{"repo":"mhalder/qdrant-mcp-server","free":true,"listed":false,"github":"https://github.com/mhalder/qdrant-mcp-server","clone":"git clone https://github.com/mhalder/qdrant-mcp-server.git","description":"MCP server for semantic search using local Qdrant vector database and OpenAI embeddings","language":"TypeScript","stars":36,"topics":["claude","embeddings","mcp","model-context-protocol","openai","qdrant","semantic-search","typescript","vector-search"],"license":"MIT","category":"mcp-servers","readme_excerpt":"Qdrant MCP Server A Model Context Protocol (MCP) server providing semantic search capabilities using Qdrant vector database with multiple embedding providers. Features - Zero Setup : Works out of the box with Ollama - no API keys required - Privacy-First : Local embeddings and vector storage - data never leaves your machine - Code Vectorization : Intelligent codebase indexing with AST-aware chunking and semantic code search - Git History Search : Index commit history for semantic search over past changes, fixes, and patterns - Advanced Search : Contextual search (code + git with correlations) and federated search across multiple repositories - Multiple Providers : Ollama (default), OpenAI, Cohere, and Voyage AI - Hybrid Search : Combine semantic and keyword search for better results - Semantic Search : Natural language search with metadata filtering - Incremental Indexing : Efficient updates - only re-index changed files - Configurable Prompts : Create custom prompts for guided workflows without code changes - Rate Limiting : Intelligent throttling with exponential backoff - Full CRUD : Create, search, and manage collections and documents - Structured Logging : JSON logging via Pino with configurable log levels - Flexible Deployment : Run locally (stdio) or as a remote HTTP server - API Key Authentication : Connect to secured Qdrant instances (Qdrant Cloud, self-hosted with API keys) Quick Start Prerequisites - Node.js 22.x or 24.x - Podman or Docker with Compose support Inst","default_branch":null,"files":null,"tree":[],"storefront":"/r/mhalder","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/mhalder/qdrant-mcp-server/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}