MCP servers tagged fastembed

4 live MCP servers tagged "fastembed", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with fastembed.

live servers

avg trust

better-qdrant-server

git+wrediam

MCP server for enhanced Qdrant vector database functionality

Knowledge Rag

Local RAG System for Claude Code — Hybrid search + Cross-encoder Reranking + Markdown-aware Chunking + 12 MCP Tools. No external servers, pure ONNX in-process.

Engram Memory Community

The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.

mcasdfgf/mcp-roo-memory

based deployment with Qdrant.