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CF biochemistry-molecular-biology-pmph-10edition

基于人民卫生出版社《生物化学与分子生物学》第10版的AI技能合集 — 154项核心技能，涵盖分子生物学、代谢调控、基因组学、临床诊断与精准医学。

ClawHub Agent Skills author: xllstudio v1.0.0 MIT-0 80 files body ≈ 4 789 tokens Open the sourceclawhub.ai↗ analyzed 6 d ago

基于人民卫生出版社《生物化学与分子生物学》第10版的AI技能合集 — 154项核心技能，涵盖分子生物学、代谢调控、基因组学、临床诊断与精准医学。

As a process F 29/100 · No process to follow — References files that are not bundled: dna-methylation-and-cpg-island-transcription-regulation/SKILL.md, eukaryotic-gene-expression-multi-level-regulation/SKILL.md, rna-polymerase-ii-preinitiation-complex-assembly/SKILL.md

ProcedureAI and agentsWriting and documentsSecuritytype 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
C
80/100
safety, quality, tests
Safety 60%
97
Quality 40%
55
Run on models
none yet
Process rating
F
29/100
No process to follow
References files that are not bundled: dna-methylation-and-cpg-island-transcription-regulation/SKILL.md, eukaryotic-gene-expression-multi-level-regulation/SKILL.md, rna-polymerase-ii-preinitiation-complex-assembly/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 · 3

✓ No critical or high findings

Medium and low: 3
  • low Secrets in code secret-high-entropy-token README_EN.md:136
    High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition)
    <a href="https://www.star-history.com/?repos=…&type=date&legend=…">
    detector
  • low Secrets in code secret-high-entropy-token README.md:1
    High-entropy token-like string (may be an id, hash or a credential)
    # 生物化学与分子生物学 Bioc…ion
  • low Secrets in code secret-high-entropy-token README.md:170
    High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition)
    <a href="https://www.star-history.com/?repos=…&type=date&legend=…">
    detector

