Can I see a visual representation of the concept's history?

Yes, the skill can generate Mermaid-based timelines, visual trees, and even Obsidian Canvas formats to help you visualize how a concept has branched and evolved over time.

How does Trace identify the 'root' paper of a concept?

It uses a scoring matrix that evaluates citation counts, publication dates, and specific semantic signals in abstracts, such as 'we propose' or 'we introduce,' to verify the origin of a concept.

What is the difference between the Trace and Deep-Dive skills?

Trace provides vertical depth for a single concept, covering its entire history. Deep-Dive provides horizontal breadth, covering multiple concepts within a domain to give you a broader overview.

What happens if a concept has multiple possible origins?

If the research lineage is ambiguous, Trace will present the most likely candidates and ask for your input to ensure the subsequent ancestry and descendant mapping is accurate.

Concept Lineage Tracer

Name: Concept Lineage Tracer
Author: devkade

bydevkade

0•

Learning & Documentation

Traces the complete research genealogy and paper history of a single technical concept to reveal its academic evolution.

The Trace skill provides an in-depth vertical deep dive into the history of a specific concept, mapping out its seminal root papers, foundational influences (ancestry), and subsequent developments (descendants). By visualizing the research timeline and synthesizing key insights, it helps users understand not just what a concept is, but exactly where it came from and how it transformed its field. This is an essential tool for researchers, students, and developers who need to master domain-specific vocabulary and understand the 'why' behind modern implementations.

Key Features

01Identification of seminal root papers using high-citation heuristics

02Automated Mermaid timeline generation for visual concept evolution

03Comprehensive ancestry mapping including direct parents and foundational work

04Synthesis of key researcher contributions and evolutionary branching points

05Impact analysis of descendant papers and subsequent paradigm shifts

060 GitHub stars

Use Cases

01Understanding the historical context and prerequisite concepts required to master a new domain

02Building a comprehensive literature review by identifying high-impact predecessor and successor papers

03Exploring the academic origins and evolution of specific AI architectures like Attention or Transformers

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add devkade/1d1s trace

For use in Claude.ai and ChatGPT

Download Skill