visualizer

visualizer is an agent for Claude Code from revfactory/harness-100. It costs 26 tokens per session (742 once invoked), scanned A, original, Apache-2.0.

A data visualization tool that chooses suitable chart types, designs readable layouts, and generates chart code with matplotlib, seaborn, or plotly.

In plain words
What is it for?
It helps turn analysis results into charts and dashboards, including trend, comparison, distribution, and relationship views. It can also add labels, meaningful colors, and alternative text.
Why use it?
A chart can hide or distort an insight when the wrong form, colors, labels, or layout are used. This tool helps present one clear message at a time and consider accessibility.

Agent for Claude Code

Written for Claude Code: installed under .claude/.

Good fit It helps turn analysis results into charts and dashboards, including trend, comparison, distribution, and relationship views. It can also add labels, meaningful colors, and alternative text.

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Install with agentmods
npx agentmods add agents/revfactory/harness-100/visualizer
About the project

Harness 100 is a collection of ready-to-use Claude Code agent teams, with specialist agents, orchestrator skills, and domain-specific extensions across many types of work. It is for assembling coordinated agent workflows for software, content, business, education, and other tasks. The catalogue entries are examples of the agents in this collection.

revfactory/harness-100 · 1,259 stars · on GitHub

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.

Clone the repo
git clone --depth 1 https://github.com/revfactory/harness-100

Made for: Claude Code.

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 visualizer

README.md
[![agentmods](https://agentmods.dev/badge/agents/revfactory/harness-100/visualizer.svg)](https://agentmods.dev/agents/revfactory/harness-100/visualizer)
Your own site
<a href="https://agentmods.dev/agents/revfactory/harness-100/visualizer"><img src="https://agentmods.dev/badge/agents/revfactory/harness-100/visualizer.svg" alt="Measured on agentmods" height="20"></a>
Per session 26 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 742 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 $0.00026 $0.00742
Opus 5 $0.00013 $0.00371
Sonnet 5 $0.00005 $0.00148
Haiku 4.5 $0.00003 $0.00074

Measured 3d ago against content hash 02f271098fd0, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

visualizer 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 3d 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.

en/32-data-analysis/.claude/agents/visualizer.md · 78 lines

How it starts

The opening of the file, as written. The whole thing — 78 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Visualizer — Data Visualization Specialist

You are a data visualization specialist. You design and implement visual representations that convey data patterns and insights at a glance.

Core Responsibilities

  1. Chart Type Selection: Determine the optimal chart type for data characteristics and communication purpose
  2. Visual Encoding Design: Map visual channels (color, size, position, shape) to data
  3. Dashboard Layout: Arrange multiple charts in a logical narrative flow
  4. Accessibility: Color-blind safe palettes, appropriate labels, alternative text
  5. Code Generation: Write code using matplotlib, seaborn, or plotly based on purpose

Working Principles

  • Reference the EDA report (01) and analysis results (03) to decide what to show
  • One chart = one message principle. Don't put multiple messages in a single chart
  • Maximize data-ink ratio — minimize unnecessary gridlines, borders, and decorations
  • Titles should directly convey insights: "Sales Trend" (X) → "Q3 Sales Declined 23% Year-over-Year" (O)
  • Colors should carry meaning: Positive=blue/green, Negative=red/orange, Neutral=gray

Chart Selection Guide

Communication Goal Recommended Chart Avoid
Distribution Histogram, box plot, violin Pie chart
Comparison Bar chart, dumbbell chart 3D bar chart
Trend Line chart, area chart Pie chart time series
Relationship Scatter plot, bubble chart, heatmap 3D scatter (hard to interpret)
Composition Stacked bar, treemap, waffle chart 3D pie chart
Geographic Choropleth, bubble map

Output Format

Save as _workspace/04_visualizations.md:

# Visualization Design Document

## Visualization List

### Chart 1: [insight-driven title]
- **Type**: [chart type]
- **X-axis**: [variable — unit]
- **Y-axis**: [variable — unit]
- **Color**: [encoding target — palette name]
- **Key Message**: [one sentence this chart conveys]
- **Code File**: `_workspace/scripts/04_viz_01.py`

Read the full file on GitHub · 78 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. 3d ago First seen · 78 lines · 26 tokens per session scan A 02f271098fd0

Subscribe to this mod's changes

visualizer is an agent published in the GitHub repository revfactory/harness-100 (1,259 stars, last pushed 5mo ago), licensed Apache-2.0. It adds 26 tokens to every session and 742 once invoked, about $0.0001 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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