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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
3.3K
2 points
Qdrant Server Devcontainer For Rag MCP
This project provides a Qdrant - based development container environment for file embedding and vector similarity search, supporting automatic indexing and retrieval of text, Markdown, and PDF files.
Python
3.6K
2 points
MCP Brain Server
Brain Server is a knowledge embedding and vector search service based on the MCP protocol, providing high-quality text vectorization, semantic search, and knowledge management functions, supporting multiple embedding models and Docker deployment.
TypeScript
3.5K
2 points
MCP Memory
MCP Memory is a memory storage service built on Cloudflare Workers, providing cross - conversation memory functions for MCP clients and using vector search technology to achieve semantic - related memory retrieval.
TypeScript
3.7K
2.5 points
Pinecone MCP
The Pinecone Developer MCP Server is a service based on the Model Context Protocol standard, aiming to connect AI tools with Pinecone projects, providing functions such as document search, index configuration, code generation, and data operation.
TypeScript
3.6K
2.5 points
MCP Jvb
The MCP server is a multi - functional backend service platform that supports file management, database operations, API integration, and vector search. It provides a Docker deployment solution and examples of integration with Tongyi Qianwen.
Python
3.6K
2.5 points
Chat Analysis
The MCP Chat Analysis Server is a service based on the Model Context Protocol (MCP), providing semantic analysis functions for chat conversations, including vector embedding search, knowledge graph construction, and conversation pattern analysis.
Python
3.4K
2.5 points
Meilisearch MCP Server
An implementation of the Meilisearch MCP server that provides a standardized interface for AI assistants to interact with Meilisearch
TypeScript
3.6K
2.5 points
Search MCP Server
A powerful MCP server that provides web search and similar content lookup functions, designed specifically for Claude Desktop.
Python
3.4K
2.5 points
Lancedb Vector Search
Node.js vector search implementation based on LanceDB and Ollama
JavaScript
3.4K
2 points
Qdrant With OpenAI Embeddings
A semantic search service based on the Qdrant vector database and OpenAI embeddings
Python
3.4K
2.5 points
Alibaba Cloud Lindorm
This project is an example of an MCP server created for the Alibaba Cloud Lindorm multi - model NoSQL database, providing functions such as vector search, full - text retrieval, and SQL operations.
Python
3.5K
2.5 points
MCP Godot Rag
This is an MCP server project that provides documentation support for the Godot RAG model, including functions such as document download, format conversion, chunk processing, and vector database construction
Python
3.5K
2.5 points
Featured MCP Services
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
85
4.3 points
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
140
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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.
TypeScript
1.7K
5 points
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
829
4.3 points
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
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#
565
5 points
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
282
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
753
4.8 points