qdrant-mcp-server

About qdrant-mcp-server

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...

claude embeddings mcp model-context-protocol openai qdrant semantic-search typescript vector-search

Quick Facts

Stars	33
Forks	22
Language	TypeScript
Category	MCP Server
License	MIT
Quality Score	77.0513121994485/100
Open Issues	6
Last Updated	2026-06-14
Created	2025-10-05
Platforms	claude-code, mcp, node
Est. Tokens	~20k

Compatible Skills

These tools work well together with qdrant-mcp-server for enhanced workflows:

n8n-nodes-qdrant — semantic(0.58)+rare_topics+same_lang+similar_pop+shared_platform (55%)
recall — semantic(0.22)+complementary+same_lang+similar_pop+shared_platform (53%)
-BrainX-The-First-Brain-for-OpenClaw — semantic(0.28)+complementary+shared_fw(openai)+similar_pop+shared_platform (53%)
BrainX-The-First-Brain-for-OpenClaw — semantic(0.28)+complementary+shared_fw(openai)+similar_pop+shared_platform (53%)

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Frequently Asked Questions

What is qdrant-mcp-server?

qdrant-mcp-server is MCP server for semantic search using local Qdrant vector database and OpenAI embeddings. It is categorized as a MCP Server with 33 GitHub stars.

What programming language is qdrant-mcp-server written in?

qdrant-mcp-server is primarily written in TypeScript. It covers topics such as claude, embeddings, mcp.

How do I install or use qdrant-mcp-server?

You can find installation instructions and usage details in the qdrant-mcp-server GitHub repository at github.com/mhalder/qdrant-mcp-server. The project has 33 stars and 22 forks, indicating an active community.

What license does qdrant-mcp-server use?

qdrant-mcp-server is released under the MIT license, making it free to use and modify according to the license terms.

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