Development Tools

RandomWeb3MCP is a random element generation service based on EVM block hash. The service provides various random element generation tools that can be used in games, finance, testing, and other fields.

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A documentation system that automatically creates hierarchical markdown files and Mermaid diagrams at every directory level, enabling AI-driven navigation and real-time architectural tracing of codebases.

A specialized MCP server that automates TP-Link BE3600 routers using Playwright browser automation to manage port forwarding, monitor network status, and track connected devices.

Provides comprehensive stock analysis tools for real-time market data, technical indicators, and portfolio evaluations using Finnhub and Alpha Vantage. It supports both stdio and Render-compatible HTTP transport modes for flexible integration across environments.

Enables subnet mask calculations and network planning through MCP framework. Provides detailed subnet information including network addresses, IP ranges, and broadcast addresses, plus LAN planning advice for different network scales.

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

Enables AI-powered web data extraction and research through Firecrawl's Agent API. Autonomously searches, navigates, and scrapes websites to gather structured data without requiring specific URLs.

A specialized tool that transforms natural language project descriptions into comprehensive software design specifications, including tech stack selection, module tables, and development files.

A browser automation server that executes web-based tasks from natural language instructions using the browser-use library and GPT models.

Enables users to measure, track, and compare response times of GitHub Copilot and other AI models. Provides statistical analysis and performance comparison tools for evaluating AI model efficiency.

Enables AI assistants to interact with Jira by executing commands through the Atlassian CLI. It supports searching issues with JQL, managing comments, updating statuses, and handling issue assignments through natural language.

Provides voice notifications using Grok's text-to-speech API to alert users when Claude Code completes tasks, with support for both local and remote server configurations.

A persistent memory storage server that allows AI agents to store, tag, and search content while building complex knowledge graphs through directed links and relationship types.

A development tool that bridges Go's built-in documentation and listing capabilities to MCP-compatible AI assistants, enabling deep codebase analysis and documentation lookup.

Enables AI agents to interact with GitLab repositories, manage merge requests, review code diffs, post comments, and handle issues directly through natural language.

Provides comprehensive mathematical capabilities including basic arithmetic, advanced functions, statistical tools, and access to mathematical constants. It allows users to perform computations and generate math-related prompts through a standardized MCP interface.

Enables AI clients to query live data from SAP HANA and SQL databases through read-only SELECT queries with CSV-formatted results.

A comprehensive demonstration server that provides tools for calculations, weather, and note management alongside an interactive web interface. It showcases how AI assistants can seamlessly interact with external data sources and functions using the Model Context Protocol.

A lightweight FastAPI-based MCP server template that provides a BMI calculation tool using SSE for discovery. It is designed for easy deployment on platforms like Render and serves as a boilerplate for building custom MCP services.

A specialized MCP server providing real-time access to Georgia 511 traffic data, including cameras, road events, message signs, and travel conditions.

A Python-based MCP server that integrates with the Jira API to search for issues via JQL and retrieve detailed issue information for AI-assisted workflows.

This MCP server integrates with the Alchemy SDK to provide tools for querying blockchain data, including NFT ownership, NFT metadata, and current block numbers.

A robust expense-sharing MCP server that allows AI assistants to manage social gatherings, track individual expenses, and calculate fair reimbursements between members.

An MCP server that enables Claude to perform HTTP requests (GET, POST, PUT, DELETE) and interact with OpenAI services for text and image generation.

MCP (Model Context Protocol) Server. Integrates with DuckDuckGo to provide web search capabilities, enabling quick and easy text searches with customizable result limits for applications.

A hybrid MCP server system that enables natural language management of Asana tasks, projects, and portfolios with enhanced security controls. It features a specialized guard server to provide audit logging and two-step confirmation for destructive actions like deletions.

Enables AI assistants to execute malware analysis tools on a REMnux system via Docker, SSH, or local connections. It provides automated file-type analysis, structured tool discovery, and security guardrails for streamlined malware investigation.

A specialized MCP server for college football that provides real-time scores, betting odds, player stats, and team historical data by integrating with The Odds API and CollegeFootballData API.