Strips the tells that make source code read as AI-generated and forces code that fits the project instead of the model's default average. It does not write the code for you and it has no preferred style. It removes the surface tells (leftover chat artifacts, placeholder comments, emoji, swallowed errors, narrating comments, generic placeholder names like processdata) AND points you at the structural tells a linter passes: boilerplate / tutorial-shaped code, hallucinated APIs, over-engineering, and code that ignores the surrounding codebase. Grounded in a Reddit analysis of 11,906 posts and 11,306 comments across 55 AI, coding, and SaaS subreddits of what developers actually name as a giveaway. Use whenever writing, generating, reviewing, refactoring, or auditing code, and especially when the user wants it to not look AI-written or vibe-coded, says it "looks AI-generated," "reads like a tutorial," "is too generic," or "de-slop this." Trigger even if they never say "AI tell."
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryDeveloper toolsStars0
About this skill
Strips the tells that make source code read as AI-generated and forces code that fits the project instead of the model's default average. It does not write the code for you and it has no preferred style. It removes the surface tells (leftover chat artifacts, placeholder comments, emoji, swallowed errors, narrating comments, generic placeholder names like processdata) AND points you at the structural tells a linter passes: boilerplate / tutorial-shaped code, hallucinated APIs, over-engineering, and code that ignores the surrounding codebase. Grounded in a Reddit analysis of 11,906 posts and 11,306 comments across 55 AI, coding, and SaaS subreddits of what developers actually name as a giveaway. Use whenever writing, generating, reviewing, refactoring, or auditing code, and especially when the user wants it to not look AI-written or vibe-coded, says it "looks AI-generated," "reads like a tutorial," "is too generic," or "de-slop this." Trigger even if they never say "AI tell."
Quick start
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Strips the tells that make source code read as AI-generated and forces code that fits the project instead of the model's default average. It does not write the code for you and it has no preferred style. It removes the surface tells (leftover chat artifacts, placeholder comments, emoji, swallowed errors, narrating comments, generic placeholder names like process_data) AND points you at the structural tells a linter passes: boilerplate / tutorial-shaped code, hallucinated APIs, over-engineering, and code that ignores the surrounding codebase. Grounded in a Reddit analysis of 11,906 posts and 11,306 comments across 55 AI, coding, and SaaS subreddits of what developers actually name as a giveaway. Use whenever writing, generating, reviewing, refactoring, or auditing code, and especially when the user wants it to not look AI-written or vibe-coded, says it "looks AI-generated," "reads like a tutorial," "is too generic," or "de-slop this." Trigger even if they never say "AI tell."
About this listing
Category
Developer tools
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.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI