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.
ChatNova
Full-stack AI chat: multi-provider LLMs (Gemini/Groq/Cerebras), multi-modal RAG with pgvector, MCP agent chat, JWT auth
Neuromem Agents
NeuroMem is a memory middleware layer that sits between your client and an upstream model. It retrieves session-scoped memories, injects them as structured context, stores the new…
Owl Github Intel
Evidence-led research trails, datasets, and adoption intelligence for the AI dev ecosystem
Fc Rm01 AI Transformation Roadmap
Structured AI learning roadmap covering Python, RAG, Agentic AI, MCP and Financial Crime transformation capabilities.
Local MCP Search
Windows-first local MCP search for Codex and Claude Code, with local embedding, reranking, and context compression.
Just Product Factor
Reusable Factor Skills for Agent-native product optimization
Fluiq SDK
Instrument any LLM app in 2 lines. Tracing, evaluation, security, and caching for OpenAI, Anthropic, Gemini, LangChain, MCP, and more.
Git Trend Sync
Sync AI trends to your project — auto-discovers trending GitHub repos and matches them to your codebase
Contextual Memory Architecture
A local-first, Obsidian-compatible memory layer for persistent AI agents. Reasoner + Retriever + Recorder over a markdown vault.
Stelline
Session intelligence for AI agents — extracts structured memories from conversation transcripts. The bridge between raw sessions and searchable knowledge.
AI Native Capabilities
Spec-first agentic AI capability patterns for decision intelligence, commerce, engineering, supply chain, and compliance
Clozehive
ClozeHive — wardrobe intelligence platform: digital closet, FANI AI stylist (LangGraph agent + MCP tools), RAG insights with pgvector, vision pipeline, travel packing. React + Fas…
O11y Advisor
Specialist observability advisor for developers and coding agents — RAG-backed CLI and MCP server for OTel, Prometheus, Grafana, and SRE practices.
Agentlib
Agentic Knowledge Navigation — preprocessed books + a skill that teaches AI agents to navigate efficiently. No server, no vector DB, just files + instructions. Claude Code plugin.
Client Intelligence Assistant
Production-ready AI platform for client intelligence powered by LangGraph, RAG, and MCP.
AI Skill
Agent skill for AI Systems — build model-powered behavior: agents, retrieval, evals, and guardrails
Kegg String MCP
LLM workflow to annotate genes with provenance and verification: MCP server exposing KEGG, STRING and PubMed as model-callable tools, plus an agentic annotation pipeline that veri…
Coder Engram
Give Claude Code safe, reviewable memory: agent-proposed entries you review before they land, stored as local-first Markdown in your Obsidian vault.
Vibe Coding Wiki
178-term bilingual taxonomy for AI-assisted programming: vibe coding, agentic engineering, Claude Code, MCP, RAG, and more. Static HTML/JS, per-layer async load, offline cache, pr…
Layout Aware RAG
Layout-aware RAG over engineering datasheets: hybrid dense/BM25 retrieval at page-native layout-region granularity, with region-level evidence provenance
Medops Rag
可审计、多租户的企业知识库问答 Agent：多模态文档解析、SQLite FTS5 混合检索、LangGraph 受控编排、MCP、来源引用、拒答与 Vue 3 控制台。
Cnode Shell
c:node — souveräne, belegbare Open-Core KI-Shell (Chat + Wissensgraph + Fach-Agenten, lokal lauffähig). AGPL-3.0. Demo: try.c-node.ai
Choreless
Omniagent — WhatsApp AI agents for real businesses: multimodal RAG over n8n workflows with memory and CONFIRM-gated actions, plus a marketing site and MCP server
Biomedical Rag Research Assistant
Biomedical RAG assistant for PubMed documents featuring hybrid ChromaDB and BM25 retrieval, MiniLM embeddings, RRF, grounded citations, guardrails, MCP tools, FastAPI, Streamlit,…
ArxivDigest
LangGraph multi-agent paper summarization: Supervisor / Retriever / Writer / Reflector graph with a Reflexion self-review loop (pass rate 44% → 78%), BM25 + vector hybrid retrieva…
Starlight
自托管的开源多模型 AI 智能体应用:ReAct 循环 + 计划执行 + 长期记忆 + 上下文压缩 + 子代理 + 人工审批 + MCP 扩展 + 流式思考 + Trace 回放 + 内置评估框架(25 任务 100% 通过)。14 个内置工具,五层安全防护,Flask + SQLite 轻量架构,双击即可部署,数据完全私有。
Obsidian Chromadb Self Evolving Kb
面向 Markdown 知识库的自进化 RAG 检索引擎：BGE 向量 + BM25 + RRF 融合检索，两阶段 Rerank，反馈驱动 BGE 微调闭环（离线闸门保障安全上线）。开箱自证检索质量，支持 Obsidian 同步与 FastAPI/MCP 服务。
Semlith
A fast local vector store for AI agents — index files once, keep it current as you save, and answer questions across all of it in milliseconds without leaving the machine.
