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skill-tester

Check Agent Skills for documentation structure and Python script behavior, then score quality and security posture. Get grades and improvement priorities, and use pass criteria in pre-commit checks or continuous integration, which runs checks automatically.

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Validate, test, and score the quality of skills within the claude-skills ecosystem. Comprehensive meta-skill: structure validation, Python script testing (syntax + imports + runtime + output format), multi-dimensional quality scoring with letter grades and tier classification (BASIC/STANDARD/POWERFUL). Use when authoring a new skill, auditing existing skills for tier promotion, setting up pre-commit hooks for skill quality, or integrating skill QA into CI.

See how to install

Good for

  • Checking a newly authored skill before release
  • Auditing existing skills and prioritizing improvements
  • Testing bundled Python scripts and sample outputs
  • Adding skill quality gates to pre-commit checks and CI

Files included (18)

  • SKILL.md5.0 KB
  • assets/sample-skill/assets/sample_text.txt855 B
  • assets/sample-skill/assets/test_data.csv539 B
  • assets/sample-skill/expected_outputs/sample_text_analysis.json234 B
  • assets/sample-skill/README.md976 B
  • assets/sample-skill/references/api-reference.md2.5 KB
  • assets/sample-skill/scripts/text_processor.py13.4 KB
  • assets/sample-skill/SKILL.md5.7 KB
  • expected_outputs/sample_validation_report.json1.7 KB
  • README.md6.7 KB
  • references/quality-scoring-rubric.md20.2 KB
  • references/skill-structure-specification.md11.7 KB
  • references/tier-requirements-matrix.md17.6 KB
  • scripts/quality_scorer.py49.2 KB
  • scripts/script_tester.py30.4 KB
  • scripts/security_scorer.py22.9 KB
  • scripts/skill_validator.py29.8 KB
  • tests/test_security_scorer.py27.7 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

Skill Tester

Tier: POWERFUL · Category: Engineering Quality Assurance · Dependencies: None (Python stdlib only)

Meta-skill that validates, tests, and scores skills in this repository. Four tools, run from the repo root with full paths:

  1. scripts/skill_validator.py — structure + documentation compliance
  2. scripts/script_tester.py — Python script syntax/imports/runtime/output testing
  3. scripts/quality_scorer.py — multi-dimensional scoring with letter grade
  4. scripts/security_scorer.py — security posture scoring (also available via quality_scorer.py --include-security)

Scope note: this skill's tier line-count minimums measure legacy skills. For authoring new skills, engineering/write-a-skill (SKILL.md under ~100 lines, Matt Pocock doctrine) is the binding standard — do not pad a new skill to satisfy a tier minimum here.

Quick Start (exact, runnable from repo root)

# 1. Validate structure (exit non-zero on failure — usable as a gate)
python3 engineering/skills/skill-tester/scripts/skill_validator.py engineering/skills/self-eval --json

# 2. Test the skill's Python scripts (30s default timeout per script)
python3 engineering/skills/skill-tester/scripts/script_tester.py engineering/skills/self-eval --json

# 3. Score quality (fail CI below threshold with --minimum-score)
python3 engineering/skills/skill-tester/scripts/quality_scorer.py engineering/skills/self-eval --json --detailed --minimum-score 75

Consume the JSON: validator emits overall_score, compliance_level, per-check checks{}; scorer emits overall_score, letter_grade, tier_recommendation, dimensions, and an improvement_roadmap — work the roadmap top-down, then re-run until the target score is met.

For repo-wide auditing prefer scripts/audit_skills.py at the repo root (wraps the write-a-skill checklist runner across all skills).

What Each Tool Checks

skill_validator.py

  • SKILL.md frontmatter parsing, required sections, minimum line counts per tier (--tier BASIC|STANDARD|POWERFUL)
  • Required structure: SKILL.md, README.md, scripts/, references/, assets/, expected_outputs/
  • Python scripts: argparse present, stdlib-only imports

script_tester.py

  • AST-based syntax validation; import analysis (flags external dependencies)
  • Controlled execution with timeout protection (--timeout, default 30s)
  • --help functionality verification; sample-data runs compared against expected_outputs/

quality_scorer.py

Four dimensions, 25% each: Documentation (depth, examples, references), Code Quality (complexity, error handling, output consistency), Completeness (required dirs, sample data, expected outputs), Usability (help text, example clarity). Outputs 0-100 + A-F grade + tier recommendation.

Tier Classification

TierSKILL.mdScriptsCLI surface
BASIC≥ 100 lines1 (100-300 LOC)basic argparse
STANDARD≥ 200 lines1-2 (300-500 LOC)subcommands, JSON + text output
POWERFUL≥ 300 lines2-3 (500-800 LOC)multiple modes, CI integration

(Advisory for legacy skills; new skills follow write-a-skill — see scope note above.)

CI Integration

# GitHub Actions: gate changed skills
- name: "validate-changed-skills"
  run: |
    for skill in $changed_skills; do
      python3 engineering/skills/skill-tester/scripts/skill_validator.py "$skill" --json
      python3 engineering/skills/skill-tester/scripts/script_tester.py "$skill"
      python3 engineering/skills/skill-tester/scripts/quality_scorer.py "$skill" --minimum-score 75
    done

Pre-commit hook: run the validator on the staged skill directory and block the commit on non-zero exit.

Verification Loop

A skill "passes" when, in one run from repo root:

  1. skill_validator.py <skill> --json exits 0,
  2. script_tester.py <skill> reports all scripts passing, and
  3. quality_scorer.py <skill> --minimum-score <target> exits 0.

If any step fails, apply the top improvement_roadmap item and re-run all three — never report a partial pass.

Troubleshooting

  • Timeout errors → raise --timeout or optimize the script under test
  • Import failures → external deps detected; stdlib-only is the repo policy
  • Tier misclassification → check line counts/LOC against the tier table; remember the write-a-skill exception for new skills

References: references/ holds the structure specification, tier requirements matrix, and scoring rubric the tools implement.

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