Use when WRITING or EDITING analysis code, notebooks, or data pipelines in R, Julia, or Python — to keep the code minimal, surgical, and legible rather than over-engineered. Enforces the simplest analysis that answers the question (no speculative pipeline, no premature abstraction, no unrequested config), and surgical edits to existing notebooks/scripts (touch only what the task needs, don't refactor a colleague's working analysis, keep diffs traceable). Use whenever you're about to add a class/framework to a one-off script, refactor a working pipeline you were only asked to tweak, build configurability nobody requested, or rewrite someone's analysis while making an unrelated change — even if the user just says "add a column", "tweak this notebook", or "clean up this script".
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryEngineeringStars0
About this skill
Use when WRITING or EDITING analysis code, notebooks, or data pipelines in R, Julia, or Python — to keep the code minimal, surgical, and legible rather than over-engineered. Enforces the simplest analysis that answers the question (no speculative pipeline, no premature abstraction, no unrequested config), and surgical edits to existing notebooks/scripts (touch only what the task needs, don't refactor a colleague's working analysis, keep diffs traceable). Use whenever you're about to add a class/framework to a one-off script, refactor a working pipeline you were only asked to tweak, build configurability nobody requested, or rewrite someone's analysis while making an unrelated change — even if the user just says "add a column", "tweak this notebook", or "clean up this script".
Quick start
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Use when WRITING or EDITING analysis code, notebooks, or data pipelines in R, Julia, or Python — to keep the code minimal, surgical, and legible rather than over-engineered. Enforces the simplest analysis that answers the question (no speculative pipeline, no premature abstraction, no unrequested config), and surgical edits to existing notebooks/scripts (touch only what the task needs, don't refactor a colleague's working analysis, keep diffs traceable). Use whenever you're about to add a class/framework to a one-off script, refactor a working pipeline you were only asked to tweak, build configurability nobody requested, or rewrite someone's analysis while making an unrelated change — even if the user just says "add a column", "tweak this notebook", or "clean up this script".
About this listing
Category
Engineering
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.