Use this skill to rate, audit, grade, stress-test, red-team, or issue a ship/no-ship verdict on a vibe-coded, AI-built, prototype, or MVP app, repository, or live deployment. Use for Staff-level product, systems, or frontend audits; adversarial testing; cross-surface documentation consistency; evidence-grounded VC reviews; release readiness, browser behavior, accessibility, performance, payment safety, security, data integrity, and reliability; oral defense; authorized fixes; audit ledgers; and same-rubric re-reviews. Trigger for equivalent wording such as rate my code/app, Staff frontend review, would you ship this, try to break it, roast my app, 挑刺, 前端审查, 答辩, 能上线或能收钱吗, 文档是否一致, or VC 打分, even before a product is attached. Resolve an actual product artifact or concrete evidence before settings or audit. Do not use for isolated snippets, routine fixes, generic code review or startup advice, stylistic copy editing or file sync, interview prep, or fundamentals teaching unless evaluating the product itself.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategorySecurityStars0
About this skill
Use this skill to rate, audit, grade, stress-test, red-team, or issue a ship/no-ship verdict on a vibe-coded, AI-built, prototype, or MVP app, repository, or live deployment. Use for Staff-level product, systems, or frontend audits; adversarial testing; cross-surface documentation consistency; evidence-grounded VC reviews; release readiness, browser behavior, accessibility, performance, payment safety, security, data integrity, and reliability; oral defense; authorized fixes; audit ledgers; and same-rubric re-reviews. Trigger for equivalent wording such as rate my code/app, Staff frontend review, would you ship this, try to break it, roast my app, 挑刺, 前端审查, 答辩, 能上线或能收钱吗, 文档是否一致, or VC 打分, even before a product is attached. Resolve an actual product artifact or concrete evidence before settings or audit. Do not use for isolated snippets, routine fixes, generic code review or startup advice, stylistic copy editing or file sync, interview prep, or fundamentals teaching unless evaluating the product itself.
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.
Use this skill to rate, audit, grade, stress-test, red-team, or issue a ship/no-ship verdict on a vibe-coded, AI-built, prototype, or MVP app, repository, or live deployment. Use for Staff-level product, systems, or frontend audits; adversarial testing; cross-surface documentation consistency; evidence-grounded VC reviews; release readiness, browser behavior, accessibility, performance, payment safety, security, data integrity, and reliability; oral defense; authorized fixes; audit ledgers; and same-rubric re-reviews. Trigger for equivalent wording such as rate my code/app, Staff frontend review, would you ship this, try to break it, roast my app, 挑刺, 前端审查, 答辩, 能上线或能收钱吗, 文档是否一致, or VC 打分, even before a product is attached. Resolve an actual product artifact or concrete evidence before settings or audit. Do not use for isolated snippets, routine fixes, generic code review or startup advice, stylistic copy editing or file sync, interview prep, or fundamentals teaching unless evaluating the product itself.
About this listing
Category
Security
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