plotly-dashboard-skill SKILL.md skillA
plotly-dashboard-skill from fmschulz/omics-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fmschulz/omics-skills/plotly-dashboard-skill@git:20261001.06f977aPins git:20261001.06f977a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fmschulz/omics-skills
- Path
skills/plotly-dashboard-skill/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261001.06f977a, committed Oct 1, 2026
- First version recorded
- Feb 6, 2026
- Size
- 3,963 bytes
- Repository stars
- 11
- License
- MIT
Build Plotly Dash apps with one shared figure template and fast callbacks. Use when data needs an interactive multi-view dashboard.
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 Dashboard Skill Build interactive Dash dashboards with a single source of truth for UI and figure styling. Visual rules (greyscale first, color only to encode information, direct labels, accessibility) come from `/beautiful-data-viz`; this skill applies them to Dash and adds app structure and performance. ## Instructions 1. Capture audience, questions, and data constraints. 2. Pick a layout pattern and component library. Layout, typography, color, and the shared figure template are in [references/style.md](references/style.md). Charts start grey; add color only for a category the reader must tell apart, the one highlighted finding or selection, or an ordered or signed quantity. 3. Register the figure template once, before building any chart, so no figure is styled by hand. 4. Build the layout skeleton before callbacks. 5. Implement callbacks with clear inputs and outputs. Project structure, the data-callback-to-render-callback fan-out, and the advanced callback tools are in [references/architecture.md](references/architecture.md). 6. Optimize slow callbacks with caching, pre-aggregation, or background callbacks; the same reference covers when each applies. …
Read the whole file at its exact version.
How to install
mdr add fmschulz/omics-skills/plotly-dashboard-skill@sha256:7e9183f4b02d1b08The line at the top of this page pins the label git:20261001.06f977a, 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_2fo7ozg5gepa47ag)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Feb 6, 2026 and Oct 1, 2026, about one every 48 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261001.06f977a latest | 2026-10-01 | 06f977a | 3,963 B | A | view · diff |
| git:20260905.3e49039 | 2026-09-05 | 3e49039 | 3,536 B | A | view · diff |
| git:20260807.4acaed9 | 2026-08-07 | 4acaed9 | 1,923 B | A | view · diff |
| git:20260712.3675171 | 2026-07-12 | 3675171 | 1,864 B | A | view · diff |
| git:20260711.5ae6f6f | 2026-07-11 | 5ae6f6f | 1,591 B | A | view · diff |
| git:20260206.ca21f07 | 2026-02-06 | ca21f07 | 1,545 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 (3963 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
fmschulz/omics-skills · 11 stars · license MIT · pushed 2026-10-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_2fo7ozg5gepa47ag GET https://markdownregistry.com/api/v1/resolve?ref=fmschulz/omics-skills/plotly-dashboard-skill GET https://markdownregistry.com/api/v1/blob/7e9183f4b02d1b08f8f66ca6345554ef62bb53b2af89dcb9c617395d1f4d3276
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.