1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

3.5K

Stars

Rust

Language

706.9K

Lines of Code

6.0K

Files

1.2K

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 8.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1203 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 3.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 460 finding(s).

PR Review Velocity Impact 8.3/100 · LOW

Which changes need focused human review? 1214 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 2LOW 1211

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 1214 distinct pattern matches across 7 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 Block728 hits · 706 pts

Severity	File	Line	Snippet	Context
LOW	crates/database/src/error.rs	21	/// An attempt was made to commit or consume a `ChangeLog` while other	COMMENT
LOW	crates/database/src/matcher.rs	1	//! Path exclusion matching with mixed glob + prefix semantics.	COMMENT
LOW	crates/database/src/matcher.rs	121		COMMENT
LOW	crates/database/src/lib.rs	1	#![allow(clippy::exhaustive_enums)]	COMMENT
LOW	crates/database/src/lib.rs	21	//! - Change Tracking: Record and batch apply file modifications via [`ChangeLog`]	COMMENT
LOW	crates/database/src/lib.rs	41	//!	COMMENT
LOW	crates/database/src/lib.rs	121	#[derive(Debug, Clone, Copy)]	COMMENT
LOW	crates/database/src/lib.rs	341	/// # Arguments	COMMENT
LOW	crates/database/src/lib.rs	421	files: Vec::new(),	COMMENT
LOW	crates/database/src/lib.rs	461	.filter_map(\|(index, file)\| file.path.as_ref().map(\|path\| (path.clone(), index)))	COMMENT
LOW	crates/database/src/lib.rs	481	fn get(&self, id: &FileId) -> Result<Arc<File>, DatabaseError>;	COMMENT
LOW	crates/database/src/change.rs	61	/// Records a request to update an existing file's content by its `FileId`.	COMMENT
LOW	crates/database/src/change.rs	101	}	COMMENT
LOW	crates/database/src/watcher.rs	241	self.patch_base_paths.clear();	COMMENT
LOW	crates/database/src/watcher.rs	361	if changed_files.is_empty() { None } else { Some(changed_files) }	COMMENT
LOW	crates/database/src/loader.rs	101	pub fn add_memory_source(&mut self, name: &'static str, contents: &'static str, file_type: FileType) {	COMMENT
LOW	crates/database/src/exclusion.rs	1	//! File and directory exclusion patterns for database loading.	COMMENT
LOW	crates/database/src/exclusion.rs	21		COMMENT
LOW	crates/database/src/exclusion.rs	41	///	COMMENT
LOW	crates/database/src/exclusion.rs	61	#[cfg_attr(feature = "serde", derive(serde::Serialize, serde::Deserialize))]	COMMENT
LOW	crates/database/src/utils.rs	41	#[inline]	COMMENT
LOW	crates/database/src/file.rs	21	/// Distinguishes between the origins of source files.	COMMENT
LOW	crates/database/src/file.rs	41	/// PHPDoc flags for vendored or built-in code.	COMMENT
LOW	crates/database/src/file.rs	101	let id = FileId::new(&name);	COMMENT
LOW	crates/database/src/file.rs	121	///	COMMENT
LOW	crates/database/src/file.rs	141	/// # Parameters	COMMENT
LOW	crates/database/src/file.rs	161	///	COMMENT
LOW	crates/database/src/file.rs	181	match self.lines.get(line as usize + 1) {	COMMENT
LOW	crates/reporting/src/reporter.rs	41	///	COMMENT
LOW	crates/reporting/src/reporter.rs	101	pub fn new(database: ReadDatabase, config: ReporterConfig) -> Self {	COMMENT
LOW	crates/reporting/src/reporter.rs	201	/// # Errors	COMMENT
LOW	crates/reporting/src/error.rs	1	//! Error types for the reporting crate.	COMMENT
LOW	crates/reporting/src/color.rs	1	/// Choice for colorizing output.	COMMENT
LOW	crates/reporting/src/lib.rs	1	#![allow(clippy::pub_use, clippy::exhaustive_enums)]	COMMENT
LOW	crates/reporting/src/lib.rs	61	/// `{ pattern = "Symfony", code = "mixed-assignment" }`.	COMMENT
LOW	crates/reporting/src/lib.rs	161	}	COMMENT
LOW	crates/reporting/src/lib.rs	381	pub fn len(&self) -> usize {	COMMENT
LOW	crates/reporting/src/lib.rs	401	/// let annotation = Annotation::new(AnnotationKind::Primary, span);	COMMENT
LOW	crates/reporting/src/lib.rs	421	/// let span = Span::new(file, start, end);	COMMENT
LOW	crates/reporting/src/lib.rs	441	/// let end = Position::new(5);	COMMENT
LOW	crates/reporting/src/lib.rs	481	/// Downgrades the level to the next lower severity.	COMMENT
LOW	crates/reporting/src/lib.rs	541	///	COMMENT
LOW	crates/reporting/src/lib.rs	561	/// ```	COMMENT
LOW	crates/reporting/src/lib.rs	581	/// # Examples	COMMENT
LOW	crates/reporting/src/lib.rs	601	#[must_use]	COMMENT
LOW	crates/reporting/src/lib.rs	681	/// # Examples	COMMENT
LOW	crates/reporting/src/baseline.rs	1	//! Baseline functionality for filtering known issues.	COMMENT
LOW	crates/reporting/src/baseline.rs	41	}	COMMENT
LOW	crates/reporting/src/baseline.rs	81	/// File paths are stored in