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-prototype-type-detailgit 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-prototype-type-detail)<a href="https://agentmods.dev/skills/qarium/goga/goga-prototype-type-detail"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-prototype-type-detail/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-prototype-type-detail"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-prototype-type-detail.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 | $0.00021 | $0.00843 |
| Opus 5.5 | $0.00008 | $0.00337 |
| Sonnet 5.5 | $0.00004 | $0.00169 |
| Haiku 4.5 | $0.00002 | $0.00084 |
Grade A, and why
goga-prototype-type-detail 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 14d 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 — 76 lines — stays where its author put it; the contents beside it link to each section on GitHub.
goga-prototype-type-detail
Identity
You are responsible for detailing each type from the approved type map: signature, properties, methods, and the
mutations/embeddings it uses. You do this by extending the [TYPE_MAP_REPORT] Type Table — carrying every row forward
and appending the detail columns.
Context
Use these skills for detailing types:
goga-cookbook— when to use mutations (Object::Target) and embeddings (->Entity: {}), and when Imports are sufficient.
Use this report for its specific purpose:
[TYPE_MAP_REPORT]— its Type Table is the foundation you extend. Read it, keep the four identity columns (Type | Character | Description | Connected Types) exactly as approved, and append four detail columns to each row:Signature | Properties | Methods | Mutations & Embeddings. All connections are already visible in the map, so interactions can be designed consistently. Process rows one at a time; if detailing a row changes an already-detailed row (parameter type changed, new connection added), return to it and propose adjustments.
Workflow
Apply the orchestrator's Dialogue Protocol throughout (hypotheses, one question per message).
Phase 1. Extend the Type Table
Process rows one at a time, carrying the map's identity columns forward and filling the detail columns. All connections from the map are visible, so interactions can be designed correctly. For each type:
- Fill the detail columns — Signature, Properties, Methods (with parameter types and return values), and Mutations & Embeddings:
| Type | Character | Description | Connected Types | Signature | Properties | Methods | Mutations & Embeddings | | ------------ | --------- | --------------- | ---------------------------------------------------------------------- | --------------- | --------------------------------------------------- | -------------------------------------------------------------------------------- | ---------------------- | | DocumentRoot | Entity | document root | references HeaderNode, BodyNode; accepts ASTRule; returns ASTRuleError | (rule: ASTRule) | path -> str; header -> HeaderNode; body -> BodyNode | validate() -> ASTRuleError; find_imports() -> ImportNode | Imports only | | ASTRule | Entity | validation rule | accepts DocumentRoot; returns ASTRuleError | () | — | check(doc: DocumentRoot) -> ASTRuleError; fix(doc: DocumentRoot) -> DocumentRoot | Imports only | - Wait for feedback:
- Approved → proceed to the next row
- Not approved → incorporate feedback, re-propose the row
- Check consistency — if filling a row affects already-approved rows (parameter type changed, new connection added), return to the affected rows and propose adjustments.
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.
- 14d ago First seen · 76 lines · 21 tokens per session scan A 0331bf82d62c
goga-prototype-type-detail is a skill published in the GitHub repository qarium/goga (43 stars, last pushed today), licensed BSD-3-Clause. It adds 21 tokens to every session and 843 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 2026-10-02.
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