Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add qarium/goga --skill goga-brainstorm-contracts-annotationsgit clone --depth 1 https://github.com/qarium/gogaWrote 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/qarium/goga/goga-brainstorm-contracts-annotations)<a href="https://agentmods.dev/skills/qarium/goga/goga-brainstorm-contracts-annotations"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-brainstorm-contracts-annotations/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/qarium/goga/goga-brainstorm-contracts-annotations"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-brainstorm-contracts-annotations.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 | $0.00024 | $0.00374 |
| Opus 5 | $0.00012 | $0.00187 |
| Sonnet 5 | $0.00005 | $0.00075 |
| Haiku 4.5 | $0.00002 | $0.00037 |
Grade A, and why
goga-brainstorm-contracts-annotations 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
goga-brainstorm-contracts-annotations
Algorithm
Write the implementation instructions for the given cell. Process every annotation target in order — cell header,
then each Entity/Routine, then each method/property — and for each one:
-
Determine the level: global (cell header), type-level (per
Entity/Routine), or member-level (per method/property). The level selects the content — seegoga-cookbook"When to write annotations". The global level additionally includes the base annotations fromgoga-codemanifest-base(the contract must comply with their constraints). -
Decide what content the annotation needs. Do not invent content — derive it:
- From
[TYPE_DETAIL_REPORT]— responsibility, signature (params and return), methods/properties, interactions. - From the usages-inline result — the connected Usages keys; place each on the level where the practice applies.
- From
goga-cookbook("Why") — the content categories that fit the level.
- From
-
Write the annotation by
goga-cookbookAnnotations writing standard (elements, theAlgorithm:placement rule), references, and the sufficiency criterion: if not sufficient for implementation, add the missing element (Algorithm:/Requirements:/Constraints:). -
Verify against
goga-cookbookAnnotations — references resolve, no cross-level duplication, no implementation details.
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 · 24 tokens per session scan A 41080e502cb0
goga-brainstorm-contracts-annotations is a skill published in the GitHub repository qarium/goga (25 stars, last pushed 3d ago), licensed BSD-3-Clause. It adds 24 tokens to every session and 374 once invoked, about $0.0001 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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