ocrmypdf/OCRmyPDF

19.2

Adjusted Score

19.2

Raw Score

100%

Time Factor

2026-07-03

Last Push

34.2K

Stars

Python

Language

47.4K

Lines of Code

227

Files

766

Pattern Hits

2026-07-14

Scan Date

0.04

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 9MEDIUM 40LOW 717

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 766 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers392 hits · 416 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_multi_font_manager.py	65	def test_missing_font_directory():	CODE
LOW⚡	tests/test_multi_font_manager.py	75	def test_select_font_for_arabic_language(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	83	def test_select_font_for_persian_language(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	91	def test_select_font_for_urdu_language(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	111	def test_select_font_for_hindi_language(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	119	def test_select_font_for_sanskrit_language(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	127	def test_select_font_for_marathi_language(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	135	def test_select_font_for_nepali_language(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	147	def test_select_font_for_chinese_language(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	157	def test_select_font_for_chinese_generic(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	167	def test_select_font_for_chinese_simplified(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	177	def test_select_font_for_chinese_traditional(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	187	def test_select_font_for_japanese_language(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	197	def test_select_font_for_korean_language(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	210	def test_select_font_for_english_text(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	216	def test_select_font_without_language_hint(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	225	def test_select_font_arabic_text_without_language_hint(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	234	def test_devanagari_text_without_language_hint(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	242	def test_cjk_text_without_language_hint(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	252	def test_fallback_to_occulta_font(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	260	def test_fallback_fonts_constant(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	275	def test_has_all_glyphs_for_english(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	281	def test_has_all_glyphs_for_arabic(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	288	def test_has_all_glyphs_for_devanagari(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	295	def test_has_all_glyphs_for_cjk(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	302	def test_empty_text_has_all_glyphs(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	307	def test_has_all_glyphs_missing_font(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	315	def test_font_selection_caching(multi_font_manager):	CODE
LOW⚡	tests/test_multi_font_manager.py	537	def test_cjk_falls_back_to_pan_cjk_super_font():	CODE
LOW⚡	tests/test_multi_font_manager.py	546	def test_missing_cjk_font_warning_names_language_font(font_dir, caplog):	CODE
LOW⚡	tests/test_multi_font_manager.py	554	def test_missing_font_warning_explains_consequences(font_dir, caplog):	CODE
LOW	tests/test_multi_font_manager.py	53	def test_init_loads_builtin_fonts(multi_font_manager):	CODE
LOW	tests/test_multi_font_manager.py	329	def test_language_font_map_coverage():	CODE
LOW	tests/test_multi_font_manager.py	376	def test_custom_font_provider(font_dir):	CODE
LOW	tests/test_multi_font_manager.py	392	def test_missing_font_uses_fallback(font_dir):	CODE
LOW	tests/test_multi_font_manager.py	407	def test_builtin_font_provider_loads_expected_fonts(font_dir):	CODE
LOW	tests/test_multi_font_manager.py	420	def test_builtin_font_provider_get_font(font_dir):	CODE
LOW	tests/test_multi_font_manager.py	432	def test_builtin_font_provider_get_fallback(font_dir):	CODE
LOW	tests/test_multi_font_manager.py	441	def test_builtin_font_provider_missing_font_logs_warning(tmp_path, font_dir, caplog):	CODE
LOW	tests/test_multi_font_manager.py	457	def test_builtin_font_provider_missing_occulta_raises(tmp_path):	CODE
LOW	tests/test_multi_font_manager.py	501	def test_japanese_prefers_jp_family_over_other_cjk():	CODE
LOW	tests/test_multi_font_manager.py	513	def test_chinese_simplified_prefers_sc_family():	CODE
LOW	tests/test_multi_font_manager.py	524	def test_cjk_fails_over_when_preferred_subset_lacks_glyph():	CODE
LOW	tests/test_ocr_engine_selection.py	18	def test_ocr_engine_option_exists(self):	CODE
LOW⚡	tests/test_ocr_engine_selection.py	30	def test_ocr_engine_accepts_tesseract(self):	CODE
LOW⚡	tests/test_ocr_engine_selection.py	39	def test_ocr_engine_accepts_auto(self):	CODE
LOW⚡	tests/test_ocr_engine_selection.py	48	def test_ocr_engine_accepts_none(self):	CODE
LOW⚡	tests/test_ocr_engine_selection.py	57	def test_ocr_engine_default_is_auto(self):	CODE
LOW⚡	tests/test_ocr_engine_selection.py	66	def test_ocr_engine_rejects_invalid(self):	CODE
LOW	tests/test_ocr_engine_selection.py	79	def test_ocr_options_has_ocr_engine_field(self):	CODE
LOW	tests/test_ocr_engine_selection.py	90	def test_tesseract_selected_when_auto(self):	CODE
LOW	tests/test_ocr_engine_selection.py	103	def test_tesseract_selected_when_tesseract(self):	CODE
LOW	tests/test_ocr_engine_selection.py	116	def test_null_selected_when_none(self):	CODE
LOW	tests/test_ocr_engine_selection.py	129	def test_null_returns_none_when_auto(self):	CODE
LOW	tests/test_pipeline_generate_ocr.py	22	def test_ocr_engine_direct_function_exists(self):	CODE
LOW	tests/test_pipeline_generate_ocr.py	28	def test_ocr_engine_direct_returns_tuple(self, tmp_path):	CODE
LOW	tests/test_pipeline_generate_ocr.py	54	def test_page_result_has_ocr_tree_field(self):	CODE
LOW	tests/test_pipeline_generate_ocr.py	61	def test_page_result_ocr_tree_default_none(self):	CODE
LOW	tests/test_pipeline_generate_ocr.py	89	def test_hocr_result_has_ocr_tree_field(self):	CODE
LOW	tests/test_pipeline_generate_ocr.py	96	def test_hocr_result_ocr_tree_default_none(self):	CODE
332 more matches not shown…

