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BF medical-imaging-9th-edition

基于人民卫生出版社《医学影像学》第9版的临床技能集 — 136 项医学影像诊断与介入治疗核心技能，涵盖X线、CT、MRI、超声及介入放射学

ClawHub Agent Skills author: xllstudio v1.0.0 MIT-0 80 files body ≈ 3 942 tokens Open the sourceclawhub.ai↗ analyzed 34 h ago

基于人民卫生出版社《医学影像学》第9版的临床技能集 — 136 项医学影像诊断与介入治疗核心技能，涵盖X线、CT、MRI、超声及介入放射学

As a process F 35/100 · Will not run — References files that are not bundled: x-ray-imaging-principles-and-interpretation/SKILL.md, ultrasound-imaging-types-and-features/SKILL.md, ultrasound-safety-parameter-control/SKILL.md

ProcedureAI and agentsInfrastructureLearningtype 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
B
80/100
safety, quality, tests
Safety 60%
99
Quality 40%
51
Run on models
none yet
Process rating
F
35/100
Will not run
References files that are not bundled: x-ray-imaging-principles-and-interpretation/SKILL.md, ultrasound-imaging-types-and-features/SKILL.md, ultrasound-safety-parameter-control/SKILL.md
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
0
the three weakest of ten parameters · all ten

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
  2. 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 · 1

✓ No critical or high findings

Medium and low: 1
  • low Secrets in code secret-high-entropy-token INDEX_OLD.md:3
    High-entropy token-like string (may be an id, hash or a credential)
    本技能集源自教材《2C97…880》，系统整合了医学影像诊断、人工智能辅助分析、多模态成像技术选择、介入放射学操作规范及临床决策支持等核心内容。涵盖从基础成像原理（如X线、CT、MRI、超声）到复杂疾病（如肿瘤、感染、血管病变）的影像鉴别诊断，以及介入治疗适应证评估与并发症管理，适用于临床医师、影像科住院医师及医学教育工作者提升专业能力。