Files scanned: 7. 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: dna-methylation-and-cpg-island-transcription-regulation/SKILL.md
  • warning missing-ref reference to a missing file: eukaryotic-gene-expression-multi-level-regulation/SKILL.md
  • warning missing-ref reference to a missing file: rna-polymerase-ii-preinitiation-complex-assembly/SKILL.md
  • warning missing-ref reference to a missing file: nonsense-mediated-mrna-decay-mechanism/SKILL.md
  • warning missing-ref reference to a missing file: alternative-splicing-mechanism-and-biological-significance/SKILL.md
  • warning missing-ref reference to a missing file: rna-transcription-and-splicing/SKILL.md
  • warning missing-ref reference to a missing file: eukaryotic-pre-trna-post-transcriptional-processing/SKILL.md
  • warning missing-ref reference to a missing file: prokaryotic-transcription-initiation/SKILL.md
  • warning missing-ref reference to a missing file: rna-intron-splicing-mechanisms/SKILL.md
  • warning missing-ref reference to a missing file: spliceosome-mediated-pre-mrna-splicing/SKILL.md
  • warning missing-ref reference to a missing file: eukaryotic-mrna-polyadenylation-and-transcription-termination/SKILL.md
  • warning missing-ref reference to a missing file: abortive-transcription-initiation-analysis/SKILL.md
  • warning missing-ref reference to a missing file: promoter-escape-vs-clearance-distinction/SKILL.md
  • warning missing-ref reference to a missing file: rna-biosynthesis-template-dependent-modes/SKILL.md
  • warning missing-ref reference to a missing file: rna-biosynthesis-terminology-bilingual-reference/SKILL.md
  • warning missing-ref reference to a missing file: rna-biosynthesis-textbook-recommendation/SKILL.md
  • warning missing-ref reference to a missing file: recombinant-dna-construction/SKILL.md
  • warning missing-ref reference to a missing file: e-coli-prokaryotic-expression-vector-design/SKILL.md
  • warning missing-ref reference to a missing file: type-ii-restriction-enzyme-dna-cleavage/SKILL.md
  • warning missing-ref reference to a missing file: fusion-tag-design-for-recombinant-protein-expression/SKILL.md
  • warning missing-ref reference to a missing file: e-coli-expression-system-evaluation/SKILL.md
  • warning missing-ref reference to a missing file: tong-wei-mei-yu-tong-qie-dian-mei-ying-yong/SKILL.md
  • warning missing-ref reference to a missing file: crispr-cas9-targeted-gene-correction/SKILL.md
  • warning missing-ref reference to a missing file: gst-pull-down-assay/SKILL.md
  • warning missing-ref reference to a missing file: classify-disease-related-genes/SKILL.md
  • warning missing-ref reference to a missing file: gwas-analysis-for-complex-diseases/SKILL.md
  • warning missing-ref reference to a missing file: positional-cloning-disease-gene-identification/SKILL.md
  • warning missing-ref reference to a missing file: functional-vs-phenotypic-cloning-strategy-selection/SKILL.md
  • warning missing-ref reference to a missing file: omim-entry-number-interpretation/SKILL.md
  • warning missing-ref reference to a missing file: whole-exome-sequencing-analysis/SKILL.md
  • warning missing-ref reference to a missing file: str-pcr-dna-fingerprinting/SKILL.md
  • warning missing-ref reference to a missing file: apply-gene-chip-for-diagnosis/SKILL.md
  • warning missing-ref reference to a missing file: protein-primary-structure-similarity-inference/SKILL.md
  • warning missing-ref reference to a missing file: alpha-helix-secondary-structure-analysis/SKILL.md
  • warning missing-ref reference to a missing file: protein-conformational-disease-identification/SKILL.md
  • warning missing-ref reference to a missing file: protein-reversible-phosphorylation-signaling/SKILL.md
  • warning missing-ref reference to a missing file: enzyme-labeling-assay-enzyme-selection-and-application/SKILL.md
  • warning missing-ref reference to a missing file: reversible-enzyme-inhibition-analysis/SKILL.md
  • warning missing-ref reference to a missing file: calculate-dna-melting-temperature/SKILL.md
  • warning missing-ref reference to a missing file: fructose-metabolism-pathways-and-pathological-risks/SKILL.md
  • warning missing-ref reference to a missing file: galactose-to-glucose-6-phosphate-metabolism/SKILL.md
  • warning missing-ref reference to a missing file: pentose-phosphate-pathway-analysis/SKILL.md
  • warning missing-ref reference to a missing file: pentose-phosphate-pathway-in-erythrocyte-antioxidant-defense/SKILL.md
  • warning missing-ref reference to a missing file: fatty-acid-beta-oxidation-and-energy-yield-calculation/SKILL.md
  • warning missing-ref reference to a missing file: glycogen-synthesis-and-breakdown-reciprocal-regulation/SKILL.md
  • warning missing-ref reference to a missing file: substrate-cycle-hormonal-allosteric-regulation/SKILL.md
  • warning missing-ref reference to a missing file: pasteur-vs-warburg-effect-regulation/SKILL.md
  • warning missing-ref reference to a missing file: ethanol-metabolism-pathways-clinical-assessment/SKILL.md
  • warning missing-ref reference to a missing file: starvation-energy-substrate-switch/SKILL.md
  • warning missing-ref reference to a missing file: ying-ji-fen-jie-dai-xie-ji-zhi/SKILL.md
  • warning missing-ref reference to a missing file: atp-neng-liang-dai-xie-he-xin-ji-zhi/SKILL.md
