Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/googleads/google-ads-api-developer-assistantnpx agentmods add commands/googleads/google-ads-api-developer-assistant/inspect-objectWrote 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/commands/googleads/google-ads-api-developer-assistant/inspect-object)<a href="https://agentmods.dev/commands/googleads/google-ads-api-developer-assistant/inspect-object"><img src="https://agentmods.dev/badge/commands/googleads/google-ads-api-developer-assistant/inspect-object/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/commands/googleads/google-ads-api-developer-assistant/inspect-object"><img src="https://agentmods.dev/badge/commands/googleads/google-ads-api-developer-assistant/inspect-object.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 | $0.00017 | $0.00347 |
| Opus 5.5 | $0.00007 | $0.00139 |
| Sonnet 5.5 | $0.00003 | $0.00069 |
| Haiku 4.5 | $0.00002 | $0.00035 |
Grade A, and why
inspect-object 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 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.
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
Inspect Object (/inspect-object)
Dynamically inspects the fields, data types, nested messages, and Enum values of any Google Ads API object using client_libs/google-ads-python proto definitions.
Instructions:
-
Extract Parameters:
- Extract the object name from
$ARGUMENTS(e.g.Campaign,AdGroupCriterion,CampaignStatusEnum,AdGroupAd,BiddingStrategy). - If not provided, prompt the user for the object, message, or Enum name to inspect.
- Resolve API version from
config/api_version.txtor default to the latest discovered version.
- Extract the object name from
-
Execute Inspection:
- Run the inspection script:
python3 skills/inspect-object/scripts/inspect_object.py --name "$ARGUMENTS" --api_version "<api_version>" - If the script is unavailable in the environment, inspect the proto files directly in
client_libs/google-ads-python/google/ads/googleads/<api_version>/.
- Run the inspection script:
-
Output Format:
- Object Type: Identify whether the symbol is a Resource, Message, or Enum.
- Selectable / Filterable Fields: List core fields with data types and descriptions.
- Enum Values: For Enum types, list all possible values and their meanings.
- Nested Protobuf Messages: Show the structure of sub-messages.
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 First seen · 28 lines · 17 tokens per session scan A 392e8d1a1205
inspect-object is a command published in the GitHub repository googleads/google-ads-api-developer-assistant (102 stars, last pushed 8d ago), licensed Apache-2.0. It adds 17 tokens to every session and 347 once invoked, about $0.0001 per session on Opus 5.5. 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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speckit.bug.fix
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speckit.bug.test
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