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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
10.4K
2.5 points
Qdrant With OpenAI Embeddings
A semantic search service based on the Qdrant vector database and OpenAI embeddings
Python
9.3K
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
9.1K
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
7.5K
2.5 points
Lancedb Vector Search
Node.js vector search implementation based on LanceDB and Ollama
JavaScript
9.5K
2 points
A
Agi MCP Server
AGI MCP Server is a model context protocol server that provides persistent memory capabilities for AI systems, supporting multiple memory types and advanced memory management functions, and achieving continuous consciousness across conversations.
JavaScript
8.5K
2.5 points
MCP Jina Supabase Rag
A lightweight MCP server focused on crawling document websites and performing RAG indexing using Jina AI and Supabase, supporting multi - project management, intelligent URL discovery, and hybrid content extraction.
Python
4.2K
2 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
9.3K
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
8.5K
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
9.5K
2 points
Meilisearch MCP Server
An implementation of the Meilisearch MCP server that provides a standardized interface for AI assistants to interact with Meilisearch
TypeScript
9.0K
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
9.2K
2.5 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
7.6K
2 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
7.9K
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
7.7K
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
21.1K
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
19.3K
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
63.2K
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
31.5K
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#
27.2K
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
59.4K
4.5 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
85.7K
4.7 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
20.1K
4.5 points