Pdf Nl Editor
by TopAgent
Edit finished PDFs by describing changes in plain language with the nano-pdf CLI: fix typos, rewrite titles, replace sections, and export a clean copy. Use when
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Works with the AI tools you already use
See it in action
You say
Change the contact email on page 2 of document.pdf from support@old.com to info@new.com and save as document-fixed.pdf.
Your agent does
PDF text layer verified. Executing: nano-pdf edit document.pdf --instruction "change support@old.com to info@new.com on page 2" --out document-fixed.pdf. Verified with diff: 1 line changed. Output saved.
What you get
About this skill
The problem
PDFs are notoriously difficult to edit once generated, often requiring a return to the original source file or clunky manual manipulation in heavy GUI editors. Developers frequently need to make quick text corrections to existing artifacts without the overhead of a full design suite.
What it does
- Converts natural language instructions into precise text substitutions within PDF files.
- Analyzes PDF metadata to verify text layers and font compatibility before attempting edits.
- Extracts specific page ranges to text files for auditing and verbatim reference.
- Generates side-by-side diffs between original and edited PDFs to verify change integrity.
- Supports batch processing of multiple text fixes from a single instruction file.
Frameworks & tools
This skill utilizes the nano-pdf CLI and requires pip for installation. It works with standard PDF text layers and terminal environments.
Why this beats prompting it yourself
Generic LLM prompts often fail to handle the coordinate-based reality of PDF text layers, leading to broken layouts or missing characters. This skill follows a strict verification workflow, using verbatim span matching and automated diffing to ensure edits are accurate and non-destructive.
Use cases
- Update dates or version numbers across technical documentation.
- Fix typos in whitepapers or reports when the original DOCX/LaTeX is unavailable.
- Perform batch price updates across product catalogs or invoices.
- Inject legal disclaimers or footer text into existing one-pagers.
Known limitations
Does not support scanned images without OCR, complex multi-column magazine layouts, or structural changes like adding or deleting entire pages. Edits that overflow text frames will trigger a line-wrap error.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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