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

matplotlib skillA

matplotlib is agent-read markdown (skill) from k-dense-ai/scientific-agent-skills: Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick statistical plots use seaborn; for interactive plots use plotly; for publication-ready multi-panel figures with journal 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/matplotlib@v1.2
Exact content
mdr add k-dense-ai/scientific-agent-skills/matplotlib@sha256:57c8fb3c504a7d11

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_5vnd6wzngrg6yzio.svg)](https://markdownregistry.com/a/art_5vnd6wzngrg6yzio)

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Versions

versioncommittedcommitsizeaudit
v1.2 latest2026-09-02 1e5eeff 13,199 BA view · diff
v1.12026-07-26 b085e11 12,242 BA view · diff
git:20260611.1b8fae32026-06-11 1b8fae3 12,259 BA view · diff
v1.12026-06-07 b24a631 12,254 BA view · diff
v1.02026-05-27 0936740 11,469 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 (13199 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 · 43,331 stars · license MIT · pushed 2026-09-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5vnd6wzngrg6yzio
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/matplotlib
GET https://markdownregistry.com/api/v1/blob/57c8fb3c504a7d11c338800d8dc2124d04176d9ec5d0428622d05bb498e3e8e4