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.
Freellmapi Extended
Free OpenAI-compatible LLM gateway & aggregator — 150+ free models, 15+ providers, health-aware routing + automatic fallback. Self-hosted, MIT.
Claude Skills For Computational Designers
Build Claude Code skills for computational design, parametric modeling, simulation, BIM scripting, and fabrication in AEC
Claude Warmup
Shift Claude Code’s 5-hour window reset with a scheduled warmup message so you avoid dead time and keep working longer
RAGandRAGfind
Document-centric RAG platform with ingestion, hybrid retrieval, MCP integration, admin tooling, and a separate local-first search UI called RAGfind.
Vraksha
Vraksha remembers so you can focus on creating.
Qanot
The AI agent that flies on its own. Two commands to fly. 🪶
Clinical Doc Intelligence
AI-powered FDA drug label intelligence platform — production RAG with 5-stage retrieval, multi-agent orchestration, clinical guardrails, and 54 automated tests
AGENT33 PUBLIC
Local-first multi-agent orchestration platform with built-in governance, evidence capture, multi-tenant isolation, workflows, skills, packs, tools, and observability. FastAPI engi…
Echo Matrix
Sovereign AI memory kernel — self‑healing, adversarial‑hardened, MCP‑native. Runs locally. Built by Axiom.
Multi Agents Dnd Game
D&D AI game master built with Strands SDK — multi-agent orchestration using MCP, A2A protocol, and RAG-based rules lookup
Stromadb
Real-time GraphRAG engine optimized for LLMs — stream-native graph + vector + typed retrieval (Rust). Source-available.
Machine Meaning Layer
Open protocol proposal for AI-readable, claim-level, verifiable web content using JSON-LD, provenance, signatures, embeddings and trust signals.
Citadel Saas Factory
265 autonomous AI agents across 15 business domains. Full-stack SaaS framework with real model routing, RAG pipeline, guardrails, and Chrome extension. FastAPI + Next.js + K3s. Ru…
Viralix
Open-source multi-agent simulation engine to predict society-level response to launches, crises, campaigns, and narratives.
Reify
Your coding agent is smart. Your legacy codebase is the problem. Reify gives it the context to understand and safely change large, unfamiliar codebases — 100% locally.
Open AI Research Agent
AI agent for market and audience research: web research with citations, document ingestion for RAG, audience/persona profiling — backed by real web-search and document APIs
Memayu
Lightweight, self-hosted-first AI agent memory engine in Rust single binary.
Dsh Memory Core
DeepSeek Harness cross-session long-term memory + user profile plugin: the AI remembers who you are, your projects and preferences across sessions. Pure Markdown, zero-config, ful…
Awesome Agent Failures
Production failure modes for LLM agents: symptoms, reproductions, mitigations
Career Radar
面向大学生/应届生的本地优先 AI 求职雷达：聚合岗位、用简历证据解释匹配，并管理投递与跟进。
Memory Platform
让 AI 跨对话记住你。Local-first, auditable AI memory for OpenAI-compatible clients and MCP.
Companybrain
The open-source memory layer for your company. Index everything, recall anything, own all of it.
ResearchBrain
Windows-first、local-first AI 科研文献工作台：支持 Zotero 增量同步、DOI/开放 PDF 获取、MinerU/PyMuPDF 解析、MiniMax 向量化、混合检索、DeepSeek 证据问答、在线文献发现、引用导出与 MCP 集成，无需 WSL、Docker 或 PostgreSQL。
Trl Token Reduction
Vendor-neutral token-reduction layer for LLM apps and coding agents: AST code retrieval, prefix caching, compression with a deterministic fact-guard, and cascade. Measured, qualit…
AgentWrite
Multi-Agent AI Writing Workbench — Config-driven agent assembly with Google ADK, streaming output, personalized memory (Vector + BM25 + Reranker), and async task execution. Java 1…
NexaFlow
“企业级AI原生协作平台核心架构：支持多租户隔离的向量知识库（RAG）、具备上下文感知的LLM Agent编排，以及基于MCP（模型上下文协议）的工作区级工具集成；后端采用FastAPI异步框架，前端基于Next.js 14构建高交互体验。
Energy Copilot
Production Azure AI co-pilot for Luxembourg solar-PV prospecting: geospatial data, tenders, deterministic tariffs, RAG and MCP law.
