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.
Otonom Aglar MCP
🤖 Anthropic MCP tabanlı otonom ajan ağı mimarisi. ReAct döngüsü, semantik hafıza (RAG) ve Playwright entegrasyonu ile LLM'leri dış dünyada aksiyon alan akıllı sistemlere dönüştüre…
Clipboard
MCP server for clipboard management with persistent storage, search, and multimodal support for AI agents
Plumb
Persistent memory for AI agents. Local SQLite, hybrid retrieval, zero-config OpenClaw plugin.
Homeassistant MCP
A Model Context Protocol (MCP) server for Home Assistant integration with comprehensive API coverage
DocMind
🧠 MCP 原生知识中枢 — RAG 文档问答 + 5 个 MCP 工具 + Tavily 联网搜索。支持 8 种格式、4 种检索策略、流式回答与内联引用，内置三记忆学习系统，可自动构建知识图谱，Claude Code & Copilot 即插即用。
AI Poc
A proof-of-concept demonstrating how to build production-grade agentic AI applications using the Laravel ecosystem. This repo covers Retrieval-Augmented Generation (RAG), the Mode…
Copilot Memory MCP
Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.
LeannMcp
LEANN MCP Server — semantic code search powered by ONNX Runtime. Provides MCP tools for RAG-based code retrieval with GPU-accelerated embedding (DirectML on Windows, CoreML on mac…
Zerodrive MCP Server
MCP server for AI-powered cloud storage management. Seamlessly connect Claude and other AI assistants to ZeroDrive for file operations, folder management, workspaces, and workflow…
RAG In A Box
RAG pipeline for documents (Markdown, PDF, images). 10-step hybrid search, LLM enrichment, taxonomy, MCP server. Cloud or local.
LxDIG MCP
Dynamic Intelligence Graph (DIG) MCP server for AI coding agents. Persistent code knowledge graph, a code RAG improvement, with hybrid Graph + Vector + BM25 retrieval, agent memor…
MahoRAGa
Persistent graph-powered memory for AI agents using Kuzu embedded database.
rippr
Extract YouTube transcripts for AI agents, RAG pipelines, and LLM workflows. Supports any YouTube URL. Returns clean text or timestamped segments. No API keys required.
Twitch-Streamer-Server
See setup blow. Enable AI agents to interact with Twitch streams by sending chat messages, managing polls and predictions, creating clips, analyzing chat activity, and moderating…
ariadne
Local-first multilingual memory for Codex, Claude Code, and MCP clients using Qdrant and Ollama.
Pcloud MCP
Connect pCloud storage to AI agents using this Model Context Protocol server written in Go.
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-…
Eltortilla1/synapse-code-mcp
compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required.
Wasl
The first comprehensive Arabic MCP server — prayer times, Quran, Hadith, translation, dialect detection, zakat, weather, stocks, NLP, news. 30 tools. Every MCP client.
Minio MCP Server
MCP server to manage MinIO / S3-compatible object storage - create and manage buckets, upload/download/delete objects, set lifecycle policies, manage access policies, and query st…
Axelera Voyager Local Assistant
Local AI assistant for the Axelera Voyager SDK and Metis AIPU — semantic RAG over the public Axelera sources + workflow skills, via MCP. No account, no cloud.
AgenticMind
Auditable, self-improving knowledge & memory for AI agents over MCP. Zero-key & multilingual by default · citation-enforced answers · replayable why-trace · judge-gated compoundin…
Agent Orchestrator
Local Agentic AI Framework using Model Context Protocol (MCP), LangGraph, and Ollama
Agentic Rag
Agentic RAG Chatbot with MCP is a multi-format document QA system built using an agent-based architecture with message passing through the Model Context Protocol (MCP). It enables…
Solesonic LLM API
AI-powered document chat API built with Spring Boot, Ollama, and PostgreSQL vector store
Rag Agent
多模态 RAG 智能体：MCP 协议 + GraphRAG + Cross-Encoder 精排 + 多 Agent 编排 + RAGAS 评估
Cloudflare MCP Toolbox
30 utility tools for AI agents - date/time, math, text, validation, KV storage, and Workers AI. Deploy to Cloudflare Workers edge network.
