Skill tester
Validate, test, and score the quality of skills within the claude-skills ecosystem.
How to use it
Claude Code
- Run the line below. It pulls the whole folder into
~/.claude/skills/skill-tester, including the files SKILL.md points to. - Describe your job in plain words. Claude Code follows the skill from there.
npx degit alirezarezvani/claude-skills/engineering/skills/skill-tester#main ~/.claude/skills/skill-testerFor one project only, change the path to .claude/skills/skill-tester. This skill also uses quality_scorer.py, skill_validator.py, script_tester.py — copying SKILL.md alone won't be enough. See the folder on GitHub.
Claude (web or desktop app)
- On this page open ⋯ → Download .md.
- Save it as SKILL.md in a folder, zip the folder, then Customize → Skills → + → Create skill → Upload a skill.
- Pick the file and Save. Claude shows the name and description and runs a security scan.
- Check the skill is switched on.
- Start a new chat and describe your job in plain words. The AI follows the skill from there.
ChatGPT or another app
- ChatGPT: make a Project and paste it into Instructions.
- Neither? Paste it at the top of a new chat — it works for that chat.
Not working?
- Check which app you pasted it into — the steps above name the right one.
- Some skills need the paid tier of Claude or ChatGPT.
Paste into Claude, ChatGPT or Cursor.
Source of Skill tester
Show the full text93 lines
| name | description |
|---|---|
| skill-tester | 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. |
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:
scripts/skill_validator.py— structure + documentation compliancescripts/script_tester.py— Python script syntax/imports/runtime/output testingscripts/quality_scorer.py— multi-dimensional scoring with letter gradescripts/security_scorer.py— security posture scoring (also available viaquality_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) --helpfunctionality 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
| Tier | SKILL.md | Scripts | CLI surface |
|---|---|---|---|
| BASIC | ≥ 100 lines | 1 (100-300 LOC) | basic argparse |
| STANDARD | ≥ 200 lines | 1-2 (300-500 LOC) | subcommands, JSON + text output |
| POWERFUL | ≥ 300 lines | 2-3 (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:
skill_validator.py <skill> --jsonexits 0,script_tester.py <skill>reports all scripts passing, andquality_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
--timeoutor 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.
| 1 | |
| 2 | name "skill-tester" |
| 3 | description "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." |
| 4 | |
| 5 | |
| 6 | # Skill Tester |
| 7 | |
| 8 | **Tier**: POWERFUL · **Category**: Engineering Quality Assurance · **Dependencies**: None (Python stdlib only) |
| 9 | |
| 10 | Meta-skill that validates, tests, and scores skills in this repository. Four tools, run from the **repo root** with full paths: |
| 11 | |
| 12 | **`scripts/skill_validator.py`** — structure + documentation compliance |
| 13 | **`scripts/script_tester.py`** — Python script syntax/imports/runtime/output testing |
| 14 | **`scripts/quality_scorer.py`** — multi-dimensional scoring with letter grade |
| 15 | **`scripts/security_scorer.py`** — security posture scoring (also available via `quality_scorer.py --include-security`) |
| 16 | |
| 17 | > **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. |
| 18 | |
| 19 | ## Quick Start (exact, runnable from repo root) |
| 20 | |
| 21 | |
| 22 | # 1. Validate structure (exit non-zero on failure — usable as a gate) |
| 23 | python3 engineering/skills/skill-tester/scripts/skill_validator.py engineering/skills/self-eval --json |
| 24 | |
| 25 | # 2. Test the skill's Python scripts (30s default timeout per script) |
| 26 | python3 engineering/skills/skill-tester/scripts/script_tester.py engineering/skills/self-eval --json |
| 27 | |
| 28 | # 3. Score quality (fail CI below threshold with --minimum-score) |
| 29 | python3 engineering/skills/skill-tester/scripts/quality_scorer.py engineering/skills/self-eval --json --detailed --minimum-score 75 |
| 30 | |
| 31 | |
| 32 | 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. |
| 33 | |
| 34 | For repo-wide auditing prefer `scripts/audit_skills.py` at the repo root (wraps the write-a-skill checklist runner across all skills). |
| 35 | |
| 36 | ## What Each Tool Checks |
| 37 | |
| 38 | ### skill_validator.py |
| 39 | SKILL.md frontmatter parsing, required sections, minimum line counts per tier (`--tier BASIC|STANDARD|POWERFUL`) |
| 40 | Required structure: SKILL.md, README.md, scripts/, references/, assets/, expected_outputs/ |
| 41 | Python scripts: argparse present, stdlib-only imports |
| 42 | |
| 43 | ### script_tester.py |
| 44 | AST-based syntax validation; import analysis (flags external dependencies) |
| 45 | Controlled execution with timeout protection (`--timeout`, default 30s) |
| 46 | `--help` functionality verification; sample-data runs compared against expected_outputs/ |
| 47 | |
| 48 | ### quality_scorer.py |
| 49 | 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. |
| 50 | |
| 51 | ## Tier Classification |
| 52 | |
| 53 | | Tier | SKILL.md | Scripts | CLI surface | |
| 54 | |---|---|---|---| |
| 55 | | BASIC | ≥ 100 lines | 1 (100-300 LOC) | basic argparse | |
| 56 | | STANDARD | ≥ 200 lines | 1-2 (300-500 LOC) | subcommands, JSON + text output | |
| 57 | | POWERFUL | ≥ 300 lines | 2-3 (500-800 LOC) | multiple modes, CI integration | |
| 58 | |
| 59 | (Advisory for legacy skills; new skills follow write-a-skill — see scope note above.) |
| 60 | |
| 61 | ## CI Integration |
| 62 | |
| 63 | |
| 64 | # GitHub Actions: gate changed skills |
| 65 | - name: "validate-changed-skills" |
| 66 | run: | |
| 67 | for skill in $changed_skills; do |
| 68 | python3 engineering/skills/skill-tester/scripts/skill_validator.py "$skill" --json |
| 69 | python3 engineering/skills/skill-tester/scripts/script_tester.py "$skill" |
| 70 | python3 engineering/skills/skill-tester/scripts/quality_scorer.py "$skill" --minimum-score 75 |
| 71 | done |
| 72 | |
| 73 | |
| 74 | Pre-commit hook: run the validator on the staged skill directory and block the commit on non-zero exit. |
| 75 | |
| 76 | ## Verification Loop |
| 77 | |
| 78 | A skill "passes" when, in one run from repo root: |
| 79 | |
| 80 | `skill_validator.py <skill> --json` exits 0, |
| 81 | `script_tester.py <skill>` reports all scripts passing, and |
| 82 | `quality_scorer.py <skill> --minimum-score <target>` exits 0. |
| 83 | |
| 84 | If any step fails, apply the top `improvement_roadmap` item and re-run all three — never report a partial pass. |
| 85 | |
| 86 | ## Troubleshooting |
| 87 | |
| 88 | **Timeout errors** → raise `--timeout` or optimize the script under test |
| 89 | **Import failures** → external deps detected; stdlib-only is the repo policy |
| 90 | **Tier misclassification** → check line counts/LOC against the tier table; remember the write-a-skill exception for new skills |
| 91 | |
| 92 | References: `references/` holds the structure specification, tier requirements matrix, and scoring rubric the tools implement. |
| 93 |
Discussion
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