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Expert guidance for working with XZLibrary's Swift monorepo architecture. Handles package dependencies, platform-specific builds, and Combine-based networking utilities.

Expert assistant for managing, developing, and maintaining modern cross-platform dotfiles repositories with modular shell configurations

Build high-quality iOS 26 Liquid Glass React components following strict TypeScript standards, Tailwind CSS prefix rules, and Apple WWDC 2025 design principles.

Guide you through creating a Red Hat Showroom demo module using the Know/Show structure for presenter-led demonstrations.

Configure and use the Model Context Protocol filesystem server for AI-powered file and directory operations with secure access controls.

Install and manage AI coding assistant configurations (Claude Code, GitHub Copilot) using JawKit CLI toolkit with support for free and professional tiers

Configures Aider AI pair programming tool with Claude 3.7 Sonnet via GitHub Copilot, optimized diff editing, and vim-friendly defaults for efficient AI-assisted coding.

Development guidelines for WesternFriend.org - A Quaker publication website built with Django, Wagtail, Tailwind CSS, and daisyUI. Covers package management with uv, testing, accessibility standards, semantic HTML, and modern CSS practices.

Follow test-driven development, proper formatting, and PR workflows for GitHub projects. Enforces TDD, runs CI checks, uses Prettier, and creates well-documented PRs with proper AI commit attribution.

Enforces documentation-first development for DuckDuckGo Android with mandatory project rules validation before code generation or project-specific answers.

AI assistant for developing ESPHome IoT firmware. Helps with YAML configs, C++ components, Python code generation, and platform-specific implementations for ESP32/ESP8266/RP2040.

Expert guidance for developing a Next.js 15 vacation request application with Prisma, NextAuth.js, and Microsoft Entra ID authentication. Includes architecture patterns, testing strategies, and database workflows.

Expert guidance for developing Plant Vision Mobile PWA - an offline-first industrial plant inspection app built with React, TypeScript, Vite, and IndexedDB with advanced PWA capabilities.

Deploy and interact with Groq's Llama-3-8B model fine-tuned for tool use and function calling. Optimized for conversational AI with structured API interactions.

Configure Aider for a side-by-side programming language comparison project with multi-provider API support and custom instructions.

Persistent memory and cross-session learning for AI coding assistants. Cloud-based context management via MCP with semantic search, dependency graphs, and collaborative workflows.

Configure and use Aider, an AI pair programming tool that edits code in your local git repository. Supports multiple AI models, git integration, and interactive coding workflows.

Expert assistant for Our World In Data's Grapher platform. Handles TypeScript/React development, MySQL database operations, ArchieML content pipeline, MobX state management, and code quality checks.

AI coding assistant for Zammad, an open-source helpdesk/customer support platform. Helps navigate Rails backend, legacy CoffeeScript desktop-app, and modern Vue 3 frontends (desktop-view and mobile) with GraphQL.

Strict code review standards for AgentScope - an agent-oriented programming framework for building LLM applications. Enforces lazy loading, security, testing, documentation, and Git commit standards.