MCP servers tagged rag
5.0K 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.
Mainrag
Self-hosted private-code context layer for AI coding agents, with MCP tools, citations, tenant boundaries and hybrid retrieval
Retail Investor Agent
A LLM agent that gives beginner investors a broad, honest second opinion — plain-language explanations, precise numbers computed by built-in tools, citations, and a built-in bear…
Agentic Compliance Checker
Self-verifying LLM agent for repo/IaC assessment against code-detectable NIST 800-53-inspired controls, with evidence-backed verdicts and evals.
Data Analysis Agent Backend
Local-first AI data analysis agent backend with multi-source data access, statistical modeling, RAG, visualization, and report generation.
Minishop Agent MCP
Asistente de atencion al cliente montado como orquestador de tres capas + 2 sub-agentes RAG + servidores MCP (FastMCP). Evaluacion ciega de 40 casos: 98 % de enrutado y 100 % de s…
Pgvector Search
Hybrid RAG over pgvector, exposed as MCP tools — semantic and keyword search fused with Reciprocal Rank Fusion
End2End Document Portal
End2End-Document-Portal → FastAPI RAG service over PDFs — LangChain LCEL, FAISS, config-driven model swapping, deployed on AWS ECS.
Template Knowledge Agent
AWS-first template for grounded chat, embeddable widgets, MCP, and knowledge retrieval across T3 monorepos and legacy systems.
AI Agent Template
Production-grade LangGraph + Claude Agent SDK + MCP starter. Multi-agent orchestration, Ragas evaluation, observability. Used in production at Haleon.
Yaoguang
Agent runtime for organization collaboration: run AI agents in Feishu/Lark group chats with MCP tools, skills, knowledge base, and audit.
Reconmind
Multi-agent, RAG-powered copilot that investigates data pipeline incidents (key drift, duplicate submissions, schema drift, volume anomalies) and writes the incident report.
Flowmind Feishu
FlowMind：本地优先的飞书 AI 知识工作台。同步飞书与本地文件，有引用才回答。Windows 安装包见 Releases。
Racall
An open-source alternative to NotebookLM + Obsidian: AI research, cited answers, and connected Markdown notes.
Evidence Sieve
面向 Agent 的证据筛选工具：保守归组、差异保护 MMR、来源追溯。支持 MCP/CLI，附中文接入说明、开发集调参、留出测试与消融实验。
Job Copilot Backend
FastAPI backend that scores a resume against a job description using Claude. Agentic RAG over Qdrant (Voyage embeddings + reranking), tool calling, MCP logging, prompt caching, SS…
Jishudb Desktop Releases
A local-first knowledge base for humans and AI agents.
AILabs
🚀 My AI Engineering Journey | Agentic AI | Copilot Studio | Power Platform | LangGraph | MCP | RAG | Enterprise AI
DevCtxEngine
Local-first code context engine in Rust + DuckDB: incremental semantic indexing, hybrid search, MCP server, HTTP API and TUI. Rust rewrite of devai-context-engine.
Claim Studio
营销文案事实审校与视频合成 Agent：Qwen 经 MCP 检索资料逐句核查，缺证据即停止；5 种检索策略 Hit@5 10%→43.3%，4B/14B 对照留出集 75%→100%；148 测试、OTEL/Prometheus 可观测、人工确认绑定快照后渲染 FFmpeg 视频。 | Marketing fact-checking agent: Qwe…
Kb Autopsy
Knowledge-base autopsy MCP server: gives a knowledge base a 0-100 zombie index + five pathology metrics. Zero dependenci
JourneyPilot
Self-hosted AI travel planner powered by LangGraph and MCP: multi-agent research, source-backed itineraries, interactive maps, personal memory, RAG, and PDF export. 让旅行计划有来源、能落地。
Aladdin Spec
Define portable, verifiable, and versioned knowledge packs for trusted AI systems and RAG applications.
