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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.

4.9K
live servers
36
avg trust
129K
most stars
1601

AI Projects

Akash-yy

AI/ML engineering portfolio covering agentic AI, multi-agent orchestration, RAG, AI safety, knowledge graphs, document intelligence, voice AI and classical NLP/ML.

★ 2
34
1602

RAGBuddy

azmirizkifar20

🤖 A multi-project RAG (Retrieval-Augmented Generation) platform that provides project-aware access to documentation and knowledge through a web dashboard with AI chat, CLI, and MC…

★ 2updated 2 months ago
34
1603

Botforge

maybeswapnil

A modular AI-powered service for querying semantically indexed documents using OpenAI's GPT models and Upstash Vector database. Built with FastAPI, SentenceTransformers, and async…

★ 2updated a year ago
34
1604

Adept Agentic

pnnl

ADEPT: Agentic Discovery and Exploration Platform for Tools — A three-tier secure framework for multi-agent scientific workflows with 28+ MCP tools, 10 client interfaces, and decl…

★ 2
34
1605

Context Bridge

conrad621

Agentic Search using multiple enterprise nature data sources

★ 2
34
1606

Socartes

kkkayye

Independent Socartes project with multi-agent orchestration, RAG, MCP tool use, and self-correction.

★ 2
34
1607

Openclaw Polymath

bkennedyshit

OpenClaw integration for Polymath visual memory through mneme-mcp

★ 2
34
1608

V8 Agent Os

justForever17

The epoch-making Agent Runtime OS. Features Zero-Trust firewalls, Omni-Memory Graph, dynamic MCP/Skills pre-filtering.

★ 2updated 24 days ago
34
1609

Unity AI Project Brain

orange91pku

Open-source AI context engine for Unity projects: GitNexus code graph, Unity GUID/fileID scene and prefab graph, Roslyn symbols, runtime evidence, and read-only MCP/Context API fo…

★ 2updated 2 months ago
34
1610

Garden Flow

Garden12138

Local-first AI workspace that turns research into content — collect, organize, ideate, write, generate media and automate.

★ 2updated a month ago
34
1611

Local Hybrid Intelligence System With Dual Index Memory And Stateful Virtual Machine Integration

OwainGlyndwr1400

Reference implementation for the Part II architecture paper (Zenodo 10.5281/zenodo.20374393) — dual-index FAISS memory, 42-opcode quaternionic VM, 5-phase retrieval, 36 tools, MCP…

★ 2
34
1612

Smara

smara-io

Persistent memory for AI tools. Give Claude, Cursor, and Codex shared context that survives across sessions.

★ 2
34
1613

Schemagate

ashishsinha1602

Identity-scoped schema selection for text-to-SQL: give the model only the tables this caller may read, and 75% fewer prompt tokens.

★ 2updated 13 days ago
34
1614

Bsl Search

axel-avb

Read-only MCP server for 1C BSL code search: hybrid BM25 + vector kNN retrieval over methods in Elasticsearch, RRF, dedup, rerank — context for code LLMs. | MCP-сервер поиска по к…

★ 2
34
1615

C3

andrometiq

Claude Code Concierge (/ccc, /c3) - recommends the best combo of Claude Code plugins, agents & MCP servers for your task via a local RAG catalog, at near-zero token cost

★ 2updated 18 days ago
34
1616

Gr0m Mem

MichaelAdamGroberman

Zero-install persistent memory brain for Claude Code and Claude Desktop. Stops re-asking and re-deriving across sessions. SQLite FTS5 default, ChromaDB + Ollama on the semantic br…

★ 2updated 6 months ago
34
1617

Memor AI

bnimit

One local memory shared by every AI coding agent — Claude Code, Cursor, Codex, Copilot, Kimi, Goose. No API key, no cloud, no plugin to install. Plus opt-in token compression.

★ 2updated a month ago
34
1618

Vector Rules

ops-ping

The model measures, your rules decide — and prove it. Vector math as a first-class operand in a deterministic Rete engine: policy lives in Git, every decision returns a proof tree…

★ 2
34
1619

Immutlex

immutlex

An immutable knowledge base your AI agent queries over MCP. Wiki-link graph, fused search, 74 MCP tools, runs local. https://immutlex.dev

★ 2
34
1620

AI Agents Study Guidelines

gsaini

A structured learning path from foundational concepts to advanced multi-agent systems.

★ 2
34
1621

LatticeAI

TaeSooPark-PTS

Local-first private AI memory layer / Digital Brain for conversations, documents, decisions, and model-agnostic knowledge.

★ 2updated a month ago
34
1622

SalesStrategy AgentTeam

MahaveerSatra

A full-stack multi-agent AI system that automates enterprise sales research. Given a target account, it gathers intelligence in real time, identifies sales opportunities, and gene…

★ 2
34
1623

AI Engineering Labs

maxencebernardhub

Hands-on AI engineering labs: OpenAI, Anthropic, Google, local models. From a first API call to an agent deployed live on AWS: RAG, LangChain, LangGraph & Deep Agents, multi-provi…

★ 2
34
1624

Fastapi React Chat

willamcatosot

Build a full-stack AI chat app using FastAPI, React, PostgreSQL, and OpenAI for scalable, maintainable, and intelligent web interaction.

★ 2updated 8 days ago
34
1625

Explore AI

felixzhu97

A platform for conversational AI with chat, RAG, tool calling, and quality evaluation. It is written in Java with Spring AI, and uses Angular on the frontend.

