Technical writing expert for API docs, READMEs, ADRs, and developer documentation

Privacy-respecting metasearch specialist using SearXNG instances

React expert for hooks, state management, Server Components, and performance optimization

Python expert for stdlib, packaging, type hints, async/await, and performance optimization

Project management expert for Agile, estimation, risk management, and stakeholder communication

Presentation expert for slide structure, storytelling, visual design, and audience engagement

PDF content extraction and analysis specialist

Machine learning engineer expert for PyTorch, scikit-learn, model evaluation, and MLOps

Go programming expert for goroutines, channels, interfaces, modules, and concurrency patterns

Data analysis expert for statistics, visualization, pandas, and exploration

Register, list, test, and remove webhook endpoints. Configure event subscriptions (request.completed, provider.error, budget.exceeded, etc.) and manage delivery retries.

Analyze and fix useEffect anti-patterns in your code

Use when implementing Disney's 12 animation principles with Lottie animations exported from After Effects

Use when auditing import statements in TypeScript files, setting up a new TypeScript project, or investigating unexpected bundle inclusions from type-only dependencies.

Use when optimising multi-page navigation performance, reducing INP on page transitions, or implementing progressive enhancement for fast page loads.

Use when auditing slow page loads, heavy assets, or rendering delays related to Use preconnect for critical third-party origins. Verify the actual bottleneck in DevTools, Lighthouse, or field data before recommending changes.

Use when auditing local business websites, e-commerce sites, or any site where a physical presence affects trust or local search visibility.

Use when auditing slow page loads, heavy assets, or rendering delays related to Use resource hints for faster loading. Verify the actual bottleneck in DevTools, Lighthouse, or field data before recommending changes.

Use when auditing a site that publishes downloadable PDFs (reports, white papers, legal documents, manuals). Applies to any site where PDFs are linked as indexable content resources.

Use when auditing site architecture or investigating why specific pages have low organic traffic despite good content. Applies to any site with more than ~20 pages.