Agent Skills
› ARA-Labs/Agent-Native-Research-Artifact
ARA-Labs/Agent-Native-Research-Artifact
GitHub通用ARA编译器，将论文、代码等任意研究输入转化为结构化机器可执行知识包。支持多源输入解析、视觉图表提取及四阶段认知推理，通过覆盖率检查与验证确保输出完整性。
Install All Skills
npx skills add ARA-Labs/Agent-Native-Research-Artifact --all -g -y
Skills in Collection (6)
通用ARA编译器，将论文、代码等任意研究输入转化为结构化机器可执行知识包。支持多源输入解析、视觉图表提取及四阶段认知推理，通过覆盖率检查与验证确保输出完整性。
compile
create ARA
generate artifact
convert paper
build artifact
compile paper
ARA from PDF
ARA from repo
ARA from code
structure research
extract knowledge
extract figure data
digitize plot
read chart
figure to data
npx skills add ARA-Labs/Agent-Native-Research-Artifact --skill compiler -g -y
本地只读推理引擎，基于ARA目录和自由文本查询，通过检索原生文件并作为预测者回答假设、原因分析等问题。
ask the world model
wm predict
predict with the world model
what if I change X
forecast the loss curve
will this help
why did this work
what should I try next
is this claim sound
compare these
retrieve precedent
what precedent surfaces
npx skills add ARA-Labs/Agent-Native-Research-Artifact --skill research-foresight -g -y
每回合末尾运行的研究过程记录技能，通过四阶段管道将事件渐进式结晶化。区分可变的逻辑层与不可变的追踪层，仅当出现闭合信号时固化知识，保留完整溯源信息。
用户请求处理完毕且准备结束当前交互回合时
npx skills add ARA-Labs/Agent-Native-Research-Artifact --skill research-manager -g -y
将Agent-Native Research Artifact(ARA)渲染为交互式HTML或提供本地实时预览。支持步骤轨迹地图、详细钻取及依赖图展示。提供导出模式生成便携文件，以及Live模式通过CLI进行验证和热重载查看，仅读取不修改数据。
visualize, visualizer, trajectory view, render the ARA, see the steps, step-by-step view, process map, replay the trajectory, watch the agent work, drill into steps, visualize a paper, visualize a repo, visualize a run, ara serve, live view, local viewer, watch the ara, live-reload, serve the artifact locally, validate the ara, lint the ara, ara check, check my ara, is this a valid ara, does this ara pass ci, view without an llm, deterministic view, browse ara examples, ara hub mode
npx skills add ARA-Labs/Agent-Native-Research-Artifact --skill research-visualizer -g -y
作为ARA的语义认识论审查员，对已通过结构验证的研究工件进行深度评估。依据证据相关性、可证伪性等六个维度，生成包含评分、优缺点及改进建议的综合报告，评定整体知识质量层级。
level2
seal level 2
verify level 2
epistemic audit
review ara
audit claims
npx skills add ARA-Labs/Agent-Native-Research-Artifact --skill rigor-reviewer -g -y
将研究目录验证、编译并生成可视化后，发布至用户公开GitHub仓库并注册到ARA Hub。支持指定名称、所有者及更新模式，自动处理依赖技能调用。
submit ara
publish ara
upload ara
share ara
push ara to github
add to ara hub
submit-ara
publish artifact
make my ara public
npx skills add ARA-Labs/Agent-Native-Research-Artifact --skill submit-ara -g -y
