plotly-interactive-plots SKILL.md skillA
plotly-interactive-plots from jaechang-hits/sciagent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jaechang-hits/sciagent-skills/plotly-interactive-plots@git:20260428.81ea2d2Pins git:20260428.81ea2d2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jaechang-hits/sciagent-skills
- Path
skills/data-visualization/plotly-interactive-plots/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260428.81ea2d2, committed Apr 28, 2026
- First version recorded
- Feb 18, 2026
- Size
- 32,944 bytes
- Repository stars
- 381
- License
- a license file GitHub does not identify
Interactive scientific visualization with Plotly. Two APIs: plotly.express (px) for one-liner DataFrame plots, plotly.graph_objects (go) for trace-level control. 40+ chart types with hover, zoom, pan, animation. Exports HTML or static PNG/SVG/PDF via kaleido. Use for volcano plots with gene hover, dose-response dashboards, expression heatmaps, 3D molecular views. Use seaborn for stats; matplotlib for publication figures.
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
# Plotly Interactive Plots ## Overview Plotly is a Python library for producing interactive, web-ready figures backed by HTML and JavaScript. It exposes two complementary APIs: `plotly.express` (px) provides a high-level, DataFrame-oriented interface for generating common chart types in one line, while `plotly.graph_objects` (go) offers fine-grained control over every trace, axis, and layout property. Figures are fully interactive by default — supporting hover tooltips, zoom, pan, and click events — and can be embedded in web pages, Jupyter notebooks, or built into web applications using the Dash framework. ## When to Use - You need hover tooltips that display gene names, p-values, or sample metadata without cluttering the static figure. - You are building a multi-panel interactive dashboard for dose-response curves, patient cohorts, or multi-condition comparisons. - You want to share figures as self-contained HTML files that non-programmers can explore in a browser. - You need 3D scatter or surface plots for structural biology, conformational landscapes, or PCA of high-dimensional data. …
Read the whole file at its exact version.
How to install
mdr add jaechang-hits/sciagent-skills/plotly-interactive-plots@sha256:5e65a68779b0e965The line at the top of this page pins the label git:20260428.81ea2d2, 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_stq73snegajwycz5)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Feb 18, 2026 and Apr 28, 2026, about one every 34 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260428.81ea2d2 latest | 2026-04-28 | 81ea2d2 | 32,944 B | A | view · diff |
| git:20260410.91dcaa1 | 2026-04-10 | 91dcaa1 | 33,135 B | A | view · diff |
| git:20260218.b2262fd | 2026-02-18 | b2262fd | 33,135 B | A | view |
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 (32944 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
jaechang-hits/sciagent-skills · 381 stars · license a license file GitHub does not identify · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_stq73snegajwycz5 GET https://markdownregistry.com/api/v1/resolve?ref=jaechang-hits/sciagent-skills/plotly-interactive-plots GET https://markdownregistry.com/api/v1/blob/5e65a68779b0e965a48314c07995aca660f55b22c6689aef294dc2089e6164ef
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.