Sponsored by Deepsite.site

RAG-MCP Pipeline Research

Created By
dzikrisyairozi8 months ago
A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.
Overview

What is RAG-MCP Pipeline Research?

RAG-MCP Pipeline Research is a comprehensive learning repository that explores the integration of Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) servers using free and open-source models.

How to use RAG-MCP Pipeline Research?

To use this project, clone the repository from GitHub, set up your environment by running the provided setup script, and follow the structured modules sequentially to learn about RAG and MCP integration.

Key features of RAG-MCP Pipeline Research?

  • No paid API keys required, utilizing free Hugging Face models.
  • Ability to run everything locally without external dependencies.
  • Comprehensive step-by-step documentation tailored for beginners.
  • Practical examples with working code to facilitate learning.

Use cases of RAG-MCP Pipeline Research?

  1. Integrating AI models with business software like QuickBooks.
  2. Building prototypes for AI-powered data entry and processing.
  3. Developing frameworks for scalable AI applications.

FAQ from RAG-MCP Pipeline Research?

  • Is prior programming knowledge required?

Yes, familiarity with Python and basic programming concepts is recommended.

  • Can I use commercial APIs instead of free models?

Yes, while the project focuses on free models, you can apply the concepts learned to commercial APIs for better performance.

  • What are the prerequisites for starting this project?

Basic knowledge of machine learning, RESTful APIs, and cloud services is beneficial.

Recommend Servers
TraeBuild with Free GPT-4.1 & Claude 3.7. Fully MCP-Ready.
BlenderBlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender. This integration enables prompt assisted 3D modeling, scene creation, and manipulation.
Howtocook Mcp基于Anduin2017 / HowToCook (程序员在家做饭指南)的mcp server,帮你推荐菜谱、规划膳食,解决“今天吃什么“的世纪难题; Based on Anduin2017/HowToCook (Programmer's Guide to Cooking at Home), MCP Server helps you recommend recipes, plan meals, and solve the century old problem of "what to eat today"
Zhipu Web SearchZhipu Web Search MCP Server is a search engine specifically designed for large models. It integrates four search engines, allowing users to flexibly compare and switch between them. Building upon the web crawling and ranking capabilities of traditional search engines, it enhances intent recognition capabilities, returning results more suitable for large model processing (such as webpage titles, URLs, summaries, site names, site icons, etc.). This helps AI applications achieve "dynamic knowledge acquisition" and "precise scenario adaptation" capabilities.
WindsurfThe new purpose-built IDE to harness magic
Serper MCP ServerA Serper MCP Server
Playwright McpPlaywright MCP server
TimeA Model Context Protocol server that provides time and timezone conversion capabilities. This server enables LLMs to get current time information and perform timezone conversions using IANA timezone names, with automatic system timezone detection.
MiniMax MCPOfficial MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.
Visual Studio Code - Open Source ("Code - OSS")Visual Studio Code
AiimagemultistyleA Model Context Protocol (MCP) server for image generation and manipulation using fal.ai's Stable Diffusion model.
Tavily Mcp
Baidu Map百度地图核心API现已全面兼容MCP协议,是国内首家兼容MCP协议的地图服务商。
EdgeOne Pages MCPAn MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.
MCP AdvisorMCP Advisor & Installation - Use the right MCP server for your needs
DeepChatYour AI Partner on Desktop
Context7Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors
Amap Maps高德地图官方 MCP Server
ChatWiseThe second fastest AI chatbot™
CursorThe AI Code Editor
Jina AI MCP ToolsA Model Context Protocol (MCP) server that integrates with Jina AI Search Foundation APIs.