qdrant-mcp-server and KnowledgeMCP

qdrant-mcp-server
59
Established
KnowledgeMCP
32
Emerging
Maintenance 10/25
Adoption 13/25
Maturity 18/25
Community 18/25
Maintenance 6/25
Adoption 4/25
Maturity 9/25
Community 13/25
Stars: 21
Forks: 13
Downloads: 790
Commits (30d): 0
Language: TypeScript
License: MIT
Stars: 6
Forks: 2
Downloads: —
Commits (30d): 0
Language: Python
License: MIT
No risk flags
No Package No Dependents

About qdrant-mcp-server

mhalder/qdrant-mcp-server

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

Supports multiple embedding providers (Ollama, OpenAI, Cohere, Voyage AI) with privacy-first local processing, plus specialized tools for code vectorization with AST-aware chunking and git history semantic search. Implements hybrid search combining semantic and keyword matching, contextual correlation across code+git repositories, and incremental indexing for efficient updates. Operates as both stdio and HTTP transport for Claude integration, with configurable custom prompts and support for secured Qdrant instances via API keys.

About KnowledgeMCP

maxzrff/KnowledgeMCP

Model Context Protocol (MCP) server for local vector storage & semantic search (ChromaDB, OCR, async ingestion).

Related comparisons

qdrant-mcp-server and mcp-server-qdrant qdrant-mcp-server and vector-mcp qdrant-mcp-server and mcp-server-qdrant-enhanced qdrant-mcp-server and qdrant-neo4j-crawl4ai-mcp

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