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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.

4.8K
live servers
36
avg trust
129K
most stars
1951

Exocortex

shawnhack

Local-first AI thinking partner and directed knowledge graph for LLMs via FastMCP, NetworkX, and Obsidian.

★ 1updated 24 days ago
34
1952

Book MCP Server

AI-Powered Book Recommendation System using Spring AI, MCP, Groq Llama and PostgreSQL

★ 1
34
1953

Vectorless MCP

hallelx2

MCP server for Vectorless — give AI agents access to structure-preserving document retrieval

★ 1updated a month ago
34
1954

Idea Basin MCP

MsFixer101

MCP server for Idea Basin — semantic knowledge graph search, browsing, and resource management for Claude and other AI assistants

★ 1updated 7 months ago
34
1955

Customer Support

gagan0116

MCP SERVER

★ 1updated 8 months ago
34
1956

Reranker

globalpocket

A generic Model Context Protocol (MCP) server for high-accuracy document reranking using sentence-transformers (Cross-Encoder). Ideal for enhancing RAG and AI agent decision-makin…

★ 1updated 5 months ago
34
1957

Code KB

liuyi585851

Retrieval & navigation service for a code monorepo + its docs: indexes source and docs into small, locatable "atoms" and answers with a strict cite-or-die policy. Agent-first, MCP…

★ 1updated 3 months ago
34
1958

Scout MCP

Scout-AI-Labs

Stellar Scout MCP server — agentic ecosystem research for Stellar builders. Reach Claude.ai, ChatGPT, Cursor, Gemini, and any MCP client.

★ 1updated 4 months ago
34
1959

Strathmore School AI App Builders Program August Holidays 2026

NAIROlab-ke

August 2026 Holiday Program for www.strathmore.ac.ke students. A course on building AI apps for typical AI paradigms (e.g. Multimodal, RAG, tool use, AI agents, Text-to-SQL) using…

★ 1updated 29 days ago
34
1960

MTA Plugin

GRU953

Give any AI assistant a private, token-free memory of your files — Claude, Gemini, Cursor, VS Code, Windsurf, Codex & Grok. Converts attachments (PDF/Office/EPUB/archives) to Mark…

★ 1updated 2 months ago
34
1961

Anthropic RAG

Atrv-Shrn

Self-hosted, always-fresh RAG pipeline over the Anthropic GitHub org — grounded, cited Q&A over docs + issues/PRs/comments, refreshed hourly and served to AI agents over an MCP se…

★ 1updated a month ago
34
1962

Agent Lab

Eight small LangGraph exercises: HITL approval, RAG with checked citations, structured output, durable runs, supervisor, MCP, evals, FastAPI + SSE. Offline tests.

★ 1
34
1963

Ebrain

aedneth

Persistent External Brain for AI Coding Agents. 6 memory tiers, sub-100ms recall, 107K+ memories, 21 MCP tools, 85+ REST endpoints. Built in Rust.

★ 1updated a month ago
34
1964

Agentice Memory

bibekanandan892

Personal AI assistant with real memory: a from-scratch Mem0-style memory library (two-phase extract/reconcile pipeline, user-sharded vector store) with CLI, REST, and MCP front en…

★ 1updated 2 months ago
34
1965

Shopify Support Agent

akallam04

AI customer support agent for a Shopify store. LangGraph state machine, self-built MCP server over the Admin GraphQL API, RAG with citations, layered guardrails, and an eval harne…

★ 1updated 8 days ago
34
1966

LLM Sidecar

awaistechnologist

Local sidecar that gives every tool on your machine grounded, cited, routed AI — no API key required. Library + OpenAI-compatible daemon + MCP server + dashboard.

★ 1updated a month ago
34
1967

Soit

soit-ai

Governed Agent Runtime for Enterprise AI Systems — build, execute, observe, and govern AI agents with permissions, secrets, egress policy, audit, cost, and replay.

★ 1updated 15 hours ago
34
1968

Dual Mode Conversational AI Assistant

AasthaPJoshi

Open-source dual-mode AI assistant for chat and voice, featuring conversational intelligence, multimodal interaction, and productivity-focused automation.

★ 1updated 3 months ago
34
1969

IkigAI

petri2212

Bachelor's thesis aimed at creating a chat-bot for career coaching. Chatbot web con Next.js, AI with MCP integration for external data always up to date

★ 1updated a year ago
34
1970

Recall AI

ipsam40

Build and manage AI-driven workspaces using Next.js, React, and TypeScript with customizable UI and MIT licensing.

★ 1updated 10 days ago
34
1971

Agent Assembly Line

tm243

The simple way to build and embed AI agents into any software stack. Code-native, modular, and LLM-agnostic.

★ 1updated 8 months ago
34
1972

Pigeon Evals

patteg21

A End-To-End RAG Pipeline that includes Evaluations, iterations, and swappable components. At its core it allows users to be able to try different embedding models and techniques.

★ 1updated a year ago
34
1973

Ast Rag Support MCP

tdawe1

A local-first, high-performance MCP server for semantic code retrieval. Features AST-based functional chunking, reactive filesystem indexing, and Gemini-powered query expansion fo…

★ 1updated 10 months ago
34
1974

Agentic AI Student Assistant

datazenith-labs

SAGE - An agentic AI student assistant for exam preparation, course advising, and campus automation. Powered by Claude, MCP (Model Context Protocol), and RAG.

