1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

34.7K

Stars

Fluent

Language

80.0K

Lines of Code

357

Files

Pattern Hits

2026-10-31

Scan Date

0.00

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 4.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 59 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 2.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 29 finding(s).

PR Review Velocity Impact 7.4/100 · LOW

Which changes need focused human review? 84 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 17LOW 66

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 84 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.

Over-Commented Block37 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	21	#[patch.crates-io]	COMMENT
LOW	czkawka_core/i18n.toml	1	# (Required) The language identifier of the language used in the	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	1	// // Benchmark Vec<u8> (current ImHash) vs [u8; N] (const-generic candidate)	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	21	// // -------- Metric implementations --------	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	41	// fn threshold_distance(&self, a: &Vec<u8>, b: &Vec<u8>, threshold: u32) -> Option<u32> {	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	61	// (0..n).map(\|_\| (0..byte_size).map(\|_\| rng.random::<u8>()).collect()).collect()	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	81	// g.measurement_time(Duration::from_millis(1200));	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	101	// macro_rules! arr_bench {	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	121	//	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	141	// });	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	161	// for h in &dataset {	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	181	// tree.add(*h);	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	201	//	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	221	// ($n:literal) => {{	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	241	//	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	261	// group.bench_function(BenchmarkId::new("arr", $n), \|b\| {	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	281	//	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	301	// macro_rules! arr_bench {	COMMENT
LOW	czkawka_core/benches/similar_images_hash_benchmark.rs	321	// arr_bench!(128);	COMMENT
LOW	czkawka_core/src/common/config_cache_path.rs	21	}	COMMENT
LOW	czkawka_core/src/common/build_runtime_info.rs	1	use std::sync::{OnceLock, RwLock};	COMMENT
LOW	czkawka_core/src/helpers/debug_timer.rs	1	use std::time::{Duration, Instant};	COMMENT
LOW	czkawka_core/src/helpers/debug_timer.rs	21	///	COMMENT
LOW	czkawka_core/src/helpers/debug_timer.rs	41	/// println!("{}", report);	COMMENT
LOW	czkawka_core/src/helpers/ffprobe.rs	1	//! Simple wrapper for the [ffprobe](https://ffmpeg.org/ffprobe.html) CLI utility,	COMMENT
LOW	czkawka_gui/i18n.toml	1	# (Required) The language identifier of the language used in the	COMMENT
LOW	czkawka_gui/src/gui_structs/common_upper_tree_view.rs	41	// pub fn get_current_page(&self) -> Option<NotebookMainEnum {	COMMENT
LOW	ci_tester/src/advanced_tests.rs	141		COMMENT
LOW	ci_tester/src/advanced_tests.rs	301	)?;	COMMENT
LOW	ci_tester/src/advanced_tests.rs	381		COMMENT
LOW	ci_tester/src/advanced_tests.rs	501	ensure_exists(&format!("{dir}/ref2/file_b.bin"))?;	COMMENT
LOW	ci_tester/src/advanced_tests.rs	541	// Only one copy was visible → no duplicates → both files survive	COMMENT
LOW	ci_tester/src/test_file_system.rs	1	//! In-memory representation of the test file tree.	COMMENT
LOW	ci_tester/src/test_file_system.rs	21	//! \| Images/A2.jpg \| 8 772 \| 2023-10-12 15:21 \| oldest jpg (tied A5) \|	COMMENT
LOW	cedinia/Cargo.toml	101	# CediniaPickerFragment (android.app.Fragment) attached at runtime from the	COMMENT
LOW	cedinia/android/asan_wrap.sh	1	#!/system/bin/sh	COMMENT
LOW	krokiet/i18n.toml	1	# (Required) The language identifier of the language used in the	COMMENT

