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 wsauret/flywheel --skill uatgit clone --depth 1 https://github.com/wsauret/flywheelWrote 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/wsauret/flywheel/uat)<a href="https://agentmods.dev/skills/wsauret/flywheel/uat"><img src="https://agentmods.dev/badge/skills/wsauret/flywheel/uat/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/wsauret/flywheel/uat"><img src="https://agentmods.dev/badge/skills/wsauret/flywheel/uat.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 | $0.00016 | $0.00964 |
| Opus 5.5 | $0.00006 | $0.00386 |
| Sonnet 5.5 | $0.00003 | $0.00193 |
| Haiku 4.5 | $0.00002 | $0.00096 |
Grade A, and why
uat 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 3d 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 — 36 lines — stays where its author put it; the contents beside it link to each section on GitHub.
User Acceptance Testing
Start with acceptance criteria, a production-equivalent public entry point or target host package, environment constraints, credentials, and cost limits. Translate each criterion into an outside-in observable scenario without reading implementation code. Confirm safe drive mechanics, run the narrowest real path fresh, provide one input at a time, observe before continuing, and record interaction, environment, expected result, actual result, and durable evidence. Exercise an adjacent or error path only when it can change acceptance.
Every artifact the drive produces, including screenshots, recordings, logs, probe pages, and captured output, goes in the session scratch directory, never in the working tree of the repository under test. Many capture tools write to the current directory by default, so give each one an explicit absolute output path inside the scratch directory.
Stop when every criterion is passed, failed, or blocked, one critical failure makes further work wasteful, or the stated boundary is reached. Return per-criterion status, exact reproduction, observations, evidence locations, untested scope, and blockers.
Missing runtime, authentication, dependency, safe environment, safe drive mechanics, or host produces blocked, not a pass. Scripted tests support but never replace direct observation of an exercisable surface.
The Real Operation
A surface is exercised only when its production code path runs end to end: every outbound call, every database mutation, every billable side effect a real user triggers. Isolate state where you can (a per-run sandbox directory, an isolated $HOME, a scoped database schema, a test inbox) so the drive does not pollute the developer's real local data, but isolation of state is not the same as faking the operation. Only the local state container is scoped; the services the product is configured for are exercised against their real endpoints.
Mocks, fakes, stubs, fixtures, in-memory adapters, sandbox-provider URLs, dry-run flags, frozen clocks, recorded-cassette replay, and provider-mocking middleware are silent downgrades unless they are the production code path. Inspect the configuration the product runs with (environment variables, config file, resolved client URLs, the credential the runtime picked up) and confirm the drive routes through the same backend a real user's instance would. If it does not, you are exercising a different product.
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.
- 3d ago First seen · 36 lines · 16 tokens per session scan A 3f3a93471a05
uat is a skill published in the GitHub repository wsauret/flywheel (19 stars, last pushed yesterday), licensed Apache-2.0. It adds 16 tokens to every session and 964 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 2026-11-03.
uat compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| uatwsauret/flywheel | Skill | 19 | yesterday | Apache-2.0 | A | 16 | Claude Code, Codex |
| webapp-testingHmbown/CodeWhale | Skill | 41k | 5d ago | MIT | A | 32 | Claude Code, Codex |
| verifyHmbown/CodeWhale | Skill | 41k | 5d ago | MIT | A | 25 | Claude Code, Codex |
| computer-useHmbown/Codewhale | Skill | 41k | 1mo ago | MIT | A | 59 | Claude Code, Codex |
| test-browsergvkhosla/compound-engineering-pi | Skill | 52 | 1mo ago | MIT | A | 14 | Claude Code |
| playwright-browserlfyxhappy/lfcode | Skill | 2 | 1mo ago | MIT | A | 42 | Claude Code, Codex |
| e2e-test-engineerlfyxhappy/lfcode | Skill | 2 | 1mo ago | MIT | A | 62 | Claude Code, Codex |