research-refine-pipeline

Orchestrate refinement and planning from vague research direction to proposal and experiment roadmap.

38|3|Updated May 7, 2026
One-click install
npx skills add https://github.com/Chanw-research/claude-code-paper-writing --skill research-refine-pipeline-chanw-research
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: research-refine-pipeline
Source: https://github.com/Chanw-research/claude-code-paper-writing/tree/main/skills/literature-review/research-refine-pipeline
Command: npx skills add https://github.com/Chanw-research/claude-code-paper-writing --skill research-refine-pipeline-chanw-research

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This workflow helps researchers transform vague directions into a concrete final proposal and an experiment roadmap by chaining two established workflows: research-refine and experiment-plan.

Core Features & Use Cases

  • End-to-end integration of research-refine and experiment-plan to produce a finalized proposal, a review history, and a detailed experiment roadmap.
  • Output artifacts include FINAL_PROPOSAL.md, REVIEW_SUMMARY.md, REFINEMENT_REPORT.md, EXPERIMENT_PLAN.md, EXPERIMENT_TRACKER.md, and PIPELINE_SUMMARY.md.
  • Phase-gated execution with triage, refinement, planning, and integration summaries to ensure a stable final thesis.

Quick Start

Provide a vague research direction and let this skill generate a finalized proposal plus a detailed experiment roadmap.

Frequently Asked Questions about research-refine-pipeline

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I turn a vague research direction into a concrete experiment plan?▼

To turn a vague research direction into a concrete experiment plan, you need an end-to-end refinement pipeline that orchestrates triage, proposal finalization, and validation checks to output a structured experiment roadmap.

What is the best way to generate a final research proposal and experiment roadmap together?▼

The best way to generate a final research proposal and experiment roadmap together is using a phase-gated pipeline that chains problem refinement with experiment planning, ensuring the dominant contribution remains stable throughout execution.

Can I use this pipeline to refine an existing research proposal and track experiments?▼

Yes, you can use this pipeline to refine an existing proposal and track experiments. It integrates refinement and planning workflows to produce a review summary and an experiment tracker for your research project.

What artifacts are generated when planning an experiment from a rough research idea?▼

When planning an experiment from a rough research idea, this process generates FINAL_PROPOSAL.md, REVIEW_SUMMARY.md, REFINEMENT_REPORT.md, EXPERIMENT_PLAN.md, EXPERIMENT_TRACKER.md, and PIPELINE_SUMMARY.md artifacts.

Does the research refinement pipeline preserve the original problem anchor during planning?▼

Yes, the research refinement pipeline preserves the original problem anchor, dominant contribution, and validation checks during the transition from a vague direction to a finalized proposal and experiment plan.

When do I need an end-to-end research refinement pipeline instead of separate planning tools?▼

You need an end-to-end research refinement pipeline instead of separate planning tools when your project requires a single, repeatable process to maintain thesis stability and emit a pipeline summary for execution.