  • warning missing-ref reference to a missing file: gan-zai-xue-tang-wen-tai-wei-chi-zhong-de-he-xin-ji-zhi/SKILL.md
  • warning missing-ref reference to a missing file: myocardial-substrate-preference-regulation/SKILL.md
  • warning missing-ref reference to a missing file: renal-gluconeogenesis-regulation/SKILL.md
  • warning missing-ref reference to a missing file: de-novo-purine-nucleotide-synthesis-regulation/SKILL.md
  • warning missing-ref reference to a missing file: purine-nucleotide-catabolism-to-uric-acid/SKILL.md
  • warning missing-ref reference to a missing file: pyrimidine-nucleotide-catabolism-analysis/SKILL.md
  • warning missing-ref reference to a missing file: allopurinol-gout-treatment-dual-inhibition/SKILL.md
  • warning missing-ref reference to a missing file: vitamin-pp-metabolism-and-toxicity-assessment/SKILL.md
  • warning missing-ref reference to a missing file: cobalt-vitamin-b12-hematopoiesis-pathway/SKILL.md
  • warning missing-ref reference to a missing file: vitamin-b2-deficiency-diagnosis-and-prevention/SKILL.md
  • warning missing-ref reference to a missing file: tissue-specific-triglyceride-synthesis-pathways/SKILL.md
  • warning missing-ref reference to a missing file: plasma-lipoprotein-structure-and-function-classification/SKILL.md
  • warning missing-ref reference to a missing file: ldl-receptor-mediated-metabolism-pathway/SKILL.md
  • warning missing-ref reference to a missing file: ldl-receptor-defect-familial-hypercholesterolemia-mechanism/SKILL.md
  • warning missing-ref reference to a missing file: hdl-cholesterol-reverse-transport/SKILL.md
  • warning missing-ref reference to a missing file: bile-acid-enterohepatic-circulation/SKILL.md
  • warning missing-ref reference to a missing file: gut-bacterial-generation-of-secondary-bile-acids/SKILL.md
  • warning missing-ref reference to a missing file: lipidomics-analysis-method-selection/SKILL.md
  • warning missing-ref reference to a missing file: lipid-chromatography-separation/SKILL.md
  • warning missing-ref reference to a missing file: second-messenger-generation-and-clearance/SKILL.md
  • warning missing-ref reference to a missing file: growth-factor-signaling-modes/SKILL.md
  • warning missing-ref reference to a missing file: gpcr-signal-transduction-basic-pathway/SKILL.md
  • warning missing-ref reference to a missing file: ligand-gated-ion-channel-receptor-mechanism/SKILL.md
  • warning missing-ref reference to a missing file: tp53-dna-damage-response-and-apoptosis-regulation/SKILL.md
  • warning missing-ref reference to a missing file: rb-e2f-g1s-checkpoint-regulation/SKILL.md
  • warning missing-ref reference to a missing file: pten-tumor-suppression-mechanism/SKILL.md
  • warning missing-ref reference to a missing file: eif-phosphorylation-translation-regulation/SKILL.md
  • warning missing-ref reference to a missing file: signal-transduction-cross-talk/SKILL.md
  • warning missing-ref reference to a missing file: adenine-nucleotide-phosphate-cotransport/SKILL.md
  • warning missing-ref reference to a missing file: oncogene-activation-mechanism-classification/SKILL.md
  • warning missing-ref reference to a missing file: oncogene-functional-classification-in-growth-factor-pathways/SKILL.md
  • warning missing-ref reference to a missing file: colon-cancer-multistage-carcinogenesis-model/SKILL.md
  • warning missing-ref reference to a missing file: define-precision-medicine-goals/SKILL.md
  • warning missing-ref reference to a missing file: precision-medicine-four-layer-system/SKILL.md
  • warning missing-ref reference to a missing file: gene-therapy-ethics-and-regulatory-compliance/SKILL.md
  • warning missing-ref reference to a missing file: duo-ji-yin-chang-jian-bing-de-ji-yin-zhi-liao-ce-lue/SKILL.md
  • warning missing-ref reference to a missing file: ogtt-diagnostic-criteria/SKILL.md
  • warning missing-ref reference to a missing file: glycated-hemoglobin-diabetes-assessment/SKILL.md
  • warning missing-ref reference to a missing file: jaundice-differential-diagnosis/SKILL.md
  • warning missing-ref reference to a missing file: bilirubin-metabolism-and-jaundice-classification/SKILL.md
  • warning missing-ref reference to a missing file: dehydration-severity-assessment/SKILL.md
  • warning missing-ref reference to a missing file: amino-acid-isoelectric-point-calculation/SKILL.md
  • warning missing-ref reference to a missing file: kai-shi-ding-nitrogen-protein-calculation/SKILL.md
  • warning missing-ref reference to a missing file: lan-bai-shai-xuan-yuan-li/SKILL.md
  • warning missing-ref reference to a missing file: gao-di-xue-tang-bian-bie-yu-chu-li/SKILL.md
  • warning missing-ref reference to a missing file: gel-filtration-chromatography-for-protein-separation/SKILL.md
  • warning missing-ref reference to a missing file: ion-exchange-chromatography-for-protein-separation/SKILL.md
  • warning missing-ref reference to a missing file: pfk1-allosteric-and-hormonal-regulation/SKILL.md
  • warning missing-ref reference to a missing file: cytochrome-p450-monooxygenase-mechanism/SKILL.md
  • warning missing-ref reference to a missing file: ribozyme-classification-and-catalytic-mechanism/SKILL.md
  • warning missing-ref reference to a missing file: prokaryotic-rna-primer-removal-and-ligation/SKILL.md
  • warning missing-ref reference to a missing file: prokaryotic-translation-initiation-complex-assembly/SKILL.md
