Development Tools

MCP (Model Context Protocol) Server. Provides a bridge between Jupyter notebooks and AI systems, enabling code execution, markdown creation, and Earth data interaction through specialized tools and kernel manipulation.

A specialized MCP server for evaluating C# project architecture using the Modularity Maturity Index (MMI). It detects layering violations, circular dependencies, and encapsulation issues while providing interactive D3.js visualizations.

A TypeScript-based MCP server that integrates with Claude Desktop to provide real-time weather information via the OpenWeather and WeatherAPI.com services.

A specialized MCP server for InBiot MICA sensors that provides real-time air quality monitoring, historical statistical analysis, and automated WELL Building Standard compliance assessments.

A Python-based MCP server providing access to Whissle AI services for high-quality speech-to-text, speaker diarization, language translation, and automated text summarization.

A configuration-focused MCP server for managing the TerraAPI ecosystem, allowing LLMs to programmatically handle health and fitness integrations, setup destinations like webhooks or databases, and manage provider credentials.

An MCP server (stdio + HTTP/SSE) that fetches video transcripts/subtitles via yt-dlp, with pagination for large responses. Supports YouTube, Twitter/X, Instagram, TikTok, Twitch, Vimeo, Facebook, Bilibili, VK, Dailymotion. Whisper fallback — transcribes audio when subtitles are unavailable (local or OpenAI API). Works with Cursor and other MCP host

A Docker-based MCP server that utilizes Puppeteer and headless Chrome to scrape YouTube transcripts and metadata directly from the video page UI, bypassing standard API rate limits.

A physics-based MCP server providing mechanistic electrochemical models and handbook-based screening for corrosion rate prediction and material compatibility. It features a unique 4-tier assessment framework ranging from rapid semantic lookups to complex Butler-Volmer solvers for galvanic and pitting risk.

A comprehensive MCP server for Binance Futures trading that enables secure account management, real-time market data retrieval, and full order execution capabilities directly through AI assistants.

Enables intelligent analysis of codebases to generate comprehensive documentation, calculate documentation coverage, and identify missing documentation with severity levels. Supports TypeScript, JavaScript, and Python with AI-powered suggestions for documentation improvements.

Planer MCP is an intelligent task management server that uses LLM workflows to generate context-aware engineering plans with interactive requirement elicitation and SQLite persistence.

A global framework for creating and managing reusable command shortcuts and slash commands like refactor, debug, and audit across any directory using a hierarchical configuration system.

Ares DevOps MCP Server facilitates management of Azure DevOps Git repositories, pull requests, and pipelines through natural language interfaces. It enables secure, type-safe operations for branch management and CI/CD monitoring within MCP-compatible clients.

A robust MCP server that dynamically generates over 260 tools from PowerStore OpenAPI specs, providing a credential-free architecture for secure storage, networking, and file system management via AI assistants.

A comprehensive MCP server providing tools for real-time, forecast, and historical weather data, alongside air quality, marine conditions, and climate projections using the Open Meteo API.

A bridge between large language models and the Metasploit Framework, allowing for natural language control over exploitation, session management, and payload generation through standardized MCP tools.

A specialized MCP server for analyzing local Git repositories, providing deep insights into commit history, contributor performance, and file change frequency.

An MCP server that integrates Alibaba Cloud DashScope's FLUX model to generate high-quality, web-optimized images for professional design workflows.

A Japanese-language MCP server providing natural language access to over 100 years of historical global market indices including S&P 500, NASDAQ 100, and Nikkei 225 with high-speed local SQLite caching.

A specialized cybersecurity MCP server that integrates with the CIRCL Vulnerability Lookup API to perform CVE searches, risk assessments, and provide SOC-ready remediation playbooks.

Enables interaction with the Dreamhack wargame platform to fetch problem lists, download challenge files, and deploy them locally using Docker or Python for cybersecurity practice.

A development-focused MCP server that assists Minecraft Java plugin developers by providing documentation lookups, dependency scanning for Gradle/Maven projects, and version update checks.

A comprehensive TypeScript boilerplate for building MCP servers, featuring example implementations of tools like calculators and weather services, alongside dynamic resource endpoints.

A Java-based MCP server providing PayPal payment processing analysis tools, specifically designed to analyze authorization rates and provide actionable recommendations for merchant improvements.

A comprehensive physics engine server for LLMs that provides 55+ specialized tools for precise classical mechanics calculations, fluid dynamics, orbital mechanics, and stateful 3D rigid-body simulations using the Rapier engine.

Provides programmatic access to Anki flashcard operations through the AnkiConnect API, allowing users to list and create decks and cards. It enables seamless management of flashcards directly from MCP-compatible clients like Claude Desktop.

A comprehensive MCP server enabling AI assistants to control Figma via a WebSocket-connected plugin. It supports document inspection, element creation, auto-layout management, and complex design workflows like instance override propagation.

A Python-based MCP server that provides a suite of arithmetic tools, enabling AI assistants to perform precise mathematical operations like exponentiation, square roots, and percentages.

A VS Code extension template and MCP server that enables AI agents to interact with webviews through navigation, element manipulation, and state inspection.