Intranet Qa
Permission-aware document Q&A (RAG) with Spring Boot 4, Spring AI 2 and Keycloak: answers come only from documents the signed-in user may see. Runs free locally with Ollama.
Blueocean Vector
Shared, persistent vector memory over MCP — give Claude Code, Cursor, Codex, and other agents a common long-term memory backed by Qdrant.
Free Financial Reports API
Free financial reports API — full-text annual, semi-annual and quarterly reports from China, Japan, Korea and Taiwan as clean Markdown. REST API + MCP server for LLMs and RAG.
Future AWS Agent Engineer
Multi-agent customer support on AWS: a Strands + Bedrock AgentCore agent team (inventory, refund, RAG policy, comms) behind a Cognito-secured chat app - with Bedrock guardrails, a…
Bedrock Agentic Rag
Self-correcting agentic RAG on AWS: LangGraph on Amazon Bedrock, S3 Vectors, event-driven Lambda ingestion, ECS Fargate + CloudFront, DynamoDB checkpoints, CDK, OIDC CI/CD gated b…
Kesher AI
Real time market intelligence that explains why each event matters to your portfolio
Prometheus AI Agent
A local-first personal assistant that shows the four pillars behind every serious agent: Harness · Loop · Memory · Eval/LLM-Ops. No frameworks hiding the critical parts.
Gemini MCP Docs Agent
MCP server + agent that answers infra/ops questions only from official upstream docs, with exact source citations. Built on Gemini and Vertex AI Search.
Learn Corpus
Personal corpus with source management, agentic search, and read-only MCP access.
Manual Rag Assistant
MCP server for searching motorcycle manuals with hybrid retrieval and calculating maintenance intervals.
ServiceNow ITOM RAG Incident Assistant
RAG + agentic AI assistant for ServiceNow ITOM: answers from the docs, then raises and manages real incidents via LangGraph and MCP. FastAPI · Pinecone · Gemini · Next.js
Experion Employee MCP Server
Experion Employee MCP server exposing HR and salary tools (EmpId/name lookup, full employee profile, salary breakup), backed by a DeepEval-based evaluation pipeline with custom to…
DoseCheck AI
Safety-first multi-agent AI system for medication guidance using RAG, MCP tools and confidence-based escalation.
Evoluteiq AI MCP Chatbot
AI chatbot project featuring Gemini, MCP tools, RAG, guardrails, tool approval, and multi-agent orchestration.
ai.ragjur/mcp
Brazilian legal search and jurimetria: 115M+ court decisions from 90+ courts across 14 MCP tools.
GroceryPulse Canada
Read-only grocery-list comparisons for supported Canadian cities, with dated prices and coverage.
Proxmint
Pricing, balance, usage, proxy lines with targeting and connection checks for Proxmint proxies
VaultRubric
Sourced, scored comparisons of crypto exchanges, wallets, savings accounts and brokerages.
Qdrant RBAC
Role-based access to your Qdrant vector store, via MCP. OIDC in, scoped JWTs out.
Obsidian Notes
Search an Obsidian vault by tag, term and wikilink graph. Read-only, deterministic, no embeddings.
SwapWallet
Crypto wallet: balances, P&L, history. Swaps, transfers and withdrawals need Telegram approval.
AgentMart
Webhook inbox, memory, wake-up calls, uptime watch and code kits for AI agents. Prepaid balance.
PensionHunter
Cross-border pension facts for 41 countries: coverage, sourced rules and dated deadlines.
EnergyInCloud
Ask about your solar and storage plant: production, consumption, battery, savings, reports.
GovInbox
Federal contract opportunities for government contractors. Set-aside coverage is the deepest part.
Gie Storage
GIE Storage MCP — European natural gas storage and LNG terminal transparency data from Gas…
Semurg agent memory
Self-hosted memory for AI agents over MCP: knowledge graph, vectors, graph RAG, cited answers.
MiniRAG
Lightweight self-hosted RAG knowledge base with hybrid retrieval and cited answers.