  • warning missing-ref reference to a missing file: peptide-chain-elongation-cycle/SKILL.md
  • warning missing-ref reference to a missing file: srp-mediated-cotranslational-translocation/SKILL.md
  • warning missing-ref reference to a missing file: eukaryotic-rna-polymerase-selection/SKILL.md
  • warning missing-ref reference to a missing file: antibiotic-protein-synthesis-inhibition/SKILL.md
  • warning missing-ref reference to a missing file: trna-structure-and-codon-recognition/SKILL.md
  • warning missing-ref reference to a missing file: complex-iv-oxygen-reduction-and-proton-pumping/SKILL.md
  • warning missing-ref reference to a missing file: mitochondrial-electron-transport-and-proton-pumping/SKILL.md
  • warning missing-ref reference to a missing file: oxidative-phosphorylation-coupling-sites-and-p-o-ratio/SKILL.md
  • warning missing-ref reference to a missing file: mature-erythrocyte-energy-metabolism/SKILL.md
  • warning missing-ref reference to a missing file: determine-atp-production-pathway-by-muscle-fiber-type/SKILL.md
  • warning missing-ref reference to a missing file: iodine-dual-function-thyroid-hormone-antioxidant/SKILL.md
  • warning missing-ref reference to a missing file: iodine-intake-imbalance-pathological-risk/SKILL.md
  • warning missing-ref reference to a missing file: yundong-yilai-xing-il6-fenmi-he-duoxiao-zuoyong/SKILL.md
  • warning missing-ref reference to a missing file: exercise-induced-epinephrine-secretion/SKILL.md
  • warning missing-ref reference to a missing file: design-digital-medical-textbook-strategy/SKILL.md
  • warning missing-ref reference to a missing file: access-new-form-digital-medical-textbook-resources/SKILL.md
  • warning missing-ref reference to a missing file: clinical-medical-textbook-revision-principles/SKILL.md
  • warning missing-ref reference to a missing file: clinical-medical-textbook-revision-principles-2/SKILL.md
  • warning missing-ref reference to a missing file: medical-textbook-structure-reorganization/SKILL.md
  • warning missing-ref reference to a missing file: biochemistry-textbook-metadata-standard/SKILL.md
  • warning missing-ref reference to a missing file: dna-supercoiling-formation-and-function/SKILL.md
  • warning missing-ref reference to a missing file: eukaryotic-dna-hierarchical-packaging/SKILL.md
  • warning missing-ref reference to a missing file: glucuronidation-reaction-mechanism-and-clinical-application/SKILL.md
  • warning missing-ref reference to a missing file: hepatic-biotransformation-pathway-analysis/SKILL.md
  • warning missing-ref reference to a missing file: intestinal-ammonia-generation-and-ph-regulation/SKILL.md
  • warning missing-ref reference to a missing file: eukaryotic-protein-degradation-pathways/SKILL.md
  • warning missing-ref reference to a missing file: telomerase-inchworm-model-maintenance/SKILL.md
  • warning missing-ref reference to a missing file: real-time-fluorescent-pcr-quantification/SKILL.md
  • warning missing-ref reference to a missing file: pcr-amplification-and-applications/SKILL.md
  • warning missing-ref reference to a missing file: mirna-sirna-rnai-mechanism-comparison/SKILL.md
  • warning missing-ref reference to a missing file: shui-de-fan-chang-re-zhang-leng-suo-te-xing/SKILL.md
  • warning missing-ref reference to a missing file: mrna-5-cap-structure-function/SKILL.md
  • warning missing-ref reference to a missing file: glycosaminoglycan-structure-composition-rules/SKILL.md
  • warning missing-ref reference to a missing file: lac-operon-dual-regulation/SKILL.md
  • warning missing-ref reference to a missing file: trp-operon-repression-and-attenuation/SKILL.md
  • warning missing-ref reference to a missing file: metabolomics-analysis-technology-selection/SKILL.md
  • warning missing-ref reference to a missing file: metabolomics-analysis-level-selection/SKILL.md
  • warning missing-ref reference to a missing file: obesity-metabolic-dysregulation-analysis/SKILL.md
  • warning missing-ref reference to a missing file: glutamate-glutamine-cycle-mechanism/SKILL.md
  • warning missing-ref reference to a missing file: astrocyte-glutamate-de-novo-synthesis/SKILL.md
  • warning missing-ref reference to a missing file: shen-jing-zhuan-dao-yi-chang-ji-zhi-fen-xi/SKILL.md
  • warning missing-ref reference to a missing file: 2-3-bpg-regulation-of-hemoglobin-oxygen-affinity/SKILL.md
  • warning missing-ref reference to a missing file: hemoglobin-oxygen-binding-cooperativity/SKILL.md
  • warning missing-ref reference to a missing file: glycogen-storage-disease-enzyme-phenotype-correlation/SKILL.md
  • warning missing-ref reference to a missing file: galactosemia-enzyme-deficiency-classification/SKILL.md
  • warning missing-ref reference to a missing file: renal-ketone-body-metabolism-regulation/SKILL.md
  • warning missing-ref reference to a missing file: protein-targeting-signal-analysis/SKILL.md
  • warning missing-ref reference to a missing file: dna-sequencing-technology-selection-and-medical-application/SKILL.md
  • warning missing-ref reference to a missing file: histone-modification-gene-regulation/SKILL.md
  • warning missing-ref reference to a missing file: eukaryotic-transcription-initiation-regulation/SKILL.md
  • warning missing-ref reference to a missing file: LICENSE