★ 2
34
1626

Localm

Matlan1

Run local LLMs fully offline - chat, coding agent, image & music generation, knowledge/RAG, voice. Privacy-first, one CLI, no cloud required.

★ 2updated a month ago
34
1627

Inferna

shakfu

An experimental nanobind wrapper around llama.cpp, whisper.cpp, and stable-diffusion.cpp

★ 2updated 15 days ago
34
1628

100x Engineer Roadmap

indhra

12-week intensive to become a 100x AI engineer — LLMOps, RAG, agents, MCP, and MLOps built around an EV fleet AI platform

★ 2
34
1629

Knowledge Base Qa Bot

PaynePew

Grounded bilingual (中/EN) Q&A over a layered Markdown knowledge base — a curated wiki layer synthesised above immutable Sources, with hybrid BM25+dense retrieval, block-and-replac…

★ 2updated 2 months ago
34
1630

Mempalace.ts

vlaushkin

Local AI memory system for Claude Code, ChatGPT, and any MCP-compatible tool. TypeScript port of https://github.com/milla-jovovich/mempalace

★ 2updated a month ago
34
1631

Atlas Agentic Rag

RiceSouffle

ATLAS: Agentic RAG as one coherent system — hybrid search + reranking + knowledge graph, tool-calling over MCP, multi-model routing, guardrails, and a real eval harness. Runs full…

★ 2
34
1632

HyperMnesia

Recluse

Self-hosted long-term memory for AI coding agents: Postgres+pgvector doc-RAG (component/constraint map + hybrid RRF + cross-encoder rerank) and bi-temporal personal memory. MCP-na…

★ 2
34
1633

Rag Aiops Platform

m-oonn

企业级 RAG 知识库问答系统 + AIOps 运维诊断 Agent(Plan-Execute-Replan / LangGraph / MCP)

★ 2
34
1634

Talaria Code

RsNomad

Private AI coding agent for VS Code — agentic edits, inline completions, and chat on your local models (Ollama, vLLM, llama.cpp). Local-first, no cloud.

★ 2
34
1635

Companmem

kzndotsh

the quest for ultimate ai memory

★ 2
34
1636

Universal File Storage MCP

svend4

Universal File Storage MCP Server. Универсальный MCP сервер для доступа к файлам через Claude AI на ЛЮБОЙ платформе: 💻 Windows, macOS, Linux 📱 Android устройства 🌐 NAS (сетевы…

★ 2
34
1637

Eyd V

ardianryan

🇮🇩 Ekosistem Pengetahuan, Dataset Terstruktur, AI Agent Skill & Linter Ejaan Bahasa Indonesia yang Disempurnakan (EYD Edisi Kelima) resmi Kemendikdasmen RI.

★ 2updated 21 days ago
34
1638

MindForge

opok-ops

Production-grade lifelong memory for AI agents — 4-tier memory, knowledge graph, E2EE, federated P2P, MCP server.

★ 2updated 19 days ago
34
1639

Echo Mem

echo-mem

Shared memory for AI agents on your own Postgres. The server never calls an LLM to write.

★ 2updated 13 days ago
34
1640

Sharelock

Bittu5134

A retrieval system that lets you just ask questions about IIT Kanpur's academic policy manual instead of reading the whole thing. Built as a RAG pipeline with an MCP server.

★ 2
34
1641

Video Context MCP

smallthinkingmachines

Local-first MCP server that turns video into queryable context with transcripts, keyframes, OCR, and semantic search.

★ 2updated 2 months ago
34
1642

Knomit

knomit

Git-backed knowledge management for AI agents: typed, provenanced facts in a distributed, decentralized knowledge base — not documents. Open source, MCP-native.

★ 2updated 2 months ago
34
1643

Memory Plugin

Lotargo

Local-first memory, hybrid RAG, and agent personalization for AI coding agents. MCP + CLI for OpenCode, Claude Code, Codex, Gemini CLI, Antigravity, and Jules.

★ 2updated a month ago
34
1644

Routemind

CSP911

Dynamic routing for agent knowledge. Areas advertise when they're relevant; the agent routes before it reads. MCP server, git-backed, no database.

★ 2
34
1645

MergeFlow AI

samee2612

Open-source AI agent that automates documentation, QA, ticket updates, and release workflows after every merged pull request.

★ 2
34
1646

91ai

mindcarver

中文 AI 资料库:AI Coding、Agent、MCP、RAG、评测与学习路线图 | Chinese AI guide and curated resources.

★ 2
34
1647

Asya Chat Ui

expruff

Build multi-organization LLM chat platforms with model routing, tool execution, usage analytics, and OpenAI-compatible APIs.

★ 2
34
1648

OpenMnemex

kritird

Agent memory for LLMs — a self-pruning knowledge context graph modeled on human memory. Long-term, navigable, context-budget-aware memory with no vector DB, no embeddings, no serv…

★ 2
34
1649

Google Search Ads Analytics Docs

bsisduck

Official Google docs (Search/SEO, Search Console, Ads, GA4) as a validated local knowledge base (English) + two Claude Code skills: cited retrieval and a multi-agent SEO audit. Re…

★ 2
34
1650

AutoFlow.skill

qiuy-collab

General task-engine Skill

★ 2updated a month ago
34
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