Unused Imports221 hits · 209 pts

Severity	File	Line	Context
LOW	misc/synology.py	7	CODE
LOW	misc/pdf_text_diff.py	6	CODE
LOW	misc/batch.py	15	CODE
LOW	misc/example_plugin.py	22	CODE
LOW	misc/webservice.py	7	CODE
LOW	misc/webservice.py	13	CODE
LOW	misc/pdf_compare.py	6	CODE
LOW	misc/watcher.py	8	CODE
LOW	misc/bisect_pdf.py	6	CODE
LOW	misc/_webservice.py	13	CODE
LOW	misc/ocrmypdf_compare.py	6	CODE
LOW	bin/bump_version.py	7	CODE
LOW	tests/test_multi_font_manager.py	6	CODE
LOW	tests/test_ocr_engine_selection.py	10	CODE
LOW	tests/test_pipeline_generate_ocr.py	10	CODE
LOW	tests/test_system_font_provider.py	6	CODE
LOW	tests/test_concurrency.py	4	CODE
LOW	tests/conftest.py	4	CODE
LOW	tests/test_rasterizer.py	6	CODE
LOW	tests/test_rasterizer.py	25	CODE
LOW	tests/test_validation.py	4	CODE
LOW	tests/test_logging.py	4	CODE
LOW	tests/test_hocr_parser.py	6	CODE
LOW	tests/test_thumbnails.py	4	CODE
LOW	tests/test_check_pdf.py	4	CODE
LOW	tests/test_null_ocr_engine.py	10	CODE
LOW	tests/test_tagged.py	4	CODE
LOW	tests/test_optimize.py	4	CODE
LOW	tests/test_strip.py	6	CODE
LOW	tests/test_stdio.py	4	CODE
LOW	tests/test_image_input.py	4	CODE
LOW	tests/test_metadata.py	4	CODE
LOW	tests/__init__.py	6	CODE
LOW	tests/test_pdf_renderer.py	6	CODE
LOW	tests/test_semfree.py	4	CODE
LOW	tests/test_preprocessing.py	4	CODE
LOW	tests/test_rotation.py	4	CODE
LOW	tests/test_ocr_element.py	6	CODE
LOW	tests/test_page_boxes.py	4	CODE
LOW	tests/test_search_index.py	4	CODE
LOW	tests/test_ocr_engine_interface.py	10	CODE
LOW	tests/test_pdfinfo.py	4	CODE
LOW	tests/test_json_serialization.py	2	CODE
LOW	tests/test_acroform.py	4	CODE
LOW	tests/test_hocrtransform.py	4	CODE
LOW	tests/test_userunit.py	4	CODE
LOW	tests/test_ghostscript.py	4	CODE
LOW	tests/test_multilingual_direct.py	13	CODE
LOW	tests/test_unpaper.py	4	CODE
LOW	tests/test_annots.py	4	CODE
LOW	tests/test_tesseract.py	4	CODE
LOW	tests/test_imageops.py	4	CODE
LOW	tests/test_page_numbers.py	4	CODE
LOW	tests/test_helpers.py	4	CODE
LOW	tests/test_verapdf.py	6	CODE
LOW	tests/test_api.py	4	CODE
LOW	tests/test_graft.py	4	CODE
LOW	tests/test_pdfa.py	4	CODE
LOW	tests/test_watcher.py	1	CODE
LOW	tests/test_main.py	4	CODE
161 more matches not shown…

