Development Tools

Italian open data: municipalities, provinces, regions, postal codes, coordinates.

A Model Context Protocol server that provides tools to interact with Adobe Experience Manager instances, allowing users to manage packages, check status, create pages, replicate content, and perform other common AEM development tasks.

A comprehensive MCP server providing programmatic access to Facebook data including profiles, pages, groups, marketplace listings, and media through the Facebook Scraper3 API.

Provides tools to query Dutch vehicle registration data through the official RDW open API, allowing users to look up vehicle information by license plate, retrieve fuel/emissions data, and search vehicles by brand and model.

Enables wing simulation and aerodynamic analysis for pterosaur-inspired flight models. Provides lift, drag, and thrust calculations through the pterasim module with analytical fallbacks when the native module is unavailable.

Enables control system analysis and testing through PID controller evaluation against second-order plants. Provides regression testing utilities with step response analysis, gust rejection metrics, and settling time calculations for control engineering applications.

Enables running avian flight dynamics simulations through the Flappy simulator. Provides typed configuration models and deterministic fallback calculations for bird flight analysis.

An enterprise-grade Model Context Protocol server for high-performance web analysis that discovers subpages, provides AI-based page summaries, and extracts structured content for RAG using FastMCP and FastAPI.

A specialized MCP server that provides semantic search and retrieval of SAP AI Core documentation, enabling AI assistants to access technical guides, implementation details, and API documentation.

Provides access to the Unsplash API to search and retrieve high-quality photos, browse curated collections, and view photographer profiles with advanced filtering by orientation and color.

A state persistence layer that enables seamless handoffs between different AI coding assistants by maintaining a shared context bus. It provides tools for tracking summaries, next steps, and active files to ensure continuity across development sessions.

A comprehensive MCP server for browser automation and management, allowing control over both managed Playwright instances and external Chromium-based browsers via a dedicated extension.

A specialized MCP server for querying on-call runbooks with built-in intent recognition, operation risk assessment, and graceful degradation to offline mode.

Converts REST API code (like NestJS controllers or FastAPI endpoints) to Postman collections and environments, helping developers automatically sync their API endpoints with Postman.

A Model Context Protocol server providing access to LangSearch APIs for advanced web searching and semantic reranking of document results to improve AI assistant accuracy.

Query professional profiles, search candidates, and get AI-powered summaries and job fit analysis.

A Model Context Protocol server providing AI-optimized web search across billions of documents and deep semantic reranking to improve search accuracy and document relevance.

MCP server that fetches YouTube video transcripts and optionally summarizes them

MCP server that helps AI coding agents interact with AI code reviewers on GitHub PRs

Enables AI assistants to interact with Umami Analytics for both Cloud and self-hosted instances. It provides tools to retrieve website statistics, visitor metrics, pageview trends, and real-time active user counts.

MCP server for Instagit — AI-powered Git repository analysis for coding agents

A comprehensive mathematical utility server providing tools for arithmetic, statistical analysis, unit conversions, quadratic equation solving, and trigonometry.

A simple FastAPI-based MCP server that provides book-related tools, currently supporting retrieval of book collection counts.

An MCP server that enables Claude Desktop to perform natural language semantic searches against a Cloudflare Vectorize index via a remote Worker backend.

A comprehensive MCP server providing an interface to MoviePy for professional-grade video editing, compositing, and special effects. It exposes over 70 tools for video transformations, audio processing, and automated scene analysis directly through MCP-compatible clients.

A local MCP gateway that compresses multiple upstream servers into two tools, search and execute, to minimize model context usage. It provides a compact, code-driven interface for discovering and calling tools across various upstream sources on demand.

A self-hosted remote MCP server that provides reusable prompts and development conventions across various AI tools. It features a modular architecture for organizing and namespacing custom prompts to streamline AI-assisted coding workflows.

A specialized MCP server that combines GitHub repository management with local file system access to facilitate automated code reviews and pull request analysis.

Intelligent routing service that selects optimal AI models based on capability requirements and normalizes input/output formats across multiple providers like OpenAI, Anthropic, Google, and others.

A Docker-based deployment that wraps the Gemini MCP server with supergateway to expose its tool capabilities over Streamable HTTP. It enables users to perform image-editing workflows and interact with the Google Gemini API using a standardized web-accessible endpoint.