All use cases

Paper-Wizard

Paper-Wizard gives researchers rapid, expert-level feedback on manuscripts before submission, analysing against established academic standards.

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Paper2Agent

Paper2Agent converts computational research papers into chat agents you can interrogate — “apply your method to my data”. Works only with well-structured public code repositories; conversion takes 30 minutes to 3+ hours and about $15 per paper.

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Papercheck

Papercheck is an open-source, modular tool that screens manuscripts for adherence to best practices — power analyses, data sharing and other common issues — giving authors automated pre-submission checks.

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Papermill Alarm

Clear Skies’ Papermill Alarm is an early-warning system for journal editors: it analyses submission metadata and content patterns for signs of paper-mill activity, so flagged manuscripts get heightened scrutiny in peer review.

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Pay per Crawl

Cloudflare’s technical framework letting publishers charge AI crawlers for access, built on the HTTP 402 status code. Content owners get a third option beyond allow-or-block: charge. Cloudflare handles payments and authentication, preventing spoofing.

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PDF To Brainrot

PDF to Brainrot converts PDFs and text documents into TikTok-style short videos, on the theory that dense academic content sticks better in formats younger audiences actually watch.

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Preprint Watch

Preprint Watch, by KNOWDYN, analyses new preprints in real time and classifies them by epistemic role — reinforcing existing models, indicating anomalies, or proposing paradigm shifts — rather than waiting for citations to accumulate.

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