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MCP servers tagged rag

1.2K 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.

1.2K
live servers
40
avg trust
31K
most stars
1001

rfc-rag

Local RAG MCP server for RFCs: semantic + full-text search with section-level precision.

34
1002

Enterprise Tool Server

MCP-based enterprise tools server built with FastMCP. It exposes company document search through a RAG API and employee database lookup through SQLite, with a local stdio MCP clie…

34
1003

GhostMap V2 AI Augmented Recon Framework With MCP And CVE Pipeline

Modular AI-augmented reconnaissance tool. Leverages FastMCP and the Gemini API to autonomously analyze local network topology, dynamically adjust evasion speeds, map service vulne…

34
1004

Rbrain

Rust port of gbrain — single-binary personal AI knowledge base: SQLite + tantivy BM25 + usearch HNSW + CJK morphological tokenization + MCP server

34
1005

PruneMem

MCP-compatible memory governance for AI agents — with structure, state, and lifecycle.

34
1006

Dreviho

DREVIHO — Dreaming Viking Hooks. Memory + Reasoning hooks for AI coding CLIs. Hybrid search, 5-scope system, MMR diversity, temporal decay, content merge, auto-linking, reasoning…

34
1007

Hearsay

crawl4ai for video & audio — one command turns any YouTube video, podcast, or local recording into clean, timestamped, LLM-ready markdown

34
1008

FinancialServicesDashboard

AI-augmented portfolio & market-intelligence dashboard. Spring Boot 3.5 + Spring AI (RAG, tool-calling, embedded MCP server) over a real quant engine (Monte Carlo SDEs, VaR, coint…

34
1009

Kb Search MCP

Hybrid BM25 + vector search over a Markdown wiki, as a Model Context Protocol server for Claude Code. Cuts session-start token cost ~95% and adds a compaction-proof session scratc…

34
1010

Qms

QMS MCP Server — quality management (suppliers, batches & QC release, inspections, NCR, CAPA, complaints, HACCP) for food & beverage and manufacturing agents

34
1011

TitanStore Commerce MCP

MCP commerce surface for compute credits, API keys, GPU instances, and cloud storage.

34
1012

EZ@Work

Manage clients, projects, time, and invoices in EZ@Work — business management for freelancers.

34
1013

grooverLab/fable

only.

34
1014

Patent Intelligence MCP

Patent search, USPTO data, patent landscape & pgvector prior-art search for agents.

34
1015

AgentData - Executable Liquidity / Exit-Cost

Size-aware exit cost, depeg risk & liquidity fragility for a Base token (x402, testnet).

34
1016

carrasquelalex1/hipocampo

phase progressive retrieval. Bilingual EN/ES. `python scripts/hipocampo_mcp_server.py`

34
1017

io.github.dhnpmp-tech/dcp-mcp

Saudi sovereign AI compute: OpenAI-compatible inference, rent GPU pods, manage storage.

34
1018

AI Readiness Kit

Generate 18 AI readiness files (llms.txt, ai.txt, RAG indexes, schema) for any website.

34
1019

Autonomous Codebase Guardian

Architected an autonomous AI agent combining a local RAG pipeline (ChromaDB) and the Model Context Protocol (FastMCP). Using an async Groq LLM ReAct loop, it securely executes OS…

34
1020

Ohmyperf

Real-machine, real-browser web perf measurement with ~99% iframe coverage. LLM-native + AI-agent-loop ready.

34
1021

Cogni

AI study app that decides what to study — persistent tutor memory, grade tracking with a 'what do I need on the final' calculator, and study through your own Claude via MCP. BYOK…

34
1022

AideAgent

The open-source Claude Desktop alternative — 34 tools, local RAG (FTS5+vector+RRF), Prompt Caching, MCP/LSP/Skill/Hook, all in one cross-platform desktop app. Apache-2.0.

34
1023

Vidilearn

Production-grade content extraction agent for YouTube and the web. Extract transcripts, clean articles, and structured metadata locally with zero API keys. Features automatic Play…

34
1024

Code Brain

Persistent memory, BM25 code search, MCP tools, and hook guardrails for AI coding agents — Claude Code, Codex CLI & Antigravity. One local-first .ai/ layer per repo. No SaaS, no n…

34
1025

Skill Search

Semantic, on-demand skill retrieval for Claude Code — replaces the per-turn skill-listing token tax with a vector retriever over full skill descriptions.

