⌘Software engineering
The user asks to "design system architecture", "evaluate microservices vs monolith", "create architecture diagrams", "analyze dependencies", "choose a database", "plan for scalability", "make technical decisions", or "review system design".
⌘Software engineering
Designs and implements backend systems including REST APIs, microservices, database architectures, authentication flows, and security hardening.
⌕Data & machine learning
Computer vision engineering skill for object detection, image segmentation, and visual AI systems.
⌕Data & machine learning
Data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure.
⌕Data & machine learning
World-class senior data scientist skill specialising in statistical modeling, experiment design, causal inference, and predictive analytics.
⌘Cloud & infrastructure
Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure).
⌘Web & app development
Frontend development skill for React, Next.js, TypeScript, and Tailwind CSS applications.
⌘Software engineering
Fullstack development toolkit with project scaffolding for Next.js, FastAPI, MERN, and Django stacks, code quality analysis with security and complexity scoring, and stack selection guidance.
⌘Software engineering
ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs.
▦Planning & productivity
Senior Project Manager for enterprise software, SaaS, and digital transformation projects.
⌘AI agents & automation
Optimize prompts, design prompt templates, evaluate LLM outputs with an eval set, measure RAG retrieval quality, validate agent/tool configurations, analyze token usage, or design structured-output contracts.
⌘Software engineering
Generates unit tests, integration tests, and E2E tests for React/Next.js applications. Scans components to create Jest + React Testing Library test stubs, analyzes Istanbul/LCOV coverage reports to surface gaps, scaffolds Playwright test files from Next.js routes, mocks API calls with MSW, creates test fixtures, and configures test runners.
⌘Security & privacy
Senior SecOps engineer skill for application security, vulnerability management, compliance verification, and secure development practices.
⌘Security & privacy
STRIDE threat modeling, DREAD risk scoring, data-flow-diagram threat analysis, or a quick secret scan — or when a security request needs routing to the right specialist skill (pen-testing, incident response, cloud posture, red team, AI security, threat hunting, secure code review).
↗Product & strategy
Inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry CLI; perform read-only queries using the sentry command.
↗Marketing & growth
Audit, review, or diagnose SEO issues on their site.
⌕Science & discovery
Set up a new autoresearch experiment interactively. Collects domain, target file, eval command, metric, direction, and evaluator.
⌕Data & machine learning
Explain and audit machine-learning predictions with SHAP. Use for selecting SHAP explainers and maskers, computing and validating feature attributions, handling multi-output explanations, and producing local or global SHAP visualizations.
⌘Software engineering
Pre-production audit that scans a codebase for security, database, deployment, code quality, AI/LLM, dependency, frontend, and observability issues.
↗Marketing & growth
Optimize signup, registration, account creation, or trial activation flows.
↗Marketing & growth
Optimize signup, registration, account creation, or trial activation flows.
⌕Science & discovery
Build, inspect, test, and analyze bounded process-based discrete-event simulations with SimPy, including events, resources, interrupts, monitoring, replications, warm-up, and reproducible output analysis.
↗Marketing & growth
Audit, redesign, or plan their website's structure, URL hierarchy, navigation design, or internal linking strategy.
↗Marketing & growth
Plan, map, or restructure their website's page hierarchy, navigation, URL structure, or internal linking.