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AF usmle-case-generator

Generate USMLE Step 1/2 style clinical cases with patient history, physical.

ClawHub Agent Skills author: AIpoch v1.0.0 MIT-0 11 files body ≈ 2 613 tokens Open the sourceclawhub.ai↗ analyzed 3 d ago

As a process F 73/100 · Will not run — References files that are not bundled: references/conditions/

GeneratorInfrastructuretype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
A
94/100
safety, quality, tests
Safety 60%
100
Quality 40%
85
Run on models
none yet
Process rating
F
73/100
Will not run
References files that are not bundled: references/conditions/
Tools and files w 18
0
When it triggers w 12
50
Inputs and preconditions w 11
70
the three weakest of ten parameters · all ten

How to improve

  1. The text references files that are not there: add them or drop the references.
For the model run — optional
  • 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: 11. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: references/conditions/
  • note frontmatter-key unknown frontmatter key "skill-author"

Process rating: all ten parameters 73/100

Will not run. References files that are not bundled: references/conditions/
  • 0Tools and files. 1 referenced file(s) missing: references/conditions/
  • 50When it triggers. No condition that starts the skill
  • 70Inputs and preconditions. Inputs and preconditions are listed
  • 100Steps. 106 steps
  • 100Result and completion. Output format and completion criterion are stated
  • 100Failures and branches. 4 branches, has a failure section
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 2613 tokens
  • 100Running it twice. No mutating operations
  • 100Progress reporting. Reports progress
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
  • low 27 top-level sections: this looks like several domains in one skill

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)
  • +3Description length 76: 120–800 characters recommended
  • +2Single-language instructions
  • +4Structure: 33 headings
  • +3Step-by-step instructions: 106 items
  • +3Output format is stated explicitly
  • +4Has examples (6 code blocks)
  • +4Reference files are cited in the instructions (2 of 3)
  • +3All 1 scripts are documented
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 85.

External checks

ClawHub: clean
This is a local educational USMLE case generator with no credential use, network access, or persistence, but its medical output and setup notes need careful review.
LLM: benign (high) · VirusTotal: · 29 May 2026