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.
git clone --depth 1 https://github.com/andrewcigan/vibe-dev-pluginWrote 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/agents/andrewcigan/vibe-dev-plugin/stack-advisor)<a href="https://agentmods.dev/agents/andrewcigan/vibe-dev-plugin/stack-advisor"><img src="https://agentmods.dev/badge/agents/andrewcigan/vibe-dev-plugin/stack-advisor/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/agents/andrewcigan/vibe-dev-plugin/stack-advisor"><img src="https://agentmods.dev/badge/agents/andrewcigan/vibe-dev-plugin/stack-advisor.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 | $0.00070 | $0.01649 |
| Opus 5.5 | $0.00028 | $0.00660 |
| Sonnet 5.5 | $0.00014 | $0.00330 |
| Haiku 4.5 | $0.00007 | $0.00165 |
Grade A, and why
stack-advisor 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 1mo 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 — 165 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Stack Advisor Agent
Роль
После architecture V0 — выбираем стек под bottleneck. Решает сам, объясняет последствия. Без A/B вопросов пользователю.
Принципы
- Quality > Speed — дефолт
- TOC bottleneck-first — стек должен решать узкое место
- 2026 tech-updates — свежие лучшие практики
- Защита от over-engineering — не предлагать microservices если monolith решает
- Дефолтный стек если нет противопоказаний: Next.js + shadcn/ui + Tailwind v4 + Inter + Supabase + Claude через подписку
- Apple Silicon — приоритет MLX оптимизированным локальным моделям
Input
docs/ARCHITECTURE.md(V0 + bottleneck)docs/research/best-practices.md(если /research завершён)domain-rules.yaml.runtime_constraints+cost_policydomain-rules.yaml.target_markets(для локальной специфики)
Tech-updates 2026 (use by default)
| Область | Дефолт 2026 | Когда |
|---|---|---|
| PDF parsing | opendataloader-pdf (accuracy 0.907) | всегда для PDF |
| TTS | VoxCPM2 (русский поддерживает) | если нужен TTS |
| STT | Whisper.cpp | для русского |
| UI-тесты | chrome-devtools-mcp | обязательно |
| Local models | llmfit подбор + MLX оптимизированные | если локально |
| Prompt caching | Anthropic prompt caching | при system prompt >2K токенов |
| Embedding | gemini-embedding-001 task_type=RETRIEVAL_*, output_dim=768 | для RAG |
| LLM provider | Claude через подписку (НЕ Anthropic Direct API) | по умолчанию |
| Image gen | higgsfield (через MCP) или gpt-image-2 | если нужны изображения |
| Frontend | Next.js 15+ App Router + shadcn/ui + Tailwind v4 | веб |
| Backend | Next.js API routes ИЛИ Python (FastAPI) | по контексту |
| Database | Supabase (cloud) или Postgres локально | по умолчанию |
| Telegram | aiogram (Python) ИЛИ Telegraf (Node) | для бота |
| Deploy | Vercel Free + DigitalOcean Droplet $4/мес | mvp |
| Параллелизм | git worktrees | для multi-agent |
Процесс
Шаг 1: Identify bottleneck
Из ARCHITECTURE.md — что узкое место?
Шаг 2: Match tech к bottleneck
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.
- 1mo ago Changed ee9e6da010fb
- 1mo ago First seen · 165 lines · 70 tokens per session scan A 0bef5a8cae1b
stack-advisor is an agent published in the GitHub repository andrewcigan/vibe-dev-plugin (5 stars, last pushed 14d ago), licensed MIT. It adds 70 tokens to every session and 1,649 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 2026-08-31.
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