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

shap skillA

shap is agent-read markdown (skill) from k-dense-ai/scientific-agent-skills: Explain and audit machine-learning predictions with SHAP. Use for selecting SHAP explainers and maskers, computing and validating feature attributions, handling multi-output explanations, and producing local or global SHAP visualizations..

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/shap@v2.1
Exact content
mdr add k-dense-ai/scientific-agent-skills/shap@sha256:6e1e3a128848a9cb

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_syezc44txu277toj.svg)](https://markdownregistry.com/a/art_syezc44txu277toj)

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Versions

versioncommittedcommitsizeaudit
v2.1 latest2026-09-02 1e5eeff 13,844 BA view · diff
v2.02026-07-23 53c5897 12,886 BA view · diff
git:20260611.1b8fae32026-06-11 1b8fae3 18,433 BA view · diff
v1.02026-05-27 0936740 18,428 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 (13844 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_syezc44txu277toj
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/shap
GET https://markdownregistry.com/api/v1/blob/6e1e3a128848a9cb4235dd4089a25f82f657458bc80b78b03808023bfbb0e4d2

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