Excessive Try-Catch Wrapping22 hits · 34 pts

Severity	File	Line	Snippet	Context
MEDIUM	misc/find_unused_callbacks.py	73	print(f"Error: {callabler_path} not found")	CODE
MEDIUM	misc/find_unused_callbacks.py	92	print(f"Error: Callback {format_green(callback)} has NO Rust implementation")	CODE
MEDIUM	misc/find_unused_callbacks.py	95	print(f"Error: Callback {format_green(callback)} has {len(matches)} Rust implementations (expected 1)")	CODE
MEDIUM	misc/simplify_and_minify_svg.py	18	print(f"Error: {result.stderr}")	CODE
LOW	misc/find_unused_settings_properties.py	58	except Exception as e:	CODE
MEDIUM	misc/find_unused_settings_properties.py	78	print(f"Error: settings.slint not found under {project_root / folder / 'ui'}")	CODE
LOW	misc/remove_comments.py	200	except Exception as e:	CODE
MEDIUM	misc/find_unused_slint_translations.py	74	print(f"Error: Could not find a translation Rust file in {folder}/src/ (tried: {translation_rs_candidates})")	CODE
LOW	misc/gen_test_assets.py	41	except Exception as exc:	CODE
LOW	misc/gen_test_assets.py	54	except Exception as exc:	CODE
LOW	misc/ai_translate/translate.py	189	except Exception as e:	CODE
MEDIUM	misc/ai_translate/translate.py	297	print(f"Error: English folder not found at {en_folder}")	CODE
MEDIUM	misc/ai_translate/translate.py	302	print(f"Error: No FTL file found in {en_folder}")	CODE
MEDIUM⚡	misc/ai_translate/translate.py	426	print(f"Error: Path does not exist: {i18n_path}")	STRING
MEDIUM⚡	misc/ai_translate/translate.py	430	print(f"Error: Path is not a directory: {i18n_path}")	STRING
LOW⚡	misc/ai_translate/translate.py	438	except Exception as e:	STRING
MEDIUM	misc/ai_translate/validate_charset.py	240	print(f"Error: Path is not a directory: {i18n_path}")	STRING
MEDIUM	misc/ai_translate/validate_translations.py	327	print(f"Error: English folder not found at {en_folder}")	CODE
MEDIUM	misc/ai_translate/validate_translations.py	332	print(f"Error: No FTL file found in {en_folder}")	CODE
MEDIUM⚡	misc/ai_translate/validate_translations.py	530	print(f"Error: Path does not exist: {i18n_path}")	STRING
MEDIUM⚡	misc/ai_translate/validate_translations.py	534	print(f"Error: Path is not a directory: {i18n_path}")	STRING
LOW⚡	misc/ai_translate/validate_translations.py	543	except Exception as e:	STRING

Deep Nesting9 hits · 9 pts

Severity	File	Line	Context
LOW	misc/find_unused_settings_properties.py	38	CODE
LOW	misc/find_unused_settings_properties.py	65	CODE
LOW	misc/remove_comments.py	14	CODE
LOW	misc/ai_translate/translate.py	123	CODE
LOW	misc/ai_translate/translate.py	221	CODE
LOW	misc/ai_translate/validate_translations.py	129	CODE
LOW	misc/ai_translate/validate_translations.py	214	CODE
LOW	misc/ai_translate/validate_translations.py	320	CODE
LOW	misc/ai_translate/ftl_utils.py	39	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	czkawka_core/src/common/directories.rs	361	// use recursive_search = true and skip_exist_check = true as requested	COMMENT

Hyper-Verbose Identifiers6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	misc/find_unused_settings_properties.py	7	def extract_settings_properties(settings_file: Path) -> Dict[str, str]:	CODE
LOW	misc/find_unused_settings_properties.py	38	def check_property_usage_in_rust(rust_files: List[Path], property_name: str) -> Tuple[bool, bool]:	CODE
LOW	misc/remove_comments.py	14	def remove_comments_from_text(s: str) -> str:	CODE
LOW	misc/ai_translate/translate.py	221	def update_language_file_content(lang_file: pathlib.Path, translations: Dict[str, str]) -> None:	CODE
LOW	misc/ai_translate/validate_translations.py	166	def fix_literal_newlines_in_language_file(lang_file: pathlib.Path, keys_to_fix: Set[str]) -> int:	CODE
LOW	misc/ai_translate/validate_translations.py	214	def fix_trailing_dots_in_language_file(	CODE

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	misc/find_unused_settings_properties.py	108	# Print results	COMMENT
LOW	misc/find_unused_slint_translations.py	6	# Check if in other slint files they are used	COMMENT
LOW	misc/find_unused_slint_translations.py	7	# Check if in all items from translations are used in a way f"set_{}(" in src/connect_translation.rs	COMMENT
LOW	misc/find_unused_slint_translations.py	90	# Check if all arguments are used in Slint files	COMMENT

AI Slop Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	misc/test_compilation_speed_size/src/main.rs	170	if let Err(e) = writeln!(file, "// Absolutely nothing") {	CODE
MEDIUM	czkawka_core/Cargo.toml	136	#harness = false	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	misc/remove_comments.py	3		CODE
LOW	misc/gen_test_assets.py	14		CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	misc/ai_translate/translate.py	221	def update_language_file_content(lang_file: pathlib.Path, translations: Dict[str, str]) -> None:	CODE

qarmin/czkawka

Open-Source Code Quality, Security and Technical Debt Review