Self-Referential Comments18 hits · 58 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_rasterizer.py	343	# Create an image with gradients to detect rasterization errors	COMMENT
MEDIUM	tests/test_rasterizer.py	377	# Create an image with gradients to detect rasterization errors	COMMENT
MEDIUM⚡	tests/test_ocr_engine_interface.py	35	# Create a minimal concrete implementation	COMMENT
MEDIUM	tests/test_pdfinfo.py	142	# Create an RGB image and save as JPEG	COMMENT
MEDIUM	tests/test_pdfinfo.py	151	# Create a PDF with the flate+jpeg image	COMMENT
MEDIUM	tests/test_ghostscript.py	560	# Create an invalid image object that has both ColorSpace and ImageMask set	COMMENT
MEDIUM⚡	tests/test_annots.py	19	# Create a broken named destination	COMMENT
MEDIUM⚡	tests/test_annots.py	21	# Create a valid named destination	COMMENT
MEDIUM	tests/test_graft.py	53	# Create a PDF with a non-zero mediabox origin	COMMENT
MEDIUM	tests/test_fpdf_renderer.py	107	# Create a non-page element	COMMENT
MEDIUM	tests/test_fpdf_renderer.py	138	# Create a simple page with one word	COMMENT
MEDIUM	tests/test_fpdf_renderer.py	412	# Create a page with multiple words on one line	COMMENT
MEDIUM	tests/test_fpdf_renderer.py	480	# Create a page with CJK words (Chinese characters)	COMMENT
MEDIUM	docs/conf.py	10	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	src/ocrmypdf/_options.py	488	# Create a copy of the model data for serialization	COMMENT
MEDIUM	src/ocrmypdf/_pipeline.py	833	# Create a new single page PDF to hold	COMMENT
MEDIUM	src/ocrmypdf/_annots.py	41	# Create a set of all named destinations	COMMENT
MEDIUM	src/ocrmypdf/fpdf_renderer/renderer.py	948	# Create a renderer for this page	COMMENT

Decorative Section Separators16 hits · 54 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_multilingual_direct.py	69	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_multilingual_direct.py	71	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_multilingual_direct.py	537	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_multilingual_direct.py	539	# =============================================================================	COMMENT
MEDIUM	tests/test_multilingual_direct.py	141	# =============================================================================	COMMENT
MEDIUM	tests/test_multilingual_direct.py	143	# =============================================================================	COMMENT
MEDIUM	tests/test_multilingual_direct.py	216	# =============================================================================	COMMENT
MEDIUM	tests/test_multilingual_direct.py	218	# =============================================================================	COMMENT
MEDIUM	tests/test_multilingual_direct.py	314	# =============================================================================	COMMENT
MEDIUM	tests/test_multilingual_direct.py	316	# =============================================================================	COMMENT
MEDIUM	tests/test_multilingual_direct.py	381	# =============================================================================	COMMENT
MEDIUM	tests/test_multilingual_direct.py	383	# =============================================================================	COMMENT
MEDIUM	tests/test_multilingual_direct.py	511	# =============================================================================	COMMENT
MEDIUM	tests/test_multilingual_direct.py	513	# =============================================================================	COMMENT
MEDIUM	src/ocrmypdf/_plugin_manager.py	113	# =========================================================================	COMMENT
MEDIUM	src/ocrmypdf/_plugin_manager.py	115	# =========================================================================	COMMENT

