3.9

Adjusted Signal

3.9

Raw Pattern Score

100%

Time Factor

2026-10-23

Last Push

23.3K

Stars

Rust

Language

37.9K

Lines of Code

149

Files

Pattern Hits

2026-10-31

Scan Date

0.01

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 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 39 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.1/100 · LOW

Are imports declared and package/API names verified? 26 finding(s).

Agent Over-Engineering Ratio 11.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 44 finding(s).

PR Review Velocity Impact 18.3/100 · LOW

Which changes need focused human review? 96 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 1MEDIUM 26LOW 69

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 96 distinct pattern matches across 9 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.

Decorative Section Separators25 hits · 66 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/gen_fixtures.py	171	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	348	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	458	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	551	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	599	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	631	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	660	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	812	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	869	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1081	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1129	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1235	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1352	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1384	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1414	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1476	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1515	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1722	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1778	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1826	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1852	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1943	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	1992	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	2007	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen_fixtures.py	2196	# ---------------------------------------------------------------------------	COMMENT

Unused Imports26 hits · 24 pts

Severity	File	Line	Context
LOW	bench/metrics.py	10	CODE
LOW	bench/report.py	7	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	python/anydoc/__init__.py	12	CODE
LOW	tests/gen_fixtures.py	15	CODE
LOW	tests/gen_fixtures.py	17	CODE

Over-Commented Block21 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	python/src/document.rs	1	//! The document model, converted eagerly into Python objects.	COMMENT
LOW	wasm/src/document.rs	121	pub struct Inline {	COMMENT
LOW	scripts/check-versions.sh	1	#!/bin/sh	COMMENT
LOW	node/src/lib.rs	81		COMMENT
LOW	node/src/lib.rs	121		COMMENT
LOW	src/error.rs	1	//! Typed conversion errors.	COMMENT
LOW	src/error.rs	21	/// 1-indexed pages that need OCR.	COMMENT
LOW	src/lib.rs	21	use std::path::Path;	COMMENT
LOW	src/formats/pdf.rs	1	//! PDF via [pdf-inspector]: classification plus direct Markdown extraction.	COMMENT
LOW	src/formats/detect.rs	1	//! Content-based format detection.	COMMENT
LOW	src/formats/sheet/numfmt.rs	1	//! SpreadsheetML number format codes (ISO/IEC 29500-1 §18.8.30/31).	COMMENT
LOW	src/render/markdown/escape.rs	1	//! Context-sensitive minimal escaping: document text is escaped only where a	COMMENT
LOW	src/render/markdown/escape.rs	21	/// inside it always need escaping.	COMMENT
LOW	src/shared/list.rs	1	//! Nested-list assembly with numbering identity.	COMMENT
LOW	src/shared/header.rs	1	//! Header-row detection for grids whose format designates no header row. CSV	COMMENT
LOW	src/shared/numbering.rs	1	//! Shared list-number pattern IR.	COMMENT
LOW	src/model/asset.rs	1	/// Index into `Document::assets`.	COMMENT
LOW	src/model/block.rs	1	use crate::model::{AnchorId, Inline, List, Table};	COMMENT
LOW	src/model/table.rs	21	/// What a table is for.	COMMENT
LOW	src/package/limits.rs	1	//! Fixed safety limits, applied identically to every conversion.	COMMENT
LOW	src/package/path.rs	1	//! Package target resolution per OPC/EPUB URI semantics, applied before any	COMMENT

Hyper-Verbose Identifiers13 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	python/tests/test_anydoc.py	73	def test_to_markdown_detects_the_format_from_the_file_content(self):	CODE
LOW⚡	python/tests/test_anydoc.py	77	def test_to_markdown_bytes_converts_in_memory(self):	CODE
LOW⚡	python/tests/test_anydoc.py	81	def test_to_markdown_bytes_detects_the_format_when_none_is_named(self):	CODE
LOW⚡	python/tests/test_anydoc.py	89	def test_to_document_exposes_the_document_model(self):	CODE
LOW⚡	python/tests/test_anydoc.py	97	def test_to_document_carries_embedded_assets_as_bytes(self):	CODE
LOW⚡	python/tests/test_anydoc.py	104	def test_format_detection_reads_content_extension_and_path(self):	CODE
LOW⚡	python/tests/test_anydoc.py	113	def test_conversion_errors_raise_the_subclass_that_names_the_failure(self):	CODE
LOW	python/tests/test_anydoc.py	144	def test_ocr_hosted_sends_a_pdf_with_scanned_pages_to_firecrawl_parse_and_nothing_else(self):	CODE
LOW	python/tests/test_anydoc.py	152	def test_parse_mode_picks_the_parse_pdf_mode_auto_by_default(self):	CODE
LOW⚡	python/tests/test_anydoc.py	168	def test_an_invalid_parse_mode_raises_before_anything_is_sent(self):	CODE
LOW⚡	python/tests/test_anydoc.py	178	def test_the_keyless_limit_says_to_set_an_api_key(self):	CODE
LOW⚡	python/tests/test_anydoc.py	183	def test_unreadable_files_and_bad_arguments_raise_the_python_exception(self):	CODE
LOW⚡	python/tests/test_anydoc.py	189	def test_the_stubs_cover_the_module(self):	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	bench/convert.py	115	except RuntimeError:	CODE

Excessive Try-Catch Wrapping4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	bench/convert.py	303	except Exception as e:	CODE
LOW	bench/judge.py	142	except Exception:	CODE
LOW	bench/judge.py	247	except Exception as e:	CODE
LOW	examples/convert.py	56	except Exception as error:	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	bench/convert.py	119	CODE
LOW	bench/convert.py	126	CODE
LOW	bench/judge.py	33	CODE
LOW	bench/judge.py	284	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/gen_fixtures.py	1388	# to cross the 512 MiB budget would slow the mutation harness down.)	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	python/anydoc/__init__.py	201	__all__ = [	CODE

firecrawl/anydoc

Open-Source Code Quality, Security and Technical Debt Review