Borrowing it
Nothing to install: this file belongs to ashaychangwani/imprint. 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/ashaychangwani/imprint/main/.agents/skills/imprint-google-flights-live-audit/SKILL.mdgit clone --depth 1 https://github.com/ashaychangwani/imprintWrote 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/ashaychangwani/imprint/imprint-google-flights-live-audit)<a href="https://agentmods.dev/skills/ashaychangwani/imprint/imprint-google-flights-live-audit"><img src="https://agentmods.dev/badge/skills/ashaychangwani/imprint/imprint-google-flights-live-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/ashaychangwani/imprint/imprint-google-flights-live-audit"><img src="https://agentmods.dev/badge/skills/ashaychangwani/imprint/imprint-google-flights-live-audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, 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 Rogue Agent · line 28 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 | $0.00087 | $0.00902 |
| Opus 5 | $0.00044 | $0.00451 |
| Sonnet 5 | $0.00017 | $0.00180 |
| Haiku 4.5 | $0.00009 | $0.00090 |
Grade A, and why
imprint-google-flights-live-audit 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 — 83 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Google Flights Live Audit
Use this for generated tools under ~/.imprint/google-flights, especially when search
and booking need to prove one-way, round-trip, and multi-city behavior end to end.
Core Checks
Start from the actual generated tool files, not assumptions:
find ~/.imprint/google-flights -maxdepth 2 -type f | sort
bun test ~/.imprint/google-flights/search_flights/integration.test.ts
bun test ~/.imprint/google-flights/get_flight_booking_options/integration.test.ts
Check these contracts explicitly:
search_flightsemitsselection_tokenandselected_flights.- staged
search_flightsaccepts bothselection_tokenand priorselected_flights. get_flight_booking_optionsreceives the complete orderedselected_flightsarray.- one-way uses a single selected route group.
- round-trip and multi-city group connecting segments into logical route legs.
- open-jaw stays
trip_type=multi_city; do not rewrite it as round trip. - airline filters and bag filters alter the rendered Google request, not only result parsing.
Live Flow
For multi-city/open-jaw, verify the real staged flow:
- Call
search_flightswithtrip_type=multi_cityand an ordered itinerary likeBOM,SFO,2026-09-07;BOS,BOM,2026-10-12. - Pick a first-leg result and call
search_flightsagain with that result'sselection_tokenandselected_flights. - Pass the staged result's complete
selected_flightsarray toget_flight_booking_options. - Confirm booking options include all selected route legs, not just the first leg.
Use exact user-requested dates, airports, and carriers. If the user asks about an
Emirates/Qatar/etc. option, test that carrier with airlines=<code> instead of relying
on the default sorted subset.
Backend Timing
Google Flights usually needs cdp-replay for stateful booking/search flows. Treat cold
CDP startup separately from warm calls:
- first same-site CDP call can cost tens of seconds;
- subsequent pooled calls should be cheap, often a few seconds or less;
- audit budgets should not under-test parameters just because the first call was expensive.
What ships with it
1 file 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.
- 12d ago First seen · 83 lines · 87 tokens per session scan A ab8563ec16c1
imprint-google-flights-live-audit is a skill published in the GitHub repository ashaychangwani/imprint (21 stars, last pushed 5d ago), licensed MIT. It adds 87 tokens to every session and 902 once invoked, about $0.0004 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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