Data & AI

Evaluate public/API surfaces against internal guidelines and external exemplars in any language.

Интеграция Google Custom Search API в AI-чат. Используй этот skill когда нужно добавить веб-поиск в чат-бота, настроить поиск актуальной информации в интернете, или интегрировать Google Search в приложение.

Implement RAG systems using Weaviate vector database. Use when building semantic search, document retrieval, or knowledge base systems.

Calculate objective mastery rates, analyze performance distributions, identify achievement gaps, and generate learning analytics dashboards. Use when analyzing assessment data, measuring outcomes, or generating reports. Activates on "analyze results", "learning analytics", "performance data", or "outcome measurement".

Spawn a Claude worker to address PR feedback, fix CI failures, or continue work on a pull request. Use when a PR needs updates based on review comments or failing checks.

Maintain living architecture maps and interaction flows.

Expert guidance for reliable bash script directory navigation and path handling. Use when writing new bash scripts, reviewing existing scripts, debugging directory-related failures, or when mentioned 'directory handling', 'bash paths', 'cd errors', 'script location', or 'git root'. Provides deterministic patterns to eliminate silent failures from unhandled cd, missing set -e, and path resolution issues.

Comprehensive Django best practices covering project structure, models (field choices, Meta options, managers, QuerySets, migrations), views (CBVs vs FBVs, generic views), Django REST Framework (serializers, ViewSets, permissions), forms, templates, security (CSRF, XSS, SQL injection), performance (N+1 queries, select_related, prefetch_related, caching), testing, and common anti-patterns. Essential reference for Django code reviews and development.

Implement code quality ratchets to prevent proliferation of deprecated patterns. Use when (1) migrating away from legacy code patterns, (2) enforcing gradual codebase improvements, (3) preventing copy-paste proliferation of deprecated practices, or (4) setting up pre-commit hooks to count and limit specific code patterns. A ratchet fails if pattern count exceeds OR falls below expected—ensuring patterns never increase and prompting updates when they decrease.

PowerPoint presentation toolkit for creating new presentations, editing existing ones, and using templates. Supports HTML-to-PPTX conversion, slide manipulation, and professional design. Use when building presentations, slide decks, or visual reports.

Create atomic components (atoms) - basic, reusable UI building blocks following React/TypeScript best practices with Tailwind v4 styling. Use when creating fundamental UI elements like buttons, inputs, labels, icons, or other single-responsibility components. Triggers on requests like "create a button component", "add an input atom", "build a reusable icon wrapper", or "create atomic UI elements".

Applies Fabric AI prompt patterns for summarization, analysis, extraction, code review, and content creation. Use when asked to summarize content, analyze documents, extract insights, review code, create documentation, or transform text. Patterns are in data/patterns/.

Medical document OCR processing for extracting structured clinical data from medical images (prescriptions, lab results, clinical notes). Uses Google Cloud Vision for text extraction and medical NLP for entity recognition. Deploy when processing healthcare documents, extracting patient data, or converting medical images to structured formats.

Homeostatic sensor detecting requirements without implementation or test coverage. Scans for REQ-* keys in requirements docs and checks if they have corresponding code and tests. Use to find coverage gaps.

Monitor Bob The Skull operation and debug issues. Use when checking system health, diagnosing problems, analyzing logs, monitoring state transitions, or troubleshooting component failures. Covers web monitor, logs, MQTT, state machine, and performance metrics.

PR 코드 리뷰, 개선 제안, 자동 머지 에이전트. 코드 품질, 테스트, 보안 검사 통합.

Fetch favicons for any website using multiple fallback sources (Google, DuckDuckGo, direct). Use when needing website icons, favicons, site logos, or domain icons for any URL or domain.

PySpark fundamentals for distributed data processing.

Optimizes ProAgentic development environment by cleaning port conflicts, Docker images, memory issues, and test artifacts. Performs aggressive port cleanup, Docker image optimization, memory monitoring, and system health diagnostics. Use before starting development, when app won't start with port errors, when system feels slow, or for weekly maintenance. Provides before/after metrics and health reports.

Use this skill whenever the user wants to set up, refactor, or optimize Supabase usage in a Next.js (App Router) + TypeScript project, including auth, database, storage, RLS-safe patterns, edge functions, and secure client/server integration.