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MCP servers tagged retrieval-augmented-generation

253 live MCP servers tagged "retrieval-augmented-generation", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with retrieval-augmented-generation.

253
live servers
36
avg trust
620
most stars
101

Code Pop

ilyuve

AI-native code intelligence infrastructure / 面向 AI Agent 的代码智能基础设施 支持中文自然语言检索

★ 1
34
102

Ondocs

dgesteves

Make your docs answerable by people and by agents, from one static index: a cited Ask box, an MCP server and llms.txt, on your own function and key, with no vector database and no…

★ 1updated 2 days ago
34
103

Agent

brunogcar

Local-first Cognitive Execution Platform for Multi-LLM Orchestration, Autonomous Workflows, Persistent Memory & Offline Learning

★ 1updated a month ago
34
104

Rag

IDjinn

Local semantic code search for ZCode — one Rust binary: local vector index, MCP server, your embeddings.

★ 1updated 3 days ago
34
105

Nora AI Knowledge Agent Harness Public

lm2000

Nora Intelligence System — self-hosted knowledge assistant with MCP retrieval (BGE/Qdrant), PostgreSQL conversations, and manual versioned ingestion. Public source snapshot.

★ 1updated 4 days ago
34
106

The Pensieve

One simply siphons the excess thoughts from one's mind, pours them into the basin, and examines them at one's leisure. It becomes easier to spot patterns and links, you understand…

34
107

Ferrex

Persistent memory for AI agents. Stores facts, events, and procedures with intelligent retrieval, entity resolution, and staleness scoring. Fully local.

34
108

Graphrag Code

🕸️ Code knowledge graph for Claude Code & AI coding agents — index TypeScript, NestJS, React into Neo4j and query architecture in Cypher

34
109

Rag Forge

Production-grade RAG pipelines with evaluation baked in

34
110

Fetchium

Rust-native universal retrieval layer for humans and AI agents — search, extract, rank, and synthesize the web. CLI + REST API + MCP server, with adaptive extraction (CEP), token-…

34
111

Wikipedia Agent

Query Wikipedia ZIM archives offline with a hybrid RAG system using Llama.cpp. Build local indexes for private, internet-free knowledge retrieval.

34
112

Groundwork

An agent that answers questions about AI engineering from a knowledge base about AI engineering, so every answer is also a worked example of the retrieval that produced it. LangGr…

34
113

andyliszewski/grounding-ai

first, no cloud dependency.

34
114

Rag Ferrite

Personal RAG engine — simple, fast, Rust. One binary (15 MB), one DB, native collections. MCP-native.

34
115

AI Agent Pipeline

🐙 AI Agent Pipeline routes queries by intent to docs, weather, or chat, with LangGraph, ChromaDB, and LangSmith for modular, observable workflows across CLI and UI.

34
116

Semango

🥭 Semango is a hybrid search engine that combines lexical (BM25) and semantic (vector) search. It ships with an MCP server, a simple HTTP API and optional embedded UI.

34
117

Token Enhancer

Reduce web pages to clean text before they reach your AI agent’s context window, saving tokens and cutting noise

34
118

Nanohype

Template catalog and SDK for AI subsystems — agents, RAG, MCP servers, eval harnesses, infrastructure. Part of the nanohype ecosystem.

34
119

TokenKeeper

Local RAG memory for Claude Code -- reduce prompt tokens by ~80% with hybrid semantic + keyword search

34
120

Servicenow Atlas

Local-first AI knowledge layer for ServiceNow development

34
121

Supernova MCP Rag

A practical POC demonstrating how to build and run a local MCP server with Retrieval-Augmented Generation (RAG) for semantic search over internal documentation. Leverages Node.js,…

34
122

Metis PH

A Research Cortex. A research companion for Claude. Your library, notes & memory stay on your machine; answers cited from your own library; 30+ specialist skills; auto cross-polli…

34
123

MCPedia

Turn any local codebase or documentation folder into a searchable knowledge base that AI tools can use through the Model Context Protocol.

34
124

Pollux

Six-agent system for customer support, employee Q&A, and ops workflows — same LangGraph agents runnable under two interchangeable transports: Anthropic MCP and Google A2A. Live de…

34
125

Repository Mind

A desktop tool that turns GitHub repositories into evidence-based project reports and AI-readable indexes.