Files scanned: 2. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning missing-ref reference to a missing file: x-ray-imaging-principles-and-interpretation/SKILL.md
  • warning missing-ref reference to a missing file: ultrasound-imaging-types-and-features/SKILL.md
  • warning missing-ref reference to a missing file: ultrasound-safety-parameter-control/SKILL.md
  • warning missing-ref reference to a missing file: verify-medical-imaging-textbook-edition-and-editors/SKILL.md
  • warning missing-ref reference to a missing file: optic-nerve-glioma-imaging-diagnosis/SKILL.md
  • warning missing-ref reference to a missing file: spinal-cord-lesion-mri-selection-and-interpretation/SKILL.md
  • warning missing-ref reference to a missing file: 脊椎退行性骨关节病影像诊断/SKILL.md
  • warning missing-ref reference to a missing file: orbital-cavernous-hemangioma-progressive-enhancement/SKILL.md
  • warning missing-ref reference to a missing file: orbital-dermoid-vs-epidermoid-cyst-imaging-differentiation/SKILL.md
  • warning missing-ref reference to a missing file: parotid-tumor-ct-mri-differentiation/SKILL.md
  • warning missing-ref reference to a missing file: soft-tissue-normal-imaging-appearance/SKILL.md
  • warning missing-ref reference to a missing file: pleural-effusion-xray-and-ct-diagnosis/SKILL.md
  • warning missing-ref reference to a missing file: pleural-mass-imaging-differentiation/SKILL.md
  • warning missing-ref reference to a missing file: pulmonary-cavity-vs-cavitation-differentiation/SKILL.md
  • warning missing-ref reference to a missing file: secondary-pulmonary-tuberculosis-ct-diagnosis/SKILL.md
  • warning missing-ref reference to a missing file: pulmonary-metastasis-imaging-differentiation/SKILL.md
  • warning missing-ref reference to a missing file: pulmonary-venous-hypertension-imaging-staging/SKILL.md
  • warning missing-ref reference to a missing file: 乳腺x线影像的年龄与生理状态解读/SKILL.md
  • warning missing-ref reference to a missing file: 乳腺肿块影像良恶性鉴别/SKILL.md
  • warning missing-ref reference to a missing file: ovarian-tumor-imaging-diagnosis/SKILL.md
  • warning missing-ref reference to a missing file: 前置胎盘影像学分型/SKILL.md
  • warning missing-ref reference to a missing file: uterine-artery-embolization-for-fibroids/SKILL.md
  • warning missing-ref reference to a missing file: ulcerative-colitis-imaging-diagnosis-and-complications/SKILL.md
  • warning missing-ref reference to a missing file: tuberculous-peritonitis-imaging-diagnosis/SKILL.md
  • warning missing-ref reference to a missing file: tuberculous-peritonitis-vs-peritoneal-carcinomatosis-differentiation/SKILL.md
  • warning missing-ref reference to a missing file: pancreatic-cystic-neoplasm-mri-mrcp-diagnosis/SKILL.md
  • warning missing-ref reference to a missing file: pancreatic-cancer-vs-chronic-pancreatitis-imaging-differentiation/SKILL.md
  • warning missing-ref reference to a missing file: urinary-stone-imaging-diagnosis-pathway/SKILL.md
  • warning missing-ref reference to a missing file: renal-cell-carcinoma-multimodal-imaging-diagnosis/SKILL.md
  • warning missing-ref reference to a missing file: renal-cyst-differentiation-imaging/SKILL.md
  • warning missing-ref reference to a missing file: osteosarcoma-imaging-classification-and-diagnosis/SKILL.md
  • warning missing-ref reference to a missing file: 转移性骨肿瘤影像诊断流程/SKILL.md
  • warning missing-ref reference to a missing file: 骨质疏松与骨质软化的影像鉴别/SKILL.md
  • warning missing-ref reference to a missing file: 婴幼儿肠套叠影像诊断与复位评估/SKILL.md
  • warning missing-ref reference to a missing file: seldinger-vascular-puncture-technique/SKILL.md
  • warning missing-ref reference to a missing file: transcatheter-arterial-embolization-indications/SKILL.md
  • warning missing-ref reference to a missing file: tips-shunt-procedure/SKILL.md
  • warning missing-ref reference to a missing file: ptcd-and-biliary-stent-placement-for-malignant-obstruction/SKILL.md
  • warning missing-ref reference to a missing file: rfa-hepatocellular-carcinoma-eligibility-assessment/SKILL.md
  • warning missing-ref reference to a missing file: percutaneous-vertebroplasty-bone-cement-injection/SKILL.md
  • warning missing-ref reference to a missing file: tevar-适应证与禁忌证评估/SKILL.md
  • warning missing-ref reference to a missing file: xia-zhi-dong-mai-jie-ru-zhi-liao/SKILL.md
  • warning missing-ref reference to a missing file: 气管支气管狭窄介入治疗选择/SKILL.md
  • warning missing-ref reference to a missing file: 球囊扩张导管操作/SKILL.md
  • warning missing-ref reference to a missing file: prevention-and-management-of-spinal-cord-injury-in-bronchial-artery-intervention/SKILL.md
  • warning missing-ref reference to a missing file: tace-shu-hou-bing-fa-zheng-chu-li/SKILL.md
  • warning missing-ref reference to a missing file: ying-xiang-zhen-duan-si-bu-yuan-ze/SKILL.md
  • warning missing-ref reference to a missing file: 影像诊断报告四类结果解读与临床决策/SKILL.md
  • warning missing-ref reference to a missing file: ying-xiang-jian-cha-shen-qing-si-yao-su/SKILL.md
  • warning missing-ref reference to a missing file: rgd-swns-pet-tumor-imaging-analysis/SKILL.md
  • warning missing-ref reference to a missing file: rgd-targeted-tumor-angiogenesis-imaging/SKILL.md
  • warning missing-ref reference to a missing file: splenic-infarction-imaging-diagnosis/SKILL.md
  • warning missing-ref reference to a missing file: ra-as-影像学鉴别诊断/SKILL.md
  • warning missing-ref reference to a missing file: xiong-mo-bing-bian-ying-xiang-jian-bie-zhen-duan/SKILL.md
  • warning missing-ref reference to a missing file: spinal-and-osseous-tuberculosis-imaging-differentiation/SKILL.md
  • warning missing-ref reference to a missing file: pulmonary-tuberculosis-activity-classification/SKILL.md
  • warning missing-ref reference to a missing file: xian-xiong-pian-xin-zang-xing-tai-fen-xing-yu-xin-xiong-bi-lu-pan-du/SKILL.md
  • warning missing-ref reference to a missing file: xian-tian-xing-dan-guan-kuo-zhang-ying-xiang-zhen-duan/SKILL.md
  • warning missing-ref reference to a missing file: xian-yang-ti-fei-da-de-ying-xiang-zhen-duan/SKILL.md
  • warning missing-ref reference to a missing file: ruan-zu-zhi-bing-bian-duo-mo-tai-ying-xiang-fen-xi/SKILL.md
  • warning missing-ref reference to a missing file: xian-jie-duan-hua-mo-xing-guan-jie-jie-he/SKILL.md
  • warning missing-ref reference to a missing file: xian-fenqi-zhenduan-yingyangxing-weishengsu-d-quefa-xing-goulou-bing/SKILL.md
  • warning missing-ref reference to a missing file: 弥漫性胶质瘤分子分型与影像关联分析/SKILL.md
  • warning missing-ref reference to a missing file: prostate-cancer-multiparametric-mri-diagnosis/SKILL.md

Process rating: all ten parameters 35/100

Will not run. References files that are not bundled: x-ray-imaging-principles-and-interpretation/SKILL.md, ultrasound-imaging-types-and-features/SKILL.md, ultrasound-safety-parameter-control/SKILL.md
  • 0Tools and files. 64 referenced file(s) missing: x-ray-imaging-principles-and-interpretation/SKILL.md, ultrasound-imaging-types-and-features/SKILL.md, ultrasound-safety-parameter-control/SKILL.md
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 100Steps. 135 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 3942 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)
  • +3Description length 69: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • +4No input/output examples
  • -213 emoji in the instructions: noise for the model
  • +1No license
  • +2Single-language instructions
  • +4Structure: 3 headings
  • +3Step-by-step instructions: 135 items

Quality base 70; lint remarks subtract, signals add up to 100. Result: 51.

External checks

ClawHub: suspicious
This is a text-only medical imaging skill set with no malware signal, but it needs Review because it gives high-risk medical diagnosis, treatment, emergency, and invasive procedure guidance without consistent clinician-only, safety, and privacy guardrails.
LLM: suspicious (high) · VirusTotal: · 5 Jun 2026