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 thedavidweng/skills --skill aeo-auditgit clone --depth 1 https://github.com/thedavidweng/skillsWrote 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/thedavidweng/skills/aeo-audit)<a href="https://agentmods.dev/skills/thedavidweng/skills/aeo-audit"><img src="https://agentmods.dev/badge/skills/thedavidweng/skills/aeo-audit/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/thedavidweng/skills/aeo-audit"><img src="https://agentmods.dev/badge/skills/thedavidweng/skills/aeo-audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00043 | $0.00250 |
| Opus 5.5 | $0.00017 | $0.00100 |
| Sonnet 5.5 | $0.00009 | $0.00050 |
| Haiku 4.5 | $0.00004 | $0.00025 |
Grade A, and why
aeo-audit scanned grade A with 1 finding 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
Classify the site first (docs, app, store, blog, portfolio); depth varies by type. Run `bash scripts/aeo-check.sh https://deployed.example` (needs `curl`, `jq`), then the manual checks in `references/CHECKLIST.md`. Alway What it actually says
Classify the site first (docs, app, store, blog, portfolio); depth varies by type. Run bash scripts/aeo-check.sh https://deployed.example (needs curl, jq), then the manual checks in references/CHECKLIST.md. Always audit the deployed URL, never localhost.
Rank: critical (blocks agents: no server-rendered content, robots.txt blocks everything, broken sitemap) / warning / skip with reason. Opt-in conventions (?mode=agent, /agent, /index.md, custom Link relations) are never critical; audit them only when the site already advertises them. Every finding gets a fix and a curl command that verifies it.
Pitfalls: a 404 in a Link header is worse than no header; sitemap URLs must return 200; schema.org must match visible content; llms.txt must sit at the root and follow llmstxt.org.
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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 · +2 lines · +1 tokens per session 805435ff0232
- 1mo ago Changed · -376 lines · -17 tokens per session 190e5efbddeb
- 2mo ago First seen · 385 lines · 59 tokens per session scan A 2d2e2fbd18f9
aeo-audit is a skill published in the GitHub repository thedavidweng/skills (11 stars, last pushed 8d ago), licensed MIT. It adds 43 tokens to every session and 250 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
aeo-audit compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| aeo-auditthedavidweng/skills | Skill | 11 | 8d ago | MIT | A | 43 | Claude Code, Codex |
| imagegenopenai/codex | Skill | 133k | yesterday | Apache-2.0 | A | 113 | Codex |
| playwright-climicrosoft/playwright | Skill | 99k | yesterday | Apache-2.0 | A | 19 | Claude Code |
| local-ai-agentsmicrosoft/ai-agents-for-beginners | Skill | 79k | 4d ago | MIT | A | 200 | Claude Code, Codex |
| systematic-debuggingobra/superpowers | Skill | 313k | 3d ago | MIT | A | 21 | Claude Code |
| next-cache-components-adoptionvercel/next.js | Skill | 143k | yesterday | MIT | A | 95 | Claude Code |
| next-partial-prefetching-adoptionvercel/next.js | Skill | 143k | yesterday | MIT | A | 103 | Claude Code |