scientific-visualization SKILL.md skillA
scientific-visualization from oleafly/oleafly is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add oleafly/oleafly/scientific-visualization@v1.2Pins v1.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- oleafly/oleafly
- Path
src-tauri/resources/skills/scientific-visualization/SKILL.md- Versions recorded
- 1
- Latest version
- v1.2, committed Sep 5, 2026
- Size
- 13,759 bytes
- Repository stars
- 258
- License
- AGPL-3.0
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Scientific Visualization Build figures that preserve scientific meaning before optimizing appearance. Separate universal principles from dated publisher rules, preserve raw data and transformations, use color redundantly, and inspect delivered files rather than trusting plotting defaults. ## Non-negotiable guardrails - Never alter, hide, invent, or selectively enhance data to improve a figure. - Preserve raw tables/images, exclusions, missing-value codes, analysis code, normalization, binning, image adjustments, and random seeds. - Do not infer journal requirements. Identify the exact journal, article type, figure type, and submission phase; verify its live official guidance. - Do not claim that a palette, DPI value, format, or automated report makes a figure accessible or journal-compliant. - Do not silently connect missing observations, suppress inconvenient points, upsample images as if detail increased, or tune axes/dual axes to exaggerate a conclusion. - Keep interactive and static outputs as distinct deliverables. Interactive hover is not a substitute for labels, alt text, keyboard access, an accessible data table, or a static fallback. …
Read the whole file at its exact version.
How to install
mdr add oleafly/oleafly/scientific-visualization@sha256:4f7c2dae349a5ae1The line at the top of this page pins the label v1.2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_qtuipgtel2ip5vfu)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 5, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (13759 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
oleafly/oleafly · 258 stars · license AGPL-3.0 · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qtuipgtel2ip5vfu GET https://markdownregistry.com/api/v1/resolve?ref=oleafly/oleafly/scientific-visualization GET https://markdownregistry.com/api/v1/blob/4f7c2dae349a5ae1db115b9449943a73bbd12772b6f1507ad7c36bcc80bf18ca
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.