Turn a vague intent into a correct, transcript-verifiable Claude Code /goal condition through a short question-and-answer interview, then (when the pattern recurs) crystallize it into a reusable .claude/commands/ slash command. Use whenever the user wants to write, fix, or improve a /goal command, set a completion condition, "keep Claude working until X", run an unattended/until-it-passes Claude Code session, or says their /goal "just keeps looping" or "stops too early". Trigger even if they don't say "goal" but describe wanting Claude Code to loop on its own until a measurable end state holds. The point is to stop them writing a PROMPT ("clean up my code") when /goal needs a CONDITION ("npm test exits 0, without editing the test file"), and to refuse any goal whose finish line a transcript-reading evaluator can't check. For crafting the single /goal line; to build a full builder/verifier loop package (spec, prompts, harness, CI) use loop-creator.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryContent & writingStars0
About this skill
Turn a vague intent into a correct, transcript-verifiable Claude Code /goal condition through a short question-and-answer interview, then (when the pattern recurs) crystallize it into a reusable .claude/commands/ slash command. Use whenever the user wants to write, fix, or improve a /goal command, set a completion condition, "keep Claude working until X", run an unattended/until-it-passes Claude Code session, or says their /goal "just keeps looping" or "stops too early". Trigger even if they don't say "goal" but describe wanting Claude Code to loop on its own until a measurable end state holds. The point is to stop them writing a PROMPT ("clean up my code") when /goal needs a CONDITION ("npm test exits 0, without editing the test file"), and to refuse any goal whose finish line a transcript-reading evaluator can't check. For crafting the single /goal line; to build a full builder/verifier loop package (spec, prompts, harness, CI) use loop-creator.
Quick start
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Turn a vague intent into a correct, transcript-verifiable Claude Code /goal condition through a short question-and-answer interview, then (when the pattern recurs) crystallize it into a reusable .claude/commands/ slash command. Use whenever the user wants to write, fix, or improve a /goal command, set a completion condition, "keep Claude working until X", run an unattended/until-it-passes Claude Code session, or says their /goal "just keeps looping" or "stops too early". Trigger even if they don't say "goal" but describe wanting Claude Code to loop on its own until a measurable end state holds. The point is to stop them writing a PROMPT ("clean up my code") when /goal needs a CONDITION ("npm test exits 0, without editing the test file"), and to refuse any goal whose finish line a transcript-reading evaluator can't check. For crafting the single /goal line; to build a full builder/verifier loop package (spec, prompts, harness, CI) use loop-creator.
About this listing
Category
Content & writing
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI