AI Output Review | Agent Skills Atlas

About this skill

Use to critically review AI-generated output (plans, code, docs, decisions) for the failure modes AI agents are prone to — unsupported assumptions, invented facts, conflicting architecture, unnecessary dependencies, security risks, missing tests, over-engineering, scope expansion, outdated patterns, incomplete validation, and false claims of completion.

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.

Installation guide →

Review, license & listing details

Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

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: cb04d69b80794d3596d0b8a66b0f56bbd5d1d48d28dd3244f7bfb638ad63c5b5

About scan coverage and limitations

Original listing metadata

Original name

ai-output-review

Original description

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.