oneskills plugin
OneScience / OneSkills skills for AI-native scientific research workflows, coding, runtime submission, debugging, and environment setup.
How to install the oneskills plugin
Run both commands inside Claude Code. The first adds the marketplace once; the second installs the plugin.
/plugin marketplace add onescience-ai/OneSkills
/plugin install oneskills@oneskillsWhat's inside oneskills
27 parts read from the plugin's own files.
Skills 27
Claude loads it when the task matches- onescience-cli
Executes OneScience subcommands in remote SSH or SLURM environments by automatically selecting execution channels based on command priority.
- onescience-coder
Generates or modifies code based on user specifications, interfaces, and verification contracts while performing smoke tests and static requirement checks.
- onescience-data-analyzer
Executes data analysis, statistical processing, and domain-specific visualization for scientific fields like biology, meteorology, and materials science.
- onescience-data-profile
Maps data processing requirements and context into structured processing plans, data contracts, and risk assessments.
- onescience-data-standardizer
OneScience 数据标准化执行技能（type=executor）。将原始数据集转换为 AI-Ready 数据集，覆盖 cfd / bio / climate(earth) / matchem 四个领域。目标契约从 onescience-primitives 的 dataset spec.md 拉取；数据源支持用户显式路径、本地自动探测与 ModelScope 下载三段式解析；转换采用 Tier1 确定性 adapter 与 Tier2 LLM 合成 converter 双层架构；所有处理在本地文件系统完成；产出统一注册到 ~/.onescience/data_management.json，并在宿主 Agent 提供 dataset_report 工具时自动上报 {name, target_dir, source_dir}。
- onescience-dataset-builder
Generates dataset construction startup scripts and performs dataset validation, quality checks, and metadata generation.
- onescience-dft-model-gate
Validates atomic structure models and VASP input files against physical and geometric constraints using a declarative contract.
- onescience-infer
Executes scientific model inference workflows for domains like meteorology, biology, and materials science using HuggingFace or local checkpoints.
- onescience-installer
Installs and verifies OneScience environments, manages Conda environments, installs Python packages, and sets up HPC scientific software.
- onescience-knowledge-capture
Transforms user interaction histories into structured knowledge documents, skill integration proposals, and Gitee issues for continuous improvement.
- onescience-knowledge-harvester
Automatically fills knowledge gaps by retrieving scientific literature, extracting key information, and generating structured knowledge cards.
- onescience-live-literature
Performs two-stage real-time literature retrieval and deep reasoning to provide cited answers for scientific research questions.
- onescience-mlmd-campaign-orchestrator
Orchestrates an end-to-end machine learning molecular dynamics pipeline from DFT optimization and AIMD to MACE potential training and LAMMPS execution.
- onescience-modelscope-publish
Reorganizes model artifacts into the standard ModelScope directory structure and generates necessary configuration templates and upload commands.
- onescience-online-knowledge
Provides online verification for scientific literature, crystal structures, and software calculation parameters to ensure data accuracy.
- onescience-orchestrator
Orchestrates scientific computing tasks by identifying intent, recalling specialized resources and experts, and managing execution workflows.
- onescience-paper-repro
Extracts scientific facts, model structures, and experimental specifications from research papers to generate a reproduction_spec.md for implementation.
- onescience-parallel
Transforms PyTorch models to support Pipeline Parallelism (PP) and Tensor Parallelism (TP) for multi-GPU distributed training.
- onescience-primitive-distiller
Standardizes scientific agent skills and third-party research tools into structured OneScience primitive asset packages.
- onescience-primitives
Retrieves scientific primitive resources and task-centric knowledge including models, components, workflows, and research scenarios via semantic matching.
- onescience-research-workflow
Generates detailed scientific research workflow orchestration plans for domains like meteorology, biology, materials, and CFD.
- onescience-resource-fetch
Automates the retrieval and local caching of AI model weights and datasets from ModelScope, HuggingFace, or direct URLs.
- onescience-runsite
Parses, validates, and manages OneScience runtime site configurations for local or remote computing environments.
- onescience-runtime
Executes test tasks through a structured discover, preflight, execute, and diagnose workflow using SLURM, SSH, or SCnet channels.
- onescience-structure-viewer
Converts atomic structure files and data charts into interactive 3D HTML visualizations and self-contained HTML reports.
- onescience-trainer
Plans, generates, and executes scientific model training workflows for domains like meteorology, biology, and materials science.
- scnet-chat
Manages SCNet supercomputing platform resources through natural language, including job submission, file management, and account inquiries.
Using oneskills in Claude Code
Skills need no command. Claude reads them when your request matches what they describe.
Update, turn off or remove
- Update the plugin (shell)
- claude plugin update oneskills@oneskills
- Refresh the marketplace
- /plugin marketplace update oneskills
- Turn it off for now
- /plugin disable oneskills@oneskills
- Remove it
- /plugin uninstall oneskills@oneskills
Skills in oneskills
- onescience-clionescience-ai/OneSkills
Executes OneScience subcommands in remote SSH or SLURM environments by automatically selecting execution channels based on command priority.
4 files24stars - onescience-coderonescience-ai/OneSkills
Generates or modifies code based on user specifications, interfaces, and verification contracts while performing smoke tests and static requirement checks.
