Development Tools

Enables programmatic creation and management of draw.io diagrams through MCP tools. Supports building architecture diagrams, flowcharts, and visualizations with stateless operations that generate VSCode-compatible .drawio.svg files.

Enables access to GitHub repositories and data through the GitHub API. Supports retrieving repositories, issues, pull requests, and searching code across GitHub with authentication via personal access tokens.

Enables AI agents to query and retrieve public statistical data from Data Commons through search and observation tools. Provides access to demographic, economic, and other statistical indicators for analysis and research.

Enables AI assistants to create professional YouTube videos using Remotion with a design-system-first approach. Provides 20+ video components, 7 themes, and animated elements optimized for engagement and retention.

A minimal Model Context Protocol server built with FastAPI that provides a basic "Hello World" resource and tool. Serves as a starting point for building and validating MCP client integrations with richer resources and tools.

A template MCP server built with Next.js using the Vercel MCP Adapter. Provides a framework for deploying MCP servers with custom tools, prompts, and resources on Vercel with SSE transport support.

Provides 18 tools including calculator operations (add, subtract, multiply, divide, power, sqrt, log, trigonometric functions) and secure sandboxed file operations (read, write, append, delete, list) for LangGraph agents and MCP clients. Features async support, YAML configuration, comprehensive logging, and path traversal protection.

Generates natural, fluent Chinese content that reads like human writing using the Qwen3-Next-80B-A3B model. Supports web search for latest information and direct file saving with customizable writing rules.

Enables automatic generation and validation of standardized file names using AI-driven conventions for microservices architecture. Supports multi-language naming with structured components like microservice, layer, domain, and action identifiers.

Enables robot navigation control and monitoring through natural language. Provides tools for robot positioning, navigation to coordinates, device status monitoring, task management, and emergency controls.

Enables management and execution of Python scripts with automatic LLM-extracted argument schemas and validation. Provides script registry, execution history, and intelligent argument parsing like make but for Python scripts.

Enables querying relationships between plant species, small molecules, and mitochondrial Complex I inhibitors by bridging natural-product, biodiversity, and PubMed datasets. Allows LLMs to perform structured searches and reasoning over biological data to identify potential plant-derived mitochondrial inhibitors.

Enables Claude to perform thorough code reviews by integrating with Codex and Gemini CLIs to provide senior-level feedback on code quality, security, performance, and best practices. Supports reviewing code snippets, individual files, or entire directories with automatic detection of available review tools.

Enables comprehensive organizational data management including employee tracking, team coordination, project management, asset oversight, and performance monitoring. Provides a centralized system for managing all aspects of organizational operations through natural language interactions.

Enables semantic search through a Pinecone vector database containing economic books and academic papers using natural language queries. Provides 10 specialized search tools with metadata filtering for precise discovery of economic theories, concepts, and research by author, subject, or book.

A custom Model Context Protocol server that enables GitHub Copilot Agent to perform browser automation testing using WebdriverIO tools through natural language instructions.

Enables interaction with Real Canadian Superstore to extract order history, browse products, and export purchase data. Supports authentication via bearer token and provides comprehensive order management and product discovery capabilities.

Enables management of operations tasks through Gmail integration. Provides tools to fetch ops reports including HotSchedules 911 items and Brinker deadlines, and mark tasks as complete.

Enables Claude to interact with git repositories by providing real-time access to repository status, branch information, commit history, and file changes. Allows users to query their git workspace through natural language commands.

Enables access to comprehensive surf forecasts from Surfline including current conditions, swell analysis, forecaster insights, tides, and timing information for Santa Cruz surf spots. Provides detailed 8-hour forecasts with expert observations through secure Google OAuth authentication.

Enables sending emails through Gmail using your Gmail credentials. Provides a simple send_email tool that accepts recipient, subject, and plain text body parameters.

Enables management of user health profiles with capabilities to list, retrieve, and add user health information. Provides a sample implementation for testing MCP functionality with ChatGPT and other MCP-compatible tools.

Enables AI assistants to evaluate task complexity, verify package installation safety, and log complex reasoning processes. Provides structured assessment of multi-step tasks and environment validation for safer code execution workflows.

Enables deployment of MCP servers on Cloudflare Workers without authentication requirements. Provides a template for creating custom MCP tools that can be accessed remotely via Cloudflare AI Playground or local MCP clients like Claude Desktop.

Enables interaction with local Beancount accounting ledgers through structured tools for viewing accounts, balances, and transactions, as well as inserting/removing transactions and answering natural-language questions via BeanQuery. Provides deterministic, validated, and auditable financial data operations with offline-first functionality.

Converts URLs into scannable QR codes with customizable options like error correction levels and image sizes. Provides downloadable links for generated QR codes through a simple MCP tool interface.

private_test_server

Enables control of lights in CASAMBI networks through Bluetooth interface without requiring APIs. Provides direct lighting control and management capabilities through natural language interactions.

Enables AI assistants to generate videos from text prompts and images by interfacing with a Wan2GP Gradio server. It provides tools for high-quality video generation, queue management, and model discovery through the Model Context Protocol.

A lightweight gateway server that provides a unified connection entry point for accessing multiple MCP servers, supporting various protocols including Network and Local Transports.