Convert PDF To MD Agent Skill

Convert PDF to Markdown

When to use this skill

Trigger this skill any time there is a .pdf file that needs to be

understood or processed — for example, a user attaches a PDF and asks

questions about it, wants a summary, wants specific data or tables pulled

out, or wants multiple PDFs in a folder processed together. PDF is a

layout/print format, not reliably readable as plain text, so always convert

it to Markdown first using the script in this skill rather than trying to

open or parse the file directly.

This skill only supports .pdf — that's MarkItDown's only PDF-family

format, so there's no legacy format to worry about here (unlike Word's

.doc or Excel's .xls).

Mixed file types: When the user references a folder or set of documents

containing multiple supported file types (.pdf, .docx, .xlsx), this

skill handles only .pdf files. The agent MUST also invoke the sibling

skills in parallel:

• convert-word-to-md for any .docx files
• convert-excel-to-md for any .xlsx files

Never process a folder and silently skip a supported file type. All three

skills must be invoked together when mixed types are present.

Setup (once per environment)

Before the first conversion in a given environment, follow

references/setup.md step by step to ensure Python,

pip, markitdown, and pymupdf (for image extraction) are installed. Do

this proactively rather than guessing whether the environment is ready — the

script itself will also fail with a clear pointer back to that file if a

dependency turns out to be missing, so it's safe to just try the conversion

first if you're reasonably confident setup was already done.

Usage

The conversion script lives at scripts/convert_pdf_to_md.py.

Output structure: MarkItDown's PDF converter extracts text and tables

only — it has no concept of embedded images at all. This script separately

extracts real embedded images via PyMuPDF and writes a self-contained folder

per document:

<name>/
    img/
        page001_img001.<ext>
        page002_img001.<ext>
        ...
    <name>.md

Because MarkItDown's PDF text does not preserve reliable per-page markers,

there's no safe way to know exactly where inline an image belongs. Rather

than risk misplacing images next to the wrong paragraph, the script appends

a ## Extracted Images section at the end of the Markdown, with a

### Page N subheading per page that has images — read this section

separately from the main body text. If the document has no embedded images,

no img/ folder or Extracted Images section is created.

Single file:

python scripts\convert_pdf_to_md.py "C:\path\to\document.pdf"

This creates a document\ folder next to the source file (containing

document.md and, if present, document\img\). To control the destination

folder explicitly:

python scripts\convert_pdf_to_md.py "C:\path\to\document.pdf" -o "C:\path\to\output_folder"

A folder of PDFs (batch mode):

python scripts\convert_pdf_to_md.py "C:\path\to\folder"

Add --recursive to also include subfolders:

python scripts\convert_pdf_to_md.py "C:\path\to\folder" --recursive

Each .pdf found gets its own <name>\ output folder next to it by

default. Pass -o "C:\path\to\output_parent" to collect all the generated

<name>\ folders under a separate parent directory instead (subfolder

structure is preserved when combined with --recursive).

After conversion, read the resulting .md file(s) to perform the actual

analysis the user asked for — the script's job is only to produce accurate

Markdown (and images), not to interpret the content.

Deciding where output goes

Default — always output next to the source file. The <name>/ folder

is created in the same directory as the source .pdf. This is the required

default for every case. Do NOT override it unless the user explicitly asks

for a different location.

Only use -o when the user explicitly provides an output path (e.g.,

"save the output to C:\output", "put the results in D:\work"). Do NOT

pass -o based on the agent's current working directory, the session state

folder, or any implied location.

If the source file path cannot be fully resolved — for example, the

user provides only a filename with no directory, or the path is ambiguous —

use ask_user to confirm the full absolute path before running the

conversion. Never guess or assume the directory.

Troubleshooting

| Symptom | Likely cause | Fix |

|---|---|---|

| ModuleNotFoundError: No module named 'markitdown' or 'fitz' / exit code 2 | MarkItDown or PyMuPDF not installed | Follow references/setup.md |

| ERROR: Unsupported file type '...' / exit code 3 | Not a .pdf file | Ask the user for the correct file, or if it's .doc/.docx/.xlsx, use the matching sibling skill instead |

| ERROR: Input path not found / exit code 3 | Wrong path, or file moved | Confirm the correct path with the user |

| FAILED <file> -> ... in batch output | That specific file is corrupt, password-protected, or otherwise unreadable | Report which file(s) failed; other files in the batch still succeed |

| NOTE: skipped N non-.pdf file(s) | Folder contains non-PDF files | Expected — those files are intentionally ignored |

| Markdown body is empty or near-empty despite images being extracted | The PDF is scanned/image-only with no embedded text layer; MarkItDown does not perform OCR | Tell the user OCR isn't supported — the extracted page images are still available for them to view |

| Images appear in an appendix instead of inline with the text | Deliberate limitation — MarkItDown's PDF text has no reliable per-page markers to place images inline | Expected behavior; cross-reference the ### Page N heading with the surrounding text context if needed |