py-paper-river

Trace a paper's intellectual lineage by recursively identifying critiques and improvements up to five layers.

Updated Apr 6, 2026
One-click install
npx skills add https://github.com/fantay0312/fantayspec --skill py-paper-river
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: py-paper-river
Source: https://github.com/fantay0312/fantayspec/tree/main/shared/skills/skills-all/py-paper-river
Command: npx skills add https://github.com/fantay0312/fantayspec --skill py-paper-river

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

论文研究经常缺乏对问题演化线的直观理解。本 Skill 提供一种系统化的方法,递归追溯目标论文的前序工作及其对后续研究的影响,帮助用户把复杂的学术脉络梳理成清晰的演化线。

Core Features & Use Cases

  • 递归追溯最多五层前序论文,抓住核心问题与核心解法的差异点
  • 自动提取论文的标题、作者、年份、核心问题、核心解法及相邻论文之间的因果关系
  • 生成正向费曼叙事的演化线与未来研究方向摘要,适用于学术综述、研究计划与课程讲解

Quick Start

Trace the intellectual lineage of a given paper by recursively identifying its critiques and improvements up to five layers and summarize the forward progress.

Frequently Asked Questions about py-paper-river

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

FAQPage Schema
How do I trace the intellectual lineage of a research paper?

To trace a paper's intellectual lineage, recursively identify its prequel works and critiques up to five layers. This reveals how the core problem and solution evolved, returning structured citation-relationships between adjacent papers.

What is the best way to map research problem evolution across multiple papers?

Mapping research problem evolution involves recursively extracting the core problem and core solution from a paper and its ancestors. This generates a forward-progress narrative showing how academic problems evolved over time.

How does citation analysis work for building a literature tracing tree?

Citation analysis for literature tracing works by recursively identifying critiques and improvements up to five layers deep. It extracts the title, authors, year, and citation-relationship between adjacent nodes to build a structured lineage tree.

Can I generate a forward-progress narrative for an academic review automatically?

You can generate a forward-progress narrative by applying recursive literature tracing to a target paper. It summarizes the intellectual evolution of core problems and solutions, making it suitable for academic reviews and course explanations.

Does literature tracing extract the differences between core problems and solutions?

Literature tracing extracts the title, authors, year, core problem, and core solution for each node. It identifies the specific differences in problems and solutions to highlight the forward progress between adjacent papers.

When do I need to trace a paper's critiques and improvements up to five layers?

You need recursive tracing up to five layers when understanding how a research problem evolved across papers is valuable. It is ideal for preparing academic surveys, research proposals, and course lectures requiring deep historical context.