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MCP servers tagged embeddings
151 live MCP servers tagged "embeddings", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with embeddings.
tomohiro-owada/devrag
Markdown vector search MCP server for Claude Code. Natural language search for markdown files using multilingual-e5-small embeddings.
Hexdocs
MCP server for searching Hex package documentation
Gno
Local semantic search for your documents. Index Markdown, PDF, and Office files with hybrid BM25 + vector search.
Cae
MCP-enabled AI conversation engine with MCTS analysis, FastAPI backend, and async operations for building advanced LLM applications
Semantic Search
Semantic codebase search engine with embedding-based ranking and MCP server
Rememex
semantic search for your local files find by meaning, not keywords. 120+ file types, OCR, MCP server for AI agents. 100% private.
Quickstart Streaming Agents
Build, deploy, and orchestrate event-driven agents natively on Apache Flink® and Apache Kafka®
Vera
Local code search combining BM25, vector similarity, and cross-encoder reranking. Parses 60+ languages with tree-sitter, runs entirely offline, and returns structured results with…
OpenDocuments
Open source RAG tool for AI document search - connect GitHub, Notion, Google Drive and ask questions with cited answers. Self-hosted with Ollama/OpenAI/Claude.
Iai MCP
The best-benchmarked open-source memory system for AI coding assistants
Rag.computer
Self-hostable RAG platform - document ingestion, embedding, and vector search behind a simple REST API
Kwipu
Ask questions across your Markdown notes using a fully local Graph RAG engine. Built for Obsidian vaults, works with any folder of Markdown files. Extracts entity-relation triples…
LodeDB
World's fastest and most compact embedded vector database: exact by default, multimodal, local-first, and GPU-accelerated
Scanadi MCP AI Memory
A production-ready Model Context Protocol (MCP) server for semantic memory management
better-qdrant-server
MCP server for enhanced Qdrant vector database functionality
Audrey
Biological memory architecture for AI agents. Cognitive memory that decays, consolidates, self-validates, and learns from experience.
Structured Memory Engine
Persistent, self-maintaining memory for AI agents. 1,451 tests. 5ms recall. $0/month forever.
Srag
Semantic code search and RAG system written in Rust with tree-sitter chunking, MCP server for IDE integration, prompt injection detection, and secret redaction
Widemem AI
Next-gen AI memory layer with importance scoring, temporal decay, hierarchical memory, and YMYL prioritization
Mychatarchive
Local-first AI memory archive. Import ChatGPT, Claude, and Grok exports, generate semantic embeddings, and search via MCP server. Zero cloud, zero cost.
Cortexdb
A lightweight, embeddable vector database library for Go AI projects.
MemoryPilot
The most advanced AI memory server in the world. Hybrid search, Temporal Knowledge Graph, transformer embeddings, AAAK compression (3x token savings) — pure Rust, single binary, z…
Skalex
AI-first, zero-dependency JavaScript database. Vector search, agent memory, MCP server, and encryption built in. Node.js, Bun, Deno, browsers, and edge runtimes.
LLM Wiki Agent
Convert raw content into an interlinked Obsidian wiki using this Kotlin MCP server and Claude Code. Build a knowledge base without RAG indexing.
Rasputin Memory
The ultimate memory backend for OpenClaw and Claude Code. Persistent conversation memory with LLM fact extraction, foundation-model reranking, and 77.7% LoCoMo accuracy. MCP nativ…
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.
Segundo Cerebro
Personal knowledge graph MCP server on Cloudflare D1 + Vectorize. Deploy your own sovereign second brain in one click — Claude captures atomic concepts, finds cross-domain analogi…
Unch
Local-first semantic code search for repository annotations via GGUF embeddings and sqlite-vec.
TrueMemory
A living memory system that ingests long-horizon data to infer insights, enabling more decisive action, all while running on a single SQLite file locally.
Yantrikdb
Cognitive memory engine for AI agents — temporal decay, contradiction detection, autonomous consolidation, knowledge graph, ANN recall via HNSW. Embeddable Rust library with Pytho…
Lilbee
Run local AI models, search your files and code, and crawl the web, all in one program. Cited answers, local-first, with an MCP server for your coding agent. TUI, CLI, REST API, a…
1c Templates MCP
MCP-сервер с семантическим поиском по шаблонам кода 1С (BSL). 2200+ шаблонов, CRUD веб-UI с Monaco Editor, ChromaDB + embeddings.
Argyph
Local-first MCP server giving AI coding agents fast, structured, and semantic context over any codebase. Zero config, zero cloud, full context.
Fortemi
Self-hosted AI knowledge base with hybrid semantic search (pgvector + FTS + RRF), MCP server, multi-provider LLM inference (Ollama, OpenAI, OpenRouter, llama.cpp), multimodal inge…
LLM Wiki Memory
Local, git-versioned memory for AI coding agents. No RAG, no Docker, no external service. Capture, compile, recall over a local LLM wiki with on-device embeddings and an MCP serve…
Cqs
Code intelligence and RAG for AI agents: semantic search, call graphs, impact analysis, and context assembly in single tool calls. 54 languages + L5X/L5K PLC. 70.7% R@5 / 47.2% R@…
Pdf To Pgvector
MCP server that extracts, chunks, embeds and stores PDF documents into a pgvector database for semantic search and RAG pipelines.
SoDam O Brain
클로드코드·코덱스 대화의 결정·약속·금지를 자동 기억, 주제·프로젝트별 분류 + 검색·2D/3D 지식그래프·타임라인 대시보드. 세션 자동 캡처, 세션 재개 시 맥락 기반 관련 기억 우선주입, 중복 기억 탐지·정리(완전일치 일괄정리 포함), 백업 목록·복원 안내, 대량 데이터 성능가드, 신뢰도 기반 검색 순위, 키보드로…
The Librarian
Skill librarian MCP server — every installed skill costs tokens; the librarian keeps your whole collection out of agent context. Agents ask, get the few right skills for the task,…
Dm Lite
Memory for Hermes, Codex, Claude Code, OpenCode, Devin, and any MCP agent. daimon-memory v2: one binary, local or remote server, hybrid keyword+vector recall, bitemporal, multiten…
Yt Embeddings Strapi Plugin
Strapi v5 plugin for vector embeddings with OpenAI and Neon PostgreSQL. Enables semantic search, RAG chat, and MCP (Model Context Protocol) integration.
Codebasesearch
Ultra-simple code search tool with Jina embeddings, LanceDB, and MCP protocol support
Longterm Memory
A fully local MCP server for long-term memory with semantic search — no cloud dependencies
Memable
Long-term semantic memory for AI agents (TypeScript)
Ownsearch
Text-first local document search MCP server backed by Gemini embeddings and Qdrant.
Memento AI
Long-term semantic memory for AI agents (TypeScript)
Sqlite MCP Rs
A bounded Model Context Protocol (MCP) server for SQLite with stdio (default) and optional HTTP transport. It supports both ephemeral in-memory databases and persisted databases,…
Memory Safe
MCP memory server for Claude Code — knowledge graph in SQLite, local ONNX embeddings, token-budgeted retrieval
Ollama Intern
MCP control plane for local cognitive labor — job-shaped tools with tiered Ollama models (instant/workhorse/deep/embed), server-enforced guardrails, and measured economics so Clau…
Flair
MCP server for Flair — persistent memory for Claude Code, Cursor, and any MCP client.