k-dense-ai/scientific-agent-skills · skills/scikit-learn/SKILL.md

scikit-learn skillA

scikit-learn is agent-read markdown (skill) from k-dense-ai/scientific-agent-skills: 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..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add k-dense-ai/scientific-agent-skills/scikit-learn@v1.3
Exact content
mdr add k-dense-ai/scientific-agent-skills/scikit-learn@sha256:0d443e2520a27dd6

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_m347jmi5brd5lxkw.svg)](https://markdownregistry.com/a/art_m347jmi5brd5lxkw)

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Versions

versioncommittedcommitsizeaudit
v1.3 latest2026-09-02 1e5eeff 11,242 BA view · diff
v1.22026-07-26 2f2022d 10,284 BA view · diff
v1.12026-07-26 b085e11 16,238 BA view · diff
git:20260611.1b8fae32026-06-11 1b8fae3 16,243 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (11242 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

GitHub

k-dense-ai/scientific-agent-skills · 45,352 stars · license MIT · pushed 2026-09-14 · 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/0d443e2520a27dd6cdcbd8bfdd94f305de462166e97e0d4acdf3e35083a98b69

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.