5 files24stars - onescience-data-analyzeronescience-ai/OneSkills
Executes data analysis, statistical processing, and domain-specific visualization for scientific fields like biology, meteorology, and materials science.
8 files24stars - onescience-data-standardizeronescience-ai/OneSkills
OneScience 数据标准化执行技能（type=executor）。将原始数据集转换为 AI-Ready 数据集，覆盖 cfd / bio / climate(earth) / matchem 四个领域。目标契约从 onescience-primitives 的 dataset spec.md 拉取；数据源支持用户显式路径、本地自动探测与 ModelScope 下载三段式解析；转换采用 Tier1 确定性 adapter 与 Tier2 LLM 合成 converter 双层架构；所有处理在本地文件系统完成；产出统一注册到 ~/.onescience/data_management.json，并在宿主 Agent 提供 dataset_report 工具时自动上报 {name, target_dir, source_dir}。
23 files24stars - onescience-dataset-builderonescience-ai/OneSkills
Generates dataset construction startup scripts and performs dataset validation, quality checks, and metadata generation.
6 files24stars - onescience-dft-model-gateonescience-ai/OneSkills
Validates atomic structure models and VASP input files against physical and geometric constraints using a declarative contract.
9 files24stars - onescience-inferonescience-ai/OneSkills
Executes scientific model inference workflows for domains like meteorology, biology, and materials science using HuggingFace or local checkpoints.
9 files24stars - onescience-installeronescience-ai/OneSkills
Installs and verifies OneScience environments, manages Conda environments, installs Python packages, and sets up HPC scientific software.
18 files24stars - onescience-knowledge-captureonescience-ai/OneSkills
Transforms user interaction histories into structured knowledge documents, skill integration proposals, and Gitee issues for continuous improvement.
12 files24stars - onescience-knowledge-harvesteronescience-ai/OneSkills
Automatically fills knowledge gaps by retrieving scientific literature, extracting key information, and generating structured knowledge cards.
4 files24stars - onescience-mlmd-campaign-orchestratoronescience-ai/OneSkills
Orchestrates an end-to-end machine learning molecular dynamics pipeline from DFT optimization and AIMD to MACE potential training and LAMMPS execution.
18 files24stars - onescience-modelscope-publishonescience-ai/OneSkills
Reorganizes model artifacts into the standard ModelScope directory structure and generates necessary configuration templates and upload commands.
3 files24stars - onescience-online-knowledgeonescience-ai/OneSkills
Provides online verification for scientific literature, crystal structures, and software calculation parameters to ensure data accuracy.
8 files24stars - onescience-orchestratoronescience-ai/OneSkills
Orchestrates scientific computing tasks by identifying intent, recalling specialized resources and experts, and managing execution workflows.
16 files24stars - onescience-paper-reproonescience-ai/OneSkills
Extracts scientific facts, model structures, and experimental specifications from research papers to generate a reproduction_spec.md for implementation.
13 files24stars - onescience-parallelonescience-ai/OneSkills
Transforms PyTorch models to support Pipeline Parallelism (PP) and Tensor Parallelism (TP) for multi-GPU distributed training.
4 files24stars - onescience-primitive-distilleronescience-ai/OneSkills
Standardizes scientific agent skills and third-party research tools into structured OneScience primitive asset packages.
16 files24stars - onescience-primitivesonescience-ai/OneSkills
Retrieves scientific primitive resources and task-centric knowledge including models, components, workflows, and research scenarios via semantic matching.
200 files24stars - onescience-research-workflowonescience-ai/OneSkills
Generates detailed scientific research workflow orchestration plans for domains like meteorology, biology, materials, and CFD.
3 files24stars - onescience-resource-fetchonescience-ai/OneSkills
Automates the retrieval and local caching of AI model weights and datasets from ModelScope, HuggingFace, or direct URLs.
14 files24stars - onescience-runsiteonescience-ai/OneSkills
Parses, validates, and manages OneScience runtime site configurations for local or remote computing environments.
19 files24stars - onescience-runtimeonescience-ai/OneSkills
Executes test tasks through a structured discover, preflight, execute, and diagnose workflow using SLURM, SSH, or SCnet channels.
12 files24stars - onescience-structure-vieweronescience-ai/OneSkills
Converts atomic structure files and data charts into interactive 3D HTML visualizations and self-contained HTML reports.
8 files24stars - onescience-traineronescience-ai/OneSkills
Plans, generates, and executes scientific model training workflows for domains like meteorology, biology, and materials science.
9 files24stars - scnet-chatonescience-ai/OneSkills
Manages SCNet supercomputing platform resources through natural language, including job submission, file management, and account inquiries.
26 files24stars - onescience-live-literatureonescience-ai/OneSkills
Performs two-stage real-time literature retrieval and deep reasoning to provide cited answers for scientific research questions.
24stars - onescience-data-profileonescience-ai/OneSkills
Maps data processing requirements and context into structured processing plans, data contracts, and risk assessments.
5 files24stars
oneskills plugin questions
How do I install the oneskills plugin?
In Claude Code run /plugin marketplace add onescience-ai/OneSkills, then /plugin install oneskills@oneskills.
What does the oneskills plugin include?
oneskills bundles 27 skills.
How do I update or remove the oneskills plugin?
Update it with claude plugin update oneskills@oneskills in your shell, or from the Installed tab of /plugin. Remove it with /plugin uninstall oneskills@oneskills.