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.
MYLLM
丁立中的大模型算法工程作品集。聚焦 LLM / VLM 全链路的复现与优化，涵盖：① 预训练与微调（Pretrain / SFT / MoE / 多模态对齐）；② 强化学习对齐（PPO / GRPO / DAPO，含多奖励函数与 GAE）；③ 知识蒸馏（离线 KL 蒸馏、在线策略蒸馏、跨 Tokenizer 蒸馏、Embedding 蒸馏）；④ 前沿架构复…
Bsl Platform Help Context
MCP-сервер: документация API платформы 1С, строгая типизация BSL, стандарты кода. Keyword, semantic и hybrid поиск для AI-ассистентов.
SkillSeeker
Skill Seeker 是一个开源自动化工具，旨在将文档网站、GitHub仓库、PDF文件等非结构化或半结构化数据源转换为可部署的Claude AI技能包。其核心功能包括内容抓取、清洗、分块、格式化，并最终生成一个包含SKILL.md主文件和引用内容的.zip压缩包，该包可通过RAG（检索增强生成）机制增强Claude AI的知识库，使其在特…
Quad Rag Core
Core RAG module for Qdrant-based semantic search
Citysense
CitySense is an open-source Python library that bridges geospatial urban data with large language model (LLM) toolchains.
Tidy Agent Practice
AI Agent 开发的核心技术原理及实践案例，涵盖智能体技术架构、记忆管理、工具调用、自我学习、工作流编排、RAG（检索增强生成）、认知策略、MCP、A2A、多智能体原理及协调架构等等。通过实际可运行的实战案例代码，帮助开发者理解 AI Agent 的核心原理与实现方式，为学习 AI Agent 的开发者提供实践参考。
AI Docs Vector DB Hybrid Scraper
Retrieval-augmented docs ingestion stack: Firecrawl + Crawl4AI + Qdrant vector search with FastAPI and MCP interfaces for AI engineers.
NebulaAgent
A knowledge-based omniscient Android agent
Awesome AI System Design
800+ real-world ML & LLM system design case studies from 150+ companies Google, Meta, Netflix, Uber, Airbnb & more. Production AI, not theory.
Kaven
KAVEN = Korean AI-based Vigilance for Event Navigation. KAVEN (Kaven) is an AI-based early warning system that collects geopolitical events from various sources (AIS/ADS-B/News/S…
AI RAG Assistant Chatbot
👨🏻💻 Meet Lumina – my personal AI assistant powered by hybrid RAG with Pinecone vector search and Neo4j graph traversal, Google AI, LangChain, and an MCP server with 30+ tools. Fe…
Enowx Rag
RAG Skill and MCP for AI agents for codebase indexing and memory
Ragie Typescript
The Ragie TypeScript client
Ocrisp
One-Click RAG Implementation, Simple and Portable
CrawlnChat
A modular web crawling and chat system that allows for ingesting website content through XML sitemaps, converting to vector embeddings, and providing AI-powered chat interfaces th…
Vectoria
Browser-first text exploration, clustering, and semantic search. Use AI to analyze, search, and chat with your private documents without ever uploading them to the internet - all…
Hackathon Tv5
Every night, millions spend up to 45 minutes deciding what to watch — billions of hours lost every day. Not from lack of content, but from fragmentation.
Papez
Open-source causal graph memory for AI agents. 85.55 on LoCoMo under a frozen, reproducible protocol. MCP server with ACT-R scoring, spreading activation, and active forgetting.
Ninetail Fox Memory
🧠 ninetail-fox Memory V4 — 真向量语义搜索 + BM25 混合检索 + 多供应商 Embedding Fallback
Ctx Sys
Local hybrid RAG over a code knowledge graph. Indexes your codebase with tree-sitter + embeddings + a relationship graph and serves precise context to any AI assistant over MCP —…
Rag 101
Learning RAG for Production
MIESC
Multi-layer Intelligent Evaluation for Smart Contracts — 50 security tools across 35 analysis modules, 9 defense layers, one command. Pre-audit triage for Ethereum (EVM); multi-ch…
Meta MCP Proxy
An mcp to do rag of other mcps
Local Image Search
Give your AI coding agent the ability to search through all your local images. Privacy-first, 100% local MCP server for macOS. Uses MLX CLIP for embeddings, Daft for batch process…
Claude FileMaker
Claude AI + FileMaker integration. Drag .dxt file onto Claude Desktop to connect databases.
