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.
GithubCopilotCLI VectorMemoryMCP
Give GitHub Copilot CLI persistent long-term memory via local semantic vector search. Just npx and go. All data stays local.
Be Clear
Application de pilotage des interactions ORG/ENV/ENG/EVENT — FastAPI + React 19 + PostgreSQL
Linguaalayam
Malayalam dictionary RAG pipeline
ExpenseDesk
A chatbot that converts text questions into SQL queries and runs them against a company expense database. Uses RAG to retrieve relevant SQL examples and improve query accuracy. Bu…
Mech Crate
AI-native meta-framework for standing up and operating service ecosystems: Docker scaffolding with recipes, a global Traefik router, and an agent-ready techniques corpus (RAG + MC…
Flux7 Memory
Governed multi-agent memory for AI agents — hybrid markdown+SQLite, FTS, vector search, LLM reranking. One Go binary, MCP stdio + HTTP + SSE.
Asandberg Harness
Spec-driven + eval-driven development harness for Claude Code, with Cognee KG+RAG memory. Grafts into your existing ~/.claude/ without overwriting.
Everspring MCP
everspring-mcp is a production-oriented Model Context Protocol (MCP) server built to provide AI agents with accurate, version-specific Spring ecosystem documentation. Its primary…
Shopbot AI
MCP-powered ecommerce customer support agent with MySQL and RAG
Prax
Self-hosted personal knowledge base: bring in what you read, collect and write — papers, manuals, web pages, chats — then search it, ask it, see how it connects, and let your too…
Savantcat
把中国 AI 客服国标 GB/T 47746—2026 变成 Agent 可直接调用的 MCP 工具｜5 个工具，公网只读，无需 API Key
Intently
Intent-first search that finds the right tool from a vague description. Hybrid retrieval over LLM-written cards, LLM rerank with recall safety, MCP server for AI agents, runs on a…
Datapilotflow
DataPilotFlow turns your documents, websites, and third-party knowledge sources into a queryable intelligence layer. Users upload files or configure crawling sources, the platform…
Context8
Collective problem-solving memory for coding agents — powered by Actian VectorAI DB. Context7 gives your agent the docs. Context8 gives it what the docs don't cover.
Ll3m MCP
Autonomous 3D modeling agent stack for Blender. Unified Brain (Node.js/MCP) and Body (Python/RAG) for high-end scene generation and inspection.
Openchatci
The localhost AI Agent Runtime -- Chat UI, Tools, RAG, and MCP in one pip install
Recallr
Local-first AI memory for your inbox. Index email + Slack into a single SQLite + vector store; ask questions from your CLI, a web UI, or Cursor / Claude via MCP. 100% on-device, B…
AI Engine
Self-hostable AI agent platform with visual Studio. Pydantic AI, native RAG (Pinecone), MCP, multi-step workflows.
FLUX Agentic Finance System
AI-powered finance platform: a FastAPI + XGBoost prediction agent with purged walk-forward CV and conformal uncertainty bands, behind a full digital-wallet frontend.
Spring AI Agent Book
「스프링 AI 2.0으로 배우는 AI 에이전트 개발 완벽 가이드」(위키북스, 2026) 예제 코드. Spring AI 2.0.0 GA, Java 21, 올라마 로컬 모델로 실행.
HR Supervisor Coaching
MCP Server | AI GPT | Approved HR policies and real-world operating scenarios to practice difficult conversations and choose appropriate next steps.
Nexus Graph Agent
Self-correcting Agentic RAG system built with LangGraph, hybrid vector search, and Model Context Protocol (MCP) tool servers for multi-hop reasoning and verifiable grounded genera…
Zokai Station Free
A self-hosted, privacy-first AI workstation. Unifies local/cloud LLMs with your documents, email, and calendar in a single Human-in-the-Loop workspace.
AI LLM Automation Systems
AI/LLM automation reference: RAG, tool calling, human review, evals, observability, safety gates, and local deterministic samples.
