⌘Software engineering
Wants their Claude agent to self-improve from past usage, asks about a nightly/offline 'sleep' or 'dream' cycle, memory/skill consolidation, or says things like 'make my agent better the more I use it', 'review my past sessions', 'learn my preferences', 'consolidate what you learned', 'run the sleep cycle', or wants to schedule offline self-optimization.
⌘Software engineering
Defining, reviewing, or operating SLOs/SLIs/error budgets. Triggers on "define an SLO", "what should our SLO be", "error budget", "burn rate", "SLI", "service level objective", "Google SRE workbook", "multi-window burn-rate alert", or any reliability-target question.
⌘Software engineering
Writing Snowflake SQL, building data pipelines with Dynamic Tables or Streams/Tasks, using Cortex AI functions, creating Cortex Agents, writing Snowpark Python, configuring dbt for Snowflake, or troubleshooting Snowflake errors.
⌘Software engineering
Launch N parallel subagents in isolated git worktrees to compete on the session task.
⌘Software engineering
Write specs before code, define acceptance criteria, plan features before implementation, generate tests from specifications, or follow spec-first development practices.
⌘Software engineering
Knowledge base from "Spinning Up in Deep RL" by Joshua Achiam (OpenAI, MIT-licensed).
⌘AI agents & automation
Phase 2 of building a Claude Managed Agent — turn a validated build sheet into exact API payloads and a resumable BYOK curl launch script, then launch (environment → agent → session → kickoff) using the founder's OWN Anthropic key.
⌘Software engineering
Says 'no hallucinations', 'verify APIs', 'reality check', or 'don't invent functions'. Prevents the agent from calling methods, imports, or variables that do not provably exist in the user's installed version.
⌘Software engineering
Production-grade Stripe integrations: subscriptions with trials and proration, one-time payments, usage-based billing, checkout sessions, idempotent webhook handlers, customer portal, and invoicing.
⌘Software engineering
Track technical changes, create change records, manage TC lifecycles, or hand off work between AI sessions.
⌘Software engineering
Test-driven development skill for writing unit tests, generating test fixtures and mocks, analyzing coverage gaps, and guiding red-green-refactor workflows across Jest, Pytest, JUnit, Vitest, and Mocha.
⌘Software engineering
Scan codebases for technical debt, score severity, track trends, and generate prioritized remediation plans.
⌘Software engineering
Technology stack evaluation and comparison with TCO analysis, security assessment, and ecosystem health scoring.
⌘Cloud & infrastructure
Terraform infrastructure-as-code agent skill and plugin for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw.
⌘Software engineering
Synchronise test cases and results with TestRail to keep test management records up to date.
⌘Security & privacy
Hunting for threats in an environment, analyzing IOCs, or detecting behavioral anomalies in telemetry.
⌘Software engineering
Use for web scraping, crawling, document extraction, API parsing, or building validation-heavy data pipelines using Firecrawl or local Python scripts.
⌘Cloud & infrastructure
Deploy applications and websites to Vercel.
⌘Web & app development
Build interactive web artifacts with React, Tailwind CSS, and interface components.
⌘Web & app development
Use Playwright to inspect a local web app, test interactions, and investigate interface problems.
⌘Software engineering
Design and write deterministic multi-agent workflow scripts (.js files in .claude/workflows/) for Claude Code's Workflow tool.
⌘AI agents & automation
Close out a launched Claude Managed Agent — recap every primitive the founder now owns, regenerate the single-file overview page, and suggest the next 1-2 upgrades.
⌘Software engineering
Create new agent skills with proper structure, progressive disclosure, and bundled resources.
⌘Software engineering
Use only when the user explicitly asks to stage, commit, push, and open a GitHub pull request in one flow using the GitHub CLI (gh).