Process rating: all ten parameters 29/100

Will not run. References files that are not bundled: dna-methylation-and-cpg-island-transcription-regulation/SKILL.md, eukaryotic-gene-expression-multi-level-regulation/SKILL.md, rna-polymerase-ii-preinitiation-complex-assembly/SKILL.md
  • 0Tools and files. 154 referenced file(s) missing: dna-methylation-and-cpg-island-transcription-regulation/SKILL.md, eukaryotic-gene-expression-multi-level-regulation/SKILL.md, rna-polymerase-ii-preinitiation-complex-assembly/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
  • 40Consistency. Frontmatter name (biochemistry-molecular-biology-pmph-10edition) differs from the folder (biochemistry-and-molecular-biology-pmph-10edition)
  • 70Execution cost. Instruction body is 4789 tokens
  • 100Steps. 170 steps
  • 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 72: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • -238 emoji in the instructions: noise for the model
  • +1No license
  • +2Single-language instructions
  • +4Structure: 14 headings
  • +3Step-by-step instructions: 170 items
  • +4Has examples (2 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 55.

External checks

ClawHub: suspicious
This is a markdown-only medical and biochemistry skill collection, but some skills give high-risk clinical, genetic, forensic, and wet-lab guidance without enough per-skill safeguards.
LLM: suspicious (high) · VirusTotal: · 6 Jun 2026