Store and serve files via Storage; set visibility, generate URLs, and handle streaming safely

Run the full dev loop for the current feature with guardrails. Feature-first and git/local safe.

Perform CI-parity self-review for the current feature. Feature-first, git/local safe.

Guidelines for developing with Drizzle ORM, a lightweight type-safe TypeScript ORM with SQL-like syntax

Save durable session handoff for a feature to WORKING.md plus history snapshot. Feature-first, safe.

Generate a complete set of favicons from a source image and update HTML. Use when setting up favicons for a web project.

Ingest and parse incoming messages, events, or signals into structured form. Use when processing external inputs, handling API responses, parsing webhook payloads, or ingesting sensor data.

Interactive skill creation wizard - guides through requirements gathering to create properly structured skills

CliftonStrengths analysis with individual coaching, team comparison, and multi-format output (markdown, HTML, slides)

MongoDB fundamentals including document model, CRUD operations, querying, indexing, and aggregation framework for NoSQL database applications.

TanStack Router patterns for type-safe routing. Extends platform-frontend with router-specific rules. Use when building with TanStack Router.

Cleans up merged Git branches safely. Use when cleaning up old branches, deleting merged branches, or maintaining repository hygiene.

JOOQ type-safe SQL patterns - use for database queries, repositories, complex SQL operations, and PostgreSQL-specific features

Optimize hyperparameters using grid search, random search, Bayesian optimization, and automated ML frameworks like Optuna and Hyperopt

Framework-agnostic frontend architecture patterns. Extends core-coding-standards with UI-specific rules. Use when building any web frontend.

Framework-agnostic testing principles. Extends core-coding-standards with test-specific patterns. Use when writing, reviewing, or debugging tests.

Removes ignored build artifacts (bin, obj, node_modules) to reclaim space and fix ghost build errors. Safely respects .gitignore.

TanStack Form patterns for type-safe form management. Extends platform-frontend with form-specific rules. Use when building forms with TanStack Form.

Operate a Home Assistant instance via the official REST/WebSocket APIs and backups, with safe plan/apply workflows for bulk, reviewable changes.

Deploy machine learning models to production using Flask, FastAPI, Docker, cloud platforms (AWS, GCP, Azure), and model serving frameworks