Optimize PDF & Figure Sizes with Zilin AI Tool

Optimize PDF & Figure Sizes with Zilin AI Tool

The Zilin AI Tool is an advanced AI agent skill designed to optimize figure asset and compiled PDF sizes in LaTeX and other document projects. It intelligently measures rendered placement sizes, chooses suitable raster resolution and compression, and supports visual verification of the rebuilt document. This tool assists developers and teams in reducing the size of oversized paper visuals or submission PDFs while preserving scientific content and vector graphics.

What this skill does

• Identifies and measures rendered placement sizes of figures in documents.
• Utilizes suitable raster resolution and compression to optimize figures.
• Preserves local edits and original assets; applies changes non-destructively by working on a separate project copy.
• Compiles the current source as the baseline, recording relevant PDF metrics such as bytes, pages, and dimensions.
• Excludes unused assets from file-size estimates ensuring accuracy in size reporting.
• Provides a visual verification process for the user to confirm that no material degradation occurs at intended viewing sizes.

Who it is for

• Developers and technical teams working with AI coding agents like Claude Code, Cursor, and Codex.
• Research scientists and academic professionals preparing materials for publication or submission in PDF and LaTeX formats.
• Document management and digital publishing experts looking to optimize asset usage efficiently.

Use cases

• Reducing the file size of academic papers with numerous high-resolution figures for journal submission.
• Optimizing conference presentations with detailed and large-scale visuals without sacrificing clarity.
• Preparing streamlined content for digital distribution platforms where file size is a constraint.

Technical details

• Integrates with AI coding agents, including Claude Code, Cursor, and Codex.
• Utilizes the Zilin Figure Optimizer for determining optimal raster resolutions and compression strategies.
• Operates with source control by fetching the current project state to prevent overwriting newer work.
• Relies on pre-existing build commands and manuscript instructions as data for processing.

Source & Licence

This package is built on open-source work published by Wayne2Wang (Wayne2Wang/codex-skills-zilin) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.