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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
501

Session Recall

Claude Code plugin — hybrid FTS5 + vector search MCP server over past Claude Code sessions

★ 1
39
502

AI Engineering

Working use cases with AI written on Python, C#, TypeScript

★ 1
39
503

Obsidian Semantic MCP

MCP server for Obsidian with semantic search, vector embeddings via pgvector, and Claude Code integration

★ 1
39
504

OmniClip RAG

Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.

39
505

Ethereum RPC

Provides a bridge to the Ethereum blockchain for querying contract bytecode, gas prices, and account balances through standard JSON-RPC calls to public endpoints.

39
506

ARBuilder

AI-powered code generator for Arbitrum Stylus, SDK bridging, dApps & Orbit chains — 19 MCP tools with RAG

39
507

Reporecall

Local codebase memory for Claude Code and MCP - AST indexing, call graphs, hybrid search. 0 tool calls, 3-8x fewer tokens.

39
508

Vobase

The app framework built for AI coding agents. Own every line. Your AI already knows how to build on it.

39
509

Structured Memory Engine

Persistent, self-maintaining memory for AI agents. 1,451 tests. 5ms recall. $0/month forever.

39
510

Knowledge Rag

Local RAG System for Claude Code — Hybrid search + Cross-encoder Reranking + Markdown-aware Chunking + 12 MCP Tools. No external servers, pure ONNX in-process.

39
511

Image Search Aisearch

An image search application using multimodal embeddings and Azure AI search vector search.

39
512

Google Workspace Fastmcp2

FastMCP2 server for Google Drive uploads with Qdrant-powered semantic search

39
513

Goatlas

GoAtlas: The AI-Powered Code Intelligence Engine — A server-side MCP platform that deeply indexes Go/TypeScript codebases via AST parsing, builds a Neo4j knowledge graph, and prov…

39
514

Rust Local Rag

🦀 High-performance local RAG server in Rust that integrates with Claude Desktop via MCP. Search PDF documents privately using Ollama embeddings - no external API calls.

39
515

Rust Code MCP

mcp server for rust code semantic hybrid search bm25 + embeddings with tree-sitter, gpu accelerated indexing and merkle tree updates

39
516

Vibetape MCP Server

🧠 Hybrid Active Memory MCP Server for AI-Driven Development | Capture, analyze & leverage build moments through semantic AI memory | Transform your dev workflow with intelligent c…

39
517

Gemini Pro

A state-of-the-art Model Context Protocol (MCP) server that provides seamless integration with Google's Gemini AI models. This server enables Claude Desktop and other MCP-compatib…

39
518

Excel Reader MCP

A Model Context Protocol (MCP) server for reading Excel files with automatic chunking and pagination support. Built with SheetJS and TypeScript.

39
519

Fullscope MCP Server

No-RAG,内容总结、主题汇总、知识抽取 MCP

39
520

AI Code Review

AI-powered code review CLI with multiple providers (Gemini, Claude, OpenAI). Features 95%+ token reduction via semantic chunking, 7 review types (security/performance/evaluation),…

39
521

Md Anything

Local-first CLI + MCP server: Any file → AI-ready Markdown + JSON

39
522

Pdfmux

PDF extraction that checks its own work. #2 reading order accuracy — zero AI, zero GPU, zero cost.

39
523

Clangd Graph Rag

Source code graph RAG (GraphRAG) for C/C++ development based on clangd

39
524

Widemem AI

Next-gen AI memory layer with importance scoring, temporal decay, hierarchical memory, and YMYL prioritization

39
525

UnifAI

Production-grade multi-agent orchestration engine. Compose agentic workflows from a pluggable catalog of Agents, LLMs, tools, and retrievers. Execute locally with LangGraph or dis…

39
526

Pillar

Open source product copilot. Embed an AI chat widget that doesn't just answer questions—it executes client-side actions in the user's browser to get things done inside your app.

39
527

Initrunner

Define AI agent roles in YAML and run them anywhere: CLI, API server, or autonomous daemon

39
528

Synaptic Memory

Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.

39
529

OPSIE

OPSIIE (OPSIE) is an advanced Self-Centered Intelligence (SCI) prototype that represents a new paradigm in AI-human interaction.

39
530

TabulaRAG

A fast-ingesting tabular data MCP RAG tool backed with cell citations.

39
531

Definable.ai

Agent Framework that just works out of the box ⭐

39
532

Docpull

PDF to Markdown API for AI agents. Pay $0.001 USDC per page via x402. No accounts needed.

39
533

Prospectio API MCP

MCP/API server that helps you to connect to different lead generation app

39
534

Claude Qdrant MCP

Local-first TypeScript MCP server for Qdrant with client isolation, LM Studio integration, and scalable document workflows.

39
535

Awesome AI Agents And Assistants

An ecosystem map of the AI agent and assistant building landscape in Feb 2025

39
536

EstateWise Chapel Hill Chatbot

🏠 An AI real estate app featuring secure auth, conversation management, & personalized property recommendations. Powered by Agentic AI, RAG (w/ Pinecone), GraphRAG (w/ Neo4j), MCP…

39
537

Ragex

Hybrid RAG/MCP in Elixir

39
538

DeclarAgent

Declarative runbook executor for AI agents. Validate, dry-run, and safely run real CLI workflows.

39
539

Pdf Toolbox

Expose local PDFs via MCP or the standalone pdf-reader CLI with deterministic chunking, sandboxed access, and semantic search.

39
540

Bx AI

BoxLang AI is a fluent and human way to build AI Agents, Workflows and more

39
541

besslframework-stack/project-tessera

fastembed + LanceDB, no Ollama or Docker required. 15 MCP tools.

39
542

Distillery

Turn documents into high-quality instruction datasets with grounding, quality filtering, deduplication, and provenance.

39
543

Booklib

Detects what your AI doesn't know about your project and fixes it. Post-training gap detection, runtime context injection via MCP.

39
544

Mimirs

Local MCP server that gives AI coding agents persistent, searchable memory of your codebase

39
545

Telegram API MCP

Ultimate Telegram Bot API MCP Server — full v9.6 coverage, meta-mode, rate limiting, circuit breaker

39
546

AI Context OS

Persistent, inspectable memory that grows and refines over time. Built on files. Owned by you.

39
547

Rasputin Memory

The ultimate memory backend for OpenClaw and Claude Code. Persistent conversation memory with LLM fact extraction, foundation-model reranking, and 77.7% LoCoMo accuracy. MCP nativ…

39
548

Ennoia

Declarative Document Indexing (DDI) framework for Python. Define schemas, extract structured indices, search smarter.

39
549

Engram Memory Community

The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.

39
550

Memclaw

Persistent project memory for AI coding agents — isolated workspaces per project, web dashboard to review what your agent remembers, team collaboration. Free to use.

39
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