ARC Creator: 构建 FAIR 研究数据对象 - Openclaw Skills

作者:互联网

2026-03-26

AI教程

什么是 ARC Creator?

ARC Creator 是 Openclaw Skills 生态系统中的一项专业技术工具,可根据 nfdi4plants v3.0.0 规范自动生成注释研究上下文 (ARC)。它将组织研究数据的复杂过程转化为对话式的分步工作流,确保所有调查、研究和分析都得到妥善记录和结构化。

该技能帮助研究人员遵守 FAIR(可发现、可访问、互操作和可重用)数据原则,且无需具备底层 ISA 元数据标准的深厚专业知识。通过将 Openclaw Skills 集成到您的研究流程中,您可以实现从本地数据收集到 DataHUB 等平台发布就绪库的无缝衔接。该工具处理从目录结构到元数据注释的所有内容,使其成为现代数字实验室工作不可或缺的伴侣。

下载入口:https://github.com/openclaw/skills/tree/main/skills/ingogiebel/arc-creator

安装与下载

1. ClawHub CLI

从源直接安装技能的最快方式。

npx clawhub@latest install arc-creator

2. 手动安装

将技能文件夹复制到以下位置之一

全局模式 ~/.openclaw/skills/ 工作区 /skills/

优先级:工作区 > 本地 > 内置

3. 提示词安装

将此提示词复制到 OpenClaw 即可自动安装。

请帮我使用 Clawhub 安装 arc-creator。如果尚未安装 Clawhub,请先安装(npm i -g clawhub)。

ARC Creator 应用场景

  • 按照 nfdi4plants ARC 规范发起新的研究调查。
  • 组织具有生物体和生长条件详细元数据的实验研究。
  • 编目高通量分析数据,如蛋白质组学、代谢组学或 RNA-seq。
  • 构建计算工作流并跟踪执行运行,以实现可重复的科学。
  • 准备研究数据集并将其同步到 DataHUB 或其他基于 Git 的存储库,以进行协作审查。
ARC Creator 工作原理
  1. 用户通过对话界面定义标识符、标题和本地存储路径,从而启动调查设置。
  2. 技能以交互方式收集研究细节,包括来源材料、方案和实验因素(如温度或基因型)。
  3. 通过指定测量类型、技术平台(例如 Illumina 或 Bruker)和原始数据文件位置来配置分析。
  4. 记录可选的工作流和运行,以捕获计算分析脚本及其产生的输出。
  5. 添加联系人和出版物元数据,以确保使用符合 ISA 标准的注册命令进行妥善的归属和引用。
  6. 技能自动执行 Git 初始化和针对大文件的 LFS 跟踪,然后将组织好的 ARC 提交到本地存储库。
  7. 最后,它促进研究上下文与远程 DataHUB 实例的同步。

ARC Creator 配置指南

要开始使用 Openclaw Skills 的这项技能,请确保本地机器上已安装 gitgit-lfs。强烈建议在您的路径中包含 ARC Commander CLI。

# 建议安装 ARC Commander
mkdir -p ~/bin
curl -L https://github.com/nfdi4plants/arc-commander/releases/latest/download/arc-linux-x64 -o ~/bin/arc
chmod +x ~/bin/arc

对于 DataHUB 同步,您需要来自 git.nfdi4plants.org 或 datahub.hhu.de 的个人访问令牌。在开始创建过程之前,请配置您的 Git 用户名和电子邮件。

ARC Creator 数据架构与分类体系

ARC Creator 根据 nfdi4plants 规范定义的标准层次结构组织研究数据。这种结构对于 Openclaw Skills 的互操作性至关重要。

组件 位置 用途
调查 (Investigation) 根目录 研究项目的核心元数据
研究 (Studies) studies/ 材料、生长条件和方案的描述
分析 (Assays) assays/ 原始数据文件和测量技术元数据
工作流 (Workflows) workflows/ 计算脚本、笔记本和 CWL 文件
运行 (Runs) runs/ 分析生成的输出和结果
资源 (Resources) resources/ 支持文档和参考材料

放置在数据集目录中的所有分析数据均被视为不可变,以确保研究的完整性。

name: arc-creator
description: Create and populate Annotated Research Contexts (ARCs) following the nfdi4plants ARC specification. Use when creating a new ARC, adding studies/assays/workflows/runs, annotating ISA metadata, organizing research data into ARC structure, or pushing ARCs to a DataHUB. Guides the user interactively through all required and optional metadata fields.

