Library

scikit-learn agent skills for Claude Code, Codex and other agents.

Python machine-learning library for classification, regression, clustering and model selection.
skills
53
official
1
Type
Library
Website
scikit-learn.org
Official GitHub
scikit-learn

scikit-learn skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Official (1 skill)

Official scikit-learn skills
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

Train ML models on Databricks. An agent skill from databricks/databricks-agent-skills.

databricks/databricks-agent-skills345—~4.6kAutomated safety check: PassUnknownyesterday

Community

Community scikit-learn skills
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
2

Machine learning in Python with scikit-learn. An agent skill from zLanqing/codex-claude-academic-skills.

zLanqing/codex-claude-academic-skills4.6k17 repos~3.9kAutomated safety check: PassBSD-3-Clause4 mo ago
3

Forecasts any univariate time series zero-shot with Google's TimesFM model, returning point forecasts and calibrated prediction intervals without training.

google-research/timesfm34k—~4.7kAutomated safety check: PassApache-2.07 days ago
4

World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics.

Raidriar7170/hermes-skilleval1256 repos~1.4kAutomated safety check: PassMIT11 days ago
5

Writes statistical analysis code for experimental data, runs it through a four-round review, and reports effect sizes, p-values and confidence intervals.

lingzhi227/agent-research-skills383—~886Automated safety check: PassNo licence7 mo ago
6

Build a new time-series analytics use case on top of the deployed Time Series Analytics microservice — bring it up with Docker Compose (from a repo clone, or by fetching the compose files from…

open-edge-platform/edge-ai-libraries168—~3.1kAutomated safety check: PassApache-2.0today
7

Six-phase process for reproducing a published paper's results from provided data, from variable mapping and sample filtering through regression tables and a written report.

xjtulyc/MedgeClaw6171 repo~1.3kAutomated safety check: PassNo licence6 mo ago
8

Estimate a covariance / correlation / precision matrix incrementally with precise.

microprediction/precise336—~535Automated safety check: PassMITyesterday
9

Checks an LLM judge against human labels using train, dev and test splits, TPR and TNR, and a bias correction applied to production data.

ai-evals-course/evals-skills1.5k—~2.2kAutomated safety check: PassApache-2.012 days ago
10

Guides time series machine learning with the aeon toolkit: classification, regression, clustering, forecasting, anomaly detection, segmentation and similarity search.

davila7/claude-code-templates32k14 repos~2.6kAutomated safety check: PassMITtoday
11

Online (incremental) covariance, correlation, and precision estimation in Python — the streaming complement to sklearn.covariance.

microprediction/precise336—~782Automated safety check: PassMITyesterday
12

Declare the pipeline from data source to predictor as a skrub DataOps graph.

probabl-ai/skills135—~4kAutomated safety check: PassBSD-3-Clausetoday
13

Fits and evaluates survival models with scikit-survival: Cox models, Random Survival Forests, boosting, survival SVMs, concordance index, Brier score and competing risks.

davila7/claude-code-templates32k12 repos~3.7kAutomated safety check: PassMITtoday
14

Tracks ML experiments, versions models in the MLflow registry and covers deployment and reproducibility, with autologging for common frameworks.

Orchestra-Research/AI-Research-SKILLs13k2 repos~3.9kAutomated safety check: PassMIT3 mo ago
15

Molecular featurization for ML (100+ featurizers). An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k10 repos~3.7kAutomated safety check: PassMITtoday
16
16.Edit

how to use the edit command properly

omegaml/omegaml107—~206Automated safety check: PassApache-2.0today
17

Fit, summarize, plot, and interpret a chosen CausalPy experiment.

pymc-labs/CausalPy1.2k1 repo~1.3kAutomated safety check: PassApache-2.0today
18

Trains scikit-learn models with walk-forward validation on features from OHLCV data to predict return direction and turn the predictions into trading signals.

