plotly SKILL.md skillA

plotly from marielynneblock/arcanum-artifex is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add marielynneblock/arcanum-artifex/plotly@git:20260710.0115f49

Pins git:20260710.0115f49 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
marielynneblock/arcanum-artifex
Path
skills/data-science/plotly/SKILL.md
Versions recorded
5
Latest version
git:20260710.0115f49, committed Jul 10, 2026
First version recorded
Apr 6, 2026
Size
7,214 bytes
Repository stars
4
License
none declared

Interactive visualisation library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualisation.

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

Python graphing library for creating interactive, publication-quality visualisations with 40+ chart types.

## Quick Start

Install Plotly:
```bash
uv pip install plotly
```

Basic usage with Plotly Express (high-level API):
```python
import plotly.express as px
import pandas as pd

df = pd.DataFrame({
    'x': [1, 2, 3, 4],
    'y': [10, 11, 12, 13]
})

fig = px.scatter(df, x='x', y='y', title='My First Plot')
fig.show()
```

## Choosing Between APIs

### Use Plotly Express (px)
For quick, standard visualisations with sensible defaults:
- Working with pandas DataFrames
- Creating common chart types (scatter, line, bar, histogram, etc.)
- Need automatic colour encoding and legends
- Want minimal code (1-5 lines)

See [reference/plotly-express.md](references/plotly-express.md) for complete guide.

### Use Graph Objects (go)
For fine-grained control and custom visualisations:
- Chart types not in Plotly Express (3D mesh, isosurface, complex financial charts)
- Building complex multi-trace figures from scratch
- Need precise control over individual components
- Creating specialised visualisations with custom shapes and annotations
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add marielynneblock/arcanum-artifex/plotly@sha256:0f5e095d30d9522f

The line at the top of this page pins the label git:20260710.0115f49, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_uasoc5fxfxtnhiy6.svg)](https://markdownregistry.com/a/art_uasoc5fxfxtnhiy6)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Apr 6, 2026 and Jul 10, 2026, about one every 24 days.

versioncommittedcommitsizeaudit
git:20260710.0115f49 latest2026-07-10 0115f49 7,214 BA view · diff
git:20260710.5dcb94e2026-07-10 5dcb94e 7,209 BA view · diff
git:20260710.ffb34002026-07-10 ffb3400 7,198 BA view · diff
git:20260515.b861afb2026-05-15 b861afb 7,198 BA view · diff
git:20260406.05dff342026-04-06 05dff34 7,199 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (7214 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

marielynneblock/arcanum-artifex · 4 stars · license none declared · pushed 2026-09-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_uasoc5fxfxtnhiy6
GET https://markdownregistry.com/api/v1/resolve?ref=marielynneblock/arcanum-artifex/plotly
GET https://markdownregistry.com/api/v1/blob/0f5e095d30d9522f8b1d4bfe5a470744c3935f0932226a5a12e89a5a1ce14ea2

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.

More from marielynneblock/arcanum-artifex

asset-frontmatter-check SKILL.md skill
marielynneblock/arcanum-artifex · .github/skills/asset-frontmatter-check/SKILL.md · Validate YAML frontmatter of Copilot customisation assets in this lab (SKILL.md, WORKFLOW.md, *.agent.md…
v1.0.0 · audit A · 4 stars
asset-self-containment-check SKILL.md skill
marielynneblock/arcanum-artifex · .github/skills/asset-self-containment-check/SKILL.md · Check that a Copilot customisation asset (skill, workflow, agent, instruction, or prompt folder) stays standalone and…
v1.0.0 · audit A · 4 stars
markdown-link-auditor SKILL.md skill
marielynneblock/arcanum-artifex · .github/skills/markdown-link-auditor/SKILL.md · Audit Markdown links, images, and local anchors for broken relative references. Use when reviewing documentation…
v1.1.0 · audit A · 4 stars
agent-governance-patterns SKILL.md skill
marielynneblock/arcanum-artifex · skills/agentic/agent-governance-patterns/SKILL.md · Design and implement governance controls for tool-using and multi-agent AI systems, including policy enforcement…
git:20260710.0115f49 · audit A · 4 stars
agent-owasp-compliance SKILL.md skill
marielynneblock/arcanum-artifex · skills/agentic/agent-owasp-compliance/SKILL.md · Assess tool-using and multi-agent AI systems against OWASP ASI-style controls, mapping evidence to prompt injection…
git:20260710.0115f49 · audit A · 4 stars
agent-supply-chain SKILL.md skill
marielynneblock/arcanum-artifex · skills/agentic/agent-supply-chain/SKILL.md · Review, generate, and verify supply-chain integrity controls for AI agent tools, plugins, MCP servers, skills, prompts…
git:20260520.f6c6e91 · audit A · 4 stars
agentic-eval SKILL.md skill
marielynneblock/arcanum-artifex · skills/agentic/agentic-eval/SKILL.md · Use when designing and implementing evaluation loops for AI agents, including reflection, evaluator-optimiser patterns…
git:20260624.0a2f9fa · audit A · 4 stars
ai-ready SKILL.md skill
marielynneblock/arcanum-artifex · skills/agentic/ai-ready/SKILL.md · Guide users to review and install the external ai-ready skill from its upstream repository. Use when the user asks to…
git:20260710.0115f49 · audit A · 4 stars
copilot-cli-quickstart SKILL.md skill
marielynneblock/arcanum-artifex · skills/agentic/copilot-cli-quickstart/SKILL.md · Beginner-friendly interactive tutorial for GitHub Copilot CLI concepts, slash commands, permissions, file context…
git:20260710.0115f49 · audit F · 4 stars
eval-driven-dev SKILL.md skill
marielynneblock/arcanum-artifex · skills/agentic/evaluation/eval-driven-dev/SKILL.md · Build an automated evaluation pipeline that tests a Python LLM application end-to-end with pixie test — real code…
v0.8.4 · audit A · 4 stars
first-ask SKILL.md skill
marielynneblock/arcanum-artifex · skills/agentic/first-ask/SKILL.md · Interactive task-refinement workflow that clarifies scope, deliverables, and constraints before carrying out the task…
git:20260710.0115f49 · audit A · 4 stars
generate-custom-instructions-from-codebase SKILL.md skill
marielynneblock/arcanum-artifex · skills/agentic/generate-custom-instructions-from-codebase/SKILL.md · Generate GitHub Copilot migration instructions by comparing two project versions and extracting conventions for…
git:20260710.0115f49 · audit A · 4 stars

Every file in marielynneblock/arcanum-artifex

Other files named plotly

plotly SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/plotly/SKILL.md · Interactive scientific and statistical data visualization library for Python. Use when creating charts, plots, or…
git:20260226.1632f40 · audit A · 3,805 stars

Browse by kind, by grade A, or by owner.