abstract-searcherAdd abstracts to .bib file entries by searching academic databases (arXiv, Semantic Scholar, CrossRef) with browser fallback.
Install via ClawdBot CLI:
clawdbot install easonc13/abstract-searcherGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
http://export.arxiv.org/api/query?search_query=...`Uses known external API (expected, informational)
arxiv.orgAudited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
Researchers can automatically enrich their BibTeX bibliographies with abstracts from multiple academic databases, saving time during literature reviews. This skill ensures comprehensive coverage by falling back to browser-based searches when APIs fail, making it reliable for compiling reference lists for papers or theses.
Publishing houses can use this skill to add missing abstracts to bibliographic entries in their databases or citation lists for journals and books. It streamlines metadata curation by leveraging APIs and browser automation to retrieve accurate abstracts from diverse sources like arXiv and CrossRef.
Libraries can automate the process of adding abstracts to BibTeX records in their digital catalogs or institutional repositories. This improves discoverability for patrons by providing richer metadata, with fallback to Google Scholar ensuring high success rates even for obscure publications.
Developers of reference management software (e.g., Zotero, Mendeley plugins) can integrate this skill to fetch abstracts on-demand for imported papers. It enhances user experience by populating abstracts automatically, reducing manual entry and supporting workflows in academic writing tools.
Offer a free tier with limited API calls per month and basic browser fallback, then charge for higher limits, priority support, and advanced features like batch processing. Target individual researchers and small labs, generating revenue through subscription plans.
License the skill to universities, publishers, or libraries as part of their internal tools or platforms, with custom pricing based on usage volume or institutional size. Provide dedicated support and integration services, ensuring compliance with academic standards.
Expose the abstract-fetching functionality as a paid API that other applications can call, with tiered pricing based on request volume. Monetize by charging per API call or offering monthly packages, catering to developers building research or publishing tools.
💬 Integration Tip
Ensure Chrome browser relay is properly configured for fallback searches, and implement rate limiting (e.g., 2-second delays) to avoid API throttling when processing large .bib files.
Scored Apr 19, 2026
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