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Chroma MCP Server
The Chroma MCP Server is a model context protocol server designed for the Chroma vector database, aiming to provide persistent working memory functions for AI-assisted development, supporting cross-session context storage and semantic retrieval.
Python
3.6K
2.5 points
Vikingdb MCP Server
The VikingDB MCP Server is an MCP service that provides storage and search functions for the VikingDB vector database, supporting quick access through configuration and data operations using related tools.
Python
3.9K
2.5 points
MCP Server Qdrant
A Machine Control Protocol (MCP) server based on the Qdrant vector database, supporting text storage, semantic search, and integration of the FastEmbed embedding model.
Python
3.6K
2 points
MCP Server Qdrant Retrive
A semantic search MCP service based on the Qdrant vector database, supporting multi - collection retrieval and configurable result return
TypeScript
3.4K
2 points
Milvus MCP Server
This project provides a Claude-compatible Milvus MCP server, including the FastMCP service, Milvus database configuration, and startup scripts, supporting connection and operation of the Milvus vector database through the Claude desktop client.
Python
3.4K
2 points
Weaviate MCP Server Weaviate
The MCP server project is used to connect to the Weaviate vector database, providing search and storage functions, and supporting the configuration of the development environment through the Claude desktop application.
Python
3.7K
2.5 points
Lancedb MCP Server
A model context protocol server based on LanceDB, providing functions such as vector storage, similarity search, and metadata management
Python
3.6K
2.5 points
Jimmy974 MCP Server Qdrant
A Machine Control Protocol (MCP) server based on the Qdrant vector database, used for storing and retrieving text information, supporting semantic search and FastEmbed integration.
Python
3.7K
2 points
MCP Memory Bank
The project provides a Dockerized deployment solution, including the main application and the ChromaDB vector database, supporting environment variable configuration and data persistence.
TypeScript
3.4K
2.5 points
MCP Qdrant Server With Qdrant Db
A system integrating the Qdrant vector database and MCP server for storing and retrieving code snippets, supporting natural language search and semantic retrieval.
8.4K
2.5 points
Pinecone Vector Db MCP Server
This project implements an MCP server based on the Pinecone vector database, supporting read and write operations on vector data, capable of processing PDF and Confluence data, and providing functions such as document search, vector addition, bulk processing, and data deletion.
TypeScript
3.9K
2 points
Wisdomforge
Wisdom Forging is a powerful knowledge management system that efficiently stores and retrieves experience, insights, and best practices through the Qdrant vector database.
TypeScript
3.5K
2.5 points
Fastapi MCP Servers
An MCP server project based on FastAPI, including Qdrant vector database integration and OpenWebUI client support
Python
3.7K
2.5 points
Files DB
Files-DB-MCP is a local vector database project designed for software files, providing a fast MCP interface to support LLM programming agents.
Python
3.4K
2.5 points
Sqlite Kg Vec MCP
MCP service integrating knowledge graph and vector database based on SQLite
3.8K
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
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5 points
Duckduckgo MCP Server
Certified
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#
564
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