4.0

Adjusted Signal

4.0

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

40.7K

Stars

Python

Language

59.3K

Lines of Code

197

Files

190

Pattern Hits

2026-10-31

Scan Date

0.04

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 10.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 101 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.9/100 · LOW

Are imports declared and package/API names verified? 38 finding(s).

Agent Over-Engineering Ratio 8.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 86 finding(s).

PR Review Velocity Impact 18.9/100 · LOW

Which changes need focused human review? 190 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 7MEDIUM 12LOW 171

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 190 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Excessive Try-Catch Wrapping44 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	examples/marker_modal_deployment.py	92	except Exception as e:	CODE
LOW	examples/marker_modal_deployment.py	117	except Exception as e:	CODE
LOW	examples/marker_modal_deployment.py	286	except Exception as e:	CODE
LOW	examples/marker_modal_deployment.py	343	except Exception as e:	CODE
MEDIUM	examples/marker_modal_deployment.py	344	print(f"Error getting web URL: {e}")	CODE
LOW	examples/marker_modal_deployment.py	363	except Exception as e:	CODE
MEDIUM	examples/marker_modal_deployment.py	394	print(f"Error: {response.text}")	CODE
LOW	examples/marker_modal_deployment.py	396	except Exception as e:	CODE
LOW	benchmarks/postprocess.py	22	except Exception: # optional; only used for LaTeX-in-table-cell conversion	CODE
LOW	benchmarks/postprocess.py	37	except Exception:	CODE
LOW	benchmarks/inference.py	136	except Exception as e: # keep going; record the failure per page	CODE
LOW	benchmarks/competitors/liteparse_infer.py	53	except Exception:	CODE
MEDIUM	benchmarks/competitors/liteparse_infer.py	36	def _one(pdf):	CODE
LOW	benchmarks/competitors/docling_infer.py	93	except Exception:	CODE
LOW	benchmarks/competitors/docling_infer.py	106	except Exception:	CODE
LOW	marker/config/parser.py	165	except Exception as e:	CODE
LOW	marker/config/parser.py	176	except Exception as e:	CODE
LOW	marker/providers/spreadsheet.py	40	except Exception as e:	STRING
LOW	marker/providers/registry.py	79	except Exception:	CODE
LOW	marker/providers/html.py	16	except Exception as e:	CODE
LOW	marker/providers/pdf.py	465	except Exception:	CODE
LOW	marker/providers/powerpoint.py	53	except Exception as e:	STRING
LOW	marker/providers/powerpoint.py	223	except Exception as e:	STRING
LOW	marker/providers/document.py	61	except Exception as e:	STRING
LOW	marker/providers/document.py	100	except Exception as e:	STRING
MEDIUM	marker/providers/document.py	89	def convert_image(match):	CODE
LOW	marker/providers/epub.py	56	except Exception as e:	STRING
LOW	marker/processors/block_relabel.py	57	except Exception as e:	CODE
LOW	marker/processors/llm/llm_meta.py	60	except Exception as e:	CODE
LOW	marker/processors/llm/__init__.py	127	except Exception as e:	CODE
LOW	marker/processors/llm/__init__.py	143	except Exception as e:	CODE
LOW	marker/processors/llm/__init__.py	189	except Exception as e:	CODE
LOW	marker/processors/llm/llm_page_correction.py	196	except Exception as e:	STRING
LOW	marker/processors/llm/llm_page_correction.py	217	except Exception as e:	STRING
LOW	marker/processors/llm/llm_page_correction.py	264	except Exception as e:	STRING
LOW	marker/scripts/server.py	115	except Exception as e:	CODE
LOW	marker/scripts/convert.py	58	except Exception:	CODE
LOW	marker/scripts/convert.py	104	except Exception as e:	CODE
LOW	marker/services/claude.py	112	except Exception as e:	CODE
LOW	marker/services/openrouter.py	136	except Exception as e:	CODE
LOW	marker/services/gemini.py	126	except Exception as e:	CODE
LOW	marker/services/openai.py	124	except Exception as e:	CODE
LOW	marker/services/azure_openai.py	106	except Exception as e:	CODE
LOW	marker/services/ollama.py	68	except Exception as e:	CODE

