2,010 of these skill files have been read, by 1,360 distinct authors, and what they tell an agent counted. What Plan & spec authors agree on, and what they forbid

• 4501

  Fusion pooling strategy implementation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/fusion-pooling-strategy-implementation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4502

  Group specification and subsetting

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/group-specification-and-subsetting · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4503

  Hardware specification documentation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/hardware-specification-documentation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4504

  Hdf5 file structure specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/hdf5-file-structure-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4505

  Hierarchical normalisation strategy

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/hierarchical-normalisation-strategy · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4506

  Hybrid model fusion strategy

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/hybrid-model-fusion-strategy · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4507

  Injection order direction specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/injection-order-direction-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4508

  Installation requirement validation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/installation-requirement-validation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4509

  Interactive plot construction mass spec

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/interactive-plot-construction-mass-spec · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4510

  Linear model design matrix specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/linear-model-design-matrix-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4511

  Linear model formula specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/linear-model-formula-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4512

  Lipid library format specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/lipid-library-format-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4513

  Lipid structure specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/lipid-structure-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4514

  Masked modeling pre training strategy

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/masked-modeling-pre-training-strategy · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4515

  Mass spec tolerance parameter application

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spec-tolerance-parameter-application · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4516

  Memory mapped file selection strategy

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/memory-mapped-file-selection-strategy · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4517

  Meta analysis effect size estimation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/meta-analysis-effect-size-estimation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4518

  Metabolic model constraint specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/metabolic-model-constraint-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4519

  Metabolite detection frequency estimation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/metabolite-detection-frequency-estimation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4520

  Metabolite set decomposition plage

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/metabolite-set-decomposition-plage · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4521

  Metabolomic network edge type prioritization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/metabolomic-network-edge-type-prioritization · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4522

  Metadata validation rule specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/metadata-validation-rule-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4523

  Missing data mechanism specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/missing-data-mechanism-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4524

  Missing value imputation strategy selection

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/missing-value-imputation-strategy-selection · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4525

  Missing value imputation strategy

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/missing-value-imputation-strategy · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4526

  Ms dial export file specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ms-dial-export-file-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4527

  Ms dial peak character estimation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ms-dial-peak-character-estimation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4528

  Ms signal correction strategy selection

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ms-signal-correction-strategy-selection · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4529

  Multiplexed spectrum decomposition

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/multiplexed-spectrum-decomposition · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4530

  Network diffusion prioritization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/network-diffusion-prioritization · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4531

  Noise estimation snr thresholding

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/noise-estimation-snr-thresholding · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4532

  Open modification spectral search strategy

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/open-modification-spectral-search-strategy · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4533

  Pairwise alignment with anchor prioritization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/pairwise-alignment-with-anchor-prioritization · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4534

  Pandas dataframe column specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/pandas-dataframe-column-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4535

  Pathway activity decomposition via plage

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/pathway-activity-decomposition-via-plage · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4536

  Pathway activity decomposition via svd

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/pathway-activity-decomposition-via-svd · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4537

  Pathway ranking and prioritization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/pathway-ranking-and-prioritization · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4538

  Peak border center estimation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/peak-border-center-estimation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4539

  Peaklist metabolite assignment prioritization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/peaklist-metabolite-assignment-prioritization · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4540

  Permutation test p value estimation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/permutation-test-p-value-estimation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4541

  Pfas candidate prioritization by scoring

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/pfas-candidate-prioritization-by-scoring · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4542

  Pfas feature prioritization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/pfas-feature-prioritization · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4543

  Posterior parameter estimation for metabolite distributions

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/posterior-parameter-estimation-for-metabolite-distributions · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4544

  R environment dependency specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/r-environment-dependency-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4545

  Ranked annotation prioritization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ranked-annotation-prioritization · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4546

  Ranked candidate prioritization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ranked-candidate-prioritization · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4547

  Reference feature combination strategy

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/reference-feature-combination-strategy · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4548

  Replicate based unwanted variation estimation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/replicate-based-unwanted-variation-estimation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4549

  Retention time regression output specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/retention-time-regression-output-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4550

  Sample prioritization through structural clustering

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/sample-prioritization-through-structural-clustering · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4551

  Scalability extrapolation and throughput estimation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/scalability-extrapolation-and-throughput-estimation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4552

  Set activity prioritization ranking

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/set-activity-prioritization-ranking · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4553

  Singular value decomposition application

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/singular-value-decomposition-application · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4554

  Singular value decomposition metabolomics

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/singular-value-decomposition-metabolomics · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4555

  Singular value decomposition pathway analysis

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/singular-value-decomposition-pathway-analysis · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4556

  Skyline import format specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/skyline-import-format-specification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4557

  Sparse inverse covariance estimation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/sparse-inverse-covariance-estimation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4558

  Statistical significance estimation mass spectrometry

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/statistical-significance-estimation-mass-spectrometry · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4559

  Technical specification tabulation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/technical-specification-tabulation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 4560

  Tic peak boundary estimation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/tic-peak-boundary-estimation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder