marielynneblock/arcanum-artifex · skills/data-science/shap/SKILL.md

shap skillA

shap is agent-read markdown (skill) from marielynneblock/arcanum-artifex: Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force, heatmap), debugging models, analysing model bias or fairness, comparing models, or implementing explainable AI. Works with tree-based models (XGBoost, LightGBM, Random Forest), deep learning (TensorFlow, PyTorch), linear models, and any black-box model.

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 marielynneblock/arcanum-artifex/shap@git:20260710.0115f49
Exact content
mdr add marielynneblock/arcanum-artifex/shap@sha256:b006388e620dfc6f

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_lxpe7xr33s4hn4xj.svg)](https://markdownregistry.com/a/art_lxpe7xr33s4hn4xj)

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Versions

versioncommittedcommitsizeaudit
git:20260710.0115f49 latest2026-07-10 0115f49 18,415 BA view · diff
git:20260710.ffb34002026-07-10 ffb3400 18,412 BA view · diff
git:20260515.b861afb2026-05-15 b861afb 18,412 BA view · diff
git:20260406.05dff342026-04-06 05dff34 18,413 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 (18415 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

marielynneblock/arcanum-artifex · 4 stars · license none · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_lxpe7xr33s4hn4xj
GET https://markdownregistry.com/api/v1/resolve?ref=marielynneblock/arcanum-artifex/shap
GET https://markdownregistry.com/api/v1/blob/b006388e620dfc6fe742689cf09a077afd525e1f70962927fb646816a1c770b6

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