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

seaborn skillA

seaborn is agent-read markdown (skill) from marielynneblock/arcanum-artifex: Statistical visualisation with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For interactive plots use plotly; for publication styling use scientific-visualisation..

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/seaborn@git:20260710.0115f49
Exact content
mdr add marielynneblock/arcanum-artifex/seaborn@sha256:cbd97706b0cdff70

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_kx7mrkswdyjmedjm.svg)](https://markdownregistry.com/a/art_kx7mrkswdyjmedjm)

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Versions

versioncommittedcommitsizeaudit
git:20260710.0115f49 latest2026-07-10 0115f49 19,609 BA view · diff
git:20260710.d1b3aa82026-07-10 d1b3aa8 19,600 BA view · diff
git:20260710.ffb34002026-07-10 ffb3400 19,600 BA view · diff
git:20260515.b861afb2026-05-15 b861afb 19,600 BA view · diff
git:20260406.05dff342026-04-06 05dff34 19,601 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 (19609 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_kx7mrkswdyjmedjm
GET https://markdownregistry.com/api/v1/resolve?ref=marielynneblock/arcanum-artifex/seaborn
GET https://markdownregistry.com/api/v1/blob/cbd97706b0cdff704fcb856a3966567387b8e8caf14f3c33b8cb4947d4d9033c

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