34
126

Shelfmark

Local hybrid retrieval (BM25 + embeddings) for agent memory & code, in one SQLite file. No cloud, no services. MCP server included for Claude Code and other agents.

34
127

Agent MCP Rag Projects

Physical AI & Humanoid Robotics textbook (8 chapters, Docusaurus, RAG chatbot on Qdrant + Gemini, Urdu localisation) and a full-stack multi-agent todo app (OpenAI Agents SDK, 6-to…

34
128

Lineage

A unified learning plus architectural framework for understanding and building AI systems. Lineage makes AI understandable, teachable, and extensible - by exposing the causal st…

34
129

Knowdrive MCP

Multiplayer RAG for your private data: multimodal semantic search over you and your team's knowledge base — the corpus stays out of the conversation. Login to send invites and sha…

34
130

Manicule

Self-hosted retrieval infrastructure for AI assistants. MCP-first search and grounded answers over a private corpus, with citations that resolve to a real location in a real docum…

34
131

Vyral

Portable contracts and local-first runtimes for canonical data, retrieval, durable execution, and agent-facing AI.

34
132

Prompt Refinery

Retrieval-grounded prompt refinement as a Python library, CLI, and MCP server

34
133

Self Doc

Self-hosted documentation RAG pipeline that serves semantic search to LLM agents over the Model Context Protocol.

34
134

Trellis AI

Shared context substrate for AI agents. Retrieval that learns what's useful. Runs local or cloud.

34
135

AI Video Search

🧐 Discover key moments in videos with natural language queries using AI, all running locally in your browser for fast and private searches.

34
136

Local AI Lab

Hands-on course for building local, private AI from scratch - RAG, MCP, LangChain, LangGraph. Runs on your machine (Python, Node.js & C#) with Claude Code, Ollama, Gemini, or Open…

34
137

Aethria

A full-stack AI learning platform powered by a multi-agent system

34
138

Living Knowledge

Privacy-first RAG over Obsidian notes using LibreChat + MCP

34
139

My Tiny Local AI Agent

Local-first chat agent that runs comfortably with small-context local LLMs (from 2B) without losing the original goal of a long conversation. Multi-window context with rollovers,…

34
140

Orchestrion

Deterministic multi-LLM orchestration with grounded, verified answers, an editable guardrail gate, and a live process dashboard.

34
141

Daily Reads About AI

This repository hosts an AI agent that runs daily and collects the most interesting English-language articles on:

34
142

Agentic Rag A2a MCP

A unified AI agent system integrating Retrieval-Augmented Generation (RAG), Agent-to-Agent (A2A) communication, and Model Context Protocol (MCP) for document processing, web searc…

34
143

Oncora

Oncora — A Reproducible, Uncertainty-Aware Agentic Reasoning Platform for Oncology Drug Discovery (Rust-native, on-prem, MCP)

34
144

Agentic AI Assistant With RAG

Agentic AI assistant that combines real-time weather, web research with RAG, and Neo4j graph storage into a single chat-based interface using MCP, FastAPI, Streamlit, and Docker. ​

34
145

Anthropic RAG

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…

34
146

Dataaihub Cookbook

Runnable reference implementations for AI engineering — RAG, AI agents, MCP, and RDF/Knowledge Graphs.

34
147

Rag Eval MCP

Touchstone — know if you broke your RAG. An MCP server and CLI that score retrieval quality against a golden set: recall@k, MRR and hit rate, with no LLM calls.

34
148

Ihandai Go

Provider-agnostic Go AI framework for building RAG, agents, and AI-powered applications. Swap LLM providers without code changes — supports Ollama, OpenAI, and more.

34
149

AI Concepts

A dual-language workspace of AI/LLM projects in TypeScript and Python — LangChain, LangGraph, RAG, vector stores, MCP, and more. Includes concept docs, agents, RAG pipelines, and…

34
150

Llamacloud Rag MCP

🦙 Professional MCP server for LlamaCloud RAG - TypeScript implementation with automated setup for Cursor IDE

34
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