plotly-interactive-visualization SKILL.md skillA
plotly-interactive-visualization 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-visualization@git:20260528.7303680Pins git:20260528.7303680 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
legacy/plotly-interactive-visualization/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260528.7303680, committed May 28, 2026
- Size
- 18,178 bytes
- Repository stars
- 381
- License
- a license file GitHub does not identify
Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn.
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 Scientific Visualization ## Overview Plotly is a Python graphing library for interactive, web-embeddable visualizations with 40+ chart types. It provides two APIs: Plotly Express (high-level, pandas-native) for quick plots and Graph Objects (low-level) for full customization. Output to interactive HTML, static PNG/PDF/SVG, or Dash web apps. ## When to Use - Creating interactive charts with hover tooltips, zoom, and pan - Building multi-panel exploratory dashboards for data analysis - Visualizing 3D data (surfaces, scatter3d, mesh, volume) - Making geographic/map visualizations (choropleth, scatter_geo) - Presenting data in web-embeddable HTML format - Statistical distribution comparison (violin, box, histogram with marginals) - Time series with range sliders and animation frames - For **static publication-quality figures** (journal submissions), use `matplotlib` instead - For **statistical grammar-of-graphics** style, use `seaborn` instead ## Prerequisites - **Python packages**: `plotly`, `pandas`, `numpy` - **For static export**: `kaleido` (PNG/PDF/SVG rendering) - **For web apps**: `dash` (optional) ```bash pip install plotly kaleido ``` …
Read the whole file at its exact version.
How to install
mdr add jaechang-hits/sciagent-skills/plotly-interactive-visualization@sha256:1c96275222b9e17aThe line at the top of this page pins the label git:20260528.7303680, 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_3dqoji74syidtetu)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on May 28, 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 (18178 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_3dqoji74syidtetu GET https://markdownregistry.com/api/v1/resolve?ref=jaechang-hits/sciagent-skills/plotly-interactive-visualization GET https://markdownregistry.com/api/v1/blob/1c96275222b9e17a234764db72d62c8752e670b1fbdd0a90accb7b0e08b5ddc5
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.