AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
RUV Swarm
A distributed neural network swarm orchestration server that provides ephemeral, CPU-native intelligence and multi-agent coordination using Rust and WebAssembly.
Web Research
An MCP server that enables AI agents to conduct real-time web research through Google search, page content extraction, and automated screenshots.
llm-context.py
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
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
A professional MySQL MCP server that provides comprehensive database management including CRUD operations, anomaly analysis, SQL optimization, and health monitoring.
claude-talk-to-figma-mcp
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.
OpenAI o3 Search
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
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.
Context Generator
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
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.
LLMBasedOS
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.
tinystruct
A lightweight Java application framework and MCP server providing unified tools for CLI and Web operations, including system execution, SQL querying, and resource management.
mcp-server-mas-sequential-thinking
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.
mcp-manager
simple web ui to manage mcp (model context protocol) servers in the claude app
minthcm
MintHCM is an open-source Human Capital Management system based on SuiteCRM, providing tools for recruitment, time management, and employee lifecycle management.
consult7
Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code
@mseep/perplexity-mcp
An intelligent research and search assistant that leverages Perplexity's specialized AI models to provide real-time information retrieval, reasoning, and deep research capabilities.
Android-MCP
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.
Perplexity
Integrates Perplexity AI's powerful search capabilities into MCP clients, enabling real-time web research and news retrieval with customizable time filtering.
mcp-manager
simple web ui to manage mcp (model context protocol) servers in the claude app
Neovim Integration
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.
Context-Engine
A self-improving code search and context compression suite that provides hybrid semantic/lexical search, precise micro-chunking, and resident memory for AI agents.
Dify
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
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.
chrome-devtools-mcp
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.
stealth-browser-mcp
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.
MCP Reasoner
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
A robust MCP server for extracting YouTube video transcripts and metadata, featuring support for pagination, timestamps, and proxy configurations to bypass IP restrictions.
apktool-mcp-server
A specialized MCP server for Android reverse engineering that provides tools for decoding, analyzing, and modifying APK files using Apktool and Smali code analysis.
ImageSorcery MCP
ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.