research-pipeline
Full Research Pipeline: Idea → Experiments → Submission
End-to-end autonomous research workflow for: $ARGUMENTS
Constants
- AUTO_PROCEED = true — When
true, Gate 1 auto-selects the top-ranked idea (highest pilot signal + novelty confirmed) and continues to implementation. Whenfalse, always waits for explicit user confirmation before proceeding. - ARXIV_DOWNLOAD = false — When
true,/research-litdownloads the top relevant arXiv PDFs during literature survey. Whenfalse(default), only fetches metadata via arXiv API. Passed through to/idea-discovery→/research-lit. - HUMAN_CHECKPOINT = false — When
true, the auto-review loops (Stage 4) pause after each round's review to let you see the score and provide custom modification instructions before fixes are implemented. Whenfalse(default), loops run fully autonomously. Passed through to/auto-review-loop. - REVIEWER_DIFFICULTY = medium — How adversarial the reviewer is.
medium(default): standard MCP review.hard: adds reviewer memory + debate protocol.nightmare: GPT reads repo directly viacodex exec+ memory + debate. Passed through to/auto-review-loop. - AUTO_WRITE = false — When
true, automatically invoke Workflow 3 (/paper-writing) after Stage 5. RequiresVENUEto be set. Whenfalse(default), Stage 5 generatesNARRATIVE_REPORT.mdand stops — user invokes/paper-writingmanually. - VENUE = ICLR — Target venue for paper writing (Stage 6). Only used when
AUTO_WRITE=true. Options:ICLR,NeurIPS,ICML,CVPR,ACL,AAAI,ACM,IEEE_CONF,IEEE_JOURNAL.
💡 Override via argument, e.g.,
/research-pipeline "topic" — AUTO_PROCEED: false, human checkpoint: true, difficulty: nightmare, auto_write: true, venue: NeurIPS.
Overview
This skill chains the entire research lifecycle into a single pipeline:
More from wanshuiyin/auto-claude-code-research-in-sleep
idea-creator
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.
143idea-discovery
Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review 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.
140research-lit
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.
132auto-review-loop
Autonomous multi-round research review loop. Repeatedly reviews via Codex MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.
131research-review
Get a deep critical review of research from GPT via Codex MCP. Use when user says "review my research", "help me review", "get external review", or wants critical feedback on research ideas, papers, or experimental results.
130paper-figure
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.
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