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MCP servers tagged rag

4.9K 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.

4.9K
live servers
36
avg trust
129K
most stars
601

Contextcore

ContextCore: An MCP server for Claude (or any AI tool) that enables massive token saving through hybrid search (BM25 + Embeddings)

39
602

Langgraph Dev Navigator

An opinionated development framework for building production-ready AI agents with LangGraph. It grounds AI coding assistants (Cursor, Windsurf, Cline) and guides them to use local…

39
603

Ia Na Pratica

IA na Prática: LLM, RAG, MCP, Agents, Function Calling, Multimodal, TTS/STT e mais

39
604

Fathom

Advisor stock briefings grounded in SEC filings: quote card, recent 10-K/10-Q, AI briefing where every claim carries a verified verbatim citation, advice guard, audit log. Fixture…

39
605

Memtomem

Markdown-first, long-term memory infrastructure for AI agents. Hybrid BM25 + semantic search across markdown/code files via MCP.

39
606

Jqassistant Graph Rag

Source code graph RAG (graphRAG) for Java/Kotlin development based on jQAssistant

39
607

Mindkeg MCP

A persistent memory MCP server for AI coding agents — stores, searches, and retrieves atomic learnings so agents retain knowledge across sessions.

39
608

Squish Memory

Local-first memory runtime for AI agents. One command to connect Claude Code, Codex, ChatGPT, MCP workflows, and local agents.

39
609

Codomyrmex

Modular Python 3.11+ coding and agent platform — 130 modules spanning LLM agents (13+ providers), graph RAG, static analysis, git ops, cloud and container deployment, all exposed…

39
610

Repo Stargazer

Talk to your starred github repositories

39
611

Openklas

MCP server for University Learning Management System (KLAS).

39
612

Miru Code

Code search that lets AI coding agents find the right files in fewer steps. Use the hosted endpoint or self-host, works with Claude Code, Copilot and Cursor via MCP.

39
613

Agent Project

Agent 早期探索:智能路由、任务拆解和链路工程

39
614

KL4A

Turn SOP, policy and regulatory documents into human-verified Open Knowledge Format (OKF) bundles — every claim carries its source span. Desktop app + CLI + MCP server.

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615

Learnstead

Local LLM·RAG·AI Agent·바이브 코딩을 개념부터 실습과 검증까지 다루는 학습 자료

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616

All2md

Convert PDF, Word, PowerPoint, HTML, email & 40+ formats to clean Markdown — and back. Built for LLMs, RAG & Python pipelines, with a built-in MCP server.

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617

Memini

Give any MCP-capable agent persistent memory: remember/recall over a tiered store with hybrid vector + keyword retrieval. Single Go binary, SQLite or Postgres, embedded admin UI.

39
618

Moflo

MoFlo — an opinionated, local-first AI agent orchestration toolkit for Claude Code: semantic memory, learned routing, gates, and spells. No API keys, no cloud, works out of the bo…

39
619

Zero API Key Web Search

Search infrastructure for AI agents: free by default, MCP-ready, LLM-context aware, and production-grade when needed.

39
620

BetterWebSearch MCP

Keyless-first MCP for better web research — DuckDuckGo out of the box, Brave/Tavily optional, 3-tier extraction (HTTP → hydration → Playwright)

39
621

Awesome Open AI Alternatives

A curated list of open-source alternatives to proprietary AI tools — LLMs, agents, RAG, coding assistants, image/video/voice generation, and local deployment. Updated July 2026.

39
622

Reposkein

Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go, Java, C#.

39
623

Genai Starter Pack

Curated catalog and dataset of 50 cloneable GenAI apps and Hugging Face Spaces across RAG, AI agents, LangGraph, MCP, and more

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624

Gocrewwai

The enterprise-grade CrewAI alternative for Go. Orchestrate strictly-typed, parallel AI agents with LangGraph-style Flow persistence, distributed A2A protocols, Model Context Prot…

39
625

Okf Kit

Turn any website into a portable, agent-ready Open Knowledge Format (OKF) bundle — no LLM required. Crawl, sync, chat offline, and serve docs to coding agents over MCP.

