warden-recon
Security reconnaissance — full inventory of secrets management, IAM, dependencies, auth, encryption, audit logging, and compliance gaps. Use when asked about "security posture", "how secure is this", or "security assessment".
tuning-hyperparameters
'Optimize machine learning model hyperparameters using grid search, random
orchestrating-multi-agent-systems
'Execute orchestrate multi-agent systems with handoffs, routing, and
validating-ai-ethics-and-fairness
'Validate AI/ML models and datasets for bias, fairness, and ethical concerns.
warden
Security engineer — IAM, secrets, threat modeling, hardening, auth, and supply chain security.
warden-threat
Produce a threat model — assets, ranked threats, mitigations, accepted risks. Use when asked to "threat model this", "what could go wrong security-wise", "map our attack surface", or before designing any security-sensitive feature.
web-typography
Select, pair, and implement typefaces for web projects. Use when the user mentions "font pairing", "which typeface", "line height", "responsive typography", "web font loading", "type hierarchy", "variable fonts", "FOUT/FOIT", or "typographic scale". Also trigger when choosing between system fonts and web fonts, optimizing font loading performance, or designing readable long-form content layouts. Covers readability evaluation, CSS implementation, and performance optimization. For overall UI design systems, see refactoring-ui. For dramatic typographic experiences, see top-design.
engineering-features-for-machine-learning
'Execute create, select, and transform features to improve machine learning
top-design
Create award-winning, immersive web experiences at the level of Awwwards-featured agencies. Use when the user mentions "premium website", "portfolio site", "scroll animations", "Awwwards quality", "brand experience", "cinematic web design", "parallax storytelling", or "agency-quality site". Also trigger when building landing pages that need to impress, designing creative portfolios, or elevating a standard website to a memorable digital experience. Covers dramatic typography, purposeful motion, scroll-based composition, and performance-optimized animation. For foundational UI, see refactoring-ui. For type selection, see web-typography.
setting-up-experiment-tracking
'Implement machine learning experiment tracking using MLflow or Weights
optimizing-deep-learning-models
'Optimize deep learning models using Adam, SGD, and learning rate scheduling
splitting-datasets
'Process split datasets into training, validation, and testing sets for
creating-data-visualizations
'Generate plots, charts, and graphs from data with automatic visualization
preprocessing-data-with-automated-pipelines
'Process automate data cleaning, transformation, and validation for ML
processing-computer-vision-tasks
'Process images using object detection, classification, and segmentation.
warden-iam
Build IAM from scratch — roles, policies, service accounts with least privilege. Use when asked to "set up IAM", "create roles", "service accounts", or "access control".
warden-harden
Produce a hardening spec and implement it — auth patterns, security headers, rate limiting, input validation, secrets management, dependency hygiene. Use when asked to "harden this", "add security to this service", "what security do I need", or "secure this before launch".
warden-audit
Full security audit — secrets, dependencies, IAM, auth, injection, XSS, HTTPS, rate limiting, public storage. Use when asked for "security audit", "check for vulnerabilities", "security review", or "are we secure".
ux-heuristics
Evaluate and improve interface usability using heuristic analysis. Use when the user mentions "usability audit", "UX review", "users are confused", "heuristic evaluation", "form usability", "navigation problems", "Nielsen heuristics", "cognitive walkthrough", or "usability testing". Also trigger when reviewing a design for usability issues, improving form completion rates, or evaluating information architecture and navigation. Covers Nielsens 10 heuristics, severity ratings, and information architecture. For visual design fixes, see refactoring-ui. For conversion-focused audits, see cro-methodology.
volt
Embedded and IoT engineer — firmware, microcontrollers, OTA updates, device protocols.
volt-recon
Firmware reconnaissance for takeover — inventory the MCU, peripherals, RTOS, protocols, OTA, power management, and assess code quality with risk flags. Use when asked to "understand this firmware", "device inventory", or "embedded assessment".
training-machine-learning-models
'Build train machine learning models with automated workflows. Analyzes
ios-hig-design
Design native iOS interfaces following Apple Human Interface Guidelines. Use when the user mentions "iPhone app", "iPad layout", "SwiftUI", "UIKit", "Dynamic Island", "safe areas", "HIG compliance", "SF Symbols", "haptic feedback", or "iOS accessibility". Also trigger when building tab bars, navigation stacks, sheets, or modals for iOS, implementing dark mode, or adapting layouts for different screen sizes. Covers navigation patterns, accessibility, SF Symbols, and platform conventions. For general UI polish, see refactoring-ui. For affordance design, see design-everyday-things.
hooked-ux
Design habit-forming product loops using the Hook Model (Trigger, Action, Variable Reward, Investment). Use when the user mentions "users arent coming back", "engagement loops", "habit formation", "push notifications", "variable rewards", "daily active users", "habit zone", or "user retention loops". Also trigger when designing notification strategies, building streaks or progress systems, or analyzing why users stop using a product after initial signup. Covers ethics evaluation and onboarding for habits. For friction reduction and B=MAP, see improve-retention. For viral sharing, see contagious.
design-everyday-things
Apply foundational design principles: affordances, signifiers, constraints, feedback, and conceptual models. Use when the user mentions "why is this confusing", "affordance", "error prevention", "discoverability", "human-centered design", "fault tolerance", "mental model", "mapping", or "seven stages of action". Also trigger when diagnosing why users make mistakes, reducing product complexity, or improving error messages and feedback systems. Covers the gulfs of execution and evaluation. For usability scoring, see ux-heuristics. For iOS-specific patterns, see ios-hig-design.
generating-stored-procedures
'Use when you need to generate, validate, or deploy stored procedures
optimizing-sql-queries
'Execute use when you need to work with query optimization.
analyzing-text-with-nlp
'Execute this skill enables AI assistant to perform natural language
building-neural-networks
'Execute this skill allows AI assistant to construct and configure neural
tracking-model-versions
'Build this skill enables AI assistant to track and manage ai/ml model
explaining-machine-learning-models
'Build this skill enables AI assistant to provide interpretability and
evaluating-machine-learning-models
'Build this skill allows AI assistant to evaluate machine learning models
deploying-machine-learning-models
'Deploy this skill enables AI assistant to deploy machine learning models
local-tts
'Generate speech locally from text using VoxCPM2 (2B params, Apache-2.0).
validator-expert
'Validate production readiness of Vertex AI Agent Engine deployments
vertex-engine-inspector
'Inspect and validate Vertex AI Agent Engine deployments including Code
gh-actions-validator
'Validate use when validating GitHub Actions workflows for Google Cloud
genkit-infra-expert
'Execute use when deploying Genkit applications to production with Terraform.
adk-infra-expert
'Execute use when provisioning Vertex AI ADK infrastructure with Terraform.
detecting-infrastructure-drift
'Execute use when detecting infrastructure drift from desired state.
generating-infrastructure-as-code
'Execute use when generating infrastructure as code configurations. Trigger
generating-helm-charts
'Execute use when generating Helm charts for Kubernetes applications.
building-gitops-workflows
'Execute use when constructing GitOps workflows using ArgoCD or Flux.
generating-smart-commits
'Execute use when generating conventional commit messages from staged
gh-dash
'Provides a GitHub pull request dashboard directly in the terminal. Use
fairdb-backup-manager
'Manage use when you need to work with backup and recovery.
managing-environment-configurations
'Implement environment and configuration management with comprehensive
engineer-design-diagram
"Generate production-grade engineering design diagrams (architecture,\
generating-docker-compose-files
'Execute use when you need to work with Docker Compose.
planning-disaster-recovery
'Execute use when you need to work with backup and recovery.
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