Complete On Page SEO
Production-grade 22-level on-page + AI-search (RAG/LLM) SEO auditor with 14 dev-ready deliverables, CLI + MCP server — real measured data, no mocks. Node.js + Puppeteer + Express.
Cairnkeep
Durable, harness-agnostic memory and context for coding agents
Claude Courses Notes
My personal notes on Claude courses
AI Workstation
Model-agnostic local AI workstation and offline hybrid RAG knowledge system
AI Engineering Atlas
AI Engineering Atlas — The interactive map for understanding modern AI systems, architectures, and engineering patterns.
Madosho
a headless retrieval backend. Serves traditional RAG via a tool server or OpenAI shim, drive it from agents over MCP, CLI, or skills, run autonomous research subagents, and rate a…
Enterprise Shared Memory Poc
Governed shared-memory control plane for coding agents: PostgreSQL-authoritative experience cards, replaceable vector index, and a utility-aware USE/ABSTAIN router with auditable…
Ia Alem Da Conversa Material Complementar
Laboratorio, testes e templates do livro IA Alem da Conversa
Mitta
基于 LangGraph 工作流编排框架与 MCP 协议 构建的 RAG 智能助理系统
PaperPilot AI
An MCP-powered semantic research platform using Retrieval-Augmented Generation (RAG).
AISearchAgent
Evidence-grounded AI analytics agent for video-surveillance data, featuring MCP tools, FastAPI, LangGraph, PostgreSQL, automated insights, memory learning, and a React dashboard.
AI RESEARCH
Hand-written (zero LangChain) LLM+RAG+Agent research copilot for scientific literature. PyMuPDF paper ingestion, BGE-M3/BM25 hybrid retrieval with RRF fusion & query expansion, ci…
Vlex Llmops Platform
LLMOps platform for AI Agent application development: LangGraph orchestration, RAG knowledge base, MCP tools, visual workflows and memory management.
Doc Search Lite
Local document RAG — BM25 + LLM agent, no vector DB, no GPU. CLI + Web UI + MCP.
Hr Onboarding Agent
Enterprise-grade HR onboarding agent leveraging Google ADK, Gemini, MCP, and FastAPI. Includes multi-agent orchestration, secure document workflows, human approval gates, prompt i…
Saxo MCP
Read-only MCP server for the Saxo Bank OpenAPI — portfolio, balances, positions, orders, instruments, prices
Paragraph MCP
MCP server for Paragraph — expose your publication to AI agents
Jrepoflow
Local-first Java coding agent with DAG planning, layered memory, hybrid code RAG and MCP tool integration.
Harvya AI ESP32 Voice Assistant
**Harvya AI** is an embedded voice assistant running on ESP32 microcontrollers. It leverages large language models (LLMs) like Qwen / DeepSeek via the **MCP (Model Context Protoco…
Realestate Rag MCP
MCP server containing tools for real esate search
SmartHR
HRMS teaching project: .NET 9 Clean Architecture API+ React/Tailwind SPA with employee/leave/payroll/perormance modules, JWT auth, an AI assistant (RAG, too-using agents, multi-ag…
Kingtime
Open-source time tracking for freelancers: Harvest import, Moneybird invoicing and an MCP server for your LLM.