Deep Nesting42 hits · 42 pts

Severity	File	Line	Context
LOW	tests/conftest.py	125	CODE
LOW	tests/converters/test_olmocr_bench.py	59	CODE
LOW	benchmarks/inference.py	154	CODE
LOW	marker/output.py	58	CODE
LOW	marker/renderers/ocr_json.py	55	CODE
LOW	marker/renderers/html.py	51	CODE
LOW	marker/renderers/markdown.py	29	CODE
LOW	marker/renderers/markdown.py	128	CODE
LOW	marker/builders/line.py	385	CODE
LOW	marker/builders/ocr.py	207	CODE
LOW	marker/builders/ocr.py	255	CODE
LOW	marker/builders/structure.py	42	CODE
LOW	marker/config/printer.py	9	CODE
LOW	marker/config/crawler.py	32	CODE
LOW	marker/config/crawler.py	88	CODE
LOW	marker/providers/spreadsheet.py	84	CODE
LOW	marker/providers/pdf.py	134	CODE
LOW	marker/providers/pdf.py	209	CODE
LOW	marker/providers/powerpoint.py	64	CODE
LOW	marker/providers/powerpoint.py	140	CODE
LOW	marker/converters/__init__.py	24	CODE
LOW	marker/converters/pdf.py	172	CODE
LOW	marker/schema/polygon.py	97	CODE
LOW	marker/schema/polygon.py	112	CODE
LOW	marker/schema/polygon.py	201	CODE
LOW	marker/schema/groups/page.py	257	CODE
LOW	marker/schema/text/line.py	46	CODE
LOW	marker/schema/text/span.py	82	CODE
LOW	marker/processors/list.py	57	CODE
LOW	marker/processors/ignoretext.py	44	CODE
LOW	marker/processors/equation.py	83	CODE
LOW	marker/processors/table_recon.py	100	CODE
LOW	marker/processors/table_recon.py	329	CODE
LOW	marker/processors/debug.py	62	CODE
LOW	marker/processors/blockquote.py	35	CODE
LOW	marker/processors/table.py	197	CODE
LOW	marker/processors/line_numbers.py	40	CODE
LOW	marker/processors/line_numbers.py	76	CODE
LOW	marker/processors/sectionheader.py	42	CODE
LOW	marker/processors/llm/llm_table_merge.py	165	CODE
LOW	marker/processors/llm/llm_table.py	287	CODE
LOW	marker/services/gemini.py	43	CODE

