Use when deciding whether a completed AnthroClaw run should become durable memory or a reusable native skill update. Helps convert user corrections, repeated workflows, and recovered mistakes into safe learning proposals.
Traces failures from observed symptoms to the first incorrect state transition.
Experimental working-model protocol shipped with memesh v4.1. Status — protocol present + instrumented; effectiveness in real usage is being collected (see `memesh patterns`), not yet proven. Suggests a user-as-CTO / Claude-as-orchestrator / background-agents-as-engineers split. Claude routes work by verifiability, dispatches parallel background agents for high-verifiability technical work, and stays foreground only for strategic/understanding work that the user must own. Use as a default for non-trivial software tasks; report back when it helps or doesn't.
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Use token-efficient CLI patterns instead of verbose MCP output when direct shell tools are enough. Provides JSON or compact-output conventions for gh, mgrep, psql, and similar tools.
Compose an arrangement for a tape — plan which elements enter and exit over time, then generate a playable CCArrangement.
Perform a self-review of a PR before requesting human review. TRIGGER when user invokes /pr-selfcheck or when the git workflow reaches the self-review step after PR creation. Accepts a PR number as an argument.
- 📁 references/
- 📄 _meta.json
- 📄 _VENDOR.md
- 📄 SKILL.md
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Dashboard-style snapshot of overall WP Umbrella fleet health in one call — totals of sites down, pending updates, vulnerabilities, outdated WordPress, unsupported PHP. Invoke as /umbrella:health.
Writes Python code following FiftyOne's official conventions. Use when contributing to FiftyOne, developing plugins, or writing code that integrates with FiftyOne's codebase.
Use when an agent needs the smallest useful eval pack to catch regressions or false confidence early.
Converts webpages, articles, or documents into study flashcards that you can review with spaced repetition