Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Restructure Web-UI / human-triggered tasks into CLI + file-output loops the LLM can iterate alone. Open LLM-side observability — structured logs, file dumps, addressable scratchpads. Apply the trap-or-abandon decision: if a step cannot be looped, improve the harness rather than babysit. Trigger when the user mentions iterative grunt-work, "I have to push a button in a web UI to trigger this", monitoring dashboards, designing Claude-driven automation, or any workflow whose inner loop currently requires a human in the middle.
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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Review, license & listing details
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About scan coverage and limitationsAbout this listing
- Category
- General
- Reported license
- Not specified
- 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.