Borrowing it
Nothing to install: this file belongs to PO-VINCENT/ai-shopping-audit. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/PO-VINCENT/ai-shopping-audit/main/AGENTS.mdgit clone --depth 1 https://github.com/PO-VINCENT/ai-shopping-auditWrote 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/instructions/po-vincent/ai-shopping-audit/agents-md)<a href="https://agentmods.dev/instructions/po-vincent/ai-shopping-audit/agents-md"><img src="https://agentmods.dev/badge/instructions/po-vincent/ai-shopping-audit/agents-md/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/instructions/po-vincent/ai-shopping-audit/agents-md"><img src="https://agentmods.dev/badge/instructions/po-vincent/ai-shopping-audit/agents-md.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 | $0.00272 | $0.00272 |
| Opus 5 | $0.00136 | $0.00136 |
| Sonnet 5 | $0.00054 | $0.00054 |
| Haiku 4.5 | $0.00027 | $0.00027 |
Grade A, and why
ai-shopping-audit AGENTS.md 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 10d 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
Repository guidance
Architecture
- Keep retail audit rules inside
catalog/,discovery/,visibility/, andoptimization/. - Keep provider HTTP details inside
model_providers/; provider adapters must return the same JSON contract. - Keep
service.pyas a stable vendor-neutral application facade. - Treat CLI, MCP, HTTP, and A2A as thin adapters over the same service functions.
- Return structured evidence; never invent product attributes, citations, or rankings.
- Keep catalog readiness, discovery readiness, and observed AI visibility separate.
Development
- Use Python 3.11 or newer.
- Run
python3 -m unittest discover -s tests -vafter changing core behavior. - Run
uv run catalogready catalog examples/messy-apparel.csvafter changing an adapter. - Do not add provider-specific business logic to protocol adapters.
- Never commit API keys, OAuth secrets, access tokens, or merchant customer data.
- Never accept provider API keys in MCP, A2A, HTTP request bodies, or browser extension storage; use server environment variables.
Completion
- Update the JSON contracts when a public result shape changes.
- Document any compatibility limitation in
docs/INTEROPERABILITY.md. - Preserve the no-network, deterministic core test path.
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.
- 10d ago First seen · 29 lines · 272 tokens per session scan A a22a44f1daed
ai-shopping-audit AGENTS.md is an instructions file published in the GitHub repository PO-VINCENT/ai-shopping-audit (5 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 272 tokens to every session, about $0.0014 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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