Skills visualization-expert

📦

visualization-expert

Name: visualization-expert
Author: shubhamsaboo

v1.0.0 Content revision r1 Safe

Choose Better Charts for Data Stories

Choosing the wrong chart can hide or distort important data patterns. This skill helps Claude, Codex, and Claude Code select chart types, improve dashboards, and explain visualization choices.

Supports: Claude Codex Code(CC)

🥉 79 Bronze

Install with my Agent

Copy this request to your Agent. It includes the canonical Skill page and manifest.

Agent request

Review the Skillstore skill "visualization-expert" from https://skillstore.io/skills/shubhamsaboo-visualization-expert.md and its manifest at https://skillstore.io/api/skills/shubhamsaboo-visualization-expert/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.

Your Agent should still show its plan and request any confirmation required by the security policy.

Agent-readable resources

Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.

Markdown detail GET /skills/shubhamsaboo-visualization-expert.md Signed manifest GET /api/skills/shubhamsaboo-visualization-expert/manifest Signed lockfile GET /api/skills/shubhamsaboo-visualization-expert/lockfile

Test it

Using "visualization-expert". Show monthly revenue over two years and highlight seasonal changes.

Expected outcome:

Use a line chart with one point per month.
Annotate recurring peaks and dips to show seasonality.
Keep the y-axis baseline honest unless a clear note explains otherwise.

Using "visualization-expert". Compare satisfaction scores across five product segments.

Expected outcome:

Use a sorted bar chart for clear segment comparison.
Add confidence intervals if survey sample sizes vary.
Avoid a pie chart because small score differences are hard to compare.

Security Audit

Safe

v2 • 7/7/2026 Open versioned report

Static analysis reported no suspicious patterns in the single prompt-only SKILL.md file. I found no semantic evidence of prompt injection, data exfiltration intent, network activity, filesystem access, or executable behavior. No remediation is required.

Files scanned

Lines analyzed

Review items

False positives ignored

No confirmed security findings were detected by the latest completed static and semantic audit. This does not prove the skill has no side effects.

Audited by: codex View Audit History →

Share & cite this report

Share the versioned assessment report, neutral badge, embed card, and citations. Skillstore reports evidence without deciding whether this Skill is safe.

Open versioned report

Copy report link

https://skillstore.io/skills/shubhamsaboo-visualization-expert/audits/2?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_report

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Academic citations (APA · BibTeX · CFF)

APA citation

shubhamsaboo. (2026). visualization-expert security audit report (audit version 2) [Author version 1.0.0]. Skillstore. https://skillstore.io/skills/shubhamsaboo-visualization-expert/audits/2

BibTeX citation

@techreport{shubhamsaboo-shubhamsaboo-visualization-expert-2026,
  author = {shubhamsaboo},
  title = {visualization-expert security audit report (audit version 2)},
  institution = {Skillstore},
  year = {2026},
  number = {2},
  url = {https://skillstore.io/skills/shubhamsaboo-visualization-expert/audits/2},
  note = {Author version 1.0.0}
}

CITATION.cff

cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "visualization-expert security audit report (audit version 2)"
version: "1.0.0"
type: report
authors:
  - name: "shubhamsaboo"
date-released: "2026-07-07"
url: "https://skillstore.io/skills/shubhamsaboo-visualization-expert/audits/2"
identifiers:
  - type: other
    value: "skillstore:shubhamsaboo-visualization-expert:audit:2"
    description: "Skillstore immutable audit report identifier"

Skillstore Score

Why this score Evidence Confidence: Medium

Architecture

100

Maintainability

Content

Community

Spec Compliance

What You Can Build

Select a Chart Type

Turn a data question into a suitable chart with a clear rationale and presentation goal.

Improve a Dashboard

Review dashboard layouts for clarity, accessibility, and focused decision support.

Prepare Visual Reports

Shape charts and interpretation notes for reports, slides, or stakeholder updates.

Try These Prompts

Basic Chart Recommendation

I have data about [variables] and want to show [message]. Recommend the best chart type and explain why.

Improve Existing Chart

Review this chart description: [chart details]. Suggest changes for clarity, honest scaling, labels, and accessibility.

Dashboard Design Plan

Design a dashboard for [audience] tracking [metrics]. Recommend chart types, layout priorities, and interpretation notes.

Advanced Visualization Strategy

Compare visualization options for [complex dataset]. Address tradeoffs, misleading patterns to avoid, accessibility, and implementation options.

Best Practices

Start with the user question before choosing a chart.
Use honest scales, direct labels, and accessible color contrast.
Include interpretation guidance that explains what the viewer should notice.

Avoid

Do not use pie charts for many categories or small differences.
Do not truncate axes in ways that exaggerate differences.
Do not add decorative elements that hide the data signal.

Frequently Asked Questions

Can this skill create chart code?

It can suggest code examples, but it does not include executable code or libraries.

Which chart types does it cover?

It covers comparison, distribution, relationship, composition, and time trend charts.

Can it review existing visualizations?

Yes. It can assess clarity, scales, labels, simplicity, and accessibility.

Does it work for dashboards?

Yes. It can recommend dashboard chart choices, layout priorities, and interpretation notes.

Does it need my data file?

No. It can advise from a description, but more context improves recommendations.

Is this skill safe to install?

The reviewed skill is prompt-only and contains no executable code.

Developer Details

Author

shubhamsaboo

License

MIT

Author version

v1.0.0

Skillstore revision

Repository

https://github.com/shubhamsaboo/awesome-llm-apps/tree/main/awesome_agent_skills/visualization-expert

Ref

412e23e39ccd9729546286287b96bb41707397cf

Maintenance freshness

7/18/2026

Usage

1 downloads · 0 views

File structure

📄 SKILL.md