39
626

Langchain Masterclass

A hands-on LangChain course with 100+ runnable labs — RAG, tools, agents, MCP, structured outputs, and multi-provider LLM support.

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627

Ctxlayer

Context-sharing MCP Gateway on Cloudflare

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628

OS

Índice + benchmarks + skills do meu workspace de projetos OS sobre AI agents

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629

Ctxgraph

privacy-first context graph engine for AI agents and human teams.

39
630

JobOS

AI求职操作系统 — 岗位采集→10维评分→定制简历(LaTeX PDF)→面试资料生成→投递指南,一条龙服务

39
631

Synkora AI

Open-source AI agent platform for building, deploying, and managing AI teammates. Role-based agents (PM, Engineer, Support, Marketing) with custom tools, knowledge bases, and 50+…

39
632

Rostam

Open-source vector database and sub-microsecond key-value store in one Go engine — embed it as a library, run it standalone, or replicate it across a Raft cluster. HNSW/IVF/Vamana…

39
633

LLM RAG Agent Tutorial

LLM-RAG-Agent-Tutorial for AI application developers and researchers.

39
634

Knowledge Space

Curated technical knowledge base: 851+ dense reference articles across 26 domains. Agent-first format with wiki-links, gotchas, runnable code. Not tutorials — verified references…

39
635

TricorderKit

The local-first Agentic Knowledge OS - CLI-first, self-improving, measured. Turn intentions into traceable, auditable, reusable workflows. Runs on your machine (Ollama, Neo4j, Qdr…

39
636

Memlord

Self-hosted MCP memory server for personal use and teams

39
637

Alg MCP

Stars Lighting, enabling intelligent querying based on the RAG+MCP dual-engine architecture.

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638

Omadia

Self-hostable agentic OS. Build, run & audit multi-agent AI teams from signed plugins. Bring your own LLM key, own all your data, EU/GDPR-ready.

39
639

Garudust Agent

🦅 Open-source AI agent runtime in Rust — Self-hostable with persistent memory, self-improving skills, MCP support, built-in cron, multi-platform messaging & production gateway.

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640

H Codex

A semantic code search tool for intelligent, cross-repo context retrieval.

39
641

Bony Agent

🤖 Bony Agent — Full-stack AI content production & distribution platform. One person can run an entire team: AI chat · image/video/music generation · smart editing · scheduled mult…

39
642

TokenPack

TokenPack packs long documents, codebases, PDFs, and folders into compact, evidence-dense LLM context using local embeddings, evidence scoring, and budget-aware selection.

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643

Montycat Python

AI-native NoSQL + vector database with built-in semantic search for RAG, AI agents & LLM memory — the async Python client. Self-hosted Pinecone alternative.

39
644

Qiyuan Blog Template

祈愿博客模板 · 基于 Astro 的全功能博客模板:AI 问答(RAG)、文章朗读、评论、网盘、短链、资源站,EdgeOne Makers 一键部署

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645

Langchainrust

A Rust framework for building LLM applications with support for 8+ LLM providers, agents, RAG, BM25/hybrid search, LangGraph workflows, and multiple vector/document storage backen…

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646

Context Engineering Bootcamp

Context Engineering for LLMs: structured notes on RAG, system prompts, MCP, Agents, and Memory Management — compiled from multiple expert sources.

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647

Zelaxy

🌱 Open-source visual platform to build, run & ship AI agents and workflows — built-in RAG, real-time collaboration, self-hosted. No code required.

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648

Lithium Core

Storage engine for AI agents to navigate, store, and retrieve structured data. PostgreSQL ltree, built-in versioning, scoped queries.

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649

Hypabase

A Python hypergraph library with provenance and SQLite persistence.

39
650

Hyperfocache

Your External Brain, Amplified 🧠 An ADHD-optimized memory augmentation system with 20+ cognitive tools, semantic search, and hyperfocus-powered knowledge management

39
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