skills.rest
mobled37
mobled37COMMUNITY
Explore all skills by this author →
Website𝕏@Kwanyoung_lee_GitHub

research-pipeline

Automate academic research pipelines from literature review to experiment planning.

Updated Mar 11, 2026
Search Tags:#research#ideation#academic#experiment design#pipeline#literature review
One-click install
npx skills add https://github.com/mobled37/claude-singularity --skill research-pipeline-mobled37
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: research-pipeline
Source: https://github.com/mobled37/claude-singularity/tree/main/skills/research-pipeline
Command: npx skills add https://github.com/mobled37/claude-singularity --skill research-pipeline-mobled37

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill automates the laborious, multi-week process of academic literature review, gap identification, novel method proposal, and experiment design, transforming raw research papers into a concrete, actionable research plan.

Core Features & Use Cases

  • End-to-End Research Automation: From initial paper analysis to a full experiment plan, covering 8 distinct stages.
  • Systematic Literature Review: Identifies weaknesses in existing work and finds compensatory papers.
  • Novel Method Generation: Proposes new research directions through parallel idea blending, mathematical formulation, and architecture design.
  • Experiment Design: Outlines baselines, datasets, metrics, and ablation studies for validation.
  • Use Case: A researcher has a collection of papers on transformer efficiency. They want to identify new ways to improve it. This Skill will analyze the papers, find related work, propose novel hybrid methods, and generate a plan to experimentally validate them.

Quick Start

Use the research-pipeline skill to analyze papers in the directory '/path/to/my/research/papers' with the goal 'Improve transformer efficiency for long sequences'.

Frequently Asked Questions about research-pipeline

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

FAQPage Schema
How do I automate literature review and experiment design from academic papers?▼

Automate literature review and experiment design by processing reference papers through an 8-stage research pipeline that identifies gaps, proposes novel methods, and generates validation plans.

What is the best way to identify research gaps and propose novel methods from existing literature?▼

Identify research gaps and propose novel methods by systematically analyzing reference papers to find weaknesses, compensatory work, and blending ideas through parallel ideation and mathematical formulation.

Can I generate a full experiment plan including baselines and ablation studies from my reference papers?▼

Generate a full experiment plan including baselines, datasets, metrics, and ablation studies directly from synthesized literature findings and proposed novel hybrid methods.

How does systematic ideation work for academic experiment design?▼

Systematic ideation for experiment design works through parallel idea blending, mathematical formulation, and architecture design, synthesizing findings from independent agents to propose new research directions.

Do I need a specific directory structure to analyze research papers for gap identification?▼

Provide a directory path containing your research papers and a research goal to initiate the pipeline analysis for gap identification and novel method generation.

When should I not use an automated research pipeline for literature review?▼

Avoid using an automated research pipeline when you lack a defined research goal or a collection of reference papers, as the system requires these inputs to synthesize findings and design validation strategies.

Related Skills

Explore More Education & Research Skills→
PancrePal-xiaoyibaoPancrePal-xiaoyibao
6

paper-reader

Analyzes academic research papers to produce structured summaries and critical evaluations.

Official
Advanced
sencersoylusencersoylu

computational-study

Plan and execute computational experiments for algorithm benchmarking and ablation studies.

Community
Advanced
koki3141koki3141
2

research-ideation

Guide research projects from idea generation through literature review, gap analysis, and planning.

Community
Advanced
dralkhdralkh
74

scientific-brainstorming

Generate research hypotheses and ideas for open-ended scientific problems.

Community
Intermediate