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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Genkit

5,300

A framework that allows developers to consume MCP resources or expose Genkit tools and flows as Model Context Protocol servers for AI application development.

DesktopCommander

5,204

Let AI edit and manage files on your computer, run terminal commands, and connect to remote servers via SSH - all powered by one of the most popular local MCP servers.

25 tools

WhatsApp MCP Server

5,184

MCP server for your personal WhatsApp handling individuals, groups, searching and sending.

12 tools

Playwright

5,100

A browser automation MCP server using Playwright that allows LLMs to interact with web pages, perform device emulation, take screenshots, and scrape web content in real-time.

1 tool

Awesome MCP Servers by appcypher

5,050

A curated list of MCP servers by Stephen Akinyemi

1 tool

Claude Context

4,985

Bring your codebase as context to Claude Code

4 tools

ida-pro-mcp

4,929

ida-pro-mcp is a comprehensive bridge between IDA Pro and LLMs, enabling automated reverse engineering through deep decompilation, disassembly, memory manipulation, and debugging tools.

56 tools

5ire

4,913

5ire is a cross-platform desktop AI assistant, MCP client. It compatible with major service providers, supports local knowledge base and tools via model context protocol servers .

ACI.dev

4,700

A tool-calling platform that connects AI agents to over 600 integrations with multi-tenant authentication, granular permissions, and dynamic tool discovery via a unified MCP server.

unity-mcp

4,683

A comprehensive MCP bridge for Unity, enabling AI assistants to control the Unity Editor. It provides extensive tools for asset management, scene manipulation, component editing, and script validation across multiple Unity instances.

28 tools

Viper

4,635

Viper is a comprehensive adversary simulation and Red Teaming platform that integrates an LLM agent, automated workflows, and over 100 post-exploitation modules covering the MITRE ATT&CK framework.

Kiln

4,527

Kiln is an open-source platform for building, evaluating, and optimizing AI systems, supporting RAG pipelines, fine-tuning, and synthetic data generation. It functions as a production-ready framework for managing AI datasets and complex agentic workflows.

casibase

4,376

⚡️AI Cloud OS: Open-source enterprise-level AI knowledge base and MCP (model-context-protocol)/A2A (agent-to-agent) management platform with admin UI, user management and Single-Sign-On⚡️, supports ChatGPT, Claude, Llama, Ollama, HuggingFace, etc., chat bot demo: https://ai.casibase.com, admin UI demo: https://ai-admin.casibase.com

microsandbox

4,330

A lightweight MCP server for running untrusted user or AI code in secure, hardware-isolated microVMs with near-instant boot times.

Firebase

Needs Setup
4,306

Firebase's experimental MCP Server to power your AI Tools

76 tools

deep-research

4,305

A comprehensive deep research agent that leverages various LLMs and search engines to generate detailed, structured research reports with MIT license support.

httprunner

4,237

HttpRunner is a comprehensive automated testing framework that provides MCP capabilities for UI automation across Android, iOS, Browser, and HarmonyOS, integrated with LLM technologies.

12 tools

21st.dev Magic

Needs Setup
4,094

A specialized MCP server that generates and integrates high-quality React UI components directly into IDEs like Cursor and VS Code, leveraging the 21st.dev component library.

windows-mcp-server

3,854

A lightweight Windows automation server that enables AI agents to interact with the OS through UI automation, shell commands, and state analysis. It bridges LLMs with Windows environments for tasks like file navigation, application control, and web scraping.

11 tools

Spec Workflow

3,600

A structured project management MCP server that implements a four-phase development workflow (Requirements, Design, Tasks, Implementation) with a real-time web dashboard and VSCode integration.

osaurus

3,565

AI edge infrastructure for macOS. Run local or cloud models, share tools across apps via MCP, and power AI workflows with a native, always-on runtime.

Exa

3,517

Search Engine made for AIs by Exa

8 tools

Vizro

3,500

The Vizro MCP server enables the creation and validation of interactive data visualization dashboards via natural language, bridging Python's Vizro framework with LLM workflows.

mcp-server-chart

Needs Setup
3,476

A comprehensive MCP server leveraging AntV to generate over 25 types of interactive charts and geographic maps for data visualization and analysis.

25 tools

Container Use

3,400

Provides containerized development environments for coding agents, allowing them to work in isolated, parallel git-based containers powered by Dagger.

Cipher

3,400

A memory-powered agent framework that adds a persistent memory layer to AI coding assistants, enabling cross-IDE context retention and collaborative workspace memory.

19 tools

PromptX

3,379

PromptX is a comprehensive AI agent context platform that provides specialized roles (Nuwa, Luban, Writer) and office document processing capabilities for Excel, Word, and PDF files.

MCP-Chinese-Getting-Started-Guide

3,249

A comprehensive introductory MCP server demonstrating web search, image generation, and resource management using Python and FastMCP.

3 tools

neo.mjs

Failed
3,119

Neo.mjs is an AI-native application engine that uses a multi-threaded architecture and Model Context Protocol to allow AI agents to interact directly with a live web application runtime.

1 tool

Excel

3,101

A comprehensive MCP server for manipulating Excel files without requiring Microsoft Excel, supporting data manipulation, formatting, charts, and pivot tables.

AI & ML MCP Servers — Page 3 | MCP Hub