M

MCP RAG

The MCP-RAG Server is an implementation based on the Model Context Protocol (MCP), aiming to provide real-time document access to AI assistants through semantic vector search, thereby generating context-aware responses based on the latest information.
2 points
12

What is MCP-RAG Server?

The MCP-RAG Server is a smart documentation retrieval system that helps AI assistants find and use relevant information in real-time. It acts like a super-powered reference librarian for AI models.

How does it work?

The server uses semantic search technology to understand the meaning behind queries and find the most relevant documentation, then provides this context to AI models to improve their responses.

When should you use it?

Perfect for AI applications that need to reference up-to-date documentation, technical support systems, or any scenario where accurate information retrieval is crucial.

Key Features

Real-time Documentation AccessProvides AI models with immediate access to current documentation without manual updates
Semantic Vector SearchUnderstands queries by meaning rather than just keywords for more relevant results
Context-Aware ResponsesEnables AI to give answers grounded in actual documentation content

Pros and Cons

Advantages
Keeps AI responses accurate and up-to-date
Reduces manual documentation updates
Improves answer quality with relevant context
Works with existing AI systems
Limitations
Requires properly formatted documentation sources
Initial setup needed for optimal performance
Search effectiveness depends on documentation quality

Getting Started

Connect your AI system
Configure your AI assistant to communicate with the MCP-RAG server
Upload your documentation
Provide the server with your documentation files or connect to existing sources
Start querying
Your AI can now request relevant documentation through the server

Usage Scenarios

Technical Support AssistantHelp desk AI that can reference the latest troubleshooting guides
Developer Documentation HelperAI that helps developers find relevant API documentation

Frequently Asked Questions

What types of documentation can it handle?
How often does it update its documentation index?
Can I use this with my existing AI system?

Helpful Resources

MCP Protocol Specification
Technical details of the Model Context Protocol
Integration Guide
Step-by-step guide for connecting to various AI platforms
Demo Video
Video demonstration of setup and usage
Installation
Copy the following command to your Client for configuration
Note: Your key is sensitive information, do not share it with anyone.
N
Notte Browser
Certified
Notte is an open-source full-stack network AI agent framework that provides browser sessions, automated LLM-driven agents, web page observation and operation, credential management, etc. It aims to transform the Internet into an agent-friendly environment and reduce the cognitive burden of LLMs by describing website structures in natural language.
661
4.5 points
B
Bing Search MCP
An MCP server for integrating Microsoft Bing Search API, supporting web page, news, and image search functions, providing network search capabilities for AI assistants.
Python
229
4 points
A
Apple Notes MCP
A server that provides local Apple Notes database access for the Claude desktop client, supporting reading and searching of note content.
Python
207
4.3 points
C
Cloudflare
Changesets is a build tool for managing versions and releases in multi - package or single - package repositories.
TypeScript
1.5K
5 points
E
Eino
Eino is an LLM application development framework designed specifically for Golang, aiming to simplify the AI application development process through concise, scalable, reliable, and efficient component abstraction and orchestration capabilities. It provides a rich component library, powerful graphical orchestration functions, complete stream processing support, and a highly scalable aspect mechanism, covering the full-cycle toolchain from development to deployment.
Go
3.5K
5 points
M
Modelcontextprotocol
Certified
This project is an implementation of an MCP server integrated with the Sonar API, providing real-time web search capabilities for Claude. It includes guides on system architecture, tool configuration, Docker deployment, and multi-platform integration.
TypeScript
1.1K
5 points
S
Serena
Serena is a powerful open - source coding agent toolkit that can transform LLMs into full - fledged agents that can work directly on codebases. It provides IDE - like semantic code retrieval and editing tools, supports multiple programming languages, and can be integrated with multiple LLMs via the MCP protocol or the Agno framework.
Python
804
5 points
Z
Zhipu Web Search MCP
Python
68
4.5 points
Featured MCP Services
N
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
141
4.5 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
830
4.3 points
M
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
1.7K
5 points
G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
87
4.3 points
U
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
567
5 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
6.7K
4.5 points
M
Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
754
4.8 points
C
Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
5.2K
4.7 points
AIbase
Zhiqi Future, Your AI Solution Think Tank
© 2025AIbase