Google Flights Live Audit
SkillSearchAudit and repair generated Google Flights Imprint tools. Use when validating Google Flights search, calendar, booking, airline/bag filters, one-way, round-trip, multi-city, or open-jaw behavior; when investigating `selection_token` or `selected_flights` producer-consumer contracts; or when live audit results are slow, bot-sensitive, under-tested, or incorrectly waived as infrastructure.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Google Flights Live Audit skill
What this skill tells your AI
The instructions your AI receives, as published by ashaychangwani/imprint in .agents/skills/imprint-google-flights-live-audit/SKILL.md and read by ahel’s review.
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.
Refresh backend preferences after material tool fixes:
bun run src/cli.ts probe-backends google-flights --tool search_flights --param trip_type=multi_city --param itinerary='SFO,LAX,2026-09-01;LAX,JFK,2026-09-04'
bun run src/cli.ts probe-backends google-flights --tool get_flight_booking_options --param selected_flights='<complete selected_flights JSON>'
Manual Repair Rules
Keep fixes in generated artifacts tight and contract-driven:
- group connecting segments by origin/destination continuity and same/next-day dates;
- stop grouping when a later segment returns to the route group origin;
- mint booking state through staged shopping calls before
GetBookingResults; - use structured parsing for
selected_flights; avoid string slicing; - keep wording generic: producer-sourced values, selected route groups, booking state.
After manual edits, run focused live tests and a full audit:
bun test ~/.imprint/google-flights/search_flights/integration.test.ts
bun test ~/.imprint/google-flights/get_flight_booking_options/integration.test.ts
bun run src/cli.ts audit google-flights --provider codex-cli --timeout 45m --out ~/.imprint/google-flights/.audit-report.json
Report concrete counts from the audit: graded units, invocations, parameters, broken, no-op, infra, bad params, and untestable. Do not summarize "works" without these numbers.
Signals
- GitHub stars
- 21
- Forks
- 1
- Last commit
- Sep 2026
ahel review
S4info
community integration — published by ashaychangwani, not google
Automated review, not a security audit. Ruleset v1.
Advanced
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- skill
- Gateway key
imprint-google-flights-live-audit- Source
- github.com/ashaychangwani/imprint