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Calamari-OCR/calamari

Line based ATR Engine based on OCRopy observed · 2026-08-28

github.com/Calamari-OCR/calamari · Python · GPL-3.0 (copyleft) observed · 2026-08-28

Health v2 · maintenance only

74/100

  • Activity 89
  • Release rhythm 40
  • Longevity 100
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 20.5
  • age_days: 3088
  • days_rel: 659
  • days_push: 71
  • n_releases_24m: 3

Full methodology

Adoption not part of the score

1197 stars · 210 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Calamari is a Python-based OCR engine for line-based automatic text recognition, built on OCRopy and Kraken with a TensorFlow deep-learning backend. It offers both a command-line interface and a modular Python API, with pretrained models available for many historical scripts.

Use cases

  • recognize text in scanned historical documents
  • train a custom OCR model for old prints
  • run OCR on line images from the command line
  • integrate OCR into a Python digitization pipeline
  • recognize handwriting in manuscripts
  • ensemble multiple OCR models for better accuracy

When to choose

  • you need trainable, high-accuracy OCR for historical or non-Latin scripts
  • you want a scriptable Python OCR engine with pretrained models
  • you work with line-segmented images from OCRopy/Kraken pipelines

When to avoid

  • you need general-purpose document layout analysis out of the box
  • you want a GUI-based OCR tool
  • you need OCR for modern documents where Tesseract suffices

Facets

library · maturity active

ocr machine-learning deep-learning cli computer-vision image-processing developer-tools python cli cross-platform ocr-engine ocropy kraken tensorflow handwritten-text-recognition historical-documents line-based-ocr natural-language-processing

1 source

Member repositories

RepositoryRoleHealth v2
Calamari-OCR/calamarimain74

For agents

markdown · JSON · MCP: product_card(name="Calamari-OCR/calamari")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem