scikit-learn SKILL.md skillA
scikit-learn from k-dense-ai/scientific-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add k-dense-ai/scientific-agent-skills/scikit-learn@v1.5Pins v1.5 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- k-dense-ai/scientific-agent-skills
- Path
skills/scikit-learn/SKILL.md- Versions recorded
- 6
- Latest version
- v1.5, committed Oct 1, 2026
- First version recorded
- Jun 11, 2026
- Size
- 13,255 bytes
- Repository stars
- 56,497
- License
- MIT
Supports machine learning in Python with scikit-learn. Applies 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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Scikit-learn ## Overview This skill provides comprehensive guidance for machine learning tasks using scikit-learn, the industry-standard Python library for classical machine learning. Use this skill for classification, regression, clustering, dimensionality reduction, preprocessing, model evaluation, and building production-ready ML pipelines. ## Installation Targets **scikit-learn 1.9.1**, verified with Python 3.13. The release requires Python 3.11+; use its published wheels for your interpreter/platform. See the [1.9 release notes](https://scikit-learn.org/stable/whats_new/v1.9.html). The bundled scripts and regression tests are executable examples. Reference snippets using caller-provided `X`, `y`, columns, or placeholders are illustrative adaptations, not complete standalone programs. Install the PyPI package **`scikit-learn`** (not the deprecated `sklearn` package on PyPI). Import in code as `sklearn`. ```bash # Install scikit-learn using uv uv pip install "scikit-learn==1.9.1" # Optional: plotting utilities and bundled script dependencies uv pip install "scikit-learn[plots]==1.9.1" matplotlib pandas # Commonly used with uv pip install pandas numpy ``` …
Read the whole file at its exact version.
How to install
mdr add k-dense-ai/scientific-agent-skills/scikit-learn@sha256:a1765797d072ab40The line at the top of this page pins the label v1.5, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_m347jmi5brd5lxkw)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Jun 11, 2026 and Oct 1, 2026, about one every 22 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.5 latest | 2026-10-01 | a92663a | 13,255 B | A | view · diff |
| v1.4 | 2026-09-30 | ce9e6e9 | 11,770 B | A | view · diff |
| v1.3 | 2026-09-02 | 1e5eeff | 11,242 B | A | view · diff |
| v1.2 | 2026-07-26 | 2f2022d | 10,284 B | A | view · diff |
| v1.1 | 2026-07-26 | b085e11 | 16,238 B | A | view · diff |
| git:20260611.1b8fae3 | 2026-06-11 | 1b8fae3 | 16,243 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (13255 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
k-dense-ai/scientific-agent-skills · 56,497 stars · license MIT · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_m347jmi5brd5lxkw GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/scikit-learn GET https://markdownregistry.com/api/v1/blob/a1765797d072ab40094522abe68fb04505d0881f66b7dfceeb8582422dbe488d
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from k-dense-ai/scientific-agent-skills
Every file in k-dense-ai/scientific-agent-skills