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

scientific-visualization skillA

scientific-visualization is agent-read markdown (skill) from k-dense-ai/scientific-agent-skills: Create and audit truthful, accessible, publication-ready scientific figures with Matplotlib, Seaborn, or Plotly. Use for figure design, multi-panel layouts, uncertainty and missing-data displays, color/contrast review, image metadata validation, and journal export planning..

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/scientific-visualization@v1.2
Exact content
mdr add k-dense-ai/scientific-agent-skills/scientific-visualization@sha256:f7c7f9a2350ea02d

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_hshvxxfateszbgqi.svg)](https://markdownregistry.com/a/art_hshvxxfateszbgqi)

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Versions

versioncommittedcommitsizeaudit
v1.2 latest2026-09-02 1e5eeff 13,577 BA view · diff
v1.12026-07-26 b085e11 12,619 BA view · diff
v1.12026-07-23 38cd204 12,643 BA view · diff
git:20260611.1b8fae32026-06-11 1b8fae3 25,496 BA view · diff
v1.02026-05-27 8785194 25,491 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 (13577 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_hshvxxfateszbgqi
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/scientific-visualization
GET https://markdownregistry.com/api/v1/blob/f7c7f9a2350ea02db2db55cd28921a54c74b089f6762f1b0b63a13b8f6eeec33

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