extracting-with-ocr
GitHub提供基于Xberg CLI的OCR文本提取技能,支持扫描PDF及图像。涵盖强制OCR、多后端(Tesseract/PaddleOCR/VLM)切换、语言包管理及性能调优,解决无文本层或乱码问题。
Trigger Scenarios
Install
npx skills add xberg-io/xberg --skill extracting-with-ocr -g -y
SKILL.md
Frontmatter
{
"name": "extracting-with-ocr",
"description": "Use when extracting text from scanned PDFs, photographed pages, or images that have no embedded text layer. Covers OCR backends, language packs, force-OCR, and performance tuning."
}
Extracting with OCR
Use this when a document is image-based: scanned PDFs, photographed pages, screenshots, JPEG/PNG/TIFF with text. Xberg auto-OCRs raster images and auto-detects PDFs that lack a text layer. Force it on when extraction returned empty/garbled text from a PDF that "looks" textual.
When to force OCR
- Extraction returned an empty
contentfield, but the file opens visually. - The PDF text layer is junk (copy-paste from a viewer produces gibberish).
- You want consistent output across mixed scanned + digital PDFs.
xberg extract scan.pdf --force-ocr=true
xberg extract scan.pdf --ocr=true --ocr-language eng
If a page has an unreliable text layer, --force-ocr=true re-rasterizes
and runs OCR on every page.
Backends
Tesseract is the default and ships with the CLI — no extra install. Other backends are opt-in:
| Backend | Flag | Install | Notes |
|---|---|---|---|
| Tesseract | --ocr-backend tesseract (default) |
bundled | Best general-purpose, 100+ languages via tessdata. |
| PaddleOCR | --ocr-backend paddle-ocr |
bundled (ONNX Runtime) | Strong on Asian scripts. Not available on WASM or Windows. |
| Candle VLM | --ocr-backend candle-trocr (and other candle-*) |
bundled (Candle) | Local vision OCR models (candle-trocr, candle-paddleocr-vl, candle-glm-ocr, candle-deepseek-ocr). |
| VLM (hosted) | --ocr-backend vlm + --vlm-model |
liter-llm provider (--vlm-api-key) |
Multimodal LLM via liter-llm. Use when OCR fails on dense or handwritten layouts. |
Pick Tesseract first. Switch only when accuracy is unacceptable.
Language packs
Tesseract uses ISO 639-2 codes. Default is eng. Combine with +:
xberg extract menu.jpg --ocr=true --ocr-language "eng+deu"
xberg extract bilingual.pdf --ocr-language "eng+jpn"
xberg extract any.pdf --ocr-language all # all installed packs
Install missing packs at the OS level:
# macOS
brew install tesseract-lang
# Debian/Ubuntu
sudo apt install tesseract-ocr-deu tesseract-ocr-jpn tesseract-ocr-fra
# Specific lang only
sudo apt install tesseract-ocr-<iso639-2>
Xberg fails fast with a helpful error if you request a language pack that is not installed. Read the error — it names the missing file.
Useful flags
--ocr=true— enable OCR (auto-enabled for images and scanned PDFs).--force-ocr=true— OCR every page even if a text layer exists.--disable-ocr=true— never OCR (extract embedded text only or fail).--ocr-language <lang>— single code or+-joined list, orall.--ocr-backend <tesseract|paddle-ocr|vlm|candle-trocr|candle-paddleocr-vl|candle-glm-ocr|candle-deepseek-ocr>— pick backend.--ocr-auto-rotate=true— pre-rotate via the auto-rotate model.--acceleration <cpu|coreml|cuda|tensorrt|auto>— ONNX accelerator for paddle-ocr / auto-rotate / layout models.
Performance tips
- Cache is on by default. Repeated extraction of the same file + config is
instant. Do not pass
--no-cache=trueunless you have a reason. - For batch OCR, use
xberg batch *.pdf --ocr=true— internal worker pool parallelizes across CPU cores. Cap with--max-concurrent Nif memory is tight. - Raise
--target-dpi(default 300) only for low-resolution scans. Higher DPI is slower; 200 is usually enough for printed text. - Enable
--ocr-auto-rotate=trueonly when pages may be rotated; the classifier adds latency. - On Apple Silicon,
--acceleration coremltypically beats CPU for paddle-ocr and layout detection.
Config file alternative
Long flag chains belong in xberg.toml — auto-discovered from cwd
upward.
force_ocr = true
output_format = "markdown"
[ocr]
backend = "tesseract"
language = "eng+deu"
auto_rotate = true
Then just run:
xberg extract document.pdf
Common failure modes
- "missing tessdata" — install the language pack at OS level (see above).
- Empty content on a scanned PDF without
--force-ocr— the file has a bogus zero-width text layer. Re-run with--force-ocr=true. - OCR on a rotated page — add
--ocr-auto-rotate=trueor pre-rotate. - Garbled CJK output — ensure the right language pack is installed and
passed via
--ocr-language; considerpaddle-ocrfor Chinese/Japanese.
See references/cli-reference.md and references/configuration.md in the
sibling xberg skill for the full flag and config schema.
Version History
- 531e0f7 Current 2026-08-20 07:47


