
MCP App
The MCP application is a service that combines RAG and web search tools, using OpenAI embedding vector storage, PostgreSQL as the database, and PGVector as the vector storage, supporting knowledge retrieval and document addition functions.
Python
3.8K
2.5 points

Apm MCP Server
This is an MCP server for interacting with the Agile Practice Map. It retrieves information about agile practices from the knowledge base through a large - language model and provides query, listing, and resource access functions.
Python
3.5K
2 points

Code Embeddings
A code knowledge management tool based on vector embedding, used to maintain and query code library knowledge, supporting local storage and RAG enhancement.
Python
3.5K
2.5 points

MCP Qdrant Docs
An MCP server based on TypeScript that can crawl website content and store it in the Qdrant vector database, providing a Q&A tool for users to query the indexed content.
TypeScript
3.2K
2 points

Wikipedia MCP
A Wikipedia search service based on the MCP protocol, providing a structured interface for AI to access Wikipedia content.
TypeScript
3.7K
2.5 points

Ragie MCP Server
The Ragie Model Context Protocol server provides knowledge base retrieval capabilities
TypeScript
3.7K
2.5 points

Mcpinstructionserver
An MCP protocol server based on TypeScript, used for AI assistants to discover and access a structured Markdown instruction library. Provide centralized knowledge base management through a standardized interface, supporting instruction search, version control, and consistency maintenance.
TypeScript
3.2K
2 points

Go MCP Server List
This project is a list of MCP servers implemented in Go, including multiple services for natural language processing and database interaction, such as text-to-SQL and knowledge base retrieval. It supports multiple platforms, is open-source, and free of charge.
3.5K
2.5 points

R2r MCP
The R2R MCP Server is a service that integrates the Model Context Protocol (MCP) with the R2R system, providing interaction capabilities with MCP-compatible models such as Claude, and supporting functions such as knowledge base access, context search, and Retrieval Augmented Generation (RAG).
Python
3.4K
2 points

Ragieai Ragie MCP Server
The Ragie Model Context Protocol Server provides knowledge base retrieval capabilities for AI models and supports querying relevant information in the Ragie knowledge base through the MCP protocol.
TypeScript
3.3K
2 points

Valyu MCP
The Valyu MCP Server is an AI model context protocol tool that can obtain high-quality context data through the Valyu API, supporting Wikipedia, arXiv papers, and web searches.
Python
3.3K
2 points

Gpters Search MCP Server
The GPTers Search MCP Server is an MCP server that provides knowledge search services for the GPTers AI learning community, supporting the retrieval of community content through the MCP protocol to clients.
Python
3.2K
2 points
Featured MCP Services

Duckduckgo MCP Server
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The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
827
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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.
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Gitlab MCP Server
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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.
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Notion Api MCP
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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.
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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
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Unity
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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#
562
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Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
281
4.5 points

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
751
4.8 points