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TRUST 5 quality principles and how MoAI enforces them through agents, the 3-level harness, /moai gate, and sync-auditor scoring.
Passed 21 of 22 test cases with the skill, and 11 of 22 without it.
and 13 more in the full report
10 fixed11 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
What baseline test coverage percentage threshold is required under the Tested principle by default?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies 85% or higher as the target baseline coverage | Missed | Passed |
The instructions your model reads when the skill loads.
This skill provides background knowledge on MoAI's quality model: the five
TRUST 5 principles, how agents enforce them, the 3-level harness, and the
language-aware toolchains that /moai gate runs. MoAI does NOT ship a
quality-validation library — quality is enforced through agents
(manager-develop, sync-auditor), slash commands (/moai gate,
/moai review), and the harness (minimal/standard/thorough).
TRUST 5 Principles (Tested, Readable, Unified, Secured, Trackable) are quality dimensions, not code objects. Every code change is evaluated against all five.
Quality Mechanisms (the real enforcement layer):
/moai gate — runs lint + format + type-check + test in parallel as a
pre-commit quality gate (<30s). Auto-detects the project language and runs
the appropriate toolchain.manager-develop (run-phase) — implements via cycle_type ∈ {tdd, ddd,
autofix}; the chosen cycle shapes how tests and behavior are produced.sync-auditor — independent skeptical quality assessment with 4-dimension
scoring (Functionality, Security, Craft, Consistency), scored as the
harmonic mean of dimensions, not the average.MoAI does not provide a Python SDK or any library for quality validation. Quality is enforced through the workflow, the agents, and the gate commands. This skill documents how those pieces fit together so a Claude invocation can reason about quality correctly.
test cases passed, vs 11 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.