data-visualization-quality SKILL.md skillA
data-visualization-quality from swyxio/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add swyxio/skills/data-visualization-quality@git:20260820.1e07c9aPins git:20260820.1e07c9a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- swyxio/skills
- Path
data-visualization-quality/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260820.1e07c9a, committed Aug 20, 2026
- Size
- 4,820 bytes
- Repository stars
- 194
- License
- MIT
Decide whether quantitative data should be visualized, choose and design an analytically faithful chart or table, and reject misleading or low-information artifacts. Use for charts, dashboards, analytical tables, visualization specifications, or production visualization pipelines; do not use for generic page styling or interaction mechanics.
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
# Data Visualization Quality Create visualizations that answer the requested analytical question. A valid chart specification is not automatically publishable. ## Decide before designing Establish four things before choosing a visual: 1. **Claim:** the comparison, trend, distribution, composition, relationship, or decision the user wants to understand. 2. **Required evidence:** the dimensions, measures, units, denominators, time windows, and comparable populations needed to support that claim. 3. **Coverage:** which required fields and entities are complete, partial, unavailable, pending, reported, or calculated. 4. **Smallest useful surface:** prose, compact table, one chart, small multiples, or a genuinely interactive explorer. Classify the outcome: - **Complete:** available comparable data directly supports the requested claim. - **Partial:** a clearly bounded subset supports a useful part of the claim. - **Unavailable:** the central requested measure or denominator is absent. - **Unsupported:** the source or analytical method cannot answer the request. For unavailable or unsupported outcomes, do not create a chart or data explorer. …
Read the whole file at its exact version.
How to install
mdr add swyxio/skills/data-visualization-quality@sha256:3ec58152f31e427cThe line at the top of this page pins the label git:20260820.1e07c9a, 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_ivjxce4nr4wmys6o)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 20, 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 (4820 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
swyxio/skills · 194 stars · license MIT · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ivjxce4nr4wmys6o GET https://markdownregistry.com/api/v1/resolve?ref=swyxio/skills/data-visualization-quality GET https://markdownregistry.com/api/v1/blob/3ec58152f31e427c2b95a8eb40476b43fcf5468fe63a257155784f666e20248e
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.