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…
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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…
SuperSQL MCP Service
Super SQL is a Java framework based on advanced generative large models, focusing on transforming database table structures through Retrieval-Augmented…
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.
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。
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…
Quick Example
# Standardizing LLM Interaction with MCP Servers Model Context Protocol, or MCP, is [an open protocol that standardizes how applications provide context to…
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…
Fast LLM & Agents & MCPs
This repo covers LLM, Agents, MCP Tools, Skills concepts with sample codes: LangChain & LangGraph, AWS Strands Agents, Google Agent Development Kit…
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…
Mcp Proxy For Pii Pseudo Anonymization
# MCP Conceal An MCP proxy that pseudo-anonymizes PII before data reaches external AI providers like Claude, ChatGPT, or Gemini. ```mermaid sequenceDiagram…
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
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…
Spring Boot AI
Spring Boot AI is a sample application demonstrating how to build an AI agent using Spring AI, the Model Context Protocol (MCP), and Retrieval Augmented…
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
GemFireMCPServer
# GemFireMCPServer A Spring Boot–based Model Context Protocol (MCP) server that uses VMware GemFire and Spring AI to enable fast, vector-based search over…
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…
Docs To Llm
# MCP Server for Documentation Processing MCP server that processes technical documentation into llm.txt format, which can be used as context for LLMs in…