Vector Search x402
x402 micropayment API for AI agents. In-memory vector store with cosine similarity search. For RAG pipelines. Pay per call with USDC on Base.
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Terraform Rag
AI-powered knowledge base for your Terraform modules. Index, search, compose, and audit - all from one place.
🤖 Large Language Models (LLMs)
This repo is dedicated to learning and working with large language models (LLMs), prompt engineering, and modern GenAI tools such as LangChain, RAG, and vector…
crawl4-mcp
本项目是一个crawl4ai 的爬虫MCP SERVER，提供高级网络爬虫。使用此 MCP SERVER，您可以抓取任何内容，将内容保存为本地markdown文件，然后在任何地方将该知识用于 RAG。
AppSignal MCP Server
# AppSignal MCP Server A Model Context Protocol (MCP) server that provides integration with AppSignal monitoring and APM tools. This server allows AI…
Weather MCP Server
# Weather MCP Server A Spring Boot application that provides weather information through the Model Context Protocol (MCP). This project demonstrates how to…
MCP APP
MCP APP is an MCP server application that provides RAG (Retrieval-Augmented Generation) and web searching tools for LLMs. It allows the LLM to retrieve…
MCP Server - FastAPI on Azure App Service
# MCP Server - FastAPI on Azure App Service This is a Python implementation of the MCP (Model Context Protocol) server using FastAPI and deployed to Azure App…
Weather Service Application
Simple implementation of MCP Server for WeatherAPI.com using SpringBoot
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.
THE PROJECT IS MOVED
🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows
End-to-End Agentic AI Automation Lab
This repository contains hands-on projects, code examples, and deployment workflows. Explore multi-agent systems, LangChain, LangGraph, AutoGen, CrewAI, RAG…
南哥AGI研习社-MCP系列
南哥AGI研习社-MCP系列是一套大模型应用开发教学资源，聚焦MCP（Model Context Protocol）协议的实操演示。它通过视频教程和配套代码文件夹，教授如何配置和使用高德地图MCP Server、自定义MCP Server、MySQL MCP…
Docs RAG
Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings.
MCP-RAG
The MCP-RAG Server is an implementation of the Model Context Protocol (MCP) designed to enhance AI assistants by providing them with real-time access to…
Code Graph Rag Mcp
Code Rag with Graph - local only installation
Voyageai Cli
MCP server for Voyage AI embeddings, reranking, and MongoDB Atlas Vector Search. Provides 11 tools for semantic search, document ingestion, cost estimation…
SWT3 AI Witness
Cryptographic AI governance and audit. 18 tools, 28 frameworks. EU AI Act, NIST AI RMF, OWASP Agentic Top 10, CMMC, SR 11-7, ISO 42001. Tool policy gates…
mcpRAG
rag using Ollama as emebddings, gemini as LLM and MCP server for agentic use
2344
<div align="center"><b><a href="README.md">English</a> | <a href="readme_CN.md">简体中文</a> | <a href="readme_JP.md">日本語</a> | <a…
mcp-gitlab MCP Server (English)
[中文版](./README.md)  [
Lark Mcp Server
# Feishu/Lark OpenAPI MCP [](https://www.npmjs.com/package/@larksuiteoapi/lark-mcp)…
MCPClient Python Application
implementation for interacting between an MCP server and an Ollama model
MCP Sample Java Application
Sample of an MCP server using Spring AI with Java