scikit-learn
Skill1 starsChanged 4 days agoNo licenceView on GitHub
Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter tuning, preprocessing, or building ML pipelines. Provides comprehensive reference documentation for algorithms, preprocessing techniques, pipelines, and best practices.
- Installs packages
15 other projects use a version of this, 10 of them edited.
Adopted by
Most recently taken up by
- DAAF-Contribution-Community/daaftheir own version, first seen Nov 3, 2026
- MarieLynneBlock/arcanum-artifexedited, first seen Nov 1, 2026
- davidanthonyn/claude-skillsedited, first seen Oct 20, 2026
- patoangolano/bio-stackedited, first seen Oct 15, 2026
- G1Joshi/Agent-Skillstheir own version, first seen Oct 13, 2026
- Luooops/skillsedited, first seen Oct 13, 2026
Other versions15 projects use a version of this.
Word for word · 2
- wu-yc/LabClaw★ 1.1k100% same
- yf8578/claude-skills-collection★ 1100% same
Edited · 10
- LeonChaoX/qinyan-academic-skills★ 910100% same
- qinyan-ai/qinyan-academic-skills★ 80100% same
- Barrios88/barrios-skills★ 6398% same
- Hongyu-yu/matsci-ai-skills★ 19100% same
- MarieLynneBlock/arcanum-artifex★ 496% same
- JunMA98/Computer-science-claude-skills★ 3100% same
- Luooops/skills★ 168% same
- uppifyagency/boilerplate-saas-2026★ 1100% same
- davidanthonyn/claude-skills★ 099% same
- patoangolano/bio-stack★ 051% same
Wrote their own version · 3
- DAAF-Contribution-Community/daaf★ 239same name
- tondevrel/scientific-agent-skills★ 22same name
- G1Joshi/Agent-Skills★ 15same 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 repository317 other files it gives its agents.
- AGENTS.mdAGENTS.md
- composioAGENTS.md
- clinical-statistics-analyzer/CLAUDE.mdCLAUDE.md
- academic-research-writerSkill
- academic-writingSkill
- activecampaign-automationSkill
- adaptyvSkill
- aeonSkill
- agent-browserSkill
- agent-toolsSkill
- airtable-automationSkill
- algorithmic-artSkill
- alphafold-databaseSkill
- amplitude-automationSkill
- anndataSkill
- arboretoSkill
- artifacts-builderSkill
- asana-automationSkill
- astropySkill
- bamboohr-automationSkill
- basecamp-automationSkill
- benchling-integrationSkill
- biopythonSkill
- biorxiv-databaseSkill
- bioservicesSkill
- bitbucket-automationSkill
- bkit-development-pipelineSkill
- bkit-frontend-architectSkill
- bkit-geminiSkill
- bkit-pdcaSkill
- box-automationSkill
- brainstormingSkill
- brand-guidelinesSkill
- brand-ymlSkill
- brenda-databaseSkill
- brevo-automationSkill
- building-native-uiSkill
- cal-com-automationSkill
- calendly-automationSkill
- canva-automationSkill
- canvas-designSkill
- cellxgene-censusSkill
- changelog-generatorSkill
- chembl-databaseSkill
- chinese-copywriting-guidelinesSkill
- chinese-patentSkill
- chrome-devtoolsSkill
- circleci-automationSkill
- cirqSkill
- citation-managementSkill
- clickup-automationSkill
- clinical-decision-supportSkill
- clinical-reportsSkill
- clinical-statistics-analyzerSkill
- clinical-study-analysisSkill
- clinicaltrials-databaseSkill
- clinpgx-databaseSkill
- clinvar-databaseSkill
- cliSkill
- close-automationSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
11 rules. 11 are common, 0 are distinctive, and 0 are very specific to this project.
11
Common
Most of the 13 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 13 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
Reviews can't be read right now.
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.

