Context & AI engineering
26,373 rows, by stacks then stars
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
Tsne embedding dimensionality reduction
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/tsne-embedding-dimensionality-reduction Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Word embedding aggregation for spectral data
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/word-embedding-aggregation-for-spectral-data Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Word embedding based spectrum representation
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/word-embedding-based-spectrum-representation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Word2vec embedding training mass spectrometry
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/word2vec-embedding-training-mass-spectrometry Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Workflow orchestration and parallelization
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/workflow-orchestration-and-parallelization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Lazy computation orchestration with dask
HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/lazy-computation-orchestration-with-dask Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Memory efficient single cell computation
HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/memory-efficient-single-cell-computation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Seurat workflow orchestration for scrnaseq
HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/seurat-workflow-orchestration-for-scrnaseq Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Transcript quantification benchmark comparison
HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/transcript-quantification-benchmark-comparison Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/umap-embedding-visualization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Embedding space representation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/direct-infusion/skills/embedding-space-representation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/direct-infusion/skills/knime-workflow-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Parallel computing workflow orchestration
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/parallel-computing-workflow-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Spectral peak word embedding representation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/spectral-peak-word-embedding-representation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Word embedding aggregation for spectral data
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/word-embedding-aggregation-for-spectral-data Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Word embedding based spectrum representation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/word-embedding-based-spectrum-representation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Word2vec embedding training mass spectrometry
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/word2vec-embedding-training-mass-spectrometry Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/distance-geometry-embedding Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
In memory optimization for large datasets
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/in-memory-optimization-for-large-datasets Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectrometry workflow orchestration snakemake
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/mass-spectrometry-workflow-orchestration-snakemake Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectrometry workflow orchestration
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/mass-spectrometry-workflow-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/spatial-feature-embedding Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Workflow orchestration and parallelization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/workflow-orchestration-and-parallelization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Annotation benchmark performance evaluation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/annotation-benchmark-performance-evaluation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/benchmark-harness-execution Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/ci-cd-pipeline-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/clustering-tool-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Embedding similarity computation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/embedding-similarity-computation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Embedding space dimensionality reduction
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/embedding-space-dimensionality-reduction Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Embedding space normalization and geometry
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/embedding-space-normalization-and-geometry Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Embedding space visualization and interpretation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/embedding-space-visualization-and-interpretation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Few shot learning calibration design
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/few-shot-learning-calibration-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Heterogeneous graph embedding design
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/heterogeneous-graph-embedding-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
In memory optimization for large datasets
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/in-memory-optimization-for-large-datasets Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/interactive-plot-embedding Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/knime-workflow-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Laplacian embedding spectral alignment
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/laplacian-embedding-spectral-alignment Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Lc ms scan acquisition orchestration
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/lc-ms-scan-acquisition-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/lcms-workflow-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectra embedding extraction
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-spectra-embedding-extraction Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectrometry benchmark analysis
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-spectrometry-benchmark-analysis Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectrometry embedding generation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-spectrometry-embedding-generation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectrometry spectral embedding learning
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-spectrometry-spectral-embedding-learning Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectrometry workflow orchestration snakemake
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-spectrometry-workflow-orchestration-snakemake Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectrometry workflow orchestration
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-spectrometry-workflow-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectrum embedding generation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-spectrum-embedding-generation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Metabolite database embedding lookup
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/metabolite-database-embedding-lookup Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Multidimensional scaling embedding
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/multidimensional-scaling-embedding Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Natural products workflow orchestration
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/natural-products-workflow-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Neural network inference and embedding extraction
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/neural-network-inference-and-embedding-extraction Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Nextflow pipeline orchestration
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/nextflow-pipeline-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Python workflow execution and orchestration
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/python-workflow-execution-and-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Qr code generation and embedding
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/qr-code-generation-and-embedding Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
R bioconductor workflow orchestration
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/r-bioconductor-workflow-orchestration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Siamese network embedding generation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/siamese-network-embedding-generation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Spectral embedding extraction from neural networks
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/spectral-embedding-extraction-from-neural-networks Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/spectral-embedding-generation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Spectral embedding rationality verification
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/spectral-embedding-rationality-verification Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Spectral molecular embedding alignment
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/spectral-molecular-embedding-alignment Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Spectral peak embedding encoding
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/spectral-peak-embedding-encoding Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder