AF alevel-physics-cie
Generate structured answer templates for CIE A-Level Physics (9702) exam questions. Fine-tuned Qwen3-4B LoRA model: question type, given/required, formulae, answer frame, checks. Primary use: local MLX inference (skill/scripts/inference.py) — loads HF base weights and local adapters; no API key and no web scraping in that path. Optional maintainer-only: scraper (cie.fraft.org) and DeepSeek API for rebuilding training data; see SECURITY.md. MANDATORY orchestrator: plain-text math only (no LaTeX dollar delimiters).
As a process F 53/100 · Will not run — References files that are not bundled: SECURITY.md
How to improve
- The text references files that are not there: add them or drop the references.
- Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
- A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.
Guard findings · 0
✓ No critical or high findings
Files scanned: 20. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
missing-refreference to a missing file: SECURITY.md
Process rating: all ten parameters 53/100
- 0Tools and files. 1 referenced file(s) missing: SECURITY.md
- 0Inputs and preconditions. Does not say what the process needs to start
- 0Progress reporting. Says nothing while it works
- 50When it triggers. No condition that starts the skill
- 60Result and completion. Output format stated, no completion criterion
- 60Failures and branches. 2 branches
- 100Steps. 18 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 1262 tokens
- 100Running it twice. No mutating operations
Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.
Quality signals
- +5Description has no quoted example phrases that should trigger the skill
- +4Description does not say when NOT to use the skill (false activations)
- -31 of 4 scripts are never mentioned in SKILL.md
- +1No license
- +2Single-language instructions
- +3Description length 518: enough signal without eating the budget
- +4Structure: 9 headings
- +3Step-by-step instructions: 18 items
- +3Output format is stated explicitly
- +4Has examples (4 code blocks)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 78.