EcoDB
Collective AI memory for multi-agent teams. 10-stage GAMR search engine, knowledge graph (Apache AGE), document ingestion, 32+ MCP tools.
Flowstate Qmd
FlowState QMD — Anticipatory Memory for AI Agents. Hermes 2026 Hackathon Entry.
Context7 Local
Improved Context7, but local, self-builds and self-updates. AKA: unlimited, improved Context7
ZLAgent
IM-first personal AI assistant for WeChat / WeCom / Webhook. Built-in long-term memory, skill system, GraphRAG, MCP tools. FastAPI + PostgreSQL/pgvector + Neo4j + Redis. Docker on…
Quarkus Agentic Scaffolding
Scaffolding skill + always-on conventions (CLAUDE.md/AGENTS.md) for Quarkus + LangChain4j agentic AI apps: AI services, multi-agent workflows, and RAG. Installable in Claude Code,…
Sagent
企业级RAG智能助手
Em Rag
面向嵌入式开发者的轻量本地 RAG，基于标准 MCP 协议，可集成到任何支持 MCP 的 AI 编程工具（Claude Code、Cursor、Codex 等），让 AI 编程时能自动查阅芯片手册和 API 文档。
Icp Coder
ICP AI assistant. LLM RAG implementation for Motoko Code Generation Enhancement
Apple Silicon Openbrain
Fully local AI memory for Apple Silicon. MCP server with semantic vector search, MLX embeddings, and LLM enrichment — no cloud APIs required.
Second Brain Engine
A general-purpose second-brain engine that auto-captures conversations and recalls them via semantic search + linked notes (graph)
EchoPilot Ollama PX4 MCP
Speak to your drone! EchoPilot is a voice-controlled agent that leverages Ollama for local LLM power, generating complex PX4 missions via LangGraph. Commands are executed seamless…
Remote MCP Apim Oauth Prm
Leverage Protected Resource Metadata (PRM) for MCP server authorization
Cov Loupe
Refines Ruby Simplecov test coverage data as CLI, MCP server, and library
Laravel Rag
Generic, configuration-driven RAG toolkit for Laravel: chunking, embeddings, pgvector retrieval, grounded answering, an MCP server and a Filament control panel.
Mneme
the memory layer of your codebase. Knows the WHY, the WHAT, the WHERE-IT-BREAKS.
Toolkit
AI agent primitives on Upstash Redis: memory, RAG, search, chat history, caching, and rate limiting. With Vercel AI SDK and Eve
C7 MCP Server
An unofficial MCP server for Context7 by Upstash.
Supabase
Your Supabase account in natural language: run SQL, apply migrations, manage tables, storage, edge f
Graph-Mem
Graph-memory implementation on MariaDB, with API, as a backend for MCP servers
Host
MCP client manager: stdio + SSE transports, exp-backoff reconnect, server registry, built on @modelcontextprotocol/sdk
Kb
A fetch-once knowledge base for AI agents. Check before fetching, save after fetching, never re-fetch or fabricate. Local SQLite FTS5 search for English and CJK.
Athena
Autonomous, local-first multi-agent AI assistant framework built in TypeScript. Features native terminal & browser automation, persistent SQLite memory, dynamic procedural skill l…
Mneme
Memory-aware MCP middleware between Claude Code and your databases.
Code Intel
Hybrid semantic+keyword code search, RAG chat, and a 17-tool MCP server for Delphi/Pascal and ~45 other languages
Signal
A portfolio reimagined as a multi-service agentic platform.