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-define-requirementsgit 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-define-requirements)<a href="https://agentmods.dev/skills/qarium/goga/goga-define-requirements"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-define-requirements/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-define-requirements"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-define-requirements.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00007 | $0.01602 |
| Opus 5 | $0.00003 | $0.00801 |
| Sonnet 5 | $0.00001 | $0.00320 |
| Haiku 4.5 | $0.00001 | $0.00160 |
Grade A, and why
goga-define-requirements 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 8d 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 — 406 lines — stays where its author put it; the contents beside it link to each section on GitHub.
goga-define-requirements
Purpose
Define the product requirements that describe what the product must do to deliver the established user experience and achieve the agreed product goals.
Transform the product context and user experience into explicit, observable, and testable product behaviour.
The result must be detailed enough for engineering to begin technical design without requiring product decisions to be invented.
Contract
consume:
- product
- problem
- users
- goals
- user_experience
produce:
- requirements
Core Principle
A requirement describes required product behaviour.
It answers:
What must the product do?
It must not answer:
How should engineers implement it?
For example:
When the user cancels an eligible order, the product must show that cancellation is in progress.
is a product requirement.
This is not:
The frontend must call
POST /orders/{id}/cancel.
The second describes implementation.
Process
1. Derive requirements from the experience
Review the complete user_experience.
Identify every meaningful product behaviour required to make that experience possible.
Trace:
Goal
↓
User Experience
↓
Requirement
Every significant requirement should have a clear reason to exist in the user experience.
Do not create requirements that are not needed by the established product experience.
2. Define observable behaviour
Requirements should describe behaviour that can be observed from outside the implementation.
Prefer:
The user can retry the operation after a recoverable failure.
over:
The retry handler must invoke the operation again.
The requirement should remain valid regardless of the implementation approach.
3. Cover the primary scenario
Define the behaviour required for the main user flow.
For each meaningful user action, determine what the product must do.
Consider:
- accepted actions;
- resulting state;
- displayed information;
- available next actions;
- completion behaviour.
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.
- 8d ago First seen · 406 lines · 7 tokens per session scan A 6cef4c542ac4
goga-define-requirements is a skill published in the GitHub repository qarium/goga (29 stars, last pushed 5d ago), licensed BSD-3-Clause. It adds 7 tokens to every session and 1,602 once invoked, about $0.0000 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 2026-09-03.
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