Ninex
Enterprise-grade AI agent platform — multi-tenant resource management, RAG, MCP tools, and skills on LangChain 1.0 + LangGraph
Shengwei Peng
Senior AI Engineer · I build AI agents — and the evals that prove they work · Agentic AI · Agent Skills · SDD · LLM · RAG · MCP · Rust
Giovanniromero Dev
GitHub profile for a Full Stack Developer & AI Engineer building LangGraph agents, MCP integrations, agentic systems, automation, and security-aware full-stack AI products.
Kaos599
Profile README for Harsh Dayal (Kaos599) AI Engineer at Spectatr AI building multi-agent systems, production RAG pipelines, and LLM evaluation frameworks with LangGraph, MCP, and…
AI Playgrounds
AI Playgrounds, a repository created to explore, experiment, and prototype Proof of Concepts (POCs) around AI tools and technologies using Python.
Augmentorium
Cross-platform, production-ready MCP backend for Retrieval-Augmented Generation (RAG). Augmentorium builds a knowledge graph from code and docs, enabling LLMs and agents to retrie…
Hammad Python
Harmoniously Accelerated Micro-Modules (for Application Development)
Fin Islam
An AI-powered chatbot providing accurate Islamic finance information to Muslims and organizations.
Agent Tiers
A sophisticated AI agent system built with layered architecture, featuring RAG (Retrieval-Augmented Generation), memory management, and MCP (Model Context Protocol) integration.
Intro To MCP With AWS Bedrock Knowledge Bases
Learn to build MCP (Model Context Protocol) servers that connect to AWS Bedrock Knowledge Base for enhanced AI assistance. 🎯 Learning Objectives Understand MCP server fundamen…
Agentbuilder
NOVA by Fractics — secure, multi-tenant platform for grounded Hybrid RAG, ecommerce, Shopify, Lal Kitab, and support agents.
QuirkLLM
Local, GPU-free CLI coding copilot with RAM-aware optimization, RAG, and MCP integration.
LLM Projects Store
LLM Projects Store , production-ready LLM applications built using RAG, AI Agents, Multi-Agent Teams, MCP, Voice AI, and Multimodal systems
UNI AI
an AI teaching assistant for KCA University that guides learning, generates CAT quizzes, and provides curriculum-based explanations in Local, Global, Exam, and Mixed modes( for s…
RAG Based Movie Selector With Gilhari And ORMCP
A RAG-based movie recommendation engine using ChromaDB for semantic search and an ORMCP/Gilhari backend for structured data retrieval.
TheUltimateRAG
TheUltimateRAG is a production-ready, modular, and highly flexible Retrieval-Augmented Generation (RAG) boilerplate. Built with FastAPI, LangChain, and ChromaDB, it is designed to…
Spring Boot AI Quickstarts
Code samples around Spring AI.
Enhanced Memory MCP
A high-performance memory management system for AI agents using SQLite with zlib compression. Designed for the agentic scaffolding needs of cascading orchestration systems.
30 Day Rag Learning
"30-day journey learning RAG systems and MCP development"
MateoBogo
Profil GitHub de Matéo Gargat - full stack, IA, agents LLM et cybersécurité
Mirror
MCP-Mirror
Ymca
YMCA combines the power of small language models (SML) with the flexibility of MCP servers, all while maintaining a small footprint through quantized models. The framework uses ll…
Read Mas
READ-MAS generates software requirements specifications (SRS) and system designs from natural language queries using multi-agent AI orchestration built on Google ADK.