
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
10.3K
2.5 points

Lupuletic Onyx MCP Server
The Onyx MCP Server is a Model Context Protocol server that seamlessly connects the Onyx AI knowledge base with MCP - compatible clients, providing semantic search, context retrieval, and chat integration functions.
TypeScript
8.0K
2 points

Pdfsearch Zed
Zed's PDF semantic search extension, integrating an AI assistant to enhance document processing capabilities
Python
8.2K
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
7.4K
2 points

MCP Plugable Document Server
A document search and retrieval server based on the Model Context Protocol (MCP), supporting local storage and Confluence integration, providing semantic search functionality, and allowing for the expansion of multiple document services.
TypeScript
8.6K
2 points
D
Docs MCP
An efficient document search and reference MCP server that supports full - text retrieval, semantic search, and paginated browsing of user - defined documents.
Python
5.6K
2.5 points

MCP Codebase Rag
A code semantic search MCP server based on PostgreSQL and Voyage embedding model, providing code snippet search, file list, and content retrieval functions
Python
4.1K
2.5 points
C
Cloudscape Docs MCP
An MCP server that provides semantic search for AWS Cloudscape design system documentation, supporting AI assistants to query component documentation through natural language and achieving efficient retrieval using a local vector database.
Python
6.6K
2 points
D
Dolphin MCP
Dolphin-MCP is a semantic code search server based on the Model Context Protocol, enabling intelligent retrieval of code and documentation across repositories through the Dolphin API. It supports parallel snippet retrieval and various filtering options.
TypeScript
5.9K
2.5 points

Hexdocs MCP Server
An MCP protocol server based on TypeScript that provides semantic search functionality for Hex package documentation and can be seamlessly integrated with AI tools.
TypeScript
8.2K
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
17.5K
4.5 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
28.1K
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
18.2K
4.3 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
53.1K
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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
50.4K
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#
23.8K
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
18.1K
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
74.5K
4.7 points