ARC Creator

Create FAIR Digital Objects following the nfdi4plants ARC specification v3.0.0.

Prerequisites

  • git and git-lfs installed
  • ARC Commander CLI at ~/bin/arc (optional but recommended)
  • For DataHUB sync: Personal Access Token for git.nfdi4plants.org or datahub.hhu.de

Interactive ARC Creation Workflow

Guide the user through these phases in order. Ask questions conversationally — don't dump all questions at once. Batch 2-4 related questions per message.

Phase 1: Investigation Setup

Ask the user:

  1. Investigation identifier (short, lowercase-hyphenated, e.g. cold-stress-arabidopsis)
  2. Title (concise name for the investigation)
  3. Description (textual description of the research goals)
  4. Where to store the ARC locally (suggest /home/uranus/arc-projects//)

Then run scripts/create_arc.sh and set investigation metadata via:

arc investigation update -i "" --title "" --description "<desc>"
</CODE></PRE>
<H3 id=phase-2-studies>Phase 2: Studies</H3>
<P>For each study, ask:</P>
<OL>
<LI><STRONG>Study identifier</STRONG> (e.g. <CODE>plant-growth</CODE>)</LI>
<LI><STRONG>Title and description</STRONG></LI>
<LI><STRONG>Organism</STRONG> (for Characteristic [Organism])</LI>
<LI><STRONG>Growth conditions</STRONG> (temperature, light, medium, etc.)</LI>
<LI><STRONG>Source materials</STRONG> (what goes in — seeds, cell lines, etc.)</LI>
<LI><STRONG>Sample materials</STRONG> (what comes out — leaves, roots, extracts, etc.)</LI>
<LI><STRONG>Protocols</STRONG> — does the user have protocol documents to include?</LI>
<LI><STRONG>Factors</STRONG> — what experimental variables are being tested? (e.g., temperature, genotype, treatment)</LI></OL>
<P>Create with:</P><PRE><CODE class=language-bash>arc study init --studyidentifier "<id>"
arc study update --studyidentifier "<id>" --title "<title>" --description "<desc>"
</CODE></PRE>
<P>Copy protocol files to <CODE>studies/<id>/protocols/</CODE>. Copy resource files to <CODE>studies/<id>/resources/</CODE>.</P>
<H3 id=phase-3-assays>Phase 3: Assays</H3>
<P>For each assay, ask:</P>
<OL>
<LI><STRONG>Assay identifier</STRONG> (e.g. <CODE>proteomics-ms</CODE>, <CODE>rnaseq</CODE>, <CODE>sugar-measurement</CODE>)</LI>
<LI><STRONG>Measurement type</STRONG> (e.g., protein expression profiling, transcription profiling, metabolite profiling)</LI>
<LI><STRONG>Technology type</STRONG> (e.g., mass spectrometry, nucleotide sequencing, plate reader)</LI>
<LI><STRONG>Technology platform</STRONG> (e.g., Illumina NovaSeq, Bruker timsTOF)</LI>
<LI><STRONG>Data files</STRONG> — where are the raw data files? (will go into <CODE>assays/<id>/dataset/</CODE>)</LI>
<LI><STRONG>Processed data</STRONG> — any processed output files?</LI>
<LI><STRONG>Protocols</STRONG> — assay-specific protocols?</LI>
<LI><STRONG>Performers</STRONG> — who performed this assay? (name, affiliation, role)</LI></OL>
<P>Create with:</P><PRE><CODE class=language-bash>arc assay init -a "<id>" --measurementtype "<type>" --technologytype "<tech>"
</CODE></PRE>
