Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Edit existing English or Chinese prose when the language has become model-shaped rather than subject-shaped: inflated significance, vague authority, answer scaffolding, repeated conclusions, template paragraphs, flattened voices, or English-shaped Chinese. Use for AI味/模型腔/机翻腔/套话/slop. Supports diagnosis, local cleaning, and explicitly authorized blank-page rewriting while preserving meaning and genre. Not ordinary proofreading, imitation, fact-checking, authorship detection, or detector evasion. Pure translation belongs to apostle-translation.
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.
- Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.
0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1
Content SHA-256: fdd1627135d17a5e5c60dccac009a57fdd4de38834af7d20e68f3633db4cdd75
About this listing
- Category
- Content & writing
- Reported license
- AGPL-3.0
- 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.