wanshuiyin/Auto-claude-code-research-in-sleep

research-pipeline

Full end-to-end research pipeline: from a broad research direction through idea discovery, experiments, and review all the way to a polished paper PDF. Use when user says \"全流程\", \"full pipeline\", \"从找idea到投稿\", \"end-to-end research\", or wants the complete autonomous research lifecycle.

533 installs 18K stars

Before you install

Last update
Files in folder
1
Scripts
No script files found
SKILL.md size
23 KB (about 5,890 tokens of context each time it loads)
License
MIT

Skills are plain text instructions the agent follows, sometimes with scripts. Check the source, prefer repositories with many installs and stars, and read any script it ships.

Install

npx skills add wanshuiyin/Auto-claude-code-research-in-sleep@research-pipeline

Runs in a terminal with Node.js 18 or newer. Add -y to skip the prompts and -g to install for every project instead of this one.

Install for your agent

npx skills add wanshuiyin/Auto-claude-code-research-in-sleep@research-pipeline --agent claude-code -y
Project install writes to
.claude/skills/research-pipeline
Global install writes to
~/.claude/skills/research-pipeline

Start a new session afterwards so the agent picks the skill up. In Claude Code you can also call it directly with /research-pipeline.

What it does

Full Research Pipeline: Idea → Experiments → Submission ⏱ External cadence: non-judgmental heartbeat only. An overnight /loop / CronCreate heartbeat may wake, detect a stalled phase (no progress, dead process, blocked on a freed resource) and nudge it forward — it may NEVER decide the work is good (paper good enough, proof holds, claim supported). Every such verdict stays on its own skill's internal cadence and terminates in the cross-model jury. A heartbeat may say "keep going," never "good enough." See shared-references/external-cadence.md (overnight-pipeline rule + stall detection & forced…

Excerpt from the skill's own SKILL.md. Read the full file on GitHub before installing: skills run with your agent's permissions.

Categories

Related skills

  • paper-figure

    wanshuiyin/Auto-claude-code-research-in-sleep

    Generate publication-quality figures and tables from experiment results. Use when user says \"画图\", \"作图\", \"generate figures\", \"paper figures\", or needs plots for a paper.

    596 installs 18KDeploy & DevOpsData
  • paper-figure

    wanshuiyin/Auto-claude-code-research-in-sleep

    Generate publication-quality figures and tables from experiment results. Use when user says \"画图\", \"作图\", \"generate figures\", \"paper figures\", or needs plots for a paper.

  • research-lit

    wanshuiyin/Auto-claude-code-research-in-sleep

    Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.

  • semantic-scholar

    wanshuiyin/Auto-claude-code-research-in-sleep

    Search published venue papers (IEEE, ACM, Springer, etc.) via Semantic Scholar API. Complements /arxiv (preprints) with citation counts, venue metadata, and TLDR. Use when user says "search semantic scholar", "find IEEE papers", "find journal papers", "venue papers", "citation search", or wants published literature beyond arXiv preprints.

    583 installs 18K
  • idea-discovery

    wanshuiyin/Auto-claude-code-research-in-sleep

    Workflow 1: Full idea discovery pipeline to go from a broad research direction to validated, pilot-tested ideas. Use when user says \"找idea全流程\", \"idea discovery pipeline\", \"从零开始找方向\", or wants the complete idea exploration workflow.

  • idea-creator

    wanshuiyin/Auto-claude-code-research-in-sleep

    Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.

← Search skills

/skills/wanshuiyin/Auto-claude-code-research-in-sleep/research-pipeline/