nature-repro-literature-trace

Compile verified recent top-venue papers with canonical links and code status.

Updated May 21, 2026
One-click install
npx skills add https://github.com/Liangxianguang/helpfulskills --skill nature-repro-literature-trace
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: nature-repro-literature-trace
Source: https://github.com/Liangxianguang/helpfulskills/tree/main/nature-skills/skills/nature-repro-literature-trace
Command: npx skills add https://github.com/Liangxianguang/helpfulskills --skill nature-repro-literature-trace

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

High-quality literature discovery often returns relevant-sounding but non-verifiable results, and reproducibility details like DOI, canonical links, and official code are missing or unreliable.

Core Features & Use Cases

  • Precision discovery + canonical verification: narrows candidates via broad search, then verifies each shortlisted paper against publisher/DOI/arXiv and official project pages.
  • Reproducibility-first screening: prioritizes papers with official code, released artifacts, benchmark packages, and clear availability signals.
  • Traceable paper outputs: produces a compact, implementation-oriented table including canonical links, DOI when available, and code status with uncertainty notes.

Quick Start

Use the nature-repro-literature-trace skill to compile a table of 8 to 15 recent top-venue papers with official canonical links and verified reproducibility signals for my topic: <your topic>.

Frequently Asked Questions about nature-repro-literature-trace

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

FAQPage Schema
How do I find recent academic papers with verified reproducibility and official code?

This Skill retrieves recent top-venue academic papers and verifies each against publisher, DOI, and official project pages, ensuring verified reproducibility signals and official code availability for your literature review.

How do I compile a literature review table with DOI and code availability for research papers?

You compile a literature review table with DOI and code availability by using the Skill's table-based output, which reports canonical links, DOI when available, and standardized code status with uncertainty notes for each shortlisted paper.

Can I use this literature search tool to find papers from specific top venues?

Yes, you can use this literature search tool for specific top venues because it applies venue-aware candidate retrieval, filtering search results to target recent papers from recognized publishers and proceedings for your topic.

How does academic verification prevent non-fabricated DOI and canonical links in search results?

Academic verification prevents fabricated DOI and links by applying strict non-fabrication checks against publisher, arXiv, and official project pages, ensuring every shortlisted paper has canonical traceability before reporting.

What is the best way to avoid non-verifiable code availability when searching for benchmark papers?

The best way to avoid non-verifiable code availability when searching for benchmark papers is reproducibility-first screening, which prioritizes papers with released artifacts, benchmark packages, and clear official code availability signals.