Hyper-Verbose Identifiers35 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	tests/renderers/test_html_renderer.py	14	def test_html_renderer_block_ids(pdf_document, config):	CODE
LOW⚡	tests/renderers/test_markdown_renderer.py	18	def test_markdown_renderer_auto_ocr(pdf_document):	CODE
LOW⚡	tests/renderers/test_markdown_renderer.py	27	def test_markdown_renderer_pagination(pdf_document):	CODE
LOW⚡	tests/renderers/test_markdown_renderer.py	36	def test_markdown_renderer_pagination_blank_last_page(pdf_document):	CODE
LOW⚡	tests/renderers/test_markdown_renderer.py	52	def test_markdown_renderer_metadata(pdf_document):	CODE
LOW⚡	tests/renderers/test_markdown_renderer.py	59	def test_markdown_renderer_images(pdf_document):	CODE
LOW⚡	tests/renderers/test_markdown_renderer.py	68	def test_markdown_renderer_tables(pdf_document):	CODE
LOW	tests/renderers/test_json_renderer.py	7	def test_markdown_renderer_pagination(pdf_document):	CODE
LOW	tests/renderers/test_extract_images.py	8	def test_disable_extract_images(pdf_document):	CODE
LOW	tests/builders/test_ocr_pipeline.py	41	def test_ocr_with_inline_pipeline(pdf_document):	CODE
LOW	tests/builders/test_document_builder.py	28	def test_document_builder_inline_eq(pdf_document):	CODE
LOW	tests/providers/test_image_provider.py	17	def test_image_provider_conversion(pdf_converter, temp_image):	CODE
LOW	tests/converters/test_modes.py	28	def test_balanced_mode_digital(model_dict, temp_doc):	CODE
LOW	tests/processors/test_llm_processors.py	21	def test_llm_form_processor_no_config(pdf_document, llm_service):	CODE
LOW	tests/processors/test_llm_processors.py	34	def test_llm_form_processor_no_cells(pdf_document, llm_service):	CODE
LOW	tests/processors/test_llm_processors.py	115	def test_llm_caption_processor_disabled(pdf_document):	STRING
LOW	tests/processors/test_llm_processors.py	130	def test_llm_caption_processor(pdf_document):	STRING
LOW	tests/processors/test_llm_processors.py	154	def test_llm_complex_region_processor(pdf_document):	STRING
LOW	tests/processors/test_llm_processors.py	182	def test_multi_llm_processors(pdf_document):	STRING
LOW	tests/processors/test_table_merge.py	11	def test_llm_table_processor_nomerge(pdf_document, recognition_model, mocker):	CODE
LOW	tests/processors/test_document_toc_processor.py	7	def test_document_toc_processor(pdf_document, recognition_model):	CODE
LOW	tests/processors/test_ignoretext.py	10	def test_ignoretext_processor(pdf_document):	CODE
LOW⚡	examples/marker_modal_deployment.py	33	def setup_models_with_cache_check(logger, commit_volume=False):	CODE
LOW	benchmarks/postprocess.py	64	def _strip_escapes_outside_math(s: str) -> str:	CODE
LOW	marker/renderers/__init__.py	120	def generate_document_metadata(self, document: Document, document_output):	CODE
LOW	marker/renderers/chunk.py	38	def assemble_html_with_images(block: JSONBlockOutput, image_blocks: set[str]) -> str:	CODE
LOW	marker/renderers/json.py	29	def reformat_section_hierarchy(section_hierarchy):	CODE
LOW	marker/builders/line.py	154	def order_blocks_by_reading_order(self, document: Document):	CODE
LOW	marker/config/crawler.py	62	def _gather_super_annotations(cls: Type) -> Dict[str, Type]:	CODE
LOW	marker/schema/labels.py	42	def surya_label_to_block_type(label: str) -> BlockTypes \| None:	CODE
LOW	marker/schema/labels.py	47	def block_type_to_surya_label(block_type: BlockTypes) -> str:	CODE
LOW	marker/schema/groups/page.py	149	def compute_line_block_intersections(	CODE
LOW	marker/processors/equation.py	209	def _collect_inline_math_blocks(self, document: Document) -> set:	CODE
LOW	marker/processors/table.py	109	def reconstruct_digital_table(self, page, block) -> str \| None:	CODE
LOW	marker/processors/line_numbers.py	61	def ignore_line_number_blocks(self, document: Document):	CODE

Unused Imports38 hits · 34 pts

Severity	File	Line	Context
LOW	marker/renderers/html.py	1	CODE
LOW	marker/schema/polygon.py	1	CODE
LOW	marker/schema/document.py	1	CODE
LOW	marker/schema/blocks/__init__.py	1	CODE
LOW	marker/schema/blocks/__init__.py	3	CODE
LOW	marker/schema/blocks/__init__.py	3	CODE
LOW	marker/schema/blocks/__init__.py	3	CODE
LOW	marker/schema/blocks/__init__.py	4	CODE
LOW	marker/schema/blocks/__init__.py	5	CODE
LOW	marker/schema/blocks/__init__.py	6	CODE
LOW	marker/schema/blocks/__init__.py	7	CODE
LOW	marker/schema/blocks/__init__.py	8	CODE
LOW	marker/schema/blocks/__init__.py	9	CODE
LOW	marker/schema/blocks/__init__.py	10	CODE
LOW	marker/schema/blocks/__init__.py	11	CODE
LOW	marker/schema/blocks/__init__.py	12	CODE
LOW	marker/schema/blocks/__init__.py	13	CODE
LOW	marker/schema/blocks/__init__.py	14	CODE
LOW	marker/schema/blocks/__init__.py	15	CODE
LOW	marker/schema/blocks/__init__.py	16	CODE
LOW	marker/schema/blocks/__init__.py	17	CODE
LOW	marker/schema/blocks/__init__.py	18	CODE
LOW	marker/schema/blocks/__init__.py	19	CODE
LOW	marker/schema/blocks/__init__.py	20	CODE
LOW	marker/schema/blocks/__init__.py	21	CODE
LOW	marker/schema/blocks/__init__.py	22	CODE
LOW	marker/schema/blocks/__init__.py	23	CODE
LOW	marker/schema/blocks/__init__.py	24	CODE
LOW	marker/schema/blocks/__init__.py	25	CODE
LOW	marker/schema/blocks/base.py	1	CODE
LOW	marker/schema/groups/__init__.py	1	CODE
LOW	marker/schema/groups/__init__.py	2	CODE
LOW	marker/schema/groups/__init__.py	3	CODE
LOW	marker/schema/groups/__init__.py	4	CODE
LOW	marker/schema/groups/__init__.py	5	CODE
LOW	marker/schema/groups/__init__.py	6	CODE
LOW	marker/schema/text/__init__.py	1	CODE
LOW	marker/schema/text/__init__.py	2	CODE

