Development Tools

A Model Context Protocol server that integrates with Jira to manage tasks, allowing users to fetch assigned issues, view specific task details, and create new tickets through the Jira API.

A specialized backup and restoration server for AI agents and code editors, providing context-aware versioning and safety save points during critical refactoring tasks.

A GitLab CI/CD monitoring server that enables AI agents to track pipeline status, retrieve job logs, and automatically analyze failure root causes using intelligent error pattern extraction.

GitMCP transforms any GitHub repository or GitHub Pages site into a real-time documentation hub for AI assistants, providing tools for smart search and code retrieval to eliminate hallucinations.

A flexible MCP server that allows users to securely define and execute arbitrary command-line tools via JSON configuration. It provides a controlled interface for Claude to interact with system utilities through parameter validation, directory scoping, and execution limits.

A specialized MCP server for analyzing audio files through numerical fingerprinting, pitch tracking, and visual spectrograms without requiring direct audio playback. It enables AI models to compare audio iterations and detect spectral patterns using token-efficient operations.

A security-hardened MCP server offering a local execution environment with strict firewall controls, filesystem protections, and a plugin architecture for progressive tool discovery.

A standardized interface for AI assistants to interact with the Todo for AI task management system, enabling project task retrieval, entry creation, and feedback submission.

Enables access to the Realty In Ca1 API for searching residential and commercial property listings, exploring neighborhood demographics, and retrieving detailed agent and property information across Canada.

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.

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.

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 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.