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skill-quality-review

Review a SKILL.md file for adherence to Anthropic's official agent-skill best practices. Use when the user asks to "review a skill", "check skill quality", "audit skill", "validate skill quality", or before merging a PR that adds or modifies a skill in skills/. Complements the deterministic structural validator (validate_skills.py) by judging content quality — concision, description discoverability, naming, freedom calibration, progressive disclosure.

70

Quality

86%

Does it follow best practices?

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Adds up to 20 points to the overall score

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

78%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-structured, highly actionable instruction-only review skill: concrete commands, an exact output template, and proper progressive disclosure of the large reference doc. The main weakness is redundancy — the deterministic-validator boundary is restated several times, which slightly inflates the body.

Suggestions

Consolidate the 'complements / does not duplicate the deterministic validator' point: state it once in the intro and once in the Reference section, then remove the restated scope reminder at line 83 to cut ~3 lines of repetition.

Promote the Anti-Patterns grounding rules ('Cite literally', 'Do not invent rules') into an explicit final workflow step — e.g. 'Before emitting findings, verify each has a real quote and a real reference-doc section' — to give the workflow a visible quality-gate checkpoint.

Trim the per-dimension preamble that re-explains what the deterministic layer already covers (e.g. the inline 'Determinístic check can't...' clauses) to a single short parenthetical, since the boundary is established upstream.

DimensionReasoningScore

Conciseness

Mostly efficient and well-organized, but the 'complements / does not duplicate the deterministic validator' boundary is restated ~4 times (intro line 11, the scope reminder at line 83, and the reference entries at 137-138), which the skill's own concision dimension would flag as redundant restatement.

3 / 5

Actionability

Provides copy-paste-ready concrete guidance: an exact `git diff --name-only <base>... -- 'skills/**/SKILL.md'` command, per-dimension PASS/WARN/FAIL criteria with example quotes, and a complete output-format template to fill — fully actionable for an instruction-only skill.

5 / 5

Workflow Clarity

The 'How to Run' section gives a clear 6-step numbered sequence with a per-dimension PASS/WARN/FAIL decision gate and a final verdict (Approve / Approve with comments / Request changes); the grounding check exists only implicitly in the Anti-Patterns section rather than as an explicit workflow checkpoint.

4 / 5

Progressive Disclosure

The ~1100-line Anthropic best-practices doc is correctly split into references/anthropic-best-practices.md (a real bundle file) loaded on demand, while the SKILL.md body stays an overview with a clearly signaled one-level-deep reference — matching the score-5 anchor.

5 / 5

Total

17

/

20

Passed

Description

95%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description: third-person, explicit 'Use when...' clause with natural trigger phrases, clear what/when, and a well-delineated niche that distinguishes it from the structural validator. Only minor room to tighten the action list toward the score-5 specificity anchor.

DimensionReasoningScore

Specificity

Lists several specific review actions/quality dimensions — 'concision, description discoverability, naming, freedom calibration, progressive disclosure' — naming the domain and multiple concrete judging tasks; not quite the comprehensive single-verb action list of a 5.

4 / 5

Completeness

Explicitly answers both what ('Review a SKILL.md file for adherence to Anthropic's official agent-skill best practices') and when via a 'Use when...' clause with concrete trigger phrases.

5 / 5

Trigger Term Quality

Includes four natural user phrasings ('review a skill', 'check skill quality', 'audit skill', 'validate skill quality') plus the SKILL.md/skills/ file references — comprehensive coverage of terms a user would actually say.

5 / 5

Distinctiveness Conflict Risk

Clear niche (skill quality/best-practice review) with distinct triggers and an explicit boundary against the deterministic validator, giving minimal conflict risk with other skills.

5 / 5

Total

19

/

20

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

referenced_paths_exist

Referenced path issues: 4 missing, 3 deeper-than-1-level

Warning

Total

15

/

16

Passed

Repository
mulesoft/mulesoft-dx
Reviewed

Table of Contents

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