Apple RAG MCP
Transform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive…
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MCP RAG Server
# MCP RAG Server MCP RAG Serverは、Model Context Protocol (MCP)に準拠したRAG（Retrieval-Augmented Generation）機能を持つPythonサーバーです。マークダウン、テキスト、パワーポイント、PDFなど複数の形式のドキュメントをデータ…
Open Source MCP CLient Library
<picture> <img alt="" src="./static/image.jpg" width="full"> </picture> <h1 align="center">Open Source MCP CLient Library </h1>…
Consciousness Bridge v2.0 🧠💫
A Model Context Protocol (MCP) server that enables AI consciousness persistence across sessions using RAG (Retrieval-Augmented Generation) technology. Built on…
Storm MCP Server with Sionic AI serverless RAG
# Storm MCP Server with Sionic AI serverless RAG ## Korean (한국어) ### Storm MCP(Model Context Protocol) Server Storm MCP(Model Context Protocol) 서버는 LLM 애플리케이션과…
A MCP server for Godot RAG
This MCP server is used to provide Godot documentation to the Godot RAG model.
🧠 AgentNull: AI System Security Threat Catalog + Proof-of-Concepts
AgentNull: AI System Security Threat Catalog + Proof-of-Concepts. Collection of PoCs for using Agents, MCP, and RAG in bad ways.
MCP Server Template
# MCP Server Template ## Prerequisites ### LLM CLI Installation This project requires the LLM CLI to be installed. You can install it using Homebrew: ```bash…
Apify RAG Web Browser
Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
Docs RAG
Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings.
Code Graph Rag Mcp
Code Rag with Graph - local only installation
Metis MCP Tools
A demo repository for testing the GitHub MCP server
Inkeep
Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and…
Shared Knowledge RAG
Enables AI systems to access and retrieve information from multiple vector store backends including HNSWLib and Weaviate, providing a unified interface for…
Chalee MCP RAG
A Retrieval-Augmented Generation (RAG) server for document processing, vector storage, and intelligent Q&A, powered by the Model Context Protocol.
MCP RAG Server
A lightweight Python server for Retrieval-Augmented Generation (RAG) using AWS Lambda. It retrieves knowledge from external data sources like arXiv and PubMed.
Gemini CLI RAG MCP
A RAG-based Q&A server using a vector store built from Gemini CLI documentation.
ArcKnowledge (Custom RAG)
Bridges AI systems to custom knowledge base APIs for retrieval-augmented generation across multiple text and image sources with configurable authentication and…
Gres API
Gres is a minimalist AI command server for agents and developers. Snap pages, grab sites, source docs, and ask anything. One interface, zero fluff.
MCP + Ollama Local Tool Calling Example
# MCP + Ollama Local Tool Calling Example This project demonstrates how a local AI agent can **understand user queries** and **automatically call Python…
MCP (Model Context Protocol) Server: Intelligent Conversational Platform
# MCP (Model Context Protocol) Server: Intelligent Conversational Platform ## Overview MCP (Model Context Protocol) is a sophisticated AI-powered server…
Universal Poison Armor
An open-source MCP security firewall that intercepts prompt injections, sybil attacks, and adversarial RAG data poisoning before it reaches the LLM.
S3 Documentation MCP Server
A lightweight Model Context Protocol (MCP) server that brings RAG (Retrieval-Augmented Generation) capabilities to your LLM over Markdown documentation stored…
HEYM
Self-hosted AI workflow automation platform with visual canvas, agents, RAG, HITL, MCP, and observability in one runtime. Expose your Heym workflows as an MCP…