Valence
Local-first epistemic knowledge substrate for AI agents — provenance, contention, stigmergic refinement, MCP-native
Superton
CLI-first personal memory palace — ingest your notes, PDFs, and AI-tool transcripts; ask grounded questions answered by a tiny local model. SQLite + hybrid retrieval, 100% local,…
IntelliRide Spring AI
IntelliRide — Agentic AI ride-Booking backend (Java, Spring Boot, Spring AI, PostgreSQL/pgvector) Built a multi-agent system (supervisor + specialized Rider/Driver/Support agents…
Codebase Oracle
A shared semantic index over your local repos
AI Orchestration MCP Rag N8n
n8n AI orchestration system using MCP, Pinecone RAG, Google Drive ingestion, OpenAI embeddings, and interaction logging.
MemPalace ZH FlexEmbed
A MemPalace fork with flexible self-hosted embeddings, transcript-aware long-chat mining, stronger Chinese support, and stdio MCP integration for local AI clients.
Gemini Web Skills
Claude Code skill for automating Google Gemini Web via Chrome DevTools MCP. 12 tested flows: chat, file upload, prompts, notebooks (RAG).
Memory Xx
memory-xx 是一套面向 AI Agent 的长期记忆框架，用来让 Codex、Claude Code、OpenClaw 等本地或多 Agent 系统安全地记录、更新和召回长期记忆。
Yatra Multi Agent AI Travel Assistant
Production-grade multi-agent AI travel assistant — 5 agents, MCP, RAG, Kafka, Supabase, Pinecone
Personal Brain
纯本地、面向新手的 AI 跨窗口个人记忆库：Markdown Wiki、可选全文检索与 MCP。
Mimir Ios
Mimir - local-first AI client for iOS 26. SwiftUI + Liquid Glass, on-device voice, local vector memory, MCP tools, App Intents.
DevWit
Lean-context AI-native desktop IDE: multi-agent orchestration, authorization gate, transparent context & MCP. 747 unit tests, 3 platforms.
SoAI
An OpenAI and Anthropic-compatible API in front of llama.cpp, Ollama, vLLM and remote providers, with on-demand backends, queuing, failover and load balancing. Also includes a mul…
KBase
私有化交付的 B 端知识库系统：单租户，Docker Compose 一键部署，纯 CPU 可离线跑。RAG 全链路开箱即用——混合检索+重排，引用溯源到页码/章节/表格/插图；扫描件 OCR 与满血 VLM 深度解析、表格原子分块、飞书 wiki 整树导入（含画板）。Embedding/向量库/LLM/OCR/分块器全插槽；RBAC+库级 ACL+SSO…
AI Architecture Vault
first-principles notes and production breakdowns behind @ai.transition episodes
Agent Authz
Secure-by-default authorization PEP for APIs, Agent tools, RAG, and tasks
Tequio
Production-ready enterprise chatbot starter — RAG, declarative tool calling + MCP, layered memory, semantic caching, guardrails and evals. LangGraph · FastAPI · LiteLLM · pgvector…
Dxrk
Dxrk Ecosystem Configurator — supercharge AI coding agents
Brain Kb
BrainKB - 基于 MCP 协议的本地第二大脑系统（被动记忆 + 向量检索 + 知识图谱）
Pappachat
PappaChat: the multichannel AI assistant for small businesses. WhatsApp, Instagram, Messenger, Telegram, email and website in one inbox. Live demo, no signup.
Efsa Additives Rag
Asistente RAG (LangGraph + ChromaDB + MCP) sobre reevaluaciones de aditivos alimentarios de la EFSA
Redis Renegocia Agentcore
Agente de renegociação de dívidas com Claude no Amazon Bedrock AgentCore e Redis Cloud como camada de contexto: LangCache, Agent Memory, Context Retriever e busca híbrida
Mnelo
Local-first knowledge-graph memory layer for AI agents — what Mem0 charges for: 4-way RRF + L2 maintenance + bilingual classifier, one local SQLite. usearch f16 runs it on $10/yea…
Open Enthrium AI Platform
Self-hosted web-based AI platform — run SKILL.md agents + build your own enterprise knowledge base with RAG and private chat box
Aegisai
Production-oriented AI platform with a centralized Main Agent, Advanced RAG, MCP, agent memory, planning, verification, security, evaluation, observability, and streaming.
Vanilla Ultra Rag MCP Server
MCP server based on UltraRAG