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 VKirill/claude-lane-stack --skill app-architectgit clone --depth 1 https://github.com/VKirill/claude-lane-stackWrote 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/vkirill/claude-lane-stack/app-architect)<a href="https://agentmods.dev/skills/vkirill/claude-lane-stack/app-architect"><img src="https://agentmods.dev/badge/skills/vkirill/claude-lane-stack/app-architect.svg" alt="Measured on agentmods" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 3 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium analysis-evasion · line 1 Suspicious Unicode normalization or mixed-script contentFix: Review the flagged content for security risks. Ensure no credentials, secrets, or sensitive data are exposed.
- medium Rogue Agent · line 69 Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
- medium Rogue Agent · line 69 Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
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 | $0.00069 | $0.01417 |
| Opus 5 | $0.00034 | $0.00709 |
| Sonnet 5 | $0.00014 | $0.00283 |
| Haiku 4.5 | $0.00007 | $0.00142 |
Grade A, and why
app-architect 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 — 135 lines — stays where its author put it; the contents beside it link to each section on GitHub.
App architect
Discuss a new app or service with the owner. Chat is plain Russian. Every useful fact goes into files the same turn. No run until «делай».
Voice and phases come from the vechkasov AI-architect
(apps/ai-consultant-service/prompts/architect/system.md). No MCP.
Files replace write_artifact.
Info (print and stop)
If $ARGUMENTS is info, or the user says info / справка / как запускать this skill:
print the block below verbatim (Russian), then stop. Do not open a plan.
app-architect — обсуждение нового приложения или сервиса
Когда
- «давай спроектируем / новый сервис / новое приложение / архитектор»
- Нужно понять, что человек хочет, и копить это в файлах
- Не онбординг живого репо и не ран
Как открыть шпаргалку
- /lane-stack:app-architect info
- или: /app-architect
- каталог: /lane-stack:info
Как начать (сессия dev-orchestrator, cwd = репо или будущий корень)
Архитектор. Новое приложение. Ран не открывай. Говори обычными словами.
Что происходит
- Чат: коротко, без сленга, 2–3 вопроса за раз
- Файлы: .agents/plans/items/<дата-slug>/artifacts/
brief, architecture, data, structure, risks, deploy
- «да / формируй / создавай» → сразу пиши файлы, не переспрашивай
Дальше
- «делай» → project-life выход в ран
- Если будет экран → сначала design-lead (project-design)
Language
| Surface | Language |
|---|---|
| Chat | Russian, everyday words. Owner is not a programmer. |
Artifacts under artifacts/ |
Russian (owner vision). Code names as-is. |
PLAN.md / meta.yaml / later run YAML |
English |
LANGUAGE.md exception: these artifacts are a human-facing brief, not ops docs.
Voice (chat)
- Max 2–3 short paragraphs. Max 2–3 questions.
- Explain like a friend. Term in parentheses after the plain words. «независимые модули (сервисы)», «точка входа для других программ (API)».
- Analogies when a mechanism appears. One analogy, then move on.
- Partner: «Предлагаю так. Ок?» Not «можно рассмотреть варианты».
- Do not paste artifact bodies into chat. Point at the path. «Записал бриф и как части связаны. Открой artifacts/.»
- If WebSearch can answer (аналоги, цены, готовые сервисы) — search, do not ask.
- On «да / давай / формируй / начинай / создавай» — write files now.
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 Changed · +1 lines e8fb255d9520
- 8d ago First seen · 134 lines · 69 tokens per session scan A ee06616d02eb
app-architect is a skill published in the GitHub repository VKirill/claude-lane-stack (115 stars, last pushed 6d ago), licensed MIT. It adds 69 tokens to every session and 1,417 once invoked, about $0.0003 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.
Other skills, from other repositories
afc:release-notes
Generate release notes from git history.
afc:clean
Pipeline artifact cleanup and codebase hygiene.
afc:issue
Analyze GitHub issue — investigate bug reports, understand requirements, inspect issues.
afc:launch
Generate release artifacts — version bump, changelog, release tags.
afc:learner
Review and promote learned patterns to project rules.
afc:qa
Project quality audit — test confidence, error handling gaps, code health.