lijigang avatar

Ljg Paper River

Takes a research paper and recursively traces backward through the papers it critiques or improves (up to 5 layers deep), then looks forward at recent work building on it. The output is a chronological narrative that explains how the research problem evolved, focusing on what each paper saw as broken in the previous approach. The whole thing gets written as an org-mode file with ASCII diagrams showing the citation chain. Good for when you want to understand where an idea came from rather than just what the current paper says. The emphasis on problem evolution over paper summaries is the real differentiator here. Works best when you paste in an arxiv link or paper title and just want the full intellectual lineage.

skills.sh installs
5.1K
GitHub stars
7.7K
last updated
Aug 21, 2026

Install

$ npx -y skills add lijigang/ljg-skills --skill ljg-paper-river --agent claude-code

Installs into .claude/skills of the current project.

Files

Takes a research paper and recursively traces backward through the papers it critiques or improves (up to 5 layers deep), then looks forward at recent work building on it. The output is a chronological narrative that explains how the research problem evolved, focusing on what each paper saw as broken in the previous approach. The whole thing gets written as an org-mode file with ASCII diagrams showing the citation chain. Good for when you want to understand where an idea came from rather than just what the current paper says. The emphasis on problem evolution over paper summaries is the real differentiator here. Works best when you paste in an arxiv link or paper title and just want the full intellectual lineage.

Browse the repository on GitHub

Sponsors

Details

Repository
github.com/lijigang/ljg-skills
Category
Data Science & ML
First seen
Apr 16, 2026

More from lijigang/ljg-skills

All 25
1anthropics avatarstatistical-analysisanthropics/knowledge-work-pluginsApply statistical methods including descriptive stats, trend analysis, outlier detection, and hypothesis testing. Use when analyzing distributions, testing for 4.8Kskills.sh installs
2starchild-ai-agent avatarchartingstarchild-ai-agent/official-skillsGenerate TradingView-style candlestick charts with indicators. Use when the user wants a visual chart, price visualization, or technical analysis plot.4.4Kskills.sh installs
3bytedance avatardata-analysisbytedance/deer-flowUse this skill when the user uploads Excel (.xlsx/.xls) or CSV files and wants to perform data analysis, generate statistics, create summaries, pivot tables, SQ3.7Kskills.sh installs
4github avatarautoresearchgithub/awesome-copilotAutonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs3.4Kskills.sh installs
5valyuai avatarvalyu-best-practicesvalyuai/skillsComplete Valyu API toolkit for AI agents. Use this skill when asked to perform real-time search across web, academic, medical, transportation, financial sources3.4Kskills.sh installs
6deanpeters avatardiscovery-processdeanpeters/product-manager-skillsRun a full discovery cycle from problem hypothesis to validated solution. Use when a team needs a structured path through framing, interviews, synthesis, and ex3.3Kskills.sh installs