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 skills add nexus-research-lab/nexus --skill visualizegit clone --depth 1 https://github.com/nexus-research-lab/nexusWrote 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.
[](https://agentmods.dev/skills/nexus-research-lab/nexus/visualize)<a href="https://agentmods.dev/skills/nexus-research-lab/nexus/visualize"><img src="https://agentmods.dev/badge/skills/nexus-research-lab/nexus/visualize/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.
<a href="https://agentmods.dev/skills/nexus-research-lab/nexus/visualize"><img src="https://agentmods.dev/badge/skills/nexus-research-lab/nexus/visualize.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00076 | $0.01134 |
| Opus 5.5 | $0.00030 | $0.00454 |
| Sonnet 5.5 | $0.00015 | $0.00227 |
| Haiku 4.5 | $0.00008 | $0.00113 |
Grade A, and why
visualize 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 19d 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 — 75 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Nexus Generative UI
Create a custom interactive visual only when it communicates the answer better than ordinary prose or a table.
Workflow
- Choose the visual form and read only the relevant references below before composing the fragment.
- Call
show_widgetwith a concise title and one self-contained HTML fragment inwidget_code. - Put explanation and conclusions in the normal response around the widget. Do not repeat the visual as Markdown.
- The tool result only confirms delivery to the client. Do not claim that rendering succeeded.
Read on demand
Resolve these paths relative to this skill directory. Do not load the whole reference directory. Combine references only when the widget needs both concerns, such as an interactive diagram.
| When building | Read |
|---|---|
| Controls, selections, or state-driven views | Interaction |
| Quantitative charts, axes, or Chart.js | Charts |
| Flows, hierarchies, networks, or explanatory diagrams | Diagrams |
| Product UI prototypes, dashboards, or comparison layouts | UI mockups |
| SVG illustrations, Canvas drawing, or continuous animation | Art |
Widget contract
- Return a fragment only. Do not include
html,head, orbodytags. - Inline the widget's CSS and JavaScript. SVG, Canvas, DOM, Web Components, and external CDN libraries are supported.
- Network access and external resources are allowed without a domain allowlist. Prefer established HTTPS CDNs.
- The fragment runs in an isolated iframe and cannot access the Nexus page, cookies, storage, or parent DOM.
- To show an image that already exists in the current Agent workspace, use a host reference such as
src="nexus://workspace/.cloud-photo/preview.jpg". Nexus resolves this reference through the authenticated workspace preview endpoint before handing the fragment to the isolated iframe. The path is workspace-relative and must not contain an Agent absolute path. - Do not use
file://, localhost URLs, absolute workspace paths, or Base64 for workspace images. Those forms either cannot cross the iframe boundary safely or make the model carry large binary payloads. - Streaming order is short style, visible content, then scripts last. Scripts run only after the complete tool input arrives. Keep native controls and static content useful before initialization.
- Before calling
show_widget, check every inline script for unmatched quotes, backticks, brackets, and incomplete blocks. Prefer short functions over one monolithic script. - Before calling
show_widget, verify that every id, class, or data attribute referenced by JavaScript exists in the submitted markup and is spelled identically. - Separate source data, derived calculations, rendering, and event binding. Avoid constructing large interfaces through nested template literals or long HTML string concatenation; update existing DOM nodes when practical.
- Use the smallest implementation that fully answers the request. Split independent visuals into separate
show_widgetcalls with short prose between them, but keep one cohesive widget when its views share state. - Make the layout responsive at 320px width and avoid fixed viewport dimensions.
- Use accessible labels, keyboard-operable controls, visible focus, and reduced-motion fallbacks.
- Keep interaction local to the widget. Do not assume a host API or
postMessagebridge.
What ships with it
5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 19d ago Changed · +2 lines 63c288f3d5fc
- 1mo ago Changed · -38 lines 796789d1e024
- 1mo ago First seen · 111 lines · 76 tokens per session scan A eb6903098eea
visualize is a skill published in the GitHub repository nexus-research-lab/nexus (152 stars, last pushed today), licensed Apache-2.0. It adds 76 tokens to every session and 1,134 once invoked, about $0.0003 per session on Opus 5.5. 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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