---
title: "Visualization Selection Guide - Air Market"
description: "You have data to show and a lot of chart types to pick from, and the wrong pick buries the point. This puts the choice first: work out which form actually communicates the relationship in your data,…"
canonical: "https://airmarket.ai/app/visualization-selection"
---

[Air Market](/) / [Data & Analytics](/category/data) / Visualization Selection Guide

Skill by [AIMING Lab](/@aiming-lab)

# Visualization Selection Guide

Settle on the right chart before you write plotting code

## What this does

You have data to show and a lot of chart types to pick from, and the wrong pick buries the point. This puts the choice first: work out which form actually communicates the relationship in your data, then write the plotting code. Reach for it when you are about to build a chart, plot, or dashboard.

### Top 3 things it does for you

- Pick a chart type that fits the data
- Decide the shape of a plot before coding it
- Work out how a dashboard should show its numbers

## Information

**Visualization Selection Guide at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [AIMING Lab](/@aiming-lab) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 853 bytes |
| Licence | MIT |
| Repository | [aiming-lab/MetaClaw](https://github.com/aiming-lab/MetaClaw/tree/fc163ba8a12ba5e6950544c3e0d55707c16e2a7e/memory_data/skills/visualization-selection) |
| GitHub stars | 3,496 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Visualization Selection Guide and flagged nothing. AIR's verdict: **safe**.

**What Visualization Selection Guide's check was run against**

|  |  |
| --- | --- |
| Commit | fc163ba8a12ba5e6950544c3e0d55707c16e2a7e |
| Content hash | ec3577f2fe36bcade52592a710966423f2d774311fdc346dc62dff6750505da8 |
| Files read | [Browse the files at this exact commit](https://github.com/aiming-lab/MetaClaw/blob/fc163ba8a12ba5e6950544c3e0d55707c16e2a7e/memory_data/skills/visualization-selection/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Visualization Selection Guide](/security/visualization-selection)

## About Visualization Selection Guide

This applies when you are creating charts, plots, or dashboards. The visualization type gets chosen for how well it communicates the relationship in the data.

That choice happens before any plotting code is written, so the code follows a decision rather than being where the decision accidentally gets made.

## What's inside

- SKILL.md - instructions

## Questions

### Is Visualization Selection Guide safe to install?

AIR scanned this exact version of Visualization Selection Guide and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit fc163ba8a12b, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/visualization-selection.

### How do I install Visualization Selection Guide?

Open https://airmarket.ai/app/visualization-selection on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/aiming-lab/MetaClaw/tree/fc163ba8a12ba5e6950544c3e0d55707c16e2a7e/memory_data/skills/visualization-selection. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by AIMING Lab](/@aiming-lab)

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Canonical URL: <https://airmarket.ai/app/visualization-selection>