MCP servers tagged rag
4.8K 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.
Scout Deep Research
Agent Skill for deep web research: work a question from many angles, read the sources not the snippets, cross-check, and return a cited report. Runs on Scout.
Llamaindex Registry Broker
LlamaIndex TypeScript tools for Universal AI Agent Discovery - 59,000+ agents across NANDA, MCP, A2A, Virtuals | https://hol.org
Umamusume Rag
Umamusume RAG powered by Qwen2.5-VL. Features visual ETL, MPS optimization, and MCP integration. 基于 Qwen2.5-VL 与 MPS 优化的赛马娘 RAG 系统，原生支持 MCP 协议。
CodebaseRAG
Local RAG over any repository via an MCP server for instant codebase querying.
Vector DB
MCP server for vector database operations - Pinecone, Weaviate, Qdrant, and ChromaDB
Pack AI
AI and LLM integration skills with RAG, embeddings, and vector search
Rentive Architecture
How Rentive's voice AI for property management is built. Architecture, tradeoffs, and lessons.
Rag Observability Using Betterdb
Observability-Driven RAG: Optimized Caching with Valkey and BetterDB
Docmind MCP
Semantic document retrieval system, exposed via MCP, for AI agents like Claude
Ragloop
A pluggable, self-correcting agentic RAG framework — cited, grounded answers with a critic-driven retry loop. Swap your vector store and LLM without touching the engine. MCP-nativ…
Ponder
Agentic RAG that grades its own retrieval, rewrites weak queries, cites sources, and self-critiques its answer — with a live reasoning timeline. LangGraph + local BGE embeddings +…
Practical AI Agents
A hands-on repository for learning, building, and experimenting with AI Agents, Agentic AI, MCP, RAG, orchestration, multi-agent systems, and production-grade AI architectures. Fo…
Awesome Agents
A curated list of innovative Agent Skills, MCP servers, and agent tooling for AI coding agents
Multi Agent Explain Lab
An interactive, no-code tour of how a multi-agent AI system really works: one refund, six layers, from orchestration to observability. See where LangGraph, CrewAI, AutoGen, and MC…
Korely Graphrag
MCP-native second brain with an automatic entity graph over your markdown notes. Honest benchmark vs vanilla RAG and nano-graphrag included.
Obsidian Memorius Plugin
Connect your Obsidian vault to Memorius — semantic search, auto-sync, context injection, MCP console, and dashboard.
Enterprise AI Agent Platform Handbook
Public technical documentation for ea-agent-platform (GitHub Pages)
Turkcell
Umay AI-Gen: voice & text AI for telecom customer service. FastAPI, Next.js, RAG (Milvus), MCP, Google GenAI, Docker Compose. Turkcell Yarının Teknoloji Liderleri — semi-finalist…
Codebase Rag MCP
Local-first MCP server for hybrid codebase retrieval with Codex and ChatGPT.
Askgraph
Local-first, privacy-first codebase Q&A: structural knowledge graph (tree-sitter) + semantic search + git provenance. CLI, TUI, and MCP server for agents. Runs entirely on your ma…
AI Agent Labs
Repository of labs and experiments focused on AI Agent Engineering, multi-agent systems, and intelligent automation using LLMs, MCP, and modern architectures for autonomous agents.
AI Router
Production-grade AI Router platform with Multi-LLM Routing, RAG, MCP, Plugins, Distributed Architecture, and Enterprise capabilities.
AI Engineering Learning
An eight-day, agent-first AI engineering curriculum for non-technical learners.
Labgo
Change Impact Analyst: code graph, git ground truth, hybrid retrieval, and an honestly measured agent
Techlab AI Portfolio
AI Engineering Portfolio — TechLab AI Framework: hybrid RAG, MCP servers, multi-agent pipeline, human-in-the-loop governance
EosBot
AI Agent Engineer · LangGraph · MCP · Multi-Agent Systems · Kubernetes · Python
Multi Agent Strategy Evaluation
LangGraph-based multi-agent strategy generation, tool planning, RAG, trace observability, and evaluation.
