Development Tools

A robust set of evaluation tools for AI safety and alignment, enabling programmatic assessment of LLM outputs for quality, security risks like PII and prompt injection, and operational metrics including carbon footprint and cost.

A development tool that allows AI agents to inspect local Python environments by exploring package structures, reading source code, and fetching PyPI documentation.

A unified MCP server providing connectivity to PostgreSQL and MySQL databases, enabling AI assistants to perform schema introspection and execute parameterized SQL queries.

A decision-support server that provides advanced stochastic algorithms like Markov Decision Processes and Monte Carlo Tree Search to help AI agents break out of deterministic patterns.

A specialized MCP server for bioinformatics that manages WDL workflow submission and validation alongside Docker image building on the Bio-OS platform.

Browse the web with filesystem commands. 38 MCP tools: ls, cd, grep, click, type via Chrome.

A comprehensive macOS automation server that enables AI models to control mouse, keyboard, and windows, capture screen data, and execute shell or AppleScript commands with built-in safety filters against destructive operations.

A comprehensive media processing MCP server that provides a high-level interface for FFmpeg, enabling video editing, metadata extraction, frame capture, and complex transitions.

A comprehensive AI-powered multimedia server for generating and processing images and videos using providers like Doubao and Aliyun. It supports text-to-media generation, detailed image editing, and visual content analysis through the Model Context Protocol.

A specialized MCP server that employs meta-prompting techniques and a two-turn workflow to transform basic instructions into high-quality, structured prompts for LLMs.

A comprehensive development toolkit for RedM that integrates RDR3 game discoveries, framework documentation for VORP and RSGCore, and detailed native function documentation across 86+ namespaces.

A workflow automation server that enables parallel execution of shell commands and AI coding agents across customizable lists of items with real-time streaming output.

Generate daily standup notes from git commits across multiple repositories with AI summaries.

An experimental multimodal data infrastructure server that enables Claude and Cursor to manage tables, execute local AI analysis (like object detection), and run an interactive Python REPL for complex data workflows.

MCP (Model Context Protocol) Server. Provides datetime tools for retrieving current time in various timezones, listing available timezones, and accessing datetime resources through URIs, enabling accurate and flexible time-related functionalities across different geographical regions.

A comprehensive suite of MCP servers for managing homelab infrastructure, including Docker containers, Unifi networks, Pi-hole DNS, Ollama instances, and UPS power monitoring via Ansible integration.

A comprehensive MCP server for Cisco Intersight that enables full infrastructure lifecycle management including server provisioning, telemetry monitoring, policy orchestration, and security health auditing through a safe 'Core' or full 'All Tools' mode.

MCP (Model Context Protocol) Server. Provides a Bayesian Monte Carlo Tree Search engine for systematic exploration of different angles and interpretations, balancing exploration versus exploitation through probabilistic approaches that evolve through multiple iterations.

A robust web extraction server that enables LLMs to scrape single pages, crawl entire websites, and perform web searches with configurable engines like Playwright and Puppeteer.

A comprehensive MCP server for Apache Airflow (versions 2.x and 3.x) that provides AI assistants with tools for DAG management, task execution logs, and system health diagnostics.

A robust MCP server providing interactive shell sessions with full terminal emulation (PTY), enabling LLMs to run persistent commands and manage interactive programs like vim or htop.

MCP (Model Context Protocol) Server. Integrates with NOAA's oceanographic and meteorological APIs to provide access to water level data, tide predictions, currents, weather measurements, station information, and celestial calculations for maritime applications.

A comprehensive MCP server integrating 23+ security tools like Semgrep, Bandit, and Nmap for automated SAST, secret detection, and network scanning directly within AI assistants.

The TagoIO MCP Server provides deep integration with the TagoIO IoT platform, allowing AI models to manage devices, perform statistical data analysis, and generate Analysis scripts.

A comprehensive MCP server for monitoring and interacting with Arbitrum Nitro nodes, offering real-time visibility into batch posting, assertions, gas prices, and node health across core and Orbit chains.

MCP (Model Context Protocol) Server. Provides a bridge between Urbit's social networking services and conversational interfaces, enabling direct message communication with support for ship IDs and human-readable nicknames.

A multi-modal transport server that provides trip planning, public transport departures, and location searches via the TripGo API. It enables AI models to calculate routes across various transport modes and retrieve real-time travel information.

Lightweight journal/memory plugin for Claude Code with zero ML dependencies. Features slash commands, proactive skills, and auto-capture hooks.

The ultimate OWASP MCP Top 10 security checklist and pentesting framework for Model Context Protocol (MCP), AI agents, and LLM-powered systems.

Roll your own chat with just a few lines of code. Open source alternative to ChatKit. Use any model / provider. Built upon AI Elements from Vercel, AI SDK. Supports MCP, MCP-UI, and the MCP Registry out of the box.