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

seaborn skillA

seaborn is agent-read markdown (skill) from k-dense-ai/scientific-agent-skills: Statistical visualization 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-visualization..

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/seaborn@v1.3
Exact content
mdr add k-dense-ai/scientific-agent-skills/seaborn@sha256:9215df4ea0358f03

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_gfdi3pknleb4m4k6.svg)](https://markdownregistry.com/a/art_gfdi3pknleb4m4k6)

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Versions

versioncommittedcommitsizeaudit
v1.3 latest2026-09-02 1e5eeff 10,664 BA view · diff
v1.22026-07-26 2f2022d 9,706 BA view · diff
v1.12026-07-26 b085e11 22,465 BA view · diff
git:20260611.1b8fae32026-06-11 1b8fae3 22,470 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 (10664 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_gfdi3pknleb4m4k6
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/seaborn
GET https://markdownregistry.com/api/v1/blob/9215df4ea0358f03af084dc2331c554016c26b524ae35518686c083672779b96

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