose": "Declarative dependency injection and composition-root tooling.",
      "use_instead_of": "manual wiring, hand-written factories, manual composition roots",
      "capabilities": ["di", "dependency-injection", "composition", "wiring", "ports"],
      "mcp": { "server": "hexa", "port": 8008 }
    },
    {
      "name": "Mongo Ops",
      "import": "mongo_ops",
      "purpose": "Async MongoDB repositories, caching, population and transactions.",
      "use_instead_of": "raw Motor CRUD, connection lifecycle, generic repository code",
      "capabilities": ["mongo", "mongodb", "database", "repository", "crud", "cache", "transactions"],
      "mcp": { "server": "mongo_ops", "port": 8007 }
    },
    {
      "name": "Omniread",
      "import": "omniread",
      "purpose": "Format-agnostic content acquisition and parsing (HTML, PDF, CSV, XLSX).",
      "use_instead_of": "custom scrapers and parsers for HTML/PDF/CSV/XLSX",
      "capabilities": ["ingestion", "parse", "pdf", "csv", "xlsx", "html", "scrape", "fetch"],
      "mcp": { "server": "omniread", "port": 8003 }
    },
    {
      "name": "OpenAPI First",
      "import": "openapi_first",
      "purpose": "Spec-first FastAPI bootstrap, client, and codegen.",
      "use_instead_of": "decorator routers and hand-written API clients",
      "capabilities": ["openapi", "http", "api", "routing", "fastapi", "client", "codegen", "spec"],
      "mcp": { "server": "openapi_first", "port": 8004 }
    },
    {
      "name": "Mail Intake",
      "import": "mail_intake",
      "purpose": "Provider-agnostic read-only email ingestion.",
      "use_instead_of": "Gmail OAuth and MIME parsing implemented by hand",
      "capabilities": ["email", "mail", "gmail", "ingestion", "imap", "mime", "oauth"],
      "mcp": { "server": "mail_intake", "port": 8002 }
    },
    {
      "name": "Py JWT",
      "import": "jwtlib",
      "purpose": "JWT authentication primitives (register, login, introspect).",
      "use_instead_of": "password hashing and token issuance/verification written by hand",
      "capabilities": ["auth", "jwt", "token", "login", "password", "introspect", "security"],
      "mcp": { "server": "jwtlib", "port": 8005 }
    },
    {
      "name": "Doc Forge",
      "import": "docforge",
      "purpose": "Docstring compiler that renders documentation for humans (MkDocs) and machines (MCP).",
      "use_instead_of": "custom documentation generators",
      "capabilities": ["docs", "documentation", "mkdocs", "mcp", "docstrings", "gsdfc"],
      "mcp": { "server": "docforge", "port": 8001 }
    },
    {
      "name": "Auth Server",
      "import": "auth-server",
      "purpose": "Central identity service (register/login/me/introspect).",
      "use_instead_of": "building authentication endpoints yourself",
      "capabilities": ["auth", "identity", "service", "register", "login", "introspect"],
      "status": "deferred",
      "mcp": { "server": null, "port": null, "note": "service; no MCP bundle; deferred" }
    }
  ]
}