Client SDK Examples

These scripts use the docling.service_client SDK against an already running docling-serve instance. They do not start a service.

Setup

Point the client at your service. The client and these examples read the same variables as docling convert-remote — from the environment or a .env file in the working directory:

DOCLING_SERVICE_URL=https://your-docling-service.example.com
DOCLING_SERVICE_API_KEY=your-api-key   # omit if the service is unauthenticated

Install docling-slim with the service-client extra :

pip install "docling-slim[service-client]"

Run the examples from the repository root — they reference sample documents under tests/data/pdf/ by relative path:

uv run python docs/examples/service_client/convert.py

The basics

Convert one document — same call shape as a local DocumentConverter:

from docling.service_client import DoclingServiceClient

client = DoclingServiceClient(url=..., api_key=...)
result = client.convert(source="path/to/report.pdf")  # or an http(s) URL
print(result.document.export_to_markdown())

Convert many concurrently:

for result in client.convert_all(
    sources=["a.pdf", "b.pdf", "https://.../c.pdf"],
    max_concurrency=4,
):
    print(result.input.file.name, result.status)

Defaults (OCR, table structure, Markdown output) match that of docling's DocumentConverter. Pass options=ConvertDocumentsOptions(...) only when you need to override them.

Examples