research-architecture

Diagnoses research stage and provides source-traced methodology guidance for social science and humanities projects.

15|2|Updated May 4, 2026
One-click install
npx skills add https://github.com/AppleCG/academic-research-workflow --skill research-architecture-applecg
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: research-architecture
Source: https://github.com/AppleCG/academic-research-workflow/tree/main/sub-skills/research-architecture
Command: npx skills add https://github.com/AppleCG/academic-research-workflow --skill research-architecture-applecg

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Researchers in social sciences and humanities often lose track of where they are in the research lifecycle—unsure whether they are stuck at topic anchoring, research design, or contribution framing—and receive generic advice with no traceable scholarly basis. ## Core Features & Use Cases - Stage Localization: Maps your situation onto a three-layer, four-step architecture (Anchor → Execute → Converge) with diagnostic questions for each stage. - Source-Traced Guidance: Every diagnostic question and recommendation cites the scholar and material it derives from (e.g., 李怀祖's hypothesis tree, 陆铭's topic-to-question distance), with no unsourced generic advice. - Sub-Skill Routing: Hands off deep diagnosis to specialized sub-skills—topic-problematization for topic selection, research-execution for design and method justification, research-contribution for contribution framing. - Use Case: A PhD student says "I'm stuck on my thesis and don't know why." The skill locates them in the Anchor layer, asks whether they can state their research question in one sentence, then routes them to topic-problematization for deep diagnosis. ## Quick Start Tell the assistant "I'm stuck in my research, help me figure out which stage I'm in" and answer its diagnostic questions.

Frequently Asked Questions about research-architecture

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

FAQPage Schema
How do I figure out which stage of my research I'm stuck in?▼

Describe your situation and the skill locates you in a three-layer architecture: Anchor (topic to hypothesis), Execute (design and analysis), or Converge (contribution and closure). It then asks stage-specific diagnostic questions to pinpoint the exact gap.

How to diagnose whether my research topic is good enough?▼

The skill first confirms you are in the Anchor layer, then routes to the topic-problematization sub-skill for deep diagnosis covering topic source, quality, defensibility, and operationalization. Quick checks include whether you can state your research question in one sentence.

Does this research framework work for qualitative studies?▼

Yes. The architecture includes six parameters distinguishing quantitative and qualitative paths, covering hypothesis source, hypothesis form, paper structure, method justification, and anchoring timing. Qualitative work typically uses process models and iterative anchoring rather than upfront variable hypotheses.

What is the difference between research-architecture and the sub-skills?▼

research-architecture is the horizontal framework covering the full research lifecycle for stage localization. The sub-skills (topic-problematization, research-execution, research-contribution) provide vertical deep diagnosis within each specific stage.

Are the methodology recommendations based on published sources?▼

Yes. Every diagnostic question and recommendation cites its source scholar and material, drawn from eight distilled authoritative works including 李怀祖's hypothesis tree and 陆铭's writing methodology. The skill explicitly avoids unsourced generic advice.