Analyze eval results, diagnose low-scoring criteria, fix tile content, and re-run evals — the full improvement loop automated
Does it follow best practices?
Evaluation — 100%
↑ 1.02xAgent success when using this tile
Validation for skill structure
{
"context": "Tests whether the agent scans all tile files for contradictions and reports every conflict found — including those unrelated to the retry issue that triggered the audit — attributing each contradiction to the specific files involved with direct quotes.",
"type": "weighted_checklist",
"checklist": [
{
"name": "Retry count contradiction found",
"description": "Report identifies the conflict between SKILL.md ('retry up to 5 times') and rules/retry-policy.md ('maximum retries: 3 attempts')",
"max_score": 20
},
{
"name": "Auth failure contradiction found",
"description": "Report identifies the conflict between SKILL.md ('abort the pipeline run immediately' on auth failure) and docs/error-handling.md ('skip the affected batch and log the error — do not abort the full pipeline run')",
"max_score": 20
},
{
"name": "All three files referenced",
"description": "The report references content from all three provided files: SKILL.md, rules/retry-policy.md, and docs/error-handling.md",
"max_score": 15
},
{
"name": "File attribution per contradiction",
"description": "Each contradiction explicitly names the specific files that conflict (e.g., 'SKILL.md vs rules/retry-policy.md'), not just a general mention",
"max_score": 15
},
{
"name": "Auth contradiction despite scope",
"description": "The authentication failure contradiction is included in the report even though the task mentions retry logic as the trigger — demonstrates scanning all tile content, not just retry-related sections",
"max_score": 20
},
{
"name": "Verbatim quotes included",
"description": "Each contradiction includes direct quotes or verbatim excerpts from the conflicting statements, not just a paraphrase",
"max_score": 10
}
]
}