Development Tools

Provides AI agents and coding assistants with web crawling and RAG capabilities, allowing them to scrape websites and perform semantic searches on the crawled content.

Enables natural language management of Docker containers, images, networks, and volumes with support for both local and remote Docker engines. Features automated container composition, debugging capabilities, and persistent data management through an intuitive conversational interface.

Enables real-time monitoring of Seattle Fire Department incident data, allowing users to check for active fires, evacuation orders, and retrieve live emergency response information through natural language queries.

Enables AI assistants to interact with Inductiveautomation's Ignition SCADA/MES platform through its REST API. Provides 45+ tools for gateway management, project operations, backup handling, log analysis, and license activation.

Provides access to database schema information generated by tbls and enables secure SQL query execution on MySQL and SQLite databases. Allows users to explore database structures, table relationships, and execute SELECT queries through natural language interactions.

Enables LLMs to search and retrieve OwlPay documentation directly through natural language queries. Accelerates system integration by providing instant access to OwlPay API documentation and guides.

Enables fetching and analyzing YouTube video comments and replies through the YouTube Data API. Supports sorting by relevance or time and returns structured JSON data for comment analysis, summarization, and translation tasks.

Enables searching and accessing ArXiv research papers with advanced query capabilities, and provides sequential thinking tools for structured problem-solving. Supports Boolean operators, field-specific searches, author lookups, and dynamic thought processes through a modular Docker-based architecture.

Enables seamless SSH operations including secure connections, file transfers, interactive shell sessions, and Docker container management on remote servers. Supports both password and SSH key authentication with credential management and connection pooling.

Enables AI assistants to fetch current weather conditions and forecasts for any city using the Open-Meteo API. Provides temperature, precipitation, and hourly forecast data through natural language queries.

Provides real-time stock quotes, historical price data, financial news, and multi-stock comparisons using Yahoo Finance data. Enables users to access comprehensive financial market information through natural language queries.

The UCM MCP server enables seamless knowledge sharing and team collaboration through structured artifact repositories. It provides intelligent context management with versioned, searchable components that teams can efficiently store and retrieve across projects.

Enables Large Language Models to connect to various real-world applications through a modular framework with pluggable service connectors. Supports messaging platforms like WhatsApp and Telegram with secure authentication and includes a React control panel for testing.

A security-hardened, containerized MCP server framework that provides superior isolation and enterprise-grade security through Docker containers. Enables secure MCP command execution with comprehensive diagnostics, plugin architecture, and production-ready features like SSL/TLS and rate limiting.

Enables users to get real-time weather information for any city in the world. Provides current temperature and weather conditions through a simple city name query.

Enables AI educators to provide simple explanations, interactive demonstrations, and relatable analogies for complex AI concepts during workshops. Makes artificial intelligence topics accessible and engaging for participants through structured teaching tools.

Enables secure SSH command execution on remote servers and local PowerShell automation through Claude Desktop. Features enterprise-grade security with SSH key authentication, network scanning, and comprehensive logging for Windows and Linux system administration.

A basic Model Context Protocol server implementation that demonstrates core MCP functionality including tools and resources. Provides weather alerts through the Weather API and serves as a learning example for MCP development.

Enables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.

Point to browser DOM elements for agentic coding tools via a local MCP tool. A Chrome extension lets you Option+Click to capture elements, and the MCP server bridges them to Claude Code, Cursor, Windsurf.

A TypeScript template for building MCP servers with HTTP transport that provides a foundation for creating integrations between AI assistants and custom tools. Includes example implementations and development tooling to help developers create their own MCP servers.

Enables users to manage tasks through a simple JSON file interface. Provides basic task management functionality by reading and writing to a configurable tasks.json file.

A CloudFlare Workers-based MCP server that provides semantic memory and journal capabilities with vector search. Enables users to store, search, and retrieve memories and journal entries using AI-powered semantic similarity without any local setup required.

Provides team information retrieval capabilities through HTTP streaming transport. Built with FastMCP 2.0+ and includes ngrok integration for easy testing and development.

A Model Context Protocol server that provides current time in ISO8601 format with timezone support.

Enables comprehensive network security scanning and vulnerability assessment using Linux tools like nmap. Provides network discovery, port scanning, service identification, OS detection, and device discovery capabilities for authorized security testing.

Provides programmatic access to GameMaker Language (GML) documentation through MCP tools for function lookup, documentation search, and comprehensive coding guidance. Includes built-in GameMaker documentation with no additional setup required.

Provides persistent personal and organizational knowledge storage that any LLM can connect to for instant context about who you are, what you do, and your preferences. Enables AI agents to maintain long-term memory across sessions through structured data categories, semantic search, and export/import capabilities.

Enables PDF generation from HTML, text, and Markdown content with customizable formatting options. Provides secure cross-platform PDF creation tools that automatically save to user directories like Downloads, Documents, or Desktop.

A minimal FastMCP server template for Render deployment with streamable HTTP transport. Provides a starting point for building custom MCP servers with easy one-click deployment capabilities.