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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

RUV Swarm

Failed
291

A distributed neural network swarm orchestration server that provides ephemeral, CPU-native intelligence and multi-agent coordination using Rust and WebAssembly.

Web Research

288

An MCP server that enables AI agents to conduct real-time web research through Google search, page content extraction, and automated screenshots.

3 tools

llm-context.py

288

Share code with LLMs via Model Context Protocol or clipboard. Rule-based customization enables easy switching between different tasks (like code review and documentation). Includes smart code outlining.

DeepSeek MCP Server

288

A Model Context Protocol server that integrates DeepSeek's API, enabling powerful language models like R1 and V3 to be used with multi-turn conversation support and model fallback capabilities.

mysql_mcp_server_pro

286

A professional MySQL MCP server that provides comprehensive database management including CRUD operations, anomaly analysis, SQL optimization, and health monitoring.

10 tools

claude-talk-to-figma-mcp

286

A robust MCP server that enables AI assistants to directly interact with Figma layers, styles, and components, supporting real-time design creation and document audits via a dedicated Figma plugin.

43 tools

OpenAI o3 Search

285

An MCP server that provides advanced web search and problem-solving capabilities by delegating queries to OpenAI's high-reasoning models like o3, o4-mini, and gpt-5.

Aider

285

MCP (Model Context Protocol) Server. Aider MCP Server offloads AI coding tasks to Aider's specialized implementation, reducing costs and enhancing development efficiency through natural language code changes and model selection.

2 tools

Context Generator

284

A context management tool that generates LLM-ready structured documentation from codebases, supporting modular configurations for files, git diffs, and repositories via MCP.

Everything Search

284

A cross-platform file search server that integrates with Windows Everything SDK, macOS Spotlight, and Linux locate command for ultra-fast filename and metadata retrieval.

1 tool

LLMBasedOS

282

A local-first runtime and secure gateway for AI agents that provides a controlled environment for running MCP tools with explicit folder mounting and permission boundaries.

5 tools

tinystruct

280

A lightweight Java application framework and MCP server providing unified tools for CLI and Web operations, including system execution, SQL querying, and resource management.

11 tools

mcp-server-mas-sequential-thinking

280

An advanced Multi-Agent System (MAS) MCP server that provides sophisticated sequential thinking using 6 specialized AI agents for deep multi-dimensional analysis and intelligent routing.

1 tool

mcp-manager

280

simple web ui to manage mcp (model context protocol) servers in the claude app

minthcm

279

MintHCM is an open-source Human Capital Management system based on SuiteCRM, providing tools for recruitment, time management, and employee lifecycle management.

consult7

279

Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code

1 tool

@mseep/perplexity-mcp

Needs Setup
279

An intelligent research and search assistant that leverages Perplexity's specialized AI models to provide real-time information retrieval, reasoning, and deep research capabilities.

3 tools

Android-MCP

278

A lightweight bridge that allows AI agents to control Android devices via ADB, enabling UI automation, app navigation, and shell command execution without requiring specialized computer vision models.

10 tools

Perplexity

277

Integrates Perplexity AI's powerful search capabilities into MCP clients, enabling real-time web research and news retrieval with customizable time filtering.

1 tool

mcp-manager

277

simple web ui to manage mcp (model context protocol) servers in the claude app

Neovim Integration

277

A robust integration that connects Claude Desktop to Neovim via socket, allowing AI to view buffers, execute Vim commands, manage windows, and perform advanced editing and search tasks directly in the editor.

19 tools

Context-Engine

276

A self-improving code search and context compression suite that provides hybrid semantic/lexical search, precise micro-chunking, and resident memory for AI agents.

11 tools

Dify

276

This MCP server bridges Dify workflows with MCP-compliant environments, allowing users to invoke specific Dify applications as tools by providing their API keys.

MaaMCP

275

MaaMCP enables AI assistants to automate Android devices and Windows applications using MaaFramework, featuring background execution, OCR recognition, and the ability to generate reusable automation pipelines.

18 tools

chrome-devtools-mcp

273

A bridge between AI models and Chrome DevTools Protocol, allowing Claude to debug network requests, inspect the DOM, execute JavaScript, and monitor browser performance in real-time.

47 tools

stealth-browser-mcp

272

A robust stealth browser automation server that bypasses anti-bot detections like Cloudflare. It offers comprehensive CDP-based element cloning, real-time network interception with AI-powered hooks, and modular tool management.

89 tools

MCP Reasoner

272

A specialized MCP server that implements advanced reasoning algorithms like Beam Search and Monte Carlo Tree Search (MCTS) to help AI models explore multiple solution paths for complex problem-solving.

mcp-youtube-transcript

272

A robust MCP server for extracting YouTube video transcripts and metadata, featuring support for pagination, timestamps, and proxy configurations to bypass IP restrictions.

3 tools

apktool-mcp-server

272

A specialized MCP server for Android reverse engineering that provides tools for decoding, analyzing, and modifying APK files using Apktool and Smali code analysis.

13 tools

ImageSorcery MCP

266

ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.

17 tools