Idea Discovery

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

This is a complete research workflow that takes you from a vague direction to validated experiment plans. It chains five sub-skills: literature survey, brainstorming, novelty checking, critical review, and method refinement. The pipeline runs pilots automatically for your top three ideas (with GPU budgets and timeouts to prevent runaway experiments), then delivers ranked candidates with execution plans. Notable details: it can work from a structured research brief instead of a one-liner, optionally starts from a reference paper you want to improve, and defaults to including Gemini search for broader discovery coverage. Set it running overnight if you're starting a new project and want the groundwork done by morning.

skills.sh installs: 613
GitHub stars: 18.9K
last updated: Aug 21, 2026

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Install

$ npx -y skills add wanshuiyin/auto-claude-code-research-in-sleep --skill idea-discovery --agent claude-code

Installs into .claude/skills of the current project.

Files

Workflow 1: Idea Discovery Pipeline

Before each reviewer slot, follow Selectable Reviewers: resolve invocation → .aris/reviewer.json → Claude Code default (Codex MCP) with reviewer_route.py through the canonical helper resolver, preserving this slot's tier, fresh contexts, source/image inputs and deterministic gates. Codex examples/pins below apply only to backend=codex; other routes use their own first-call/reply contract. Save the route and actual returned identity; unavailable selections are REVIEW_UNAVAILABLE. Classify acceptance from actual families/completion/scope. Forward invocation reviewer/model/effort overrides to reviewer-bearing children. Generation workers are unchanged.

Orchestrate a complete idea discovery workflow for: $ARGUMENTS

Overview

This skill chains sub-skills into a single automated pipeline:

/research-lit → /idea-creator → /novelty-check → /research-review → /research-refine-pipeline
  (survey)      (brainstorm)    (verify novel)    (critical feedback)  (refine method + plan experiments)

SKILL.md on GitHub

Details

Repository: github.com/wanshuiyin/auto-claude-code-research-in-sleep
Categories: DevOps & CI/CD, Data Science & ML, Automation & Workflows, Sales & Marketing
First seen: Jun 3, 2026