Initialize the AuthenticatedUser. Args: user_id: Unique identifier for the user. display_name: Display name for the u

Initialize the collection manager with a user ID.

Initialize the collection by collection ID.

Add a text document to a collection.

Add a text document to a collection. This function adds a new text document to an existing collection. The document text will be processed, c

Apply metadata filter to search results.

Close the pg connection pool.

Creates a new PGVector collection by name with optional metadata.

Deletes a specific PGVector collection by name.

Retrieves details (name and UUID) of a specific PGVector collection.

Lists all available PGVector collections (name and UUID).

Updates a specific PGVector collection's name and/or metadata.

Create a new collection.

Create a new collection. This function creates a new document collection in the system. Collections are containers that hold related document

Delete a collection by UUID. Returns number of rows deleted (1). Raises 404 if no such collection.

Delete a collection and all its documents.

Delete a collection and all its documents. This function permanently removes a collection and all documents contained within it from the syst

Delete a document from a collection.

Delete a document from a collection. This function permanently removes a specific document and all its associated chunks from a collection. T

Return the display name of the user.

Deletes multiple documents from a collection by their IDs or file IDs.

Deletes a specific document from a collection by its ID. Args: document_id: The ID to delete by (either document ID or file ID) d

Lists documents within a specific collection.

Search for documents within a specific collection.

Monkeypatch httpx.AsyncClient for add_documents. Usage: dummy_http_client(response_data)

Monkeypatch mcp_mod.client.request to return given response data. Usage: dummy_request(data)

Create a single asyncio event loop for the entire test session, and only close it once at the very end. This overrides pytest-asyncio's defaul

Get details of a specific collection.

Get details of a specific collection. This function retrieves detailed information about a specific document collection. It's useful for veri

Get the current authenticated user's information. Args: user: Current authenticated user Returns: User information

Check API health status.

Check API health status. This function performs a health check on the LangConnect API server to verify that it is running and accessible. It

Provides instructions on how to use the LangConnect RAG MCP server.

Health check endpoint.

Return the identity of the user. This is a unique identifier.

Return True if the user is authenticated.

Lifespan context manager for FastAPI application.

List all collections owned by the given user, ordered by logical name.

List all available document collections.

List all available document collections. This function retrieves and displays all document collections that are available in the system. It's

List documents in a collection.