Audit and improve skill collections with a 9-dimension scoring framework (Knowledge Delta, Mindset, Anti-Patterns, Specification Compliance, Progressive Disclosure, Freedom Calibration, Pattern Recognition, Practical Usability, Eval Validation), duplication detection, remediation planning, baseline comparison, and CI quality gates; use when evaluating skill quality, generating remediation plans, detecting duplicates, validating artifact conventions, or enforcing publication thresholds.
93
89%
Does it follow best practices?
Impact
99%
1.26xAverage score across 5 eval scenarios
Passed
No known issues
{
"$schema": "https://json-schema.org/draft/2020-12/schema",
"title": "Skill Quality Auditor Review Report Format",
"type": "object",
"required": [
"required_title_prefix",
"required_frontmatter_keys",
"required_metadata_labels",
"required_h2_groups",
"required_h2_order",
"required_dimension_labels",
"required_commands",
"references_section_compliance"
],
"properties": {
"required_title_prefix": {
"type": "string",
"minLength": 1
},
"required_frontmatter_keys": {
"type": "array",
"minItems": 0,
"items": { "type": "string" }
},
"recommended_frontmatter_keys": {
"type": "array",
"minItems": 0,
"items": { "type": "string" }
},
"required_h2_groups": {
"type": "array",
"minItems": 5,
"items": {
"type": "array",
"minItems": 1,
"items": { "type": "string" }
}
},
"required_h2_order": {
"type": "array",
"minItems": 5,
"items": {
"type": "array",
"minItems": 1,
"items": { "type": "string" }
}
},
"recommended_h2_groups": {
"type": "array",
"items": {
"type": "array",
"minItems": 1,
"items": { "type": "string" }
}
},
"required_metadata_labels": {
"type": "array",
"minItems": 0,
"items": { "type": "string" }
},
"recommended_metadata_labels": {
"type": "array",
"minItems": 0,
"items": { "type": "string" }
},
"required_dimension_labels": {
"type": "array",
"minItems": 9,
"items": { "type": "string" }
},
"required_commands": {
"type": "array",
"minItems": 0,
"items": { "type": "string" }
},
"recommended_commands": {
"type": "array",
"minItems": 0,
"items": { "type": "string" }
},
"references_section_compliance": {
"type": "object",
"description": "D4 bonus check: validates that SKILL.md ends with a correctly formatted ## References section using the Topic|Reference|When to Use table standard",
"required": [
"heading_correct",
"is_last_section",
"uses_table_format",
"has_required_columns",
"reference_column_has_links",
"compliant",
"score"
],
"properties": {
"heading_correct": {
"type": "boolean",
"description": "Heading is exactly '## References' (not Resources, Quick Reference, See Also, etc.)"
},
"is_last_section": {
"type": "boolean",
"description": "## References is the last H2 section in SKILL.md"
},
"uses_table_format": {
"type": "boolean",
"description": "Content uses a Markdown table (pipe-delimited) rather than a bullet list"
},
"has_required_columns": {
"type": "boolean",
"description": "Table header contains all three required columns: Topic, Reference, and When to Use (case-insensitive)"
},
"reference_column_has_links": {
"type": "boolean",
"description": "Every non-header cell in the Reference column contains a markdown link [text](url), not a bare URL or plain path"
},
"compliant": {
"type": "boolean",
"description": "Overall pass: all five checks above are true"
},
"score": {
"type": "integer",
"enum": [0, 1],
"description": "Bonus points awarded: 1 if compliant, 0 otherwise"
},
"notes": {
"type": "string",
"description": "Optional explanation of non-compliance, listing which checks failed"
}
},
"additionalProperties": false
}
},
"additionalProperties": false
}assets
evals
scenario-1
scenario-2
scenario-3
scenario-4
scenario-5
references
scripts