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…
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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…
Integrating AI with Flutter: Creating AI Services with LlmServer and mcp_server
# Integrating AI with Flutter: Creating AI Services with LlmServer and mcp_server 
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…
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…
Local Rag
Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder reranking, AST-aware chunking for 14 languages, conversation memory, code…
Open Source MCP CLient Library
<picture> <img alt="" src="./static/image.jpg" width="full"> </picture> <h1 align="center">Open Source MCP CLient Library </h1>…
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…
Contextual MCP Server
# Contextual MCP Server A Model Context Protocol (MCP) server that provides RAG (Retrieval-Augmented Generation) capabilities using Contextual AI. This server…
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…
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
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…
llm-mcp
llm-mcp is an LLM plugin that adds Model Context Protocol (MCP) support, enabling LLMs to use tools from any MCP server. It integrates with the LLM…
LLM Wrapper MCP Server
Allow any MCP-capable LLM agent to communicate with or delegate tasks to any other LLM available through the OpenRouter.ai API.
solon-ai-mcp-embedded-examples
solon ai(&mcp) embedded examples。支持 MCP_2025_06_18（mcp streamable）。示例项目包括各种框架嵌入：（Solon、SpringBoot、jFinal、Vert.X、Quarkus、Micronaut）
AI Agent App
A sample repository for AI Agent and App integration
mcpRAG
rag using Ollama as emebddings, gemini as LLM and MCP server for agentic use
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.
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…
LLM SSE MCP Demo
This project demonstrates the integration between LLM clients and MCP (Model Context Protocol) servers using Server-Sent Events (SSE) for real-time…
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…
Calypso Multimodal RAG
Launch a hosted Gemini File Search true multimodal RAG layer that answers from your PDFs, docs, screenshots, charts, diagrams, help center, FAQs, and images…
Quick Example
# Standardizing LLM Interaction with MCP Servers Model Context Protocol, or MCP, is [an open protocol that standardizes how applications provide context to…