qdrant-mcp-server and qdrant-neo4j-crawl4ai-mcp

qdrant-mcp-server

Established

qdrant-neo4j-crawl4ai-mcp

Experimental

Maintenance 10/25

Adoption 13/25

Maturity 18/25

Community 18/25

Maintenance 2/25

Adoption 4/25

Maturity 9/25

Community 13/25

Stars: 21

Forks: 13

Downloads: 790

Commits (30d): 0

Language: TypeScript

License: MIT

Stars: 8

Forks: 2

Downloads: —

Commits (30d): 0

Language: Python

License: MIT

No risk flags

Stale 6m 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 qdrant-neo4j-crawl4ai-mcp

BjornMelin/qdrant-neo4j-crawl4ai-mcp

MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security, monitoring, and Kubernetes deployment. AI/ML engineering powerhouse.

Related comparisons

qdrant-mcp-server and mcp-server-qdrant qdrant-mcp-server and vector-mcp qdrant-mcp-server and KnowledgeMCP qdrant-mcp-server and mcp-server-qdrant-enhanced

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