Deep Nesting43 hits · 42 pts

Severity	File	Line	Context
LOW	misc/pdf_compare.py	34	CODE
LOW	misc/ocrmypdf_compare.py	50	CODE
LOW	bin/bump_version.py	102	CODE
LOW	tests/test_pdf_renderer.py	690	CODE
LOW	tests/test_ghostscript.py	625	CODE
LOW	tests/test_ghostscript.py	659	CODE
LOW	tests/test_ghostscript.py	628	CODE
LOW	tests/plugins/tesseract_cache.py	66	CODE
LOW	tests/plugins/tesseract_cache.py	67	CODE
LOW	src/ocrmypdf/optimize.py	142	CODE
LOW	src/ocrmypdf/optimize.py	202	CODE
LOW	src/ocrmypdf/_options.py	92	CODE
LOW	src/ocrmypdf/_options.py	486	CODE
LOW	src/ocrmypdf/_options.py	588	CODE
LOW	src/ocrmypdf/_options.py	492	CODE
LOW	src/ocrmypdf/_graft.py	177	CODE
LOW	src/ocrmypdf/_graft.py	613	CODE
LOW	src/ocrmypdf/api.py	318	CODE
LOW	src/ocrmypdf/imageops.py	29	CODE
LOW	src/ocrmypdf/_pipeline.py	73	CODE
LOW	src/ocrmypdf/_pipeline.py	170	CODE
LOW	src/ocrmypdf/_pipeline.py	337	CODE
LOW	src/ocrmypdf/_pipeline.py	530	CODE
LOW	src/ocrmypdf/_pipeline.py	1325	CODE
LOW	src/ocrmypdf/_validation.py	188	CODE
LOW	src/ocrmypdf/pdfa.py	151	CODE
LOW	src/ocrmypdf/pdfa.py	174	CODE
LOW	src/ocrmypdf/helpers.py	252	CODE
LOW	src/ocrmypdf/pdfinfo/layout.py	287	CODE
LOW	src/ocrmypdf/pdfinfo/_contentstream.py	137	CODE
LOW	src/ocrmypdf/pdfinfo/info.py	140	CODE
LOW	src/ocrmypdf/builtin_plugins/pypdfium.py	122	CODE
LOW	src/ocrmypdf/builtin_plugins/ghostscript.py	276	CODE
LOW	src/ocrmypdf/builtin_plugins/ghostscript.py	341	CODE
LOW	src/ocrmypdf/builtin_plugins/ghostscript.py	297	CODE
LOW	src/ocrmypdf/subprocess/_windows.py	90	CODE
LOW	src/ocrmypdf/subprocess/_run.py	79	CODE
LOW	src/ocrmypdf/_pipelines/_common.py	514	CODE
LOW	src/ocrmypdf/extra_plugins/semfree.py	120	CODE
LOW	src/ocrmypdf/_exec/tesseract.py	281	CODE
LOW	src/ocrmypdf/_exec/ghostscript.py	107	CODE
LOW	src/ocrmypdf/font/system_font_provider.py	254	CODE
LOW	src/ocrmypdf/font/system_font_provider.py	316	CODE

