Standardized output format for code reviews with severity labels, file:line references, and fix code snippets. Use when generating review reports that need consistent, actionable feedback structure.

This skill should be used when the user needs to automate multi-step website tasks. Activates for browser automation, web scraping, UI testing, or building AI agents. Provides complete action manuals with step-by-step instructions and verified selectors.

GitHub Actions and CI/CD best practices for automated testing, building, and deployment.

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Use to link segments and insights to GTM plays, owners, and measurement

Causal intervention via activation patching to identify important model components. Use when determining which layers, heads, or positions are causally responsible for model behavior.

Query activation logs to check for errors and view volume

Query and manage Active Directory: users, groups, computers, OUs, GPO status. Use when user asks about AD objects or domain information.

Use when creating or refactoring Active Job background jobs. Applies Rails 8 conventions, Solid Queue patterns, error handling, retry strategies, and job design best practices.

This skill should be used when the user asks about Active Record models, database migrations, queries, associations (belongs_to, has_many, has_one, has_and_belongs_to_many), validations, callbacks, scopes, database schema design, SQL optimization, N+1 queries, eager loading, joins, or database-specific features (PostgreSQL, MySQL, SQLite). Also use when discussing ORM patterns, data modeling, or database best practices. Examples:

Create, manage, and optimize email campaigns for Laguna Beach Tennis Academy using ActiveCampaign. Use when Claude needs to: (1) Create email campaigns for program launches, camps, or events, (2) Build automation workflows and nurture sequences, (3) Manage contact lists and segmentation, (4) Design luxury-branded email templates following LBTA brand guidelines, (5) Set up triggered emails for registrations or trials, (6) Analyze campaign performance or optimize email strategy.

Complete guide to ActiveRecord query optimization, associations, scopes, and PostgreSQL-specific patterns. Use when: (1) Writing database queries, (2) Designing model associations, (3) Creating migrations, (4) Optimizing query performance, (5) Debugging N+1 queries and GROUP BY errors. Trigger keywords: database, models, associations, validations, queries, ActiveRecord, scopes, migrations, N+1, PostgreSQL, indexes, eager loading

Complete guide to ActiveRecord query optimization, associations, scopes, and PostgreSQL-specific patterns. Use this skill when writing database queries, designing model associations, creating migrations, optimizing query performance, or debugging N+1 queries and grouping errors.

Coding standards and best practices for Temporal activities.

Display the daily activity log showing all content analyzed today. Use when the user asks what they've watched, read, or analyzed today, mentions activity log, daily log, or wants to see their consumption history.

Follow these patterns when implementing activity emission and audit logging in OptAIC. Use for emitting ActivityEnvelopes on mutations (create, update, delete, execute), designing payloads, and ensuring audit compliance.

High-performance Rust web framework with actor model foundation.

Use when working on Acuantia's BigQuery Dataform pipeline (acuantia-gcp-dataform project) - adds Acuantia-specific patterns on top of dataform-engineering-fundamentals: ODS two-arg ref() syntax, looker_ filename prefix, Looker integration (looker_prod/looker_dev), acuantia dataset conventions, coordination with callrail_data_export/dialpad_data_integration/looker projects

Professional document generator for Active Directory health assessments. Creates executive-quality DOCX reports with consistent branding, proper data visualization, severity-based formatting, and actionable remediation guidance. Use when generating assessment reports from OpsIdentity JSON data or improving document output quality.

Creates platform-specific ad copy for paid campaigns with A/B variants. Use when the user asks about ad copy, PPC ads, Google Ads, Facebook ads, LinkedIn ads, or paid campaign copy.

Quality review ads before launch by verifying hook strength, checking proof elements, evaluating CTA effectiveness, and assessing visual quality and authenticity. Use as final check before launching creative or when reviewing team submissions.

Use when adapting Droidz framework or creating custom workflows. Guide for customizing droids, skills, and commands for specific project needs.

Comprehensive guide for AIDB debug adapter development. Covers component-based

Remove sequencing adapters from FASTQ files using Cutadapt and Trimmomatic. Supports single-end and paired-end reads, Illumina TruSeq, Nextera, and custom adapter sequences. Use when FastQC shows adapter contamination or before alignment of short reads.

Calibrate guardrail thresholds from live hardware telemetry and emit environment presets. Use when thresholds are hand-tuned or drift with hardware changes.

Suggests learning analysis after code reviews

Integrate adaptive temporal analysis for drift detection.

Self-learning workflow system that tracks what works best for your use cases. Records experiment results, suggests optimizations, creates custom templates, and builds a personal knowledge base. Use to learn from experience and optimize your LLM workflows over time.

Comprehensive Android device control via ADB (Android Debug Bridge). Use when user asks about: Android device management, app installation/uninstallation, APK operations, package management, file transfer (push/pull), screenshots, screen recording, input simulation (tap/swipe/text/keyevents), shell commands, logcat viewing, device info (battery/memory/storage), automation scripts, wireless ADB connection, scrcpy mirroring. Keywords: adb, android, phone, tablet, device, apk, install app, uninstall app, screenshot, screen record, tap, swipe, type text, keyevent, logcat, push file, pull file, shell, package, activity, intent, broadcast, dumpsys, getprop, settings, input, sendevent, monkey, am start, pm list, device info, battery status, wireless adb, connect device.

**Tier**: Tier 0 (Meta-Generation Framework)

Use when testing Android apps on ADB-connected devices/emulators - UI automation, screenshots, location spoofing, navigation, app management. Triggers on ADB, emulator, Android testing, location mock, UI test, screenshot walkthrough.

Screen understanding with OCR and template matching for Android device automation

Semantic UI element detection via uiautomator2

Add new Agent templates to the meta-agent-skills framework.

Add a new minimal API endpoint to NovaTune with service, models, and tests

Create API layer components for a new entity. Includes usecase interactors (internal/usecase/), proto definitions (schema/proto/), gRPC handlers (internal/infrastructure/grpc/), and DI registration. Use when adding CRUD endpoints or Step 3 of CRUD workflow (after add-domain-entity).

Adds entity-specific authorization methods to `AuthorizationService` for permission checks.

This skill should be used when analyzing a link to an AI tool and adding it to the awesome-ai-tools readme with proper categorization

'Add backend integration testing with Vitest to an existing app. Sets up isolated test database schema and writes tests for tRPC routers.'

1. Read `backend/main.py` to understand existing tool patterns:

Add a new code quality check to CI, justfile, and pre-commit hooks. Use when adding linters, formatters, type checkers, or other code quality tools to the project.

Create a React component with TypeScript and optional tests

Guide adding a new config field across types, defaults, config.yaml, and optional state/env wiring.

Create new files in knowledge base with directory governance. Use when user wants to save, create, or add content. Reads RULE.md to understand directory purpose and follows specified rules. Recommends target directory based on content analysis.

Create database migrations, define table schemas, and manage constant tables (enums). Use when: (1) creating a new database table, (2) running 'make migrate.create', (3) adding enum/status values, (4) modifying table structure. REQUIRED first step before add-domain-entity.

Add deferred technical debt items identified during PR review

add-domain-entity

1. Read current event types in `frontend/src/App.tsx`:

Add a new exercise to vibereps. Use when the user wants to create a new exercise type with pose detection. Handles creating the JSON config file and detection logic.