1,011 of these skill files have been read, by 858 distinct authors, and what they tell an agent counted. What Architecture & codebase authors agree on, and what they forbid

• 6001

  Fragment assembly transformer architecture

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/fragment-assembly-transformer-architecture · Skill

  15★ repo

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

• 6002

  Github actions workflow configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/github-actions-workflow-configuration · Skill

  15★ repo

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

• 6003

  Graph neural network architecture implementation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/graph-neural-network-architecture-implementation · Skill

  15★ repo

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

• 6004

  Mass spectrometer simulator configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/mass-spectrometer-simulator-configuration · Skill

  15★ repo

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

• 6005

  Memo ms api usage and parameter configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/memo-ms-api-usage-and-parameter-configuration · Skill

  15★ repo

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

• 6006

  Metabolomics peak detection configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/metabolomics-peak-detection-configuration · Skill

  15★ repo

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

• 6007

  Module dispatch architecture analysis

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/module-dispatch-architecture-analysis · Skill

  15★ repo

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

• 6008

  Neural network architecture design

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

  15★ repo

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

• 6009

  Neural network architecture extension

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/neural-network-architecture-extension · Skill

  15★ repo

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

• 6010

  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

• 6011

  Package manager environment setup

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/package-manager-environment-setup · Skill

  15★ repo

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

• 6012

  Platform specific code refactoring

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/platform-specific-code-refactoring · Skill

  15★ repo

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

• 6013

  Pull request change tracking

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/pull-request-change-tracking · Skill

  15★ repo

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

• 6014

  Python environment configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/python-environment-configuration · Skill

  15★ repo

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

• 6015

  Python environment setup and reproducibility

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/python-environment-setup-and-reproducibility · Skill

  15★ repo

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

• 6016

  Python environment setup

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/python-environment-setup · Skill

  15★ repo

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

• 6017

  Python package migration and refactoring

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/python-package-migration-and-refactoring · Skill

  15★ repo

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

• 6018

  R parallel backend configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/r-parallel-backend-configuration · Skill

  15★ repo

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

• 6019

  Repository source code setup

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/repository-source-code-setup · Skill

  15★ repo

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

• 6020

  Rest api contract documentation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/rest-api-contract-documentation · Skill

  15★ repo

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

• 6021

  Search mode configuration optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/search-mode-configuration-optimization · Skill

  15★ repo

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

• 6022

  Shell environment setup and dependency management

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/shell-environment-setup-and-dependency-management · Skill

  15★ repo

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

• 6023

  Siamese architecture scoring

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/siamese-architecture-scoring · Skill

  15★ repo

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

• 6024

  Simulation control loop architecture

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/simulation-control-loop-architecture · Skill

  15★ repo

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

• 6025

  Singularity container backend setup

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/singularity-container-backend-setup · Skill

  15★ repo

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

• 6026

  Software architecture documentation review

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/software-architecture-documentation-review · Skill

  15★ repo

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

• 6027

  Targeted peak integration configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/targeted-peak-integration-configuration · Skill

  15★ repo

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

• 6028

  Toml configuration file preparation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/toml-configuration-file-preparation · Skill

  15★ repo

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

• 6029

  Transformer architecture implementation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/transformer-architecture-implementation · Skill

  15★ repo

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

• 6030

  Two layer architecture dispatch testing

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/two-layer-architecture-dispatch-testing · Skill

  15★ repo

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

• 6031

  Vimms controller configuration and execution

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/vimms-controller-configuration-and-execution · Skill

  15★ repo

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

• 6032

  Workflow architecture documentation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/workflow-architecture-documentation · Skill

  15★ repo

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

• 6033

  Workflow configuration and parameterization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/workflow-configuration-and-parameterization · Skill

  15★ repo

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

• 6034

  Api contract validation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/api-contract-validation · Skill

  15★ repo

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

• 6035

  Application server datasource configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/application-server-datasource-configuration · Skill

  15★ repo

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

• 6036

  Bi encoder cross encoder architecture design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/bi-encoder-cross-encoder-architecture-design · Skill

  15★ repo

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

• 6037

  Bioconductor backend architecture design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/bioconductor-backend-architecture-design · Skill

  15★ repo

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

• 6038

  Browser security policy configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/browser-security-policy-configuration · Skill

  15★ repo

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

• 6039

  Build system configuration identification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/build-system-configuration-identification · Skill

  15★ repo

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

• 6040

  Build system configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/build-system-configuration · Skill

  15★ repo

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

• 6041

  Ci cd pipeline configuration and execution

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ci-cd-pipeline-configuration-and-execution · Skill

  15★ repo

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

• 6042

  Class hierarchy extraction

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/class-hierarchy-extraction · Skill

  15★ repo

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

• 6043

  Cmake build configuration for extensions

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cmake-build-configuration-for-extensions · Skill

  15★ repo

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

• 6044

  Cnn architecture design for chromatography

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cnn-architecture-design-for-chromatography · Skill

  15★ repo

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

• 6045

  Cnn architecture design for spectral data

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cnn-architecture-design-for-spectral-data · Skill

  15★ repo

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

• 6046

  Cnn transformer hybrid architecture design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cnn-transformer-hybrid-architecture-design · Skill

  15★ repo

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

• 6047

  Command line interface configuration and automation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/command-line-interface-configuration-and-automation · Skill

  15★ repo

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

• 6048

  Command line tool installation and configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/command-line-tool-installation-and-configuration · Skill

  15★ repo

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

• 6049

  Command line tool invocation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/command-line-tool-invocation · Skill

  15★ repo

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

• 6050

  Computational environment configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/computational-environment-configuration · Skill

  15★ repo

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

• 6051

  Conda environment setup and activation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/conda-environment-setup-and-activation · Skill

  15★ repo

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

• 6052

  Configuration driven batch processing

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/configuration-driven-batch-processing · Skill

  15★ repo

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

• 6053

  Configuration file generation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/configuration-file-generation · Skill

  15★ repo

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

• 6054

  Configuration file interpretation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/configuration-file-interpretation · Skill

  15★ repo

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

• 6055

  Configuration file modification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/configuration-file-modification · Skill

  15★ repo

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

• 6056

  Configuration file validation dynaconf

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/configuration-file-validation-dynaconf · Skill

  15★ repo

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

• 6057

  Configuration object pattern

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/configuration-object-pattern · Skill

  15★ repo

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

• 6058

  Configuration schema validation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/configuration-schema-validation · Skill

  15★ repo

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

• 6059

  Container networking configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/container-networking-configuration · Skill

  15★ repo

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

• 6060

  Container port mapping configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/container-port-mapping-configuration · Skill

  15★ repo

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