Docstring Block Structure5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	src/ocrmypdf/api.py	77	Set up plugin infrastructure with proper initialization. This function handles: 1. Creating or validating the p	STRING
HIGH	src/ocrmypdf/api.py	349	Construct an options object from the input/output files and keyword arguments. Args: input_file: Input file	STRING
HIGH	src/ocrmypdf/api.py	545	Run OCRmyPDF on one PDF or image. This function supports two calling conventions: New style (recommended):	STRING
HIGH	src/ocrmypdf/pdfa.py	280	Attempt to convert a PDF to PDF/A by adding required structures. This function creates a copy of the input PDF and	STRING
HIGH	src/ocrmypdf/builtin_plugins/tesseract_ocr.py	30	Convert string argument to ThresholdingMethod enum. Args: value: String name of thresholding method (auto,	STRING

Excessive Try-Catch Wrapping16 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	misc/batch.py	86	except Exception:	CODE
LOW	tests/conftest.py	51	except Exception: # pylint: disable=broad-except	CODE
MEDIUM	tests/conftest.py	48	def have_unpaper():	CODE
LOW	tests/test_metadata.py	243	except Exception: # pylint: disable=broad-except	CODE
MEDIUM	tests/test_metadata.py	231	def libxmp_file_to_dict():	CODE
LOW	src/ocrmypdf/optimize.py	356	except Exception: # pylint: disable=broad-except	CODE
LOW	src/ocrmypdf/api.py	405	except Exception as e:	CODE
LOW	src/ocrmypdf/api.py	869	except Exception as e:	CODE
LOW	src/ocrmypdf/api.py	985	except Exception as e:	CODE
LOW	src/ocrmypdf/_pipeline.py	1078	except Exception as e:	CODE
LOW	src/ocrmypdf/builtin_plugins/concurrency.py	56	except Exception: # pylint: disable=broad-except	CODE
LOW	src/ocrmypdf/builtin_plugins/concurrency.py	171	except Exception:	CODE
LOW	src/ocrmypdf/_pipelines/_common.py	317	except Exception: # pylint: disable=broad-except	CODE
LOW	src/ocrmypdf/extra_plugins/semfree.py	106	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/ocrmypdf/font/font_provider.py	99	except Exception as e:	CODE
LOW	src/ocrmypdf/font/system_font_provider.py	385	except Exception as e:	CODE

Redundant / Tautological Comments12 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_rasterizer.py	23	# Check if pypdfium2 is available	COMMENT
LOW	tests/plugins/tesseract_cache.py	101	# Check if cache has all required files	COMMENT
LOW	src/ocrmypdf/_options.py	676	# Check if this is a plugin namespace	COMMENT
LOW	src/ocrmypdf/_annots.py	30	# Check if there are any named destinations	COMMENT
LOW	src/ocrmypdf/pdfa.py	266	# Check if sRGB OutputIntent already exists	COMMENT
LOW	src/ocrmypdf/fpdf_renderer/renderer.py	820	# Check if character is in CJK ranges	COMMENT
LOW	src/ocrmypdf/builtin_plugins/pypdfium.py	251	# Check if user explicitly requested a different rasterizer	COMMENT
LOW	src/ocrmypdf/builtin_plugins/ghostscript.py	254	# Check if user explicitly requested a different rasterizer	COMMENT
LOW	src/ocrmypdf/builtin_plugins/ghostscript.py	308	# Check if it's an image with DCTDecode	COMMENT
LOW	src/ocrmypdf/builtin_plugins/ghostscript.py	376	# Check if output is 1-15 bytes shorter	COMMENT
LOW	src/ocrmypdf/builtin_plugins/ghostscript.py	381	# Check if the bytes are identical up to the truncation point	COMMENT
LOW	src/ocrmypdf/font/multi_font_manager.py	261	# Check if text contains non-ASCII characters	COMMENT

