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.
Nexusdag
⚡ Enterprise-grade Autonomous AI Pipeline & Multi-Agent Operations Suite. Architect, visually build drag-and-drop DAGs, simulate real-time execution flows, benchmark latency, and…
Codebase Cartographer
Local, privacy-first RAG pipeline for natural-language Q&A over any codebase, using Tree-sitter parsing and an MCP server.
Hybrid Rag
MCP server exposing hybrid RAG (BM25 + dense + RRF + reranking) over SEC filings — with FastAPI backend, Next.js frontend, and 22-query evaluation.
Agentic RAG Document Q A System
Autonomous AI agent with persistent FAISS vector memory, 11 MCP tools, and semantic retrieval over documents — answers questions grounded in an indexed corpus
Bsl Syntax Help MCP
EDT syntax help → Docker MCP (FTS + external embeddings)
WalletMCP
A Simple MCP Server For Interacting With Solana Wallets
Terraform AWS Provider Docs
Deno/TypeScript MCP Server providing context related to the AWS provider for Terragrunt documentation.
Qdrant LiteRAGMCP
A Lite RAG MCP which based on Qdrant database.
0g MCP Server
Model Context Protocol server for 0G blockchain - AI agents meet decentralized storage and compute
Unicornafl MCP
An MCP server that turns Claude Desktop into a hands-on driver for Unicorn emulation and AFL++ fuzzing of binaries — with LLM-guided seed enrichment and coverage-plateau breaking…
Mantis MCP
MCP (Model Context Protocol) server for MantisBT with CRUD operations and semantic search (RAG) over issues and notes.
CP2k Docs MCP
A mcp server that provides RAG-style search for cp2k documentation
Servicenow Docs Rag
Semantic search over the ServiceNow AI Platform documentation exposed as a Model Context Protocol (MCP) server.
Mythos MCP
MCP server for MythOS knowledge libraries — search, read, create memos, chat with your library via RAG, and more. Works with Claude Desktop, Cursor, Windsurf, and any MCP client.
Mongodb Rag MCP
MCP server for RAG over MongoDB Atlas Vector Search, with local embeddings and no LangChain. TypeScript
AI Career JobSearch GPT
Enterprise AI Career Job Search Copilot built with LangGraph, RAG, MCP, FastAPI and Streamlit.
Directumrxmcp
MCP + HELP_RAG Directum RX 26.1
Ccpp Tools MCP
Deterministic, standards-traceable engineering calculations for CCPP balance-of-plant design, exposed as an MCP server
Content Saver MCP Server
AI-Native Knowledge Management Platform -A minimal, local storage MCP server with a Next.js Web UI that allows AI assistants (ChatGPT, Claude, Cursor) and humans to capture notes…
Codensa
GraphRAG MCP server giving AI coding assistants instant codebase understanding. Saves 60–80% tokens per session. Works with Claude Code, Cursor & Codex.
Azure Blob Contrib MCP
MCP for Azure Blob storage read, write, delete access. Az Login (RBAC) security.
Rag Obsidian Lmstudio
Fully local RAG over your Obsidian/markdown vault via LM Studio — REPL + MCP server. Nothing leaves your machine.
Cursor Io Guardrail
Fail-closed Cursor hooks and bounded MCP search for controlling high-IO filesystem discovery on HPC and shared storage
Rag Scanner
MCP-RAG-Scanner connects Model Context Protocol (MCP) with RAG systems. It scrapes, embeds, and stores web or file content into a vector database for intelligent retrieval and AI-…
Github Realease Detecter
GitHub Release Detector is an agent-based monitoring system that leverages the Model Context Protocol (MCP) architecture to create an autonomous pipeline for tracking and notifyin…
HistorIQ
HistorIQ 是一個基於模型上下文協議（Model Context Protocol, MCP）架構的 AI 歷史小說平台。整合了 RAG（Retrieval-Augmented Generation）、AI Agent、與本地部署的大語言模型（LLM），讓使用者能夠以自然語言提問歷史事件、人物與文化主題，系統則透過多階段推理與知識檢索生成具脈絡性的回…
Rag Vector Spring Boot
Model Context Protocol and retrieval augmented generation spring boot
NoteParser
An intelligent clinical decision support system that leverages the Model Context Protocol (MCP) to provide structured, auditable clinical recommendations.
