Turn a fuzzy task description into a six-element goal prompt — Outcome, Verification, Constraints, Boundaries, Iteration Policy, Blocked Stop Condition — that an AI agent can run for hours without drifting or wrapping up early. Use it when the user has a vague long-running task and no plan yet: "optimize the checkout speed", "tidy up our customer data", "rewrite our product copy", 「我想讓 agent 幫我跑一個長任務,但我還講不清楚」, 「幫我把這個任務寫成 agent 可以自己跑的目標」, "turn this into a goal I can run overnight", "make this task agent-runnable". It runs as an interview: it refuses vague success words like 更好/更完整/more polished and pushes every answer until another agent could verify completion without the user eyeballing the result. Do NOT invoke when the user already has a written plan and wants it turned into a goal (that is plan-to-goal's job), for writing the plan itself (that is plan mode), or for a task small enough that one prompt would do.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryGeneralStars0
About this skill
Turn a fuzzy task description into a six-element goal prompt — Outcome, Verification, Constraints, Boundaries, Iteration Policy, Blocked Stop Condition — that an AI agent can run for hours without drifting or wrapping up early. Use it when the user has a vague long-running task and no plan yet: "optimize the checkout speed", "tidy up our customer data", "rewrite our product copy", 「我想讓 agent 幫我跑一個長任務,但我還講不清楚」, 「幫我把這個任務寫成 agent 可以自己跑的目標」, "turn this into a goal I can run overnight", "make this task agent-runnable". It runs as an interview: it refuses vague success words like 更好/更完整/more polished and pushes every answer until another agent could verify completion without the user eyeballing the result. Do NOT invoke when the user already has a written plan and wants it turned into a goal (that is plan-to-goal's job), for writing the plan itself (that is plan mode), or for a task small enough that one prompt would do.
Quick start
Copy the install prompt. Use the green button above this README.
Send it to your agent. Paste it into your coding agent’s chat and send.
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Turn a fuzzy task description into a six-element goal prompt — Outcome, Verification, Constraints, Boundaries, Iteration Policy, Blocked Stop Condition — that an AI agent can run for hours without drifting or wrapping up early. Use it when the user has a vague long-running task and no plan yet: "optimize the checkout speed", "tidy up our customer data", "rewrite our product copy", 「我想讓 agent 幫我跑一個長任務，但我還講不清楚」, 「幫我把這個任務寫成 agent 可以自己跑的目標」, "turn this into a goal I can run overnight", "make this task agent-runnable". It runs as an interview: it refuses vague success words like 更好／更完整／more polished and pushes every answer until another agent could verify completion without the user eyeballing the result. Do NOT invoke when the user already has a written plan and wants it turned into a goal (that is plan-to-goal's job), for writing the plan itself (that is plan mode), or for a task small enough that one prompt would do.
About this listing
Category
General
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