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 Jorgejie/ai_scaffold --skill ai_scaffold_skillgit clone --depth 1 https://github.com/Jorgejie/ai_scaffoldWrote 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/jorgejie/ai_scaffold/ai_scaffold_skill)<a href="https://agentmods.dev/skills/jorgejie/ai_scaffold/ai_scaffold_skill"><img src="https://agentmods.dev/badge/skills/jorgejie/ai_scaffold/ai_scaffold_skill/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/jorgejie/ai_scaffold/ai_scaffold_skill"><img src="https://agentmods.dev/badge/skills/jorgejie/ai_scaffold/ai_scaffold_skill.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 12 findings, up to high
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 →
- high Prompt Injection · line 269 Hidden instructions were detected in comments or invisible text. These could contain malicious directives. Manual review is recommended.Fix: Audit all comments and invisible characters. Remove any instructions that direct the agent to perform unauthorized actions. Use plain, reviewable content.
- high Prompt Injection · line 269 Hidden instructions were detected in comments or invisible text. These could contain malicious directives. Manual review is recommended.Fix: Audit all comments and invisible characters. Remove any instructions that direct the agent to perform unauthorized actions. Use plain, reviewable content.
- medium MCP Rug Pull · line 15 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 219 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium Agent Snooping · line 289 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 336 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 604 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 897 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 290 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 339 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 622 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 915 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
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 | $0.00064 | $0.13239 |
| Opus 5 | $0.00032 | $0.06620 |
| Sonnet 5 | $0.00013 | $0.02648 |
| Haiku 4.5 | $0.00006 | $0.01324 |
Grade A, and why
ai_scaffold 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 12d 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 — 1,080 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AI Coding Assistance Bootstrap — 通用项目 AI 辅助开发体系初始化
核心原则：四种体系使用完全相同的分包架构。差异仅在于入口文件名和配置目录名。
架构设计
npx ai-scaffold-pro
│
┌────────────────────┼────────────────────┐
▼ ▼ ▼
┌──────────────┐ ┌──────────────┐ ┌──────────────────┐
│ detect.js │ │ prompts.js │ │ render.js │
│ │ │ │ │ │
│ Platform │ │ Language │ │ Handlebars │
│ Build Sys │──▶│ AI Tool │──▶│ Templates │
│ Language │ │ Config │ │ + i18n (zh/en) │
│ NDK/C++ │ │ CodeGraph │ │ + Platform Vars │
│ CodeGraph │ │ (Phase 1.5) │ │ │
└──────────────┘ └──────────────┘ └────────┬─────────┘
│
Transaction-safe: temp → validate → atomic commit
│
▼
┌─────────────────────────────────────────────────────────┐
│ Generated Output │
│ │
│ ┌─────────────┐ ┌──────────┐ ┌──────────┐ │
│ │ CLAUDE.md / │ │ rules/ │ │ skills/ │ │
│ │ AGENTS.md │ │ │ │ │ │
│ │ │ │ project │ │ plan_mode│ │
│ │ Entry point │ │ _rule.md │ │ SKILL.md │ │
│ │ + triggers │ │ conflict │ │ code_ │ │
│ │ + CodeGraph │ │ _resolu │ │ review │ │
│ │ section │ │ tion.md │ │ SKILL.md │ │
│ └─────────────┘ └──────────┘ └──────────┘ │
│ │
│ ┌─────────────────────────┐ ┌────────────────────┐ │
│ │ agents/ │ │ hooks/ + scripts/ │ │
│ │ │ │ │ │
│ │ arch-review.md │ │ post-edit- │ │
│ │ resource-sync.md │ │ tracker.sh ──▶ │ │
│ │ proactive-correction │ │ check-review- │ │
│ │ cpp-memory-review.md │ │ needed.sh ──▶ │ │
│ │ (NDK only) │ │ gen_references.py │ │
│ └─────────────────────────┘ │ (--lightweight │ │
│ │ with CodeGraph) │ │
│ ┌─────────────────────────┐ └────────────────────┘ │
│ │ references/ │ │
│ │ (generated later) │ │
│ │ _scan.json → AI → .md │ │
│ └─────────────────────────┘ │
└─────────────────────────────────────────────────────────┘
Platform Plugins (dynamic import)
┌──────────┬──────────┬──────────┬──────────┬──────────┐
│ Android │ iOS │ HarmonyOS│ Flutter │ RN │
│ Gradle │ Xcode │ Hvigor │ Dart Pub │ npm/yarn │
│ MVVM │ SwiftUI │ ArkUI │ Widget │ TurboMod │
└──────────┴──────────┴──────────┴──────────┴──────────┘
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.
- 12d ago First seen · 1,080 lines · 64 tokens per session scan A 4f82217f0ac7
ai_scaffold is a skill published in the GitHub repository Jorgejie/ai_scaffold (53 stars, last pushed 1mo ago), licensed MIT. It adds 64 tokens to every session and 13,239 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.
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