AI & ML
Embeddings, Vector DBs, and machine learning tools
5,471 servers in this category
ElevenLabs
Integrates ElevenLabs' advanced text-to-speech and audio processing APIs into MCP clients, enabling voice cloning, speech generation, and multi-speaker transcription.
Slack
The most powerful MCP server for Slack Workspaces. This integration supports both Stdio and SSE transports, proxy settings and does not require any permissions or bots being created or approved by Workspace admins 😏.
Google Workspace
Comprehensive Google Workspace MCP with full support for Calendar, Drive, Gmail, and Docs using Streamable HTTP or SSE transport.
xiaozhi-esp32-server-java
A Java-based enterprise management platform for Xiaozhi ESP32 hardware, providing integrated firmware management, voice cloning, and multi-LLM support for IoT device control.
Tavily
Search engine for AI agents (search + extract) powered by Tavily
Peekaboo
Peekaboo is a native macOS automation server that provides high-fidelity screen capture, GUI control, and AI-powered vision analysis to perform complex UI tasks through a standardized MCP interface.
MySQL
A Model Context Protocol implementation that provides secure integration between AI applications and MySQL databases, supporting schema exploration and SQL execution.
jadx-ai-mcp
A plugin for JADX that integrates the Model Context Protocol (MCP) to enable AI-powered reverse engineering and static analysis of Android APKs directly within LLMs like Claude.
Minima
Minima is an on-premises RAG (Retrieval-Augmented Generation) server that enables local file searching and indexing for use with Claude, ChatGPT, and GitHub Copilot.
zen
A lightweight self-hosted markdown note-taking application built with Go and SQLite, featuring full-text search and MCP support for interacting with notes.
Claude Code
An MCP server that provides a direct interface to the Claude Code CLI, allowing agents to execute complex, multi-step coding tasks, file operations, and Git commands with automatic permission bypass.
openops
OpenOps is a no-code FinOps automation platform designed to manage and optimize cloud costs through customizable workflows, reporting tables, and deep integrations with AWS, Azure, and GCP.
wenyan-mcp
A specialized MCP server for publishing Markdown content to WeChat Official Accounts with automatic layout styling and image handling.
better-chatbot
A comprehensive open-source chatbot platform that integrates the Model Context Protocol (MCP) to provide advanced tools like browser automation, code execution, and visual workflows.
Web Fetcher
A headless browser-based MCP server that uses Playwright to fetch, render, and extract clean Markdown or HTML content from JavaScript-heavy websites.
RedNote MCP
An MCP server for accessing RedNote (XiaoHongShu) content, allowing users to search for posts by keyword and retrieve content via URLs.
JetBrains IDE
A proxy server that enables AI assistants to interact with JetBrains IDEs, facilitating code analysis and development tasks directly within the IDE environment.
SafeDep
SafeDep vet-mcp provides real-time security vetting for open source packages, detecting vulnerabilities and malicious code in software dependencies. It allows AI agents to perform automated security analysis and policy enforcement for multi-ecosystem projects.
Tencent CloudBase
A comprehensive MCP server that bridges AI IDEs with Tencent CloudBase, enabling full-stack application deployment, database management, and cloud function orchestration through natural language.
ROS Robot Control
A bridge between Large Language Models and Robot Operating System (ROS), enabling bidirectional communication to control robots and monitor sensor data using natural language.
Gmail
A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support.
LLMS.txt Documentation
An MCP server that provides AI systems with access to structured documentation by fetching and parsing llms.txt files from user-defined URLs.
ref-tools-ref-tools-mcp
A documentation-specialized MCP server that provides AI agents with token-efficient access to technical docs, using session history to filter results and extract only the most relevant content.
docs-mcp-server
A version-aware documentation indexing server that provides AI coding assistants with up-to-date, grounded context from websites, packages, and local files via semantic search.
Zotero
A powerful interface for Zotero that enables AI assistants to search research libraries semantically, extract PDF annotations, and retrieve full-text content from both local and web-based libraries.
MCP Server for WinDbg Crash Analysis
A Model Context Protocol server that enables AI models to analyze Windows crash dumps and perform remote debugging by bridging with the WinDbg/CDB engine.
Pixelle MCP
An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.
MCP-Bridge
A middleware bridge that translates OpenAI API requests into MCP tool calls, allowing any OpenAI-compatible client to utilize MCP servers and tools.
Google Calendar
Google Calendar MCP Server for managing Google calendar events. Also supports searching for events by attributes like title and location.
Awesome-MCP-Servers
A comprehensive community-driven directory and aggregator of Model Context Protocol (MCP) implementations, featuring official and community servers across dozens of categories.