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Parquet MCP Server
A powerful MCP server that provides web search and similar content search functions, specifically designed for Claude Desktop.
Python
3.4K
2 points
Lancedb
A Node.js-based vector search project that uses the LanceDB database and Ollama embedding model to implement document similarity search functionality
JavaScript
3.4K
2 points
Qdrant
An MCP server based on the Qdrant vector search engine, providing semantic memory layer functions and supporting information storage and retrieval.
Python
4.2K
0 points
MCP Pinecone
The Pinecone MCP Server is a model context protocol server designed for Claude Desktop, providing read and write interaction capabilities with Pinecone indexes.
Python
4.0K
3 points
Star Wars Planet Data (Couchbase)
An MCP service for semantic search of Star Wars planets based on Couchbase
TypeScript
3.6K
2.5 points
MCP Servers Multi Agent Ai Infrastructure
A multi - agent AI infrastructure based on the Model Context Protocol (MCP), providing a standardized communication layer, supporting vector databases, tool integration, and multi - agent collaboration, including core components such as an inspector dashboard, Qdrant vector database, and Docker network.
TypeScript
3.7K
2 points
Qdrant MCP Local
A Docker Compose solution for quickly deploying the Qdrant vector search engine and MCP protocol server locally
3.5K
2.5 points
Github Agentic Chat MCP
A GitHub intelligent chat MCP server based on the Go language, providing natural language interaction with GitHub functions and vector search capabilities
Go
3.4K
2 points
Qdrant MCP Server
A Qdrant vector database service based on the MCP framework, providing text vectorization storage and similarity search functions.
Python
3.5K
2 points
Qdrant Vector Database
Semantic search system for code snippets based on Qdrant
3.5K
2.5 points
MCP Server Qdrant
This is an MCP server implementation based on the Qdrant vector search engine, providing semantic memory storage and retrieval functions, and supporting integration with multiple AI development tools.
Python
3.6K
2 points
MCP Test Server
A Python server project based on the MCP protocol, which uses OpenAI's vector storage function to build a RAG system, supporting the creation of vector databases from multiple file formats and semantic search.
Python
3.4K
2 points
Nexushub
NexusHub is a unified MCP server designed for the Claude AI tool, offering various functions such as file system access, database operations, vector search, and GitHub integration. It supports both HTTP and stdio protocols and includes a modern dashboard interface.
JavaScript
3.7K
2.5 points
Qdrant Mcpserver
A knowledge graph service supporting both FastAPI and FastMCP protocols, providing core operation functions of the Qdrant vector database.
Python
3.4K
2 points
Embedding Search
An embedded vector search server based on the MCP protocol for querying transcribed segments and embedded vectors in the Turso database. It supports searching for relevant segments by question.
TypeScript
3.5K
2.5 points
MCP Server Ragdocs
An MCP server for document retrieval and processing based on vector search, providing document enhancement functions for AI assistants
TypeScript
4.0K
2.5 points
RAG Documentation
The RAG Document MCP Server is a vector search-based document processing tool that provides document retrieval and context enhancement functions for AI assistants.
TypeScript
3.6K
2.5 points
Memory PostgreSQL
The MCP Memory Server provides long-term memory functions for AI assistants and implements efficient vector similarity search based on PostgreSQL and pgvector.
JavaScript
3.7K
2.5 points
Github Agentic Chat
A Go - based GitHub agent chat MCP server that provides natural language interaction with GitHub and vector search capabilities.
Go
3.5K
2 points
Featured MCP Services
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
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
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
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
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
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
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
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