★ 1updated 5 days ago
34
1975

Code MCP Tools

warc0s

Local-first MCP server and web panel for agent memory, project docs, bugs, todos, and RAG search

★ 1updated 4 months ago
34
1976

VidWise AI

Rishet11

Research up to six YouTube videos with timestamped, claim-level citations.

★ 1updated a month ago
34
1977

FlockParser Legacy

B-A-M-N

Legacy version of FlockParser PDF processing system

★ 1updated 12 months ago
34
1978

Ecomm Assistant

Pramod0210

Agentic RAG e-commerce assistant with self-grading retrieval and web-search fallback — LangGraph, MCP, AstraDB, FastAPI, EKS

★ 1updated 2 months ago
34
1979

PharmD Residency Interview PGY1 PGY2

tikik

An Interview Simulation for PharmD Residency PGY1-PGY2

★ 1updated 9 months ago
34
1980

STraaT Old

igordcard

Straat

★ 1updated a year ago
34
1981

Prospectio Chatbot

prospectio-ai

Chainlit based chatbot to use with prospectio api and front

★ 1updated 7 months ago
34
1982

Career Digital Twin

Crazy-Horse

AI Career Twin Agent that autonomously represents you to employers. Built with Claude, LangGraph, and LangChain. Includes resume parsing, LinkedIn profile generation, and personal…

★ 1updated 11 months ago
34
1983

Deep Learning Portfolio

Youss2f

A collection of labs in deep learning and Flutter: CNN-based pneumonia detection, LSTM stock forecasting, image classification, and a smart mobile app with AI features using Tenso…

★ 1updated 8 months ago
34
1984

Daml Rag Framework

vivy1024

🧠 DAML-RAG: Domain-Adaptive Multi-source Learning RAG Framework | GraphRAG混合检索 + 推理时学习 + 教师-学生双模型协作 | Production-ready vertical domain AI solution

★ 1updated 4 months ago
34
1985

WebGPU

xgqfrms

https://webgpu.777737777.xyz

★ 1updated 10 months ago
34
1986

Powered Agentic Rag

MCP-Powered Agentic RAG System A self-correcting Retrieval-Augmented Generation (RAG) system that intelligently evaluates context quality and falls back to web search when needed.…

★ 1
34
1987

AgentCode

vigp17

Agent能力增强。跟踪Agent Runtime/State/Planning,RAG入库检索,MCP应用。内置两个生产级应用,一个Work Agent ,一个RAG系统。最近一次提交:26-9-19

★ 1updated 2 months ago
34
1988

Alethe Rag

nklaveren

Self-hosted agentic RAG for multi-repo code intelligence: real ASTs (Roslyn/TSC/Pyright) → semantic knowledge graph (SQLite + sqlite-vec) → SGC graph convolution → REST + embedded…

★ 1updated a month ago
34
1989

Octopus Scout

octoryn

Octoryn Web Ingestion Engine: governed, auditable, AI-native web/PDF ingestion

★ 1updated 3 months ago
34
1990

Wikinow

LangModule

Know it now. Keep it forever.

★ 1updated 5 months ago
34
1991

Organism Memory

sunnsten

Local memory layer for AI agents — persistent, searchable memory across sessions without external APIs

★ 1updated 4 months ago
34
1992

AI Capstone Lab

MuhammadHashimRN

Production-style multi-agent LLM system for autonomous inventory procurement — LangGraph + RAG + guardrails + human-in-the-loop + MCP

★ 1updated 5 months ago
34
1993

Warehouse Agent Mvp

juebunengkun

Report-to-Warehouse controlled agent MVP with LangGraph, MCP, RAG, sqlglot, metadata providers, information_schema, and optional DataHub MCP integration.

★ 1updated 4 months ago
34
1994

Compliance Watch

robertogfortes

Contract and invoice compliance auditor built with Claude API. Hybrid RAG, tool use, MCP server, prompt evaluation, extended thinking. Full pipeline — not a chatbot.

★ 1updated 3 months ago
34
1995

Niche

batyrrasulov

AI workspace for chat, MCP tools, and workflow runtime.

★ 1updated a month ago
34
1996

Anythingllm MCP

gsmMu7ammed

Zero-dependency Node MCP server for AnythingLLM: async chat (beats the ~60s MCP tool-call timeout on slow local models) plus workspace management, over the AnythingLLM REST API.

★ 1updated 10 days ago
34
1997

Agent Platform

面向复杂任务场景设计的 Agent 开发平台,基于 Go 构建 Workflow 编排引擎,支持Planner、Tool、Memory、RAG 等多类 Agent 协作;统一接入 MCP Server、多种大模型及知识库能力,实现任务自动规划、工具调用与结果生成闭环。

★ 1
34
1998

Biz Guard

PureBlueFrank

Deterministic business-change safety gate for coding agents — evidence-backed BLOCK/ALLOW decisions

★ 1updated a month ago
34
1999

Deep Dive Capstone

alexvervloet

Codebase Q&A with (path:line) citations — the capstone of a from-scratch AI-engineering series. Built in 8 eval-gated stages (chat → RAG → agents → hardening → production), provid…

★ 1updated 17 days ago
34
2000

Multi Agent Research And Writing System

banyv

针对资料调研与长文写作效率低的问题,研发多智能体调研系统,打通“网页检索、清洗、撰写、发布”的自动化流程。

★ 1updated 2 months ago
34
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