data-check
Skill0 starsChanged 11 days agoMITView on GitHub
Review data scripts and notebooks for clarity, leakage, and reproducibility.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- hellocrossmanwild/Claude-skills-toolstheir own version, first seen Oct 20, 2026
- kayspiegel/survey-insight-skillstheir own version, first seen Aug 16, 2026
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- kayspiegel/survey-insight-skills★ 2same name
- hellocrossmanwild/Claude-skills-tools★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository45 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- api-and-interface-designSkill
- browser-testing-with-devtoolsSkill
- ci-cd-and-automationSkill
- code-review-and-qualitySkill
- code-simplificationSkill
- context-engineeringSkill
- debugging-and-error-recoverySkill
- deprecation-and-migrationSkill
- documentation-and-adrsSkill
- doubt-driven-developmentSkill
- frontend-ui-engineeringSkill
- git-workflow-and-versioningSkill
- idea-refineSkill
- incremental-implementationSkill
- interview-meSkill
- observability-and-instrumentationSkill
- performance-optimizationSkill
- planning-and-task-breakdownSkill
- security-and-hardeningSkill
- shipping-and-launchSkill
- source-driven-developmentSkill
- spec-driven-developmentSkill
- test-driven-developmentSkill
- using-agent-skillsSkill
- kit-ci-triageSkill
- kit-evalsSkill
- kit-provider-adaptersSkill
- kit-releaseSkill
- kit-tuiSkill
- a11y-passSkill
- add-readmeSkill
- api-docsSkill
- changelogSkill
- cli-helpSkill
- code-reviewSkill
- completeness-qaSkill
- deps-hygieneSkill
- fix-bugSkill
- project-setupSkill
- pr-readySkill
- ship-checklistSkill
- workspace-setupSkill
- write-testsSkill
The file
We split this skill into the rules it gives an agent
3 rules. About 0 are common, 3 are distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈3
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 14
Prefer small, reproducible samples over silent full-dataset runs.
- Distinctive: line 15
Call out missing schema docs, null handling, and unit assumptions.
- Distinctive: line 16
Keep notebooks linear: clear cells, no hidden state, named outputs.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Instructions
- Inspect data load paths, seeds, and train/test splits for leakage.
- Prefer small, reproducible samples over silent full-dataset runs.
- Call out missing schema docs, null handling, and unit assumptions.
- Keep notebooks linear: clear cells, no hidden state, named outputs.
- Suggest a minimal check command or test for the critical transform.
- Summarize risks and what to verify before shipping a model or report.
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- It worked
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Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.