Empty Error Handlers6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	benchmarks/postprocess.py	37	except Exception:	CODE
HIGH	benchmarks/competitors/docling_infer.py	106	except Exception:	CODE
HIGH	marker/config/crawler.py	101	except ImportError:	CODE
HIGH	marker/providers/registry.py	79	except Exception:	CODE
HIGH	marker/providers/pdf.py	465	except Exception:	CODE
HIGH	marker/scripts/convert.py	58	except Exception:	CODE

Self-Referential Comments4 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/marker_modal_deployment.py	9	# Define the Modal app	COMMENT
MEDIUM	examples/marker_modal_deployment.py	14	# Define the container image with all dependencies	COMMENT
MEDIUM⚡	examples/marker_modal_deployment.py	30	# Create a persistent volume for model caching	COMMENT
MEDIUM	marker/builders/structure.py	137	# Create a merged block	COMMENT

Redundant / Tautological Comments9 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	examples/marker_modal_deployment.py	41	# Check if models exist in cache	COMMENT
LOW	examples/marker_modal_deployment.py	207	# Read file content	COMMENT
LOW	marker/providers/spreadsheet.py	98	# Check if this cell is the start of a merged range	STRING
LOW	marker/providers/registry.py	76	# Check if there are any HTML tags	COMMENT
LOW	marker/schema/groups/page.py	67	# Check if RGB, convert if needed	COMMENT
LOW	marker/processors/footnote.py	25	# Check if it is top-level	COMMENT
LOW	marker/processors/llm/llm_mathblock.py	129	# Check if the ratio of math blocks to additional blocks is high enough	STRING
LOW	marker/processors/llm/llm_table_merge.py	398	# Check if the number of rows is the same	COMMENT
LOW	marker/processors/llm/llm_table_merge.py	403	# Check if the number of columns is the same	COMMENT

AI Slop Vocabulary3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	benchmarks/inference.py	38	# olmOCR-bench output normalization (same dir); robust to how the script is run.	COMMENT
MEDIUM	data/examples/json/multicolcnn.json	1164	"html": "<p block-type=\"Text\">We propose the use of dilated convolutions as an attractive alternative to the	CODE
MEDIUM	data/examples/json/multicolcnn.json	1865	"html": "<p block-type=\"Text\">Furthermore, we performed a set of experiments in which we varied the number o	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	benchmarks/competitors/mineru_infer.sh	1	#!/bin/bash	COMMENT
LOW	marker/models.py	41	model devices are set server-side.	COMMENT
LOW	…/examples/markdown/switch_transformers/switch_trans.md	561	import mesh tensorflow as mtf	COMMENT
LOW	…/examples/markdown/switch_transformers/switch_trans.md	661	# d model = model hidden size (scalar).	COMMENT
LOW	…/examples/markdown/switch_transformers/switch_trans.md	681	# probability.	COMMENT

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	data/examples/markdown/thinkpython/thinkpython.md	8598	Figure [C.7](#page-237-1) shows the result. Each class is represented with a box that contains the name of the class, an	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/marker_modal_deployment.py	304	# that you can use to test your deployment. It'll store the	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	benchmarks/competitors/mineru_infer.sh	10	# Usage:	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	marker/schema/blocks/__init__.py	27	__all__ = [	CODE

datalab-to/marker

Open-Source Code Quality, Security and Technical Debt Review