Over-Commented Block16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	docs/conf.py	1	#!/usr/bin/env python3	COMMENT
LOW	docs/conf.py	121	# non-false value, then it is used:	COMMENT
LOW	docs/conf.py	141	# add_function_parentheses = True	COMMENT
LOW	docs/conf.py	181	# ReadTheDocs used to inject the "Edit on GitHub" context automatically, but	COMMENT
LOW	docs/conf.py	201	# html_title = 'ocrmypdf v4.2'	COMMENT
LOW	docs/conf.py	221	# html_static_path = ['_static']	COMMENT
LOW	docs/conf.py	241	#	COMMENT
LOW	docs/conf.py	261	# If true, links to the reST sources are added to the pages.	COMMENT
LOW	docs/conf.py	281		COMMENT
LOW	docs/conf.py	301	htmlhelp_basename = 'ocrmypdfdoc'	COMMENT
LOW	docs/conf.py	321	# (source start file, target name, title,	COMMENT
LOW	docs/conf.py	341	# If true, show URL addresses after external links.	COMMENT
LOW	docs/conf.py	401	#	COMMENT
LOW	src/ocrmypdf/_jobcontext.py	121	# Otherwise, we have a fallback Namespace (shouldn't happen in normal operation)	COMMENT
LOW	src/ocrmypdf/_exec/ghostscript.py	341		COMMENT
LOW	src/ocrmypdf/_exec/ghostscript.py	421	# Occasionally the error message is spammed many times. We filter	COMMENT

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	src/ocrmypdf/_pipelines/hocr_to_ocr_pdf.py	implements the concurrent and page synchronous parts of the pipeline.	STRING
HIGH	src/ocrmypdf/_pipelines/ocr.py	implements the concurrent and page synchronous parts of the pipeline.	STRING
HIGH	src/ocrmypdf/_pipelines/pdf_to_hocr.py	implements the concurrent and page synchronous parts of the pipeline.	STRING

AI Slop Vocabulary6 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_fpdf_renderer.py	326	"""Test rendering comprehensive multilingual 'Hello!' hOCR file.	STRING
MEDIUM⚡	src/ocrmypdf/_validation_coordinator.py	28	"""Run comprehensive validation on all options.	STRING
MEDIUM	src/ocrmypdf/_validation.py	168	# Finally, run comprehensive validation using the coordinator	COMMENT
MEDIUM	src/ocrmypdf/_stdoutprotect.py	55	# a test harness or replaced with an in-memory stream).	COMMENT
LOW	src/ocrmypdf/_exec/unpaper.py	62	# No changes, PNG input, just use the file we already have	COMMENT
LOW	src/ocrmypdf/_exec/unpaper.py	65	# adds a few seconds to test suite - so just use pnm	COMMENT

Modern Structural Boilerplate7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	src/ocrmypdf/__init__.py	50	__all__ = [	CODE
LOW	src/ocrmypdf/api.py	995	__all__ = [	CODE
LOW	src/ocrmypdf/_plugin_manager.py	284	__all__ = ['OcrmypdfPluginManager', 'get_plugin_manager']	CODE
LOW	src/ocrmypdf/fpdf_renderer/__init__.py	17	__all__ = [	CODE
LOW	src/ocrmypdf/pdfinfo/__init__.py	12	__all__ = ["Colorspace", "Encoding", "FloatRect", "Ink", "PageInfo", "PdfInfo"]	CODE
LOW	src/ocrmypdf/subprocess/__init__.py	24	__all__ = [	CODE
LOW	src/ocrmypdf/font/__init__.py	24	__all__ = [	CODE

AI Structural Patterns6 hits · 6 pts

Severity	File	Line	Context
LOW	misc/watcher.py	159	CODE
LOW	src/ocrmypdf/api.py	421	CODE
LOW	src/ocrmypdf/api.py	484	CODE
LOW	src/ocrmypdf/api.py	738	CODE
LOW	src/ocrmypdf/api.py	877	CODE
LOW	src/ocrmypdf/__main__.py	81	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_api.py	150	'"textpdf": {"Path": "c"}, "orientation_correction": 180, "ocr_tree": null}'	CODE

Verbosity Indicators2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/ocrmypdf/_validation_coordinator.py	38	# Step 1: Plugin context validation	COMMENT
LOW⚡	src/ocrmypdf/_validation_coordinator.py	41	# Step 2: Cross-cutting validation	COMMENT

Structural Annotation Overuse2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/ocrmypdf/_validation_coordinator.py	38	# Step 1: Plugin context validation	COMMENT
LOW⚡	src/ocrmypdf/_validation_coordinator.py	41	# Step 2: Cross-cutting validation	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings