lingxling

Automate Supabase database queries, table management, project administration, storage, edge functions, and SQL execution via Rube MCP (Composio). Always search tools first for current schemas.

Write Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Python limitations in n8n Code nodes.

Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and monitoring.

Mobile game development principles. Touch input, battery, performance, app stores.

Use when the user asks how to build with OpenAI products or APIs and needs up-to-date official documentation with citations, help choosing the latest model for a use case, or model upgrade and prompt-upgrade guidance; prioritize OpenAI docs MCP tools, use bundled references only as helper context, and restrict any fallback browsing to official OpenAI domains.

Codified expertise for handling freight exceptions, shipment delays, damages, losses, and carrier disputes. Informed by logistics professionals with 15+ years operational experience.

Makepad UI development skills for Rust apps: setup, patterns, shaders, packaging, and troubleshooting.

Bash scripting workflow for creating production-ready shell scripts with defensive patterns, error handling, and testing.

Generate a concise and structured PR description from commit history with minimal token usage

Comprehensive checklist for conducting thorough code reviews covering functionality, security, performance, and maintainability

Proven architectural patterns for building n8n workflows.

Build production-ready design systems with Tailwind CSS, including design tokens, component variants, responsive patterns, and accessibility.