2,072 of these skill files have been read, by 1,193 distinct authors, and what they tell an agent counted. What Context & AI engineering authors agree on, and what they forbid

• 15361

  Docker compose service orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/docker-compose-service-orchestration · Skill

  15★ repo

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

• 15362

  Docker container orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/docker-container-orchestration · Skill

  15★ repo

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

• 15363

  Embedding space visualization and interpretation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/embedding-space-visualization-and-interpretation · Skill

  15★ repo

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

• 15364

  Embedding vector validation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/embedding-vector-validation · Skill

  15★ repo

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

• 15365

  Ion image embedding optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/ion-image-embedding-optimization · Skill

  15★ repo

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

• 15366

  Lc ms scan acquisition orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/lc-ms-scan-acquisition-orchestration · Skill

  15★ repo

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

• 15367

  Lcms workflow orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/lcms-workflow-orchestration · Skill

  15★ repo

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

• 15368

  Mass spectrometry benchmark analysis

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/mass-spectrometry-benchmark-analysis · Skill

  15★ repo

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

• 15369

  Mass spectrometry benchmark design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/mass-spectrometry-benchmark-design · Skill

  15★ repo

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

• 15370

  Mass spectrometry workflow orchestration snakemake

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/mass-spectrometry-workflow-orchestration-snakemake · Skill

  15★ repo

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

• 15371

  Memory profiling and benchmarking

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/memory-profiling-and-benchmarking · Skill

  15★ repo

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

• 15372

  Multidimensional scaling embedding

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/multidimensional-scaling-embedding · Skill

  15★ repo

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

• 15373

  Natural products workflow orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/natural-products-workflow-orchestration · Skill

  15★ repo

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

• 15374

  Orchestrator architecture design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/orchestrator-architecture-design · Skill

  15★ repo

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

• 15375

  S4 class object memory profiling

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/s4-class-object-memory-profiling · Skill

  15★ repo

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

• 15376

  Siamese network embedding generation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/siamese-network-embedding-generation · Skill

  15★ repo

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

• 15377

  Sinusoidal embedding implementation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/sinusoidal-embedding-implementation · Skill

  15★ repo

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

• 15378

  Spectral embedding extraction from neural networks

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/spectral-embedding-extraction-from-neural-networks · Skill

  15★ repo

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

• 15379

  Spectral peak word embedding representation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/spectral-peak-word-embedding-representation · Skill

  15★ repo

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

• 15380

  Time and memory complexity visualization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/time-and-memory-complexity-visualization · Skill

  15★ repo

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

• 15381

  Tsne embedding dimensionality reduction

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/tsne-embedding-dimensionality-reduction · Skill

  15★ repo

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

• 15382

  Word embedding aggregation for spectral data

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/word-embedding-aggregation-for-spectral-data · Skill

  15★ repo

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

• 15383

  Word embedding based spectrum representation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/word-embedding-based-spectrum-representation · Skill

  15★ repo

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

• 15384

  Word2vec embedding training mass spectrometry

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/word2vec-embedding-training-mass-spectrometry · Skill

  15★ repo

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

• 15385

  Annotation benchmark performance evaluation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/annotation-benchmark-performance-evaluation · Skill

  15★ repo

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

• 15386

  Appveyor windows build orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/appveyor-windows-build-orchestration · Skill

  15★ repo

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

• 15387

  Asynchronous api orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/asynchronous-api-orchestration · Skill

  15★ repo

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

• 15388

  Asynchronous converter job orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/asynchronous-converter-job-orchestration · Skill

  15★ repo

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

• 15389

  Asynchronous workflow orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/asynchronous-workflow-orchestration · Skill

  15★ repo

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

• 15390

  Batch file processing orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/batch-file-processing-orchestration · Skill

  15★ repo

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

• 15391

  Benchmark dataset generation from reference metabolites

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/benchmark-dataset-generation-from-reference-metabolites · Skill

  15★ repo

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

• 15392

  Benchmark harness execution

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/benchmark-harness-execution · Skill

  15★ repo

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

• 15393

  Benchmark table generation and reporting

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/benchmark-table-generation-and-reporting · Skill

  15★ repo

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

• 15394

  Ci cd pipeline orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ci-cd-pipeline-orchestration · Skill

  15★ repo

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

• 15395

  Clustering tool orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/clustering-tool-orchestration · Skill

  15★ repo

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

• 15396

  Container memory allocation modeling

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/container-memory-allocation-modeling · Skill

  15★ repo

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

• 15397

  Container orchestration verification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/container-orchestration-verification · Skill

  15★ repo

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

• 15398

  Cross language workflow orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cross-language-workflow-orchestration · Skill

  15★ repo

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

• 15399

  Cross validation benchmark evaluation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cross-validation-benchmark-evaluation · Skill

  15★ repo

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

• 15400

  Data handoff pipeline orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/data-handoff-pipeline-orchestration · Skill

  15★ repo

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

• 15401

  Distance geometry embedding

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/distance-geometry-embedding · Skill

  15★ repo

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

• 15402

  Docker compose orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/docker-compose-orchestration · Skill

  15★ repo

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

• 15403

  Docker compose service orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/docker-compose-service-orchestration · Skill

  15★ repo

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

• 15404

  Docker container orchestration for ml services

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/docker-container-orchestration-for-ml-services · Skill

  15★ repo

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

• 15405

  Docker container orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/docker-container-orchestration · Skill

  15★ repo

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

• 15406

  Embedding similarity computation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/embedding-similarity-computation · Skill

  15★ repo

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

• 15407

  Embedding similarity matching

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/embedding-similarity-matching · Skill

  15★ repo

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

• 15408

  Embedding space dimensionality reduction

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/embedding-space-dimensionality-reduction · Skill

  15★ repo

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

• 15409

  Embedding space normalization and geometry

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/embedding-space-normalization-and-geometry · Skill

  15★ repo

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

• 15410

  Embedding space rationality validation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/embedding-space-rationality-validation · Skill

  15★ repo

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

• 15411

  Embedding space representation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/embedding-space-representation · Skill

  15★ repo

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

• 15412

  Embedding space visualization and interpretation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/embedding-space-visualization-and-interpretation · Skill

  15★ repo

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

• 15413

  Embedding vector generation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/embedding-vector-generation · Skill

  15★ repo

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

• 15414

  Embedding vector similarity ranking

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/embedding-vector-similarity-ranking · Skill

  15★ repo

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

• 15415

  Embedding vector validation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/embedding-vector-validation · Skill

  15★ repo

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

• 15416

  Few shot learning calibration design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/few-shot-learning-calibration-design · Skill

  15★ repo

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

• 15417

  Gallery benchmark data extraction

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/gallery-benchmark-data-extraction · Skill

  15★ repo

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

• 15418

  Graph embedding coordinate extraction

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/graph-embedding-coordinate-extraction · Skill

  15★ repo

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

• 15419

  Heterogeneous graph embedding design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/heterogeneous-graph-embedding-design · Skill

  15★ repo

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

• 15420

  Hpc job array orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/hpc-job-array-orchestration · Skill

  15★ repo

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