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…
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…
Mcp Feedback Enhanced
# MCP Feedback Enhanced **🌐 Language / 語言切換:** **English** | [繁體中文](README.zh-TW.md) | [简体中文](README.zh-CN.md) **Original Author:** [Fábio…
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…
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…
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…
AI Agent App
A sample repository for AI Agent and App integration
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…
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
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…
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…
🧠 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.
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…
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…
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.
mcpRAG
rag using Ollama as emebddings, gemini as LLM and MCP server for agentic use
MCPClient Python Application
implementation for interacting between an MCP server and an Ollama model
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）
🧠 Archive Agent
Find your files with natural language and ask questions.
Inkeep
Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and…