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.
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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
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.
LanceDB
Vector search using the LanceDB vector database and Ollama embedding models.
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…
Needle MCP Server
Integration of Needle in modelcontextprotocol
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…
Lean KG
A local, Rust-based Knowledge Graph MCP server. Cuts AI coding token usage by up to 98% by intelligently querying your codebase instead of sending full files.
AgenticMind
Auditable, self-improving knowledge & memory for AI agents, served over MCP. Citation-enforced answers (no source, no claim), a replayable why-trace per…
Apache AGE MCP
MCP server for Apache AGE graph databases on PostgreSQL. **21 MCP tools** — the most comprehensive Apache AGE MCP server (graph CRUD, Cypher queries, batch…
ha-mcp-readonly
Read-only MCP (Model Context Protocol) server for Home Assistant. Gives AI assistants (Claude Desktop, LibreChat, Cline) full observability into your smart…
Sensay MCP Server
# Sensay MCP Server This repository contains an MCP (Model Context Protocol) server that integrates with Sensay.ai's Replika. The goal is to bridge the gap…
MCP Tools
# MCP Tools A custom Model Context Protocol (MCP) server implementation that provides file system and command execution tools for Claude Desktop and other LLM…
Simple MCP Client
A simple command-line MCP (Model Context Protocol) client for testing MCP servers using Python. It supports chatting with various LLM providers and connecting…
Kemdicode Mcp
<p align="center"> <img src="kemdi-code-mcp-logo.png" alt="kemdiCode MCP" width="420" /> </p> <h3 align="center">Model Context Protocol Server for AI-Powered…
unsplash-mcp-server
# unsplash-mcp-server ### 모델 컨텍스트 프로토콜(MCP) 서버 개발 가이드: LLM을 위한 강력한 도구 구축 [
Vulnerable MCP Server
An intentionally vulnerable MCP (Model Context Protocol) application designed for security research. It combines FastAPI, SQLite, a local Ollama LLM, and…
OpsNow MCP Asset Server
# OpsNow MCP Asset Server ## 소개 OpsNow MCP Asset Server는 Model Context Protocol(MCP)을 기반으로 하여 OpsNow의 자산 데이터를 LLM 벤더의 데스크톱 애플리케이션(예: Claude)에 제공하는 서버입니다. ##…
Dingo MCP Server
MCP server for the Dingo: a comprehensive data quality evaluation tool. Server enables interaction with Dingo's rule-based and LLM-based evaluation…
Spring AI integration with MCP (Model Context Protocol)
Spring AI MCP extends the MCP Java SDK with Spring Boot integration, providing both client and server starters. It enables AI models to interact with external…
MySSL MCP Server
MySSL MCP Server is a site inspection tool developed by TrustAsia that integrates with LLM models via the Model Context Protocol. It inspects website security…