chart-interpretation

chart-interpretation is a skill for Claude Code, Codex from fabioc-aloha/Alex_Skill_Mall. It costs 32 tokens per session (2,118 once invoked), scanned A, original, MIT.

A chart-reading guide that examines charts in images, web pages, screenshots, and Power BI reports to find patterns, unusual results, missing context, and possible bias.

In plain words
What is it for?
Use it to interpret bar, line, and other charts, validate what they show, and produce an audience-appropriate narrative.
Why use it?
It helps turn an existing chart into a careful explanation while checking whether labels, axes, or omitted data could give a misleading impression.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: positional $N argument.

Good fit Use it to interpret bar, line, and other charts, validate what they show, and produce an audience-appropriate narrative.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/fabioc-aloha/alex_skill_mall/chart-interpretation
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add fabioc-aloha/Alex_Skill_Mall --skill chart-interpretation
Clone the repo
git clone --depth 1 https://github.com/fabioc-aloha/Alex_Skill_Mall

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for chart-interpretation

README.md
[![agentmods](https://agentmods.dev/badge/skills/fabioc-aloha/alex_skill_mall/chart-interpretation/github.svg)](https://agentmods.dev/skills/fabioc-aloha/alex_skill_mall/chart-interpretation)
Your own site
<a href="https://agentmods.dev/skills/fabioc-aloha/alex_skill_mall/chart-interpretation"><img src="https://agentmods.dev/badge/skills/fabioc-aloha/alex_skill_mall/chart-interpretation/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for chart-interpretation

Your own site · 80×15
<a href="https://agentmods.dev/skills/fabioc-aloha/alex_skill_mall/chart-interpretation"><img src="https://agentmods.dev/badge/skills/fabioc-aloha/alex_skill_mall/chart-interpretation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 32 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,118 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00032 $0.02118
Opus 5 $0.00016 $0.01059
Sonnet 5 $0.00006 $0.00424
Haiku 4.5 $0.00003 $0.00212

Measured 9d ago against content hash 3d1a0b5da959, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

chart-interpretation scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/data-analytics/chart-interpretation/skills/chart-interpretation/SKILL.md · 185 lines

How it starts

The opening of the file, as written. The whole thing — 185 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Chart Interpretation

Property Value
Domain Data Analytics
Category Visual Analysis & Insight Extraction
Components SKILL.md + chart-interpretation.instructions.md + interpret.prompt.md
Depends data-visualization (chart type knowledge), data-analysis (validation)

Overview

The reverse of data visualization. Instead of data → chart, this skill reads chart → insights → narrative. It extracts meaning from existing charts (screenshots, images, HTML, Power BI reports) and produces structured analysis adapted to the target audience.

The cardinal rule: read what the chart says, then read what it doesn't say. The visible data points tell one story; the missing context, truncated axes, and suppressed categories tell another.

Module 1: Chart Type Recognition

Identify the chart type to determine the correct reading strategy.

Chart Type Key Visual Features Reading Strategy
Bar / Column Rectangular bars, one axis categorical Compare bar lengths, check sort order
Horizontal Bar Bars extend left-to-right Rank comparison, read labels first
Line Connected points over axis Follow trend direction, find inflections
Area Filled region under line Volume over time, stacking if multiple
Pie / Donut Circular segments Part-to-whole, count segments, check %
Scatter Points in x-y space Look for clusters, outliers, trend line
Bubble Scatter with size encoding Three dimensions: x, y, size
Histogram Bars touching, x is continuous Distribution shape, skew, outliers
Heatmap Color grid Pattern density, row-column relationships
Treemap Nested rectangles Hierarchical proportions
Sankey Flow ribbons between stages Volume flow, biggest paths
Box Plot Box + whiskers Median, IQR, outlier dots
Network Nodes + edges Clusters, hubs, isolates
Violin Mirrored density curves Distribution shape + density

Read the full file on GitHub · 185 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 185 lines · 32 tokens per session scan A 3d1a0b5da959

Subscribe to this mod's changes

chart-interpretation is a skill published in the GitHub repository fabioc-aloha/Alex_Skill_Mall (4 stars, last pushed yesterday), licensed MIT. It adds 32 tokens to every session and 2,118 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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