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 equinor/neqsim --skill paperlab-interactive-html-labsgit clone --depth 1 https://github.com/equinor/neqsimWrote 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/equinor/neqsim/paperlab-interactive-html-labs)<a href="https://agentmods.dev/skills/equinor/neqsim/paperlab-interactive-html-labs"><img src="https://agentmods.dev/badge/skills/equinor/neqsim/paperlab-interactive-html-labs/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/equinor/neqsim/paperlab-interactive-html-labs"><img src="https://agentmods.dev/badge/skills/equinor/neqsim/paperlab-interactive-html-labs.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00041 | $0.00392 |
| Opus 5.5 | $0.00016 | $0.00157 |
| Sonnet 5.5 | $0.00008 | $0.00078 |
| Haiku 4.5 | $0.00004 | $0.00039 |
Grade A, and why
paperlab-interactive-html-labs 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 27d 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.
This is a copy
100% identical to paperlab_interactive_html_labs — 6 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
What it actually says
PaperLab Interactive HTML Labs
When to Use
USE WHEN: a chapter notebook can become a student-facing lab in the HTML book, especially for sensitivity studies, process simulations, economics, or design trade-offs.
Pair with:
neqsim-notebook-patternsfor executable notebook setup,paperlab-student-readabilityfor student prompts,paperlab-notebook-regression-baselinesfor stable fallback outputs.
Lab Structure
Each lab should have:
- Objective and prerequisite note.
- Fixed model setup.
- Bounded inputs with units and physical limits.
- Run or update action.
- Result table and figure.
- Interpretation prompts.
- Static fallback for PDF, DOCX, and ODF.
Manifest Schema
{
"lab_id": "ch10_teg_circulation_sensitivity",
"notebook": "chapters/ch10/notebooks/ch10_s02_teg_contactor.ipynb",
"inputs": [
{"name": "teg_circulation", "unit": "m3/h", "min": 0.5, "max": 5.0, "default": 2.0}
],
"outputs": ["water_dew_point_C", "reboiler_duty_kW"],
"static_fallback": "figures/ch10_teg_sensitivity.png"
}
Safety Rules
- Do not expose arbitrary code execution in public HTML.
- Bound all inputs with physical and computational limits.
- Always provide static fallbacks for noninteractive formats.
- Do not require network access for core student use.
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.
- 27d ago First seen · 54 lines · 41 tokens per session scan A 88c3214bb28f
paperlab-interactive-html-labs is a skill published in the GitHub repository equinor/neqsim (156 stars, last pushed today), licensed Apache-2.0. It adds 41 tokens to every session and 392 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to paperlab_interactive_html_labs, differing in 6 lines, and is treated as a copy.
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