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-experiencegit 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-experience)<a href="https://agentmods.dev/skills/qarium/goga/goga-define-experience"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-define-experience/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-experience"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-define-experience.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 | $0.00006 | $0.01850 |
| Opus 5.5 | $0.00002 | $0.00740 |
| Sonnet 5.5 | $0.00001 | $0.00370 |
| Haiku 4.5 | $0.00001 | $0.00185 |
Grade A, and why
goga-define-experience 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.
How it starts
The opening of the file, as written. The whole thing — 423 lines — stays where its author put it; the contents beside it link to each section on GitHub.
goga-define-experience
Purpose
Define the user experience required to achieve the established product goals and solve the identified problem.
Transform the understanding of the product, problem, users, and goals into a complete description of how users interact with the product and what they should experience throughout the relevant scenarios.
The result must describe observable product behaviour from the user's perspective.
Contract
consume:
- product
- problem
- users
- goals
produce:
- user_experience
Core Principle
Describe the experience, not the implementation.
The central question is:
What does the user do, what does the product show or allow, and what happens next?
The experience must be understandable without knowing how the product is implemented.
Do not prescribe:
- APIs;
- databases;
- services;
- frameworks;
- internal architecture;
- technical workflows.
Product Interview
The user experience must be discovered through interaction with the user.
Do not invent UX decisions merely because one flow appears conventional or obvious.
Identify the product decisions that materially affect the experience and interview the user about them.
Clarify when necessary:
- how the user enters the workflow;
- what the user expects to happen;
- what the primary successful path is;
- which alternative paths matter;
- what should happen when the operation cannot be completed;
- what the user should see after important actions;
- which actions should remain available in different states;
- what recovery behaviour is expected;
- which parts of the experience are intentionally excluded.
When several UX behaviours are reasonable, do not silently select one.
Decision Branches
For each important user scenario, identify materially different behavioural branches.
Examples:
success
failure
retry
cancel
partial completion
already completed
not available
Do not enumerate theoretical edge cases.
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 · 423 lines · 6 tokens per session scan A 687f3371531e
goga-define-experience is a skill published in the GitHub repository qarium/goga (44 stars, last pushed 2d ago), licensed BSD-3-Clause. It adds 6 tokens to every session and 1,850 once invoked, about $0.0000 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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