Crawl4ai Rag
<h1 align="center">Crawl4AI RAG MCP Server</h1> <p align="center"> <em>Web Crawling and RAG Capabilities for AI Agents and AI Coding Assistants</em> </p> A…
Directory
Search MCP Servers
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…
Le Chat Ai Mcp Server
# Le Chat AI MCP Server > Le Chat AI: Independent guide to Mistral's Le Chat [
Customer Support RAG Chatbot
# Customer Support RAG Chatbot A Retrieval-Augmented Generation (RAG) chatbot trained on customer support documentation to assist users by answering queries…
Local Rag
Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder reranking, AST-aware chunking for 14 languages, conversation memory, code…
LocalMind
LocalMind is an local LLM Chat App fully compatible with the Model Context Protocol. It uses Azure OpenAI as a LLM backend and you can connect it to all MCP…
Ahammedshaik
<p align="center"> <img width="395" alt="prompts.chat" src="https://github.com/user-attachments/assets/e0d0e32d-d2ce-4459-9f37-e951d9f4f5de" /> </p> <h3…
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…
Qwen Mcp Server
# Qwen MCP Server > Qwen AI Chat Guide for Qwen3.6-Plus, Flash, and 1M Context [](./LICENSE)…
Contextual MCP Server
# Contextual MCP Server A Model Context Protocol (MCP) server that provides RAG (Retrieval-Augmented Generation) capabilities using Contextual AI. This server…
AI Agent App
A sample repository for AI Agent and App integration
Chat Relay Mcp
Chat Relay MCP is a local-first MCP server that lets you continue AI conversations seamlessly across IDEs like Cursor and Antigravity. It stores conversation…
SpatialGrid MCP Chat Interface
# SpatialGrid MCP Chat Interface This project provides a modern chat interface for interacting with the SpatialGrid MCP (Model Context Protocol) server. ##…
GitHub Chat MCP
Enables AI to analyze and query GitHub repositories through a FastMCP-based interface for understanding codebases, exploring architecture, and retrieving…
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
IntraIntel.ai - Multi-LLM Agent Coding Challenge
# IntraIntel.ai - Multi-LLM Agent Coding Challenge This project implements a Multi-LLM Agent system in Python designed to answer medical questions. It…
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…
학습 보조 어시스턴트
학습 보조 어시스턴트 is a PDF document analysis service that helps users learn. It converts PDFs to Markdown, performs RAG (Retrieval-Augmented Generation) on user…
Terminal-based Chat Client with MCP Server Integration
A terminal-based chat client that connects to an MCP server and integrates with OpenAI's API, including a weather service as an example of MCP functionality…
Android Studio AI Chat Integration
# Android Studio AI Chat Integration This repository provides instructions for setting up AI chat capabilities with Android Studio, allowing developers to…
MCP Chat Adapter
MCP server for using OpenAI compatible chat endpoints
Solon Ai
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be embedded…
🧠 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.
RagWiser
RagWiser is a Retrieval Augmented Generation (RAG) system built with Spring Boot that enables users to upload PDF documents, process them, and ask questions…