fitness-analyzer
fitness-analyzer
【效率与协作】分析运动数据、识别运动模式、评估健身进展，并提供个性化训练建议。支持与慢性病数据的关联分析。
THE SKILLS DIRECTORY
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diagnose
diagnose
【效率与协作】Perform a systematic diagnostic scan of an AI workflow across 5 quality dimensions — prompt quality, context efficiency, tool health, architecture fitness, and safety — producing a scored report with prioritized remediation actions.
bio-clinical-databases-tumor-mutational-burden
bio-clinical-databases-tumor-mutational-burden
【数据与研究】Calculates tumor mutational burden from WES/WGS/panel data with Friends of Cancer Research harmonization equations, per-assay calibration (FDA 10/Mb = 7.8 TSO500 = 8.4 OncomineTML), synonymous/indel/germline filtering, hypermutator tiering, blood TMB, and integration with HLA-LOH and neoantigen quality (Luksza 2017 fitness). Use when assessing ICI el…
bio-crispr-screens-bagel-essentiality
bio-crispr-screens-bagel-essentiality
【效率与协作】Identifies essential genes from CRISPR-Cas9 fitness screens using BAGEL2 (Kim & Hart 2021 Genome Med), a Bayesian classifier scoring per-gene Bayes Factors via log-likelihood ratios over per-sgRNA fold changes, calibrated against CEGv2 core-essentials (Hart 2017 G3, ~684 genes) and NEGv1 non-essentials (Hart 2014, ~927 genes). Covers the fc + bf + pr…
bio-epidemiological-genomics-variant-surveillance
bio-epidemiological-genomics-variant-surveillance
【设计与创意】Assigns pathogen lineages (SARS-CoV-2 Pangolin UShER mode; Nextclade clade + QC; pango-designation alias resolution) and tracks variant frequencies over time using Nextstrain (Augur + Auspice), wastewater deconvolution (Freyja, COJAC, alcov, lineagespot), lineage-fitness modelling (multinomial logistic), and recombinant detection (3SEQ, RDP4, Bolotie…
bio-immunoinformatics-immunogenicity-scoring
bio-immunoinformatics-immunogenicity-scoring
【开发与工程】Rank and prioritize neoantigen/epitope candidates by likely T-cell response using NeoFox feature annotation, PRIME2.0, BigMHC-IM, the Łuksza/Balachandran fitness model (agretopicity + foreignness), and pVACtools tiering. Encodes the field's hard truths that immunogenicity is the least-solved layer (dedicated scores ~AUROC 0.6-0.7, modest PPV), that s…
scienceclaw-benchmark-for31
scienceclaw-benchmark-for31
【数据与研究】Use when ranking or predicting the fitness effect of single amino-acid substitutions in a protein (deep mutational scanning, ProteinGym-style assays) from labelled variants of the same assay and the wild-type sequence, delivering one score per query variant evaluated by per-assay Spearman correlation. Corresponds to FoR31 of the companion ScienceClaw…
scienceclaw-benchmark
scienceclaw-benchmark
【数据与研究】Index of the 23 discipline skills (FoR30-FoR52) that mirror the disciplines of the companion ScienceClaw-Eval benchmark: find which discipline skill fits a scientific task (plant panoptic segmentation, protein fitness prediction, hippocampus segmentation, building load forecasting, molecule property prediction, music source separation, sepsis early w…
fitness-analyzer
fitness-analyzer
【效率与协作】分析运动数据、识别运动模式、评估健身进展，并提供个性化训练建议。支持与慢性病数据的关联分析。
employee-health-data
employee-health-data
【数据与研究】Governs employee health data processing for fitness-for-work assessments, occupational health surveillance, COVID testing legacy programmes, and absence management. Applies Art. 9(2)(b) employment obligations and Art. 9(2)(h) health professional exceptions. Covers data minimisation, occupational health provider relationships, and return-to-work proce…
fitness-analyzer
fitness-analyzer
【效率与协作】ALWAYS use this when the request matches Fitness Analyzer: 分析运动数据、识别运动模式、评估健身进展，并提供个性化训练建议。支持与慢性病数据的关联分析。
fitness-program
fitness-program
【设计与创意】Use when someone asks to build a HIIT plan, interval-training block, metabolic conditioning or metcon, circuit training, work-capacity training, conditioning for fat loss, or high-intensity "get in shape" cardio (not easy steady-state). Builds a metabolic-conditioning block - interval and circuit work using EMOM, AMRAP, Tabata, and intervals - with f…
strength-training-plan
strength-training-plan
【设计与创意】Use when someone starts lifting, hits a strength or hypertrophy plateau, restructures a lifting program, or wants to build strength or muscle - designing a progressive resistance program with splits, compound movement patterns, sets/reps, progressive overload, and deloads from barbells and dumbbells. General fitness guidance, not medical advice. Owns…
zone-2-cardio-plan
zone-2-cardio-plan
【设计与创意】Use when someone asks to build a steady-state cardio plan, train an aerobic base or Zone 2, structure easy or endurance weekly cardio, train by heart-rate zones, or improve resting heart rate, VO2, or endurance. Builds a heart-rate-zone aerobic training block with session structure, modality choice, and progression. General fitness guidance, not medi…
geodata-qaqc
geodata-qaqc
【数据与研究】Use when performing quality assurance or quality control on geo data before analysis, sharing, or publishing. Covers vector validity, attribute consistency, raster sanity checks, completeness, and basic geospatial data fitness review.
html-ppt-zhangzara-coral
html-ppt-zhangzara-coral
【设计与创意】Coral — Cream and coral on near-black, set in oversized Bebas Neue. Anything that should feel warm-graphic and editorial: fashion, beauty, fitness, F&B, lifestyle brands, agency credentials.
review-architecture
review-architecture
【设计与创意】Reviews an architecture (file, repo, design doc, or pasted text) against scalability, security, reliability, compliance, and anti-pattern checklists plus fitness functions. Use when the user asks to "review my architecture", "critique this design", "audit this system", or invokes /sdd:review-architecture.
sports-tracker
sports-tracker
【设计与创意】Sport- und Fitness-Tracking mit P90X, Fahrrad, Wandern, Laufen. SQLite-basiert mit automatischem Komoot-Import, Berichten (Woche, Monat), Emoji-Visualisierung, Kalorien-Berechnung und Workout-Tracking.
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