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 id-andyyy/LabAI --skill lab-improvegit clone --depth 1 https://github.com/id-andyyy/LabAIWrote 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/id-andyyy/labai/lab-improve)<a href="https://agentmods.dev/skills/id-andyyy/labai/lab-improve"><img src="https://agentmods.dev/badge/skills/id-andyyy/labai/lab-improve.svg" alt="Measured on agentmods" 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 | $0.00016 | $0.00235 |
| Opus 5 | $0.00008 | $0.00118 |
| Sonnet 5 | $0.00003 | $0.00047 |
| Haiku 4.5 | $0.00002 | $0.00023 |
Grade A, and why
lab-improve 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 7d 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.
What it actually says
Пользователь хочет доработать отчёт report.md.
Что делать
- Прочитай
.claude/lab/config.jsonдля контекста (стиль отчёта, тип работы). - Прочитай
report.md,.claude/lab/assignment.mdи.claude/lab/gost-content.md. - При необходимости обратись к
.claude/lab/source-material.md— полный текст исходного документа с теорией и методическими указаниями, которые могут помочь при доработке, а также к файлам в.claude/lab/reference-docs/(дополнительная теория по работе). - Изучи замечания пользователя (описаны ниже).
- Внеси изменения в report.md в соответствии с замечаниями.
- Убедись, что изменения не нарушают требования ГОСТ из gost-content.md.
- Сообщи в чате, что именно было изменено.
Замечания пользователя
$ARGUMENTS
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.
- 7d ago First seen · 21 lines · 16 tokens per session scan A e41cc8e8541e
lab-improve is a skill published in the GitHub repository id-andyyy/LabAI (3 stars, last pushed 4mo ago), licensed MIT. It adds 16 tokens to every session and 235 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 2026-08-31.
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