Qdrant MCP Server

Unclaimed

by mhalder

MCP server for semantic search using local Qdrant vector database and OpenAI embeddings

Install

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

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Tools (20)

add_documents

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

clear_git_index

Delete all indexed git history data for a repository

clear_index

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

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

index_codebase

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_code

Search indexed codebase using natural language queries

search_git_history

Search indexed git history using natural language queries

semantic_search

Natural language search with optional metadata filtering