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automation-skills

10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools.

Published by brycewang-stanford ↗brycewang-stanford/Auto-Empirical-Research-Skills

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automation-skills

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Use automation-skills to design a reproducible research data-processing pipeline based on [supplied project files], [input/output requirements], and [current workflow description], returning a local implementation plan with validation steps.

Required inputs

  • [supplied project files]
  • [input/output requirements]
  • [current workflow description]

User-approved starter prompt based on a pinned source version; check current skill requirements before running. Task evidence ↗

SKILL.md

name: automation-skillsdescription: "10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools."

Research Automation — 10 Skills

Select the skill matching the user's need, then read its SKILL.md.

SkillDescription
ai-scientist-v2-guideAutomated scientific discovery via agentic tree search by Sakana AI
aim-experiment-guideTrack and compare research experiments with Aim experiment tracker
claude-academic-workflow-guideClaude Code template for LaTeX, Beamer, and R research workflows
data-collection-automationAutomate survey deployment, data collection, and pipeline management
datagen-research-guideAI-driven multi-agent research assistant for end-to-end studies
kedro-pipeline-guideBuild reproducible data science pipelines with Kedro for research projects
mle-agent-guideIntelligent companion for ML engineering with arXiv integration
paper-to-agent-guideTransform research papers into interactive AI agents for exploration
rd-agent-guideMicrosoft AI-driven R&D agent for automated data and model development
research-workflow-automationAutomate repetitive research tasks with pipelines, schedulers, and scripting