MCP servers tagged rag
4.9K live MCP servers tagged "rag", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with rag.
JobForge
Agentic job-application assistant — turns a job description into a grounded, fact-checked CV + cover letter. Tool-use planning, a critic reflection loop, and a LangGraph multi-age…
MetaSearchMCP
Open-source metasearch backend, MCP server, and AI search API for LLM agents. Python FastAPI search gateway with Google search via SerpBase and Serper, multi-engine search aggrega…
LingXi
LingXi: multi-agent CTF and pentest framework originated from Tencent Security Hackathon
XMem
Xmem is a India's First multi-modal, multi-agentic long‑term memory layer for AI agents.
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.
Mutil Rag Agent
An improved multi-agent AIOps and RAG platform for OnCall troubleshooting, featuring LangGraph-based diagnosis workflows, Milvus vector search, MCP tool integration, Prometheus al…
Yantrikdb
Cognitive memory engine for AI agents — temporal decay, contradiction detection, autonomous consolidation, knowledge graph, ANN recall via HNSW. Embeddable Rust library with Pytho…
Gptme Rag
Local RAG as a simple CLI, for standalone use or as a gptme tool
Cognitive Coverage
A coding agent skill that helps measure and close the understanding gap in any codebase, research corpus, or documentation set.
dnotitia/akb
mcp`.
STiFLeR7/memex
mcp`. MIT licensed.
Matryca Plumber
local-first background AI daemon for Logseq OG. Turns your notes into an agentic workspace with autonomous indexing, zero data leaks, and an optional MCP server. Inspired by Andre…
Brain.md
Local-first markdown notes with a first-class MCP server. 16 tools + 2 resources for Claude Code, Claude Desktop, Cursor and any MCP agent. Per-folder permissions, semantic RAG vi…
Rag Platform
A multi-source enterprise knowledge-base RAG platform: ingest → clean → multimodal embedding → hybrid retrieval (vector + BM25 + RRF), with MCP and RBAC support.
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…
Judicex
Open-source Legal AI workspace for evidence-grounded legal drafting, matter analysis and verifiable answers.
My Notion
基于现代前端与 AI 技术栈构建的个性化 Notion 应用
Tuling AI
一个基于 RAG（检索增强生成）和多智能体编排的企业级 AI 助手系统，支持知识库问答、智能写作和普通对话三大核心功能。
Deepcloak
Local-first deep research agent that reads the whole web — even pages behind Cloudflare, Datadome, Turnstile & reCAPTCHA. Stealth fetch + cited reports. MCP-native, MIT.
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…
Excel Parser
XLSX parser for LLMs, RAG, LangChain, LangGraph, CrewAI, Claude, MCP — turns Excel (.xlsx) into citation-ready JSON with formulas, charts, dependency graphs, and token-counted chu…
DuDuClaw
Open-source AI Agent platform — 80+ MCP tools, 7 channels (Slack/Discord/LINE/Telegram), Rust + Python. Self-hostable Claude/GPT alternative for production multi-LLM systems.
Dakera Deploy
Self-hosted Dakera AI memory server — Docker Compose, Kubernetes, Helm, HA cluster setup, and monitoring.
Sweet Search
Local code search for AI agents: six fast, purpose-built tools that return ranked answers, not raw grep. Because maybe grep isn't all you need... 🍬
Costwise MCP
Local MCP server that helps coding agents stop re-reading the same code every turn. Repository intelligence, cache-write optimization, and long-term session memory. 100% local. No…
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@…
File System Like Github
Self-improving, AI-native markdown vault you hand to an AI agent. GitHub-style file tree + Notion editing, exposed to Claude/Cursor via a built-in MCP server (24 tools): semantic…
Epicure MCP
Public read-only MCP server for the Epicure ingredient-embedding model
Ruvnet Brain
RuvNet Brain — a downloadable, source-grounded brain for Claude Code over Reuven Cohen's (rUv's) RuvNet stack: RuVector/RVF, Ruflo, AgentDB, RuLake, SPARC + 21 building blocks. Gr…
Rms Memory MCP
Persistent, local, cross-IDE memory for AI agents — markdown source of truth, LanceDB-powered semantic search, zero cloud dependency
ccf/agentcairn
lossy capture with secret redaction; works across Claude Code, Codex, Cursor, and any MCP host. `uvx agentcairn`
Localclaw
Simple MCP server for vectordb memory system
Kglite
Embedded Cypher knowledge graph for Python and Rust. Bundled MCP server, describe() schema, and code-graph parser for LLM agents.
Genesys
Open-source causal graph memory for AI agents. 89.9% on LoCoMo. MCP server with ACT-R scoring, spreading activation, and active forgetting.
Pdf To Pgvector
MCP server that extracts, chunks, embeds and stores PDF documents into a pgvector database for semantic search and RAG pipelines.
General Rag System
A RAG (Retrieval-Augmented Generation) knowledge base system with Vue.js frontend, Spring Boot backend, and FastAPI LLM service.
Agent Console
Agent_Console（智能体控制台）是一个本地运行的 Agent + RAG 工作台。它把文档入库、混合检索、查询改写、工具调用、运行回调和人工审核放在同一个控制台里，适合做企业知识库问答、课程资料检索、客服辅助和可追踪的智能体实验
SecureAI Scan
SecureAI-Scan is a CLI tool that scans TypeScript and JavaScript codebases for security issues specific to AI-powered apps — prompt injection, MCP tool abuse, RAG data poisoning,…
Raganything
API/MCP wrapper for RagAnything
IHUI AI
Eight-platform full-stack AI operating system - unifies 176 LLMs via LangGraph + MCP + A2A. Multi-tenant RLS over 340 tables, RAG knowledge base, agent marketplace. Web/API/CLI/De…
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…
Vault Agent Memory
Local-first memory governance for AI agents: shared, reviewable, auditable memory via SQLite and MCP.
Distill Kura
蒸留蔵 — distilled long-term memory for agents: recall by meaning, writing gated by evidence, one kura per agent mode. Ships as a DeepSeek Harness plugin and an MCP server.
Pluck
MCP-native code retrieval for AI agents — 84-88% fewer read tokens, BM25F + semantic search, AST chunks, session dedup
Vidxp
VidXP (Video eXPlain) - Video Indexing Engine. Search in videos in natural language. 👀 Connect your Hermes / Claude / OpenClaw agents, allow them to understand videos with low tok…
Agent Library
Agent 原生文学生态平台 - Agent读书/划线/批注/评论/讨论/书评/@通知/心跳
Gomaa
Gomaa — Autonomous Agent Memory OS. Persistent memory system for AI agents with Obsidian vault integration, hybrid RRF search, knowledge graphs, security gates, and MCP server.
ContextAtlas
ContextAtlas — context infrastructure for AI coding agents: hybrid retrieval, project memory and retrieval observability via CLI, MCP server or embeddable library. Tree-sitter ind…
AI Suite
AI-Suite - n8n, OpenClaw, Open WebUI, OpenCode, Llama.cpp/Ollama, Flowise, Langfuse, MCP Gateway and more!
Memorys
Persistent memory MCP server for AI agents — Rust, 19 tools, knowledge graph, Hebbian learning, episodic memory, contradiction detection, prospective triggers, Bayesian calibratio…