Development Tools

A high-performance desktop application that implements the Model Context Protocol (MCP), providing both server and client capabilities for tool discovery, usage, and management through a modern PyQt6 interface.

Enables AI agents to interact with GitLab repositories, monitor documentation changes, manage issues and merge requests, and search across projects with comprehensive file and commit operations.

Archived monolithic MCP server that provided 28 tools for Microsoft 365 (email, calendar, Teams, users, files), Italian PEC certified email, booking, and document management. Replaced by 8 atomic MCP servers.

A Model Context Protocol server that provides tools for fetching and posting HTTP data, with built-in prompts for URL summarization and API analysis.

Extracts clean text content and metadata from website URLs using Beautiful Soup through a standardized interface for AI agents. It supports both Bearer token authentication and a blockchain-based pay-per-use protocol for flexible access.

Provides comprehensive financial research tools including A-share stock analysis, web scraping, entity extraction, and multi-source search capabilities for building intelligent financial research agents.

Connects AI assistants to GitLab projects, enabling users to query merge requests, review discussions, view test results and pipelines, search by branch, and respond to comments through natural language commands.

A comprehensive MCP server providing access to legislative data from all 50 US states and Congress via the LegiScan API, featuring optimized tools for researching bills, votes, and legislators.

A multi-functional MCP server that enables academic research through specialized paper search and management tools, complemented by weather query and calculation capabilities.

A learning-focused MCP server demonstrating core concepts like tools, resources, and prompts through a simple notepad application for managing and searching notes.

A fake web search server that generates LLM-powered search results and full articles based on a configurable background story for AI alignment testing. It enables users to simulate a controlled web environment where AI agents interact with fabricated content tailored to a specific narrative.

A comprehensive music design system that allows AI to compose music using deterministic YAML arrangements. It provides 37 tools for managing patterns, styles, and structures that compile into Score IR and MIDI files.

Enables AI assistants to retrieve filtered and grouped fitness activities and wellness metrics from Intervals.icu to provide structured summaries of workouts and physical health.

MCP server for bulk Spotify operations with confidence-scored song matching, batch playlist creation, and library exports. Features human-in-the-loop review for uncertain matches.

Autonomous TDD coding agent that converts specifications into feature lists and implements them using test-driven development with pause/resume capabilities, live progress monitoring, and automatic git commits.

A demonstration MCP server using the xmcp framework to showcase structured tool, prompt, and resource definitions with automatic directory-based discovery.

An MCP server that provides weather information.

An MCP server providing access to the API Ninjas Recipe database, allowing users to search for dish recipes and cooking instructions with pagination support.

Enables Docker container management directly through Claude using the Model Context Protocol. Provides 14 tools for managing containers, images, volumes, and Docker Compose deployments through natural language commands.

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Provides tools to retrieve, visualize, and analyze Chinese scenic spot data by province/city, and generate/publish travel content to Xiaohongshu (Little Red Book) with automated posting capabilities.

Provides comprehensive cryptocurrency analysis using the CoinCap API, offering real-time price data, market analysis across exchanges, and historical price trends for any cryptocurrency.

A specialized Tavily search MCP server that uses underscore-based tool names specifically optimized for compatibility with the Cursor editor's CallMcpTool interface.

A specialized MCP server providing daily, historical, and time-series foreign exchange rates for over 31 currencies via the Frankfurter API, featuring currency conversion and GitHub OAuth security.

Compare Uber and Lyft prices for any route

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, test results, pipeline status, and discussion management.

Provides semantic search and management of shared documentation using ChromaDB and OpenAI embeddings. It enables users to query local documents by meaning, list files, and read content through natural language tools.

A stateful architectural gatekeeper that prevents AI coding bugs by enforcing a multi-step verification process and human-in-the-loop approval before allowing file edits.

Connects AI assistants to GitLab, enabling natural language queries for merge requests, code reviews, discussions, pipeline tests, and job logs directly from chat.

A tool for identifying and removing AI-generated 'code slop' like redundant comments, verbose logging, and unnecessary error handling across multiple programming languages.