MCPVault

search_documents_with_ai

MCP tool from MCP Documentation Server by andrea9293

🤖 AI-powered search using Gemini (requires GEMINIAPIKEY)

How to use it

search_documents_with_ai is exposed by the MCP Documentation Server MCP server. Add the server to your MCP client (Claude Desktop, Cursor, Windsurf and others), and the search_documents_with_ai tool becomes available to the model automatically. See the full listing for setup details and every tool this server provides.

Install MCP Documentation Server

$npx skills add https://github.com/andrea9293/mcp-documentation-server --skill documentation-server
FULL MCP DOCUMENTATION SERVER LISTING

Other tools in MCP Documentation Server (11)

add_document

Add a document (title, content, optional metadata)

delete_document

Remove a document, its chunks, database entries, and associated files

get_context_window

Returns a window of chunks around a given chunk index

get_document

Retrieve the full content of a document by ID

get_ui_url

Returns the Web UI URL (e.g. http://localhost:3080) — useful to open the dashboard or to locate the uploads folder from the browser

get_uploads_path

Returns the absolute path to the uploads folder

list_documents

List all documents with metadata and content preview

list_uploads_files

Lists files in the uploads folder with size and format info

process_uploads

Process all files in the uploads folder (chunking + embeddings)

search_all_documents

Hybrid (full-text + vector) cross-document search

search_documents

Semantic vector search within a specific document