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.
npx agentmods add instructions/careerhackeralex/visualize/claude-mdgit clone --depth 1 https://github.com/careerhackeralex/visualizeWhat 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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.01155 | $0.01155 |
| Opus 5 | $0.00577 | $0.00577 |
| Sonnet 5 | $0.00231 | $0.00231 |
| Haiku 4.5 | $0.00115 | $0.00115 |
Grade A, and why
visualize CLAUDE.md 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.
How it starts
The opening of the file, as written. The whole thing — 96 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
This is the Visualize plugin — an open-source Claude Code plugin that turns any idea, data, or content into beautiful, self-contained HTML visualizations.
Repo Structure
visualize/
├── .claude-plugin/
│ └── plugin.json # Plugin manifest (name, version, author)
├── skills/
│ └── visualize/
│ ├── SKILL.md # Main skill file (loaded by Claude Code)
│ └── references/ # Detailed specs (progressive disclosure Level 3)
│ ├── design-system.md
│ ├── skeleton.md
│ ├── types.md
│ ├── libraries.md
│ ├── menu.md
│ ├── css-techniques.md
│ ├── animations.md
│ └── eval.md
├── examples/ # 15 example HTML files
├── eval/ # Eval infrastructure
│ ├── EVAL.md # 3-layer scoring specification
│ ├── LOOP.md # Self-improvement loop methodology (v6)
│ ├── SKILL.md # Evaluator skill
│ ├── loop-state.json # Current round + score history
│ ├── stress-tests.md # 40 test cases
│ ├── OPENCLAW-SETUP.md # Prompt to set up automated cron job on OpenClaw
│ ├── pipeline/ # Automated eval pipeline (Node.js)
│ │ ├── run.js # Orchestrator: node run.js --dir examples/
│ │ ├── format-detect.js # Layer 1: auto-detect visualization format
│ │ ├── vision-eval.js # Layer 3: vision eval helper (agent scores, not API)
│ │ ├── checks/ # Layer 2: 45 deterministic DOM checks
│ │ ├── calibration/ # Anchor screenshots for vision eval
│ │ └── LOOP-PROMPT.md # Self-improvement loop agent prompt
│ ├── rounds/ # Per-round results
│ └── archive/ # Rounds 1-38 (historical)
├── docs/plans/ # Design & implementation docs
├── CLAUDE.md # This file
├── README.md # GitHub-facing docs
└── LICENSE # MIT
Installation
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.
- 3d ago First seen · 96 lines · 1,155 tokens per session scan A 662a21cf9f77
visualize CLAUDE.md is an instructions file published in the GitHub repository careerhackeralex/visualize (218 stars, last pushed 6mo ago), licensed MIT. It adds 1,155 tokens to every session, about $0.0058 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 2026-08-30.
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