imprint: Skill for Codex

.agents/skills/imprint-google-flights-live-audit/SKILL.md

imprint-google-flights-live-audit is a skill for Codex from ashaychangwani/imprint. It costs 87 tokens per session (902 once invoked), scanned A, original, MIT.

A testing and repair guide for generated Google Flights tools, covering flight searches, trip types, filters, and booking options.

In plain words
What is it for?
Use it to test one-way, round-trip, multi-city, and open-jaw searches, check airline and baggage filters, and verify the search-to-booking flow.
Why use it?
It helps find errors where one tool produces flight-selection data that another tool expects in a different format.

Skill for Codex

Written for Codex: agents/openai.yaml present. Also seen: installed under .agents/ (shared by several agents); mentions Codex.

This is ashaychangwani/imprint's own configuration. It tells Codex how to work on imprint itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything imprint configures →

Reuse

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.

Copy the file
curl -O https://raw.githubusercontent.com/ashaychangwani/imprint/main/.agents/skills/imprint-google-flights-live-audit/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/ashaychangwani/imprint

Made for: Codex.

Wrote 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.

agentmods badge for imprint-google-flights-live-audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/ashaychangwani/imprint/imprint-google-flights-live-audit/github.svg)](https://agentmods.dev/skills/ashaychangwani/imprint/imprint-google-flights-live-audit)
Your own site
<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.

agentmods 80×15 button for imprint-google-flights-live-audit

Your own site · 80×15
<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>
Per session 87 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 902 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
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.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce 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

Measured 12d ago against content hash ab8563ec16c1, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

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.

.agents/skills/imprint-google-flights-live-audit/SKILL.md · 83 lines

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_flights emits selection_token and selected_flights.
  • staged search_flights accepts both selection_token and prior selected_flights.
  • get_flight_booking_options receives the complete ordered selected_flights array.
  • 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:

  1. Call search_flights with trip_type=multi_city and an ordered itinerary like BOM,SFO,2026-09-07;BOS,BOM,2026-10-12.
  2. Pick a first-leg result and call search_flights again with that result's selection_token and selected_flights.
  3. Pass the staged result's complete selected_flights array to get_flight_booking_options.
  4. 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.

Read the full file on GitHub · 83 lines

Files

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.

Changes

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.

  1. 12d ago First seen · 83 lines · 87 tokens per session scan A ab8563ec16c1

Subscribe to this mod's changes

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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