Can this skill fetch abstracts from the internet?

Yes, by using the --doi-fetch flag with the backfill-abstract command, the skill can attempt to scrape official abstracts directly from publisher websites.

What should I do after backfilling abstracts?

After running backfill-abstract, it is recommended to run 'embed --rebuild' to ensure your vector search reflects the new metadata.

What is the primary function of the enrich skill?

The enrich skill uses LLMs to extract and populate missing or structural metadata for academic papers, specifically the Table of Contents, conclusions, and abstracts.

Does this skill also update citation counts?

No, citation updates are handled by the separate /citations skill using the 'scholaraio refetch' command.

How do I process all the papers in my repository at once?

You can use the --all flag with the enrich commands, such as 'scholaraio enrich-toc --all' or 'scholaraio enrich-l3 --all', to process your entire library.

Scholar Paper Enricher

Name: Scholar Paper Enricher
Author: ZimoLiao

byZimoLiao

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265

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数据科学与机器学习

Enhances academic paper metadata by extracting table of contents, conclusions, and abstracts using LLMs.

The Scholar Paper Enricher skill is a specialized tool for the Scholar All-In-One (scholaraio) research terminal that automates the deep analysis of academic papers. It utilizes Large Language Models to intelligently extract structural data such as the Table of Contents (TOC) and critical research conclusions, as well as backfilling missing abstracts through markdown parsing or DOI-based web fetching. This skill is ideal for researchers who need to transform a raw collection of PDFs into a structured, searchable, and highly informative digital library without manual data entry.

主要功能

01Inspection mode to debug and verify extraction details in real-time

02265 GitHub stars

03LLM-driven conclusion (L3) extraction to highlight key research findings

04Intelligent abstract backfilling via markdown analysis or publisher DOI fetching

05Automated Table of Contents (TOC) extraction for better document navigation

06Batch processing support for entire libraries using the --all flag

使用场景

01Repairing incomplete metadata records for papers imported from Zotero or EndNote

02Summarizing the main outcomes of multiple studies simultaneously for literature reviews

03Generating structured outlines for a large library of newly imported research papers

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add zimoliao/scholaraio enrich

For use in Claude.ai and ChatGPT