HKUDS/Vibe-Trading35k—~3.2kAutomated safety check: PassMITyesterday
19

World-class senior data scientist skill specialising in statistical modeling, experiment design, causal inference, and predictive analytics.

alirezarezvani/claude-skills28k2 repos~2.3kAutomated safety check: PassMIT1 mo ago
20

Turn a plain-English description ("a node that runs on the kernel and does XGBoost predictions", "a node that trims whitespace", "an ML clustering node") into a correct single-file Flowfile custom…

Edwardvaneechoud/Flowfile370—~8.6kAutomated safety check: PassMITtoday
21

Builds the code for a frozen research experiment test-first, with leakage controls, seed handling and saved evidence so results can be rerun and audited.

Light0305/Light-skills640—~2.3kAutomated safety check: PassMIT3 mo ago
22

Quantitative strategy frameworks: pairs trading/cointegration, volatility regime strategies, seasonality/calendar effects, multi-factor models (IC/IR), factor research and screening, correlation…

helsome/folio2691 repo~1.6kAutomated safety check: PassMIT3 days ago
23

GPU-accelerates scientific Python on NVIDIA hardware and verifies that the result is correct and faster.

K-Dense-AI/scientific-agent-skills48k1 repo~3.4kAutomated safety check: PassMIT2 days ago
24

Processes paired-end 16S amplicon reads into QIIME 2 ASVs and taxonomy with retained artifact provenance.

K-Dense-AI/scientific-agent-skills48k1 repo~2.2kAutomated safety check: PassMIT2 days ago
25

Supports machine learning in Python with scikit-learn. An agent skill from K-Dense-AI/scientific-agent-skills.

K-Dense-AI/scientific-agent-skills48k1 repo~3.3kAutomated safety check: NotesBSD-3-Clause2 days ago
26

Machine learning engineer expert for PyTorch, scikit-learn, model evaluation, and MLOps

RightNow-AI/openfang18k—~987Automated safety check: PassApache-2.03 mo ago
27

Applies UMAP-learn to nonlinear dimensionality reduction, 2D/3D embeddings, clustering preprocessing, supervised or semi-supervised UMAP, DensMAP, AlignedUMAP, and Parametric UMAP workflows.

K-Dense-AI/scientific-agent-skills48k1 repo~5.4kAutomated safety check: PassBSD-3-Clause2 days ago
28

Validates predictive models on omics and biomedical data with nested cross-validation, group/batch/temporal-aware splits, the full data-leakage taxonomy, probability calibration, decision-curve net…

GPTomics/bioSkills1.2k1 repo~5kAutomated safety check: PassMIT1 mo ago
29

Train ML models with scikit-learn, PyTorch, TensorFlow. An agent skill from secondsky/claude-skills.

secondsky/claude-skills2271 repo~1.7kAutomated safety check: PassMIT9 days ago
30

Operates the QIIME2 framework as the glue for an amplicon analysis - the .qza/.qzv artifact model, semantic types (FeatureTable[Frequency], SampleData[PairedEndSequencesWithQuality]…

GPTomics/bioSkills1.2k1 repo~5.7kAutomated safety check: PassMIT1 mo ago
31

Assigns taxonomy to amplicon ASVs/OTUs (16S, ITS, 18S) with a classifier conditioned on a reference database and primer region - DADA2 assignTaxonomy + addSpecies (RDP naive Bayes), DECIPHER IDTAXA…

GPTomics/bioSkills1.2k1 repo~6.1kAutomated safety check: PassMIT1 mo ago
32

Molecular featurization hub (100+ featurizers) for ML. An agent skill from jaechang-hits/SciAgent-Skills.

jaechang-hits/SciAgent-Skills3701 repo~4.3kAutomated safety check: PassApache-2.08 days ago
33

A comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival; use it when you need to model censored time-to-event outcomes, fit Cox/RSF/GB models or…

aipoch/medical-research-skills2k—~1.6kAutomated safety check: PassMIT20 days ago
34

Pick how to write a figure before custom plot code. An agent skill from probabl-ai/skills.

