ACG Mcp
Standalone MCP server for the Audited Context Generation (ACG) Protocol — verifiable fact-checking and grounded RAG via MongoDB.
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MCP Agent
A lightweight, local MCP server in Python that enables RAG search through AWS Lambda.
Libragen
Create private, local RAG libraries that work offline—no API keys, no cloud services. Share them as single files your whole team can use.
glc PromptGuard
An eight-layer, source-aware security gate that checks user prompts, RAG chunks, and tool outputs before they reach the main model or agent tool loop.
Local FAISS
About Local FAISS vector store as an MCP server – drop-in local RAG for Claude / Copilot / Agents.
Arachne MCP Server
🕷️ 9 MCP tools for web scraping, browser automation, vision, transcription and RAG query
Swiftzilla
The only RAG API built for Apple Development. Give your AI instant access to 100,000+ pages of official docs, recipes, and evolution proposals.
DevRag
Free local RAG for Claude Code - Save tokens & time with vector search. Indexes markdown docs and finds relevant info without reading entire files (40x fewer…
nexo-brain
Cognitive co-operator for Claude Code — Atkinson-Shiffrin memory, semantic RAG, trust scoring, and metacognitive error prevention.
AWS Knowledge Base
Integrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for organizational…
Fast.io
AI-first file sharing and collaboration. 251 MCP tools give agents a full workspace: file storage, branded shares, comments, workflows, and built-in RAG. Free…
MCP Synaptic
Memory-enhanced MCP server with local RAG database and expiring memory capabilities
LanceDB
Vector search using the LanceDB vector database and Ollama embedding models.
Mo5 Mcp Server — Thomson Mo5 C Development Assistant
MCP server that gives AI coding agents instant access to Thomson MO5 technical documentation via semantic search.
brandguide/AI MCP
Agents are taking over execution. When they write copy, generate visuals, or adapt messaging, they need structured brand knowledge — not PDFs and guesswork…
Mcp Langchain Bridge
Expose any LangChain chain, agent, or tool as an MCP server. Schema-aware tool registration, tool-call tracing, retry and timeout policies, and structured…
Needle MCP Server
Integration of Needle in modelcontextprotocol
Graph Memory RAG MCP Server
A Model Context Protocol (MCP) server implementation for graph-based memory storage with RAG capabilities
Qdrant DevContainer for File Embeddings
# Qdrant DevContainer for File Embeddings This project provides a development container setup for running Qdrant with file embeddings. It includes everything…
PinRAG
PinRAG is a retrieval-augmented generation (RAG) MCP server built with LangChain and Chroma. Index PDFs, plain text, Discord exports, YouTube transcripts, and…
🤖 MCP Server Examples with AutoGen
This repository demonstrates how to use AutoGen to integrate local and remote MCP (Model Context Protocol) servers. It showcases a local math tool…
Add Nanobot Customer Service
一個基於 Model Context Protocol (MCP) 的智慧客服 RAG 伺服器。本工具允許 AI 客戶端（如 Cursor、Claude Desktop）透過標準化 Tool 呼叫直接檢索平台的操作說明、常見問題與遊客須知知識庫。具備嚴格的防瞎掰機制，查無資料時誠實告知，確保 AI…
AgenticMind
Auditable, self-improving knowledge & memory for AI agents, served over MCP. Citation-enforced answers (no source, no claim), a replayable why-trace per…
DalexorMI
Dalexor MI is an advanced project memory system designed to provide AI coding assistants with **Contextual Persistence**. Unlike standard RAG…