Oneshot
Multi-agent AI platform built with Microsoft Agent Framework on Azure AI Foundry. 7 coordinated agents, two parallel waves, one prompt — platform-ready social content.
Garage61mcp
MCP server for Garage61
Athena MCP RAG Server
Athena MCP RAG Server: Production-ready Pinecone-powered Retrieval-Augmented Generation server for Claude Desktop, with PDF ingestion, teacher tools (explain, study plans, quizzes)
Edupage MCP
EduPage MCP server
OmniDocs RAG
Universal Local RAG Server for Model Context Protocol (MCP)
Claude Relay MCP Server
An MCP server for inter-session communication between Claude Code instances. Route tasks, group chat, and coordinate multiple AI agents across machines with persistent storage, ac…
trakshan-mishra/Diffcontext
printing NULL RESULT when it doesn't fit. Zero runtime dependencies. `pip install "diffcontext[mcp]"`.
Omnex
Omnex is not a search tool. It is the memory substrate for the agentic era — the data layer that sits beneath AI agents, AI operating systems, and human-AI interaction. What exist…
Memnos
Persistent memory for AI coding agents — MCP server, REST API & Python SDK. Works with Claude Code, Cursor, Windsurf and any LLM agent.
Hitgate
Portable hybrid (BM25 + dense + RRF) retrieval engine and a label-free evaluation harness — extracted from a personal AI-assistant memory index and decoupled to run on any source…
Firstrade MCP Server
MCP server exposing a Firstrade brokerage account (positions, quotes, options chains/greeks, order placement) to an LLM host
Storage Protect MCP Server
This project offers MCP server built on the IBM Storage Protect Server CLIs and tools, enabling LLMs to interact with them.
Unreal MCP Skill
UE5.8 MCP Codely CLI skill: blueprint DSL lawbook (G1-G17/R1-R27), One-Click Connect, 67-toolset coverage, cross-platform (Win/macOS), battle-tested templates
Astragali
Alea iacta est— 100-card task deck · browser + MCP
Full Roadmap AI Enthusiast 2026
An interactive, dynamic, and privacy-first AI developer roadmap for 2026. From zero to building autonomous agents, MCP servers, and micro-SaaS. Built with Next.js, Tailwind v4, Py…
Model Routing Labs
multi-model routing and AI Gateway covering capability filtering, multi-stage strategy chains, instance complexity estimation, calibration, dynamic cascades, circuit breakers, Par…
Mem Forge
Self-evolving, evidence-based memory layer for coding agents and development teams.
Winze
An agentic AI memory system (mcp server) with semantic search and GUI search/edit tool for Markdown knowledge bases
Rag LLM Wiki Knowledge Base
Self-hosted RAG x LLM Wiki knowledge base framework: document parsing/chunking/vectorization, knowledge graph, hybrid retrieval (vector + graph), multi-tenant API-key isolation, s…
Skills MCP Sankhya Ajuda
Servidor MCP para as bases públicas do Sankhya ERP: help center (6.123 artigos) + comunidade (7.619 posts de Q&A). Busca híbrida (RRF pgvector + FTS PT-BR) e busca unificada cross…
Agentforge Graph
Turn any repo into a Code Knowledge Graph your coding agent can reason over — symbols, API routes, ORM models, architecture decisions & git history as a typed, provenance-tracked…
TheYgent
No-code, local-first studio for building and running production ready AI agents. Inference runs on your machine — llama.cpp, MLX, or vLLM — or any OpenAI-compatible API you regist…
Agent Infrastructure Landscape
AI agent memory & infrastructure landscape — comparative catalog of 912 systems × 68 columns covering memory layers, agent frameworks, runtimes, vector stores, knowledge graphs, M…