With Local LLM
This project demonstrates running the Phi-3.5-mini-instruct LLM model locally on a Snapdragon Elite X NPU, enhanced with Model Context Protocol (MCP) capabilities.
Modular FAQ Agent With MCP
An agentic FAQ system using LangGraph, Qwen 3, and Qdrant. Implements Model Context Protocol (MCP) for tool use and stateful memory. Modular, containerized, and ready for deployme…
Agentic RAG Chatbot For Multi Format Document QA Using MCP
A chatbot capable of answering user queries from uploaded PDFs, DOCX, PPTX, CSV, and TXT/MD using an agent-based architecture with Retrieval-Augmented Generation and Model Context…
Agentic RAG Chatbot For Multi Format Document QA Using Model Context Protocol MCP
we are required to build an agent-based Retrieval-Augmented Generation (RAG) chatbot that can answer user questions using uploaded documents of various formats. Our architecture m…
Agentic RAG MCP Chatbot
An agentic Retrieval-Augmented Generation (RAG) chatbot that answers user questions over diverse document formats (PDF, PPTX, CSV, DOCX, TXT/Markdown). Agents communicate via a Mo…
Project Pilot AI Agents
The primary goal is to transform a simple project brief into a fully structured SDD by coordinating multiple specialized AI agents. The core architecture relies on Agentic Retriev…
Temp File Share MCP
Model Context Protocol (MCP) server that uploads local files to [tfLink](https://tmpfile.link) and returns shareable download URLs. The server exposes a single tool, `upload_file_…
Rag MCP Assistant
Full RAG + MCP (Model Context Protocol) assistant — all concepts covered
Med Rag
Retrieval-Augmented Generation service with a built-in Model Context Protocol server
Ks MCP
MCP server exposing Knowledge Stack tools (search, list, read, …) to any agent framework. Built on Model Context Protocol.
Go Indexing MCP
MCP (Model Context Protocol) server for semantic code indexing. Allows searching code in natural language using local embeddings with llama.cpp.
Ovirt Engine MCP Server
Model Context Protocol (MCP) server for oVirt/RHV virtualization management — 150+ tools for VMs, hosts, clusters, networks, storage, templates, RBAC, and more
ProjetoSD RAG MCP
Desenvolvimento de um sistema inteligente distribuído utilizando RAG (Retrieval-Augmented Generation) e MCP (Model Context Protocol) para resolver um problema do mundo real.
SPEAR Earth System Data Assistant
Full SPEAR Earth System Data Assistant application. This repository includes the Streamlit User Interface, the Model Context Protocol Server, the RAG Ingestion Pipeline, and the R…
Mcptalk
A collaborative multi-agent platform where AI agents communicate through shared context and artifacts, leveraging Model Context Protocol (MCP) servers for interoperable tool acces…
Scientific Rag
A high-performance, 100% local Retrieval-Augmented Generation (RAG) system built on the Model Context Protocol (MCP). Designed specifically to help AI agents process complex scien…
Insight Ops
InsightOps is an AI-powered Site Reliability Engineering assistant that combines RAG (Retrieval-Augmented Generation) with MCP (Model Context Protocol) to automatically diagnose p…
Mem Forensics MCP Server
A high-performance MCP Server for Memory Forensics that enables AI agents to analyze memory dumps through the Model Context Protocol. Built with two-tier architecture combining R…
MUCH
A premium local-first AI workspace featuring sandboxed WebAssembly execution, multi-file RAG, and Model Context Protocol (MCP) client integrations.
Superagent AI Grok CLI
A CLI coding assistant built with Bun and OpenTUI that lets you interact with Grok models, execute shell commands, edit files, use web/X search tools, and connect Model Context Pr…
DailyPost MCP T1
MCP Server for DailyPost weaviate Database
Regen
document embedding and search MCP server