<P>Copy data to <CODE>assays/<id>/dataset/</CODE>, protocols to <CODE>assays/<id>/protocols/</CODE>.</P>
<H3 id=phase-4-workflows-optional>Phase 4: Workflows (optional)</H3>
<P>Ask if there are computational analysis steps. For each:</P>
<OL>
<LI><STRONG>Workflow identifier</STRONG> (e.g. <CODE>deseq2-analysis</CODE>, <CODE>heatmap-generation</CODE>)</LI>
<LI><STRONG>Description</STRONG> of what it does</LI>
<LI><STRONG>Code files</STRONG> (scripts, notebooks)</LI>
<LI><STRONG>Dependencies</STRONG> (Python packages, R libraries, Docker image)</LI></OL>
<P>Place code in <CODE>workflows/<id>/</CODE>. Note: <CODE>workflow.cwl</CODE> is REQUIRED by spec but often created later. Inform user.</P>
<H3 id=phase-5-runs-optional>Phase 5: Runs (optional)</H3>
<P>Ask if there are computation outputs. For each:</P>
<OL>
<LI><STRONG>Run identifier</STRONG></LI>
<LI><STRONG>Which workflow produced it</STRONG></LI>
<LI><STRONG>Output files</STRONG> (figures, tables, processed data)</LI></OL>
<P>Place outputs in <CODE>runs/<id>/</CODE>.</P>
<H3 id=phase-6-contacts--publications>Phase 6: Contacts & Publications</H3>
<P>Ask:</P>
<OL>
<LI><STRONG>Investigation contacts</STRONG> (name, email, affiliation, role — at minimum the PI)</LI>
<LI><STRONG>Publications</STRONG> (if any — DOI, PubMed ID, title, authors)</LI></OL>
<P>Add via:</P><PRE><CODE class=language-bash>arc investigation person register --lastname "<last>" --firstname "<first>" --email "<email>" --affiliation "<aff>"
</CODE></PRE>
<H3 id=phase-7-git-commit--datahub-sync>Phase 7: Git Commit & DataHUB Sync</H3>
<OL>
<LI>Configure git user:</LI></OL><PRE><CODE class=language-bash>git config user.name "<name>"
git config user.email "<email>"
</CODE></PRE>
<OL start=2>
<LI>Commit:</LI></OL><PRE><CODE class=language-bash>git add -A
git commit -m "Initial ARC: <investigation title>"
</CODE></PRE>
<OL start=3>
<LI>Ask if the user wants to push to a DataHUB. If yes:
<UL>
<LI>Ask which host (git.nfdi4plants.org, datahub.hhu.de, etc.)</LI>
<LI>Create remote repo (via browser or API)</LI>
<LI>Set remote and push</LI></UL></LI></OL>
<H2 id=isa-metadata-reference>ISA Metadata Reference</H2>
<P>For detailed ISA-XLSX fields, annotation table columns, and ontology references, read <CODE>references/arc-spec.md</CODE>.</P>
<H2 id=key-reminders>Key Reminders</H2>
<UL>
<LI><STRONG>Assay data is immutable</STRONG> — never modify files in <CODE>assays/<id>/dataset/</CODE> after initial placement</LI>
<LI><STRONG>Studies describe materials</STRONG>, assays describe measurements</LI>
<LI><STRONG>Workflows are code</STRONG>, runs are outputs</LI>
<LI><STRONG>Git LFS</STRONG> for files > 100 MB: <CODE>git lfs track "*.fastq.gz" "*.bam" "*.raw"</CODE></LI>
<LI><STRONG>Don't store ARCs on OneDrive/Dropbox</STRONG> — Git + cloud sync causes conflicts</LI>
<LI>ARC Commander CLI reference: <CODE>arc <subcommand> --help</CODE></LI></UL>                                                        
                             
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