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MCP servers tagged fastembed
22 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.
Engram Memory
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
Engram Memory
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
better-qdrant-server
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.
Better Qdrant MCP Server
MCP server for enhanced Qdrant vector database functionality
Locus
mind readingly accurate, blazingly fast codebase search, written in pure rust.
Email Archive
Local AI Email Archive: instant keyword + semantic search over your own mail, one Docker container, nothing leaves your machine. MCP included.
mcasdfgf/mcp-roo-memory
based deployment with Qdrant.
Frigg
Fast local code intelligence for AI agents powered by AST Treesitter, SCIP, semantic search and a reranker
Cursor Mem0
Add long-term memory to Cursor agents using the mem0 pipeline, local embeddings, and Qdrant storage.
Alexandria Semantic Recall
A local semantic-recall MCP server for citation-integrity academic writing — fastembed ONNX embeddings on LanceDB, cross-lingual, fully offline. Recall-only by contract: fragments…
Self Doc
Self-hosted documentation RAG pipeline that serves semantic search to LLM agents over the Model Context Protocol.
Obsidian Librarian
📚 A personal AI librarian for your Obsidian vault, a RAG pipeline and a LangGraph agent in one container. Answers from your notes with citations, and edits them after you confirm.
Ephemeral Buffer MCP
Ephemeral in-memory command output capture and hybrid search MCP server for coding agents.
Tools Ja
Hub repo for Claude Code related tools (Japanese distributions)
Aina Veris
Domain-aware RAG framework with A2A agents, MCP server/client support, multi-domain retrieval, tool-assisted inference, and grounded citations.
Fridai
A local MCP server that lets AI coding agents recall your code, commits, and conversations.
Trusty Common
Shared Rust libraries for the Trusty suite — MCP core, embedder, common utilities
Hydra Rag Hooks
Keyword-triggered local RAG hooks for Claude Code AND OpenAI Codex CLI. Type rag <q>; the hook prepends retrieved chunks from a per-folder LanceDB index. apt install + codex plugi…
Docwise
RAG-in-a-Box — intelligent document understanding for PDF, DOCX, and Markdown. Adaptive parsing, hybrid search (semantic + BM25), and agentic Q&A with citations. Upload, ask quest…
Markdown Notes MCP
App-agnostic MCP server over a local folder of Markdown notes (Obsidian/Logseq/Foam/plain) with optional 100% local semantic search. No plugin required.