34
1026

AI Java Spring MCP Server

Projeto de estudo que implementa um MCP Server com Spring AI, permitindo criar ferramentas personalizadas que interagem com LLMs por meio do protocolo MCP.

34
1027

Codeboarding MCP

Living architecture docs as an MCP server - no-LLM drift detection + on-demand CodeBoarding maps for any repo.

34
1028

Athenaeum MCP

Local-first semantic-search MCP server over a personal CS/FP/graphics library

34
1029

Study Prep MCP Server

Enables browsing and preparing study materials from local documents (PDF, Markdown, text, Word) via tools for overview, search, reading, chunking, and quiz generation.

34
1030

snuETL-mcp

MCP server that provides tools to interact with SNU eTL (Canvas LMS), including viewing courses, assignments, announcements, grades, downloading and organizing course files, with…

34
1031

Rubin Exchange

Rubin: self-custody DEX for crypto perpetuals & spot - trade, read positions, orders, balances.

34
1032

NeuralBrain

NeuralBrain MCP Server - RAG, Vector Memory, LLM Routing, Agent Identity, x402 Payments

34
1033

mcp-auth-kit

A production-minded MCP server kit that provides OAuth 2.1/PKCE authentication, rate limiting, scope-gated tools, and two-phase confirmation for building secure MCP servers with c…

34
1034

Proxygate

Curated API marketplace for AI agents: one prepaid USDC balance on Solana, metered per call.

34
1035

ContextBridge

MCP memory server for AI coding assistants. Windows Service, ONNX embeddings, SQLite vector search.

34
1036

Shipping Rates

Calculate and compare global shipping costs including detention, demurrage, and local port charges. Access real-time inland haulage rates and CFS fees for accurate freight budgeti…

34
1037

122b0351 MCP Servers Tools Test Scaff

The mcp servers tool you'd build yourself — if you had the time. Integrates seamlessly into your VS Code workflow — keyboard shortcuts included. Status bar integration gives you…

34
1038

Sales Pipeline Agent

🚀 AI-powered B2B sales pipeline agent built with Google ADK + FastMCP. Automatically researches leads, scores them, drafts personalized outreach, and manages CRM — featuring multi…

34
1039

Ibm Storage Scale MCP Server

This project offers MCP server built on the IBM Storage Scale REST APIs and CLIs, enabling LLMs to interact with them.

34
1040

Dp 800 Study Guide

Open-source community study guide for Microsoft DP-800: Developing AI-Enabled Database Solutions. Aligned to the March 2026 official blueprint. Covers SQL Server 2025, Azure SQL,…

34
1041

SuperAgent Zero

Transform your Claude Code into a dynamic, adaptive AI workforce with persistent memory, intelligent task delegation, and unlimited scalability.

34
1042

Bankstatemently

Parse PDF bank statements into structured transactions, accounts, and balances.

34
1043

Paraguay Dncp

Paraguay DNCP MCP — Paraguay government procurement / public contracts (keyless).

34
1044

Tradier

Tradier MCP — stock & options market data via the Tradier Brokerage API

34
1045

Useragent

User-Agent parser MCP.

34
1046

scrapedatshi-mcp

Enables Claude to scrape, crawl, extract data, and sync to vector databases using scrapedatshi's RAG pipeline, with support for multiple embedding and vector DB providers.

34
1047

Agent Nexus

Self-hosted, model-agnostic AI agent orchestration platform. Build, run, and observe AI agents backed by any LLM (Anthropic, OpenAI, Gemini, Ollama). Features: agent groups/pipe…

34
1048

Harness Context Engineering

MCP Tool Server chạy local — tối ưu hóa context window cho AI assistant (Codex / Claude) với Hybrid RAG, Memory Tiers, dynamic token budgeting, và global prompt optimization.

34
1049

Hefesto

AI-assisted QA/PO platform and MCP server. Turns requirements (text or screenshot) into Jira stories, test cases and a coverage report. Works via web UI and natural language over…

34
1050

ReAct RAG Agent

"面向金融研报问答与知识密集型场景的企业级智能体框架

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