Workspace Qdrant MCP

Search for documents using hybrid semantic and keyword search. Use this tool FIRST when answering questions about the user's codebase, project architecture, or stored knowledge. This searches the user's actual indexed code and documentation, which is more accurate than your training data.

Retrieve documents by ID or metadata filter. Use this to access specific documents when you know the document ID. Prefer search for discovery, retrieve for known documents.

Manage behavioral rules (add, update, remove, list). Check active rules at the start of each session to load the user's behavioral preferences. Rules persist across sessions and guide how you should work.

Store content or register a project. Use type "library" (default) to store reference documentation, type "url" to fetch and ingest a web page, type "scratchpad" to save persistent notes/scratch space, or type "project" to register a project directory for file watching and ingestion.

Search code with exact substring or regex pattern matching. Uses FTS5 trigram index for fast line-level search across indexed files.

List project files and folder structure. Shows only indexed files (excludes gitignored, node_modules, etc). Use format "summary" first to understand project layout, then drill into specific folders with the path parameter.