Development Tools

A decision-support server that provides advanced stochastic algorithms like Markov Decision Processes and Monte Carlo Tree Search to help AI agents break out of deterministic patterns.

A specialized MCP server for bioinformatics that manages WDL workflow submission and validation alongside Docker image building on the Bio-OS platform.

Browse the web with filesystem commands. 38 MCP tools: ls, cd, grep, click, type via Chrome.

A comprehensive macOS automation server that enables AI models to control mouse, keyboard, and windows, capture screen data, and execute shell or AppleScript commands with built-in safety filters against destructive operations.

A comprehensive media processing MCP server that provides a high-level interface for FFmpeg, enabling video editing, metadata extraction, frame capture, and complex transitions.

A comprehensive browser-based development environment for Web3 and Solidity projects, featuring smart contract compilation, deployment tools, and AI-assisted coding.

A comprehensive AI-powered multimedia server for generating and processing images and videos using providers like Doubao and Aliyun. It supports text-to-media generation, detailed image editing, and visual content analysis through the Model Context Protocol.

A specialized MCP server that employs meta-prompting techniques and a two-turn workflow to transform basic instructions into high-quality, structured prompts for LLMs.

A comprehensive development toolkit for RedM that integrates RDR3 game discoveries, framework documentation for VORP and RSGCore, and detailed native function documentation across 86+ namespaces.

A workflow automation server that enables parallel execution of shell commands and AI coding agents across customizable lists of items with real-time streaming output.

Generate daily standup notes from git commits across multiple repositories with AI summaries.

An experimental multimodal data infrastructure server that enables Claude and Cursor to manage tables, execute local AI analysis (like object detection), and run an interactive Python REPL for complex data workflows.

Persistent knowledge graph for AI workflows with context tiers and .kin inheritance.

Provides read-only access to local iMessage databases on macOS for searching message history and analyzing conversation patterns. It includes 25 tools to explore contacts, attachments, reaction statistics, and messaging trends through natural language queries.

Indexes your codebase's public API and serves it via compact MCP tool responses.

MCP (Model Context Protocol) Server. Integrates with Amazon Advertising API to provide marketers direct access to advertiser accounts, listings, and performance data through a simple command-line interface requiring only an API key for authentication.

CLI + MCP server for AI context portability. Save, search, and switch context across Claude, Cursor, Copilot, Codex, Windsurf, and 6 more AI coding tools.

MCP (Model Context Protocol) Server. Integrates with Supabase to provide a notes system with creation, listing, and summarization capabilities for applications requiring structured note-taking functionality.

MCP (Model Context Protocol) Server. Provides a bridge between Urbit's social networking services and conversational interfaces, enabling direct message communication with support for ship IDs and human-readable nicknames.

A multi-modal transport server that provides trip planning, public transport departures, and location searches via the TripGo API. It enables AI models to calculate routes across various transport modes and retrieve real-time travel information.

Lightweight journal/memory plugin for Claude Code with zero ML dependencies. Features slash commands, proactive skills, and auto-capture hooks.

The ultimate OWASP MCP Top 10 security checklist and pentesting framework for Model Context Protocol (MCP), AI agents, and LLM-powered systems.

Roll your own chat with just a few lines of code. Open source alternative to ChatKit. Use any model / provider. Built upon AI Elements from Vercel, AI SDK. Supports MCP, MCP-UI, and the MCP Registry out of the box.

A Model Context Protocol server that integrates Slab knowledge bases with AI agents, allowing them to search, read, and update documentation directly within development workflows.

An orchestration platform for deploying parallel swarms of tool-enabled AI agents to perform complex tasks like code generation, system monitoring, and multi-perspective analysis. It features a unique chunked write pattern that enables the creation of large-scale documents and code files by assembling parallel agent outputs.

A specialized MCP server for accessing Tyler Forge design system documentation, providing tools for component discovery, API validation, design token retrieval, and framework-specific integration guides.

A specialized tool that enables LLMs to break down complex problems into structured sequences of thoughts with support for revisions and alternative reasoning branches.

An MCP server that enables AI models to generate precise mathematical and geometric diagrams by compiling Asymptote vector graphics code into SVG or PNG images.

🌊 GW150914 MCP Signal Search: AI-powered gravitational wave detection using Model Context Protocol (MCP). Features optimization client, analysis server, and automated parameter exploration for LIGO data.

A comprehensive collection of Model Context Protocol (MCP) servers categorized by functionality. This repository helps developers and AI enthusiasts discover and utilize the wide array of available MCP servers for various applications.