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PDF to Markdown for Developers — API Docs & Specs

Most engineering teams have a graveyard of PDF specs — internal RFCs, vendor API references, design documents — that nobody reads because nobody can search them. Converting to Markdown makes the whole thing live: greppable, diffable, reviewable in PRs, indexable by your AI coding assistant.

Why this is hard without the right tool

  • Vendor API documentation lives only as PDF
  • Internal specs are PDF attachments on Jira tickets — never read after the ticket closes
  • Cursor/Copilot/Claude Code can't use PDFs as workspace context
  • Searching across 50 specs requires opening each one
  • PRs that reference specs link to PDFs that change without anyone noticing

Recommended workflow

  1. Convert each PDF spec to Markdown via web UI or API
  2. Commit the .md files to docs/ in your repo
  3. Reference specs from code comments using relative paths
  4. Let your AI coding assistant index the Markdown alongside source code
  5. Re-convert and commit when vendors publish new versions — Git diff shows what changed

Code examples

Hook converted docs into Cursor/Claude Code context

<!-- docs/vendor-api.md -->
---
source: vendor-api-v3.2.pdf
converted: 2026-05-10
---

# Vendor API Reference

## Authentication

The API uses Bearer token authentication...

Frequently asked questions

How do I integrate converted docs into Cursor or Copilot?
Drop converted .md files into your workspace under <code>docs/</code>. Both Cursor and Copilot index the workspace and surface Markdown content as context when you ask questions or generate code that references the documented APIs.
Can I keep PDFs and Markdown in sync via Git?
Convert on every vendor release, commit the .md, let Git track the diff. <code>git log --follow docs/vendor-api.md</code> then shows you exactly what changed between versions of the spec — far more useful than diffing PDFs (which Git treats as opaque binary).
What about API specs in OpenAPI/Swagger format?
Those are already structured — convert them with a dedicated OpenAPI tool, not ours. Our converter is for human-prose specs delivered as PDF. The two workflows complement each other.
How do I link from code comments to converted docs?
Relative paths from your source file: <code>// See docs/vendor-api.md#authentication</code>. Cursor and Claude Code follow these references automatically when generating code.
Best practice for diff review on doc updates?
Treat doc PRs like code PRs — run <code>diff</code>, look at the rendered output, ask "is this change intentional?". When the diff is large or unclear, our re-conversion may have shifted formatting; spot-check the corresponding section of the new PDF.

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