semantic_search

MCP tool from Qdrant MCP Server by mhalder

Natural language search with optional metadata filtering

How to use it

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

Install Qdrant MCP Server

$claude mcp add --transport stdio qdrant -- node /path/to/qdrant-mcp-server/build/index.js

FULL QDRANT MCP SERVER LISTING

Other tools in Qdrant MCP Server (19)

Add documents with automatic embedding (supports string/number IDs, metadata)

clear_git_index

Delete all indexed git history data for a repository

Delete all indexed data for a codebase

contextual_search

Combined code + git history search with file-commit correlations

create_collection

Create collection with specified distance metric (Cosine/Euclid/Dot)

delete_collection

Delete collection and all documents

delete_documents

Delete specific documents by ID

federated_search

Search across multiple repositories with Reciprocal Rank Fusion (RRF) ranking

get_collection_info

Get collection details and statistics

get_git_index_status

Get indexing status and statistics for a repository's git history

get_index_status

Get indexing status and statistics for a codebase

Hybrid search combining semantic and keyword (BM25) search with RRF

Index a codebase for semantic code search with AST-aware chunking

index_git_history

Index git commit history for semantic search over past changes and fixes

index_new_commits

Incrementally index only new commits since last indexing

list_collections

List all collections

reindex_changes

Incrementally re-index only changed files (detects added/modified/deleted)

Search indexed codebase using natural language queries

search_git_history

Search indexed git history using natural language queries