probabl-ai/skills135—~785Automated safety check: PassBSD-3-Clausetoday
35

Machine learning: clustering, PCA/t-SNE/UMAP, classification, prediction regression (Ridge/Lasso/ensemble), cross-validation, Pipelines.

brycewang-stanford/Auto-Empirical-Research-Skills4.5k—~4.6kAutomated safety check: PassUnknown2 days ago
36

Define custom distance/similarity metrics for clustering and ML algorithms.

benchflow-ai/skillsbench1.8k—~674Automated safety check: PassApache-2.02 mo ago
37

Python statistical modeling: regression (OLS, WLS, GLM), discrete (Logit, Poisson, NegBin), time series (ARIMA, SARIMAX, VAR), with rigorous inference, diagnostics, and hypothesis tests.

majiayu000/claude-skill-registry6662 repos~4.2kAutomated safety check: PassBSD-3-Clausetoday
38

Classical ML in Python: classification, regression, clustering, dim reduction, evaluation, tuning, preprocessing pipelines.

jaechang-hits/SciAgent-Skills3701 repo~4kAutomated safety check: PassBSD-3-Clause8 days ago
39

Time-to-event modeling with scikit-survival: Cox PH (elastic net), Random Survival Forests, Boosting, SVMs for censored data.

jaechang-hits/SciAgent-Skills3701 repo~6.9kAutomated safety check: PassGPL-3.08 days ago
40

Builds classification models for omics data using RandomForest, XGBoost, and logistic regression with sklearn-compatible APIs.

majiayu000/claude-skill-registry6661 repo~923Automated safety check: PassMITtoday
41

Load when placing bulk RNA-seq samples on a single-cell reference's pseudotime axis (NNLS deconvolution + nearest-neighbour mapping).

TianGzlab/OmicsClaw161—~1kAutomated safety check: PassMIT2 mo ago
42

Best practices for scikit-learn machine learning, model development, evaluation, and deployment in Python

Kilo-Org/kilo-marketplace1891 repo~1.2kAutomated safety check: PassApache-2.08 days ago
43

Turn free-text rows into calibrated numeric features with TypeSafe Jev, then model them on a leakage-safe development split.

PKU-YuanGroup/OpenAI4S608—~1.3kAutomated safety check: PassApache-2.02 days ago
44

GPU-accelerate Python code using CuPy, Numba CUDA, Warp, cuDF, cuML, cuGraph, KvikIO, cuCIM, cuxfilter, cuVS, cuSpatial, and RAFT.

majiayu000/claude-skill-registry6661 repo~8.5kAutomated safety check: PassMITtoday
45

Scikit-learn model training skill with cross-validation, hyperparameter tuning, pipeline construction, and model serialization.

majiayu000/claude-skill-registry6661 repo~2.1kAutomated safety check: NotesMITtoday
46

Autonomous learning system - learns from mistakes, reflects on sessions, and gets smarter over time.

happycapy-ai/Happycapy-skills137—~600Automated safety check: PassMIT1 mo ago
47

A skill your agent uses when training or debugging a neural net in PyTorch — the forward/loss/backward/step loop and its silent bugs, mixed precision (AMP), AdamW/LR schedules, DDP/FSDP/ZeRO…

ericrisco/rsc-harness156—~3.4kAutomated safety check: PassMITtoday
48

A skill your agent uses when predicting a column from rows of tabular features with classic models — scikit-learn pipelines, RandomForest, XGBoost/LightGBM, leak-free cross-validation, metrics for…

ericrisco/rsc-harness156—~4.2kAutomated safety check: PassMITtoday

Questions, answered from the data.

What is the best scikit-learn skill?

Databricks ML Training (official) from databricks/databricks-agent-skills ranks first of the 53 scikit-learn skills listed here, with the highest score: its repository has 345 GitHub stars, its SKILL.md loads about 4.6k tokens and it passes the automated safety check with no findings. Next come Scikit Learn and TimesFM Forecasting.

Is there an official scikit-learn skill?

1 of the 53 scikit-learn skills are official, published by the vendor's own GitHub organization: Databricks ML Training.

How are these skills ranked?

By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.