Schema evolution in distributed systems requires careful validation and backward compatibility. This skill helps you extend AFI Protocol signal schemas while maintaining type safety and generating proper validation code.

GitHub issue triage requires consistent categorization and clear communication. This skill provides a structured workflow with decision trees and response templates for FiftyOne repository maintainers.

Duplicate images waste storage space and bias machine learning models. This skill uses deep learning embeddings to identify and remove exact duplicates and near-duplicate images from FiftyOne datasets. It automates the detection process and helps you clean datasets before training.

Understanding complex image datasets requires seeing how samples relate in embedding space. This skill guides you through computing embeddings and using UMAP or t-SNE to create 2D visualizations that reveal clusters, outliers, and class distributions in your FiftyOne datasets.

Users struggle to extend the FiftyOne computer vision platform with custom functionality. This skill provides step-by-step guidance for building operators and panels that integrate seamlessly with the FiftyOne App.

Loading local media files into FiftyOne and running ML model inference requires understanding dataset creation, label imports, and model application. This skill provides step-by-step guidance for creating datasets, importing labels in standard formats, and applying zoo models for detection, classification, and segmentation tasks.

Dataset import often requires manual format detection and configuration. This skill auto-detects media types, label formats, and sensor groupings to create properly structured FiftyOne datasets.

Writing code for FiftyOne requires specific conventions for imports, docstrings, and module structure. This skill ensures your contributions follow FiftyOne's official style guide for clean, consistent code.

Managing GKE clusters requires knowledge of GCP APIs, kubectl commands, and Kubernetes best practices. This skill provides ready-to-use workflows, YAML templates, and troubleshooting steps for common GKE scenarios.

Poor search engine visibility reduces organic traffic and revenue. This skill provides technical SEO guidance based on Lighthouse audits and Google Search guidelines to improve your ranking.

Writing reliable unit tests is challenging without clear patterns. This skill provides AI-optimized Vitest guidance with F.I.R.S.T principles, AAA pattern structure, black box testing strategy, and comprehensive examples for mocks, async code, and error scenarios.

Web accessibility issues cause users to abandon sites. This skill provides WCAG 2.2 guidelines and code patterns to make content accessible to people with disabilities.

TypeScript code often lacks proper documentation. This skill provides comprehensive guidance on writing effective JSDoc comments that enhance code maintainability, improve IDE support, and help developers understand complex APIs quickly.

Complex development tasks require choosing the right tool from many options. The Router skill intelligently analyzes your request and routes it to the best available Skill, Agent, or Command with transparent explanations.

Automate browser testing including page navigation, form filling, screenshot capture, and login flow validation. Write clean Playwright scripts that run reliably with visible browser for easy debugging.

Code review practices vary widely between teams, causing inconsistent feedback, slow turnaround, and friction. This skill provides battle-tested workflows, checklists, and classification systems that help teams review faster while catching more issues.

AI code generation often produces inconsistent or poorly structured code when projects lack clear architectural guidance. This skill provides proven architecture patterns that give AI assistants clear boundaries and consistent structures, resulting in code that is easier to maintain, test, and extend.

Managing recipe data manually is error-prone and inconsistent. This skill provides a structured approach to adding, editing, and validating recipes in a standardized JavaScript format.

Database management requires deep knowledge of SQL patterns and Supabase features. This skill provides expert guidance for creating tables, writing migrations, configuring RLS policies, and troubleshooting database issues with confidence.

CookMode V2 is a complex codebase that requires accurate documentation. This skill provides factual information about the current implementation, architecture, and component locations without suggesting changes or improvements.