Fayna Rag MCP
Local knowledge base with RAG and MCP server
AI Engineering Stack
Field-tested AI-engineering toolbox — the models, MCP/agent infra, RAG, voice, and app stack I build and ship with.
AI Security Roadmap
Bilingual, evidence-led roadmap for LLM, RAG, agent, MCP, red-team, and blue-team security.
Grow Book MCP
MCP server for semantic search over scanned / image-heavy PDFs: embeds page text AND page renders (Voyage context-4 + multimodal-3.5), fused with BM25.
AI Engineer Research
Evidence-first research across AI Engineer talks using a public transcript MCP and a standalone Codex skill.
Fix Memory MCP
Local-first coding fix memory MCP server for AI agents
Skill Graph
An MCP server for building, validating, and traversing **graph-structured agent skill systems** — networks of composable Markdown files connected through wikilinks.
AgenticRAG Router
A production-style RAG pipeline where an LLM agent chooses its own retrieval strategy through MCP, benchmarked against static baselines on 1,000 real biomedical questions.
Enterprise AI Office
A reusable, agent-readable blueprint for building a self-hosted Enterprise AI Office with knowledge, agents, RBAC, automation, workflows and enterprise tools.
Medallion Data Dictionary Rag System
RAG chatbot that auto-generates and searches a data dictionary over a Databricks medallion lakehouse, using Claude + Voyage AI + ChromaDB
Realtime Voice Agent
CPU-only real-time voice agent with Silero VAD, faster-whisper ASR, MCP-wrapped FAISS RAG, Ollama, and Piper TTS.
GemmaM5 1 FullStack
Repeatable and auditable local Gemma 4 26B A4B QAT setup for MacBook Air M5 (24 GB) with vision, reasoning, documents, controlled tools, MCP and local APIs. No model weights inclu…
Petchiappan
Passionate about Artificial Intelligence and Machine Learning, currently building expertise from foundational concepts to advanced applications, with the goal of becoming a recogn…
FundamentosIA
Curso livre em português para devs: prompt engineering, RAG, agentes, MCP, SDD e agentic coding tools (Claude Code) — alinhado ao Claude Certified Developer
Mindport
Local-first project memory for AI clients, with semantic search, knowledge graphs, a Web console, HTTP API, and MCP support.
Portable AI Memory
Open-source, privacy-first memory layer for carrying your AI history across ChatGPT, Claude, Gemini, Codex, Cursor and other agents.
Super Biz Agent
基于 LangGraph、RAG 与 MCP 的智能 OnCall 运维 Agent，支持自动诊断、知识库问答和流式交互
Aimorsel
本地运行的文档结构化提取工具：PDF / Word / Excel / PPT / 网页 / 图片 → Markdown、JSON、HTML、纯文本。全程离线，文件不出本机。
Topk
Topk — independent third-party profile of a public API surface, by API Evangelist. TopK is a search engine for accuracy-critical AI applications, delivering hybrid search, multi-v…
Netflix Content Acquisition AI Coworker
AI coworker for streaming content acquisition — Claude Code skills for title scoring, ROI modeling, contract-risk detection & performance monitoring, with MCP tool/data servers, a…
Corex Agentos
Open-source AI agent control platform for orchestrating, executing, governing, tracing, and evaluating production AI agents.
Porta Rag MCP
RAG knowledge base как MCP-tools: поиск по документам для любого AI-клиента (Claude/Cursor/ChatGPT). FastMCP-обёртка над RAG-движком, оптимизация токенов (retrieval без LLM vs пол…
Claude Code Tool Kit
Production-ready Claude Code configuration. 12 original agents, 200+ slash-command skills, 45+ MCP servers, 14 plugins, design + 3D + WebGPU + GSAP + RAG tooling. One-command Node…