qdrant-mcp-server and mcp-neo4j-knowledge-graph

About qdrant-mcp-server

mhalder/qdrant-mcp-server

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

This tool helps software developers quickly find relevant code snippets, past changes, or project documentation by allowing them to ask questions in natural language. You feed it your codebase and Git history, and it produces highly relevant code, commits, or documents based on your queries, acting like a smart search engine for your development artifacts. It's designed for individual developers, team leads, or anyone needing to deeply understand or navigate large code repositories.

About mcp-neo4j-knowledge-graph

henrychong-ai/mcp-neo4j-knowledge-graph

Neo4j knowledge graph MCP server with temporal versioning, semantic search, and vector embeddings for Claude AI