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Development instructions for building an AI copilot prompt detection VS Code extension with automated versioning, logging, and release workflow

Expert guidance for developing autonomous agents with IntentKit framework. Covers architecture, skills development, testing, and operations using LangGraph, SQLAlchemy, FastAPI, and Pydantic.

Code quality and decision-making guidelines for Chrome extension development with GitHub Actions integration

Analyze and troubleshoot GitOps pipelines managed by Flux Operator on Kubernetes clusters using MCP tools

Guide for working with an AI-focused news aggregator built on Node.js/Express with dynamic source management, advanced filtering, and real-time updates

Context for working with REB Library Moodle plugin - a digital library system with TypeScript/Preact frontend, PHP backend, and custom education structure tables

Electronic trading communication platform for LME brokers and traders. Monorepo with React frontend, Express backend, and PostgreSQL database. Includes JWT auth, RFQ system, order management, and audit logging.

Conversational 3D modeling using CAD-Query via MCP. Generate parametric CAD models from natural language descriptions, verify designs, and export STL files for 3D printing.

AI-powered management consultants for public radio stations. Specialized agents for development, marketing, underwriting, and programming with 113+ knowledge bases and templates.

Development guidelines for a React + Rails TODO app with OAuth2, Japanese UI, and GitHub Actions CI/CD with autofix capabilities

Expert assistant for managing a GitOps-based Zuul CI homelab deployment on Talos Kubernetes with FluxCD, SOPS secrets, and custom operator configuration.

AI coding agent instructions for contributing to Zammad, an open-source helpdesk/customer support platform built with Rails, Vue 3, and legacy CoffeeScript frontends.

Expert guidance for contributing to Streamlit - Python/TypeScript web app framework with real-time updates

Production-ready Python application for bulk loading CSV files into Microsoft SQL Server with dynamic metadata removal, flexible YAML configuration, and filename sanitization.

Development guidance for Selfspy3 multi-language activity monitoring suite

Expert guide for a Go-based distributed task scheduling system with Lyapunov optimization algorithms, network topology management, and RESTful APIs.

Expert guide for building and maintaining a SvelteKit video downloader with Express.js backend, Socket.IO real-time updates, and yt-dlp integration

Analyze repositories and generate professional, customizable README documentation with intelligent analysis and beautiful templates

Maintains and upgrades Spring Boot microservices with best practices for dependency management, testing, and static analysis.

Automated installation and management of development tools, shell configurations, and Claude environment for macOS and Linux. Manages JSON-based tool definitions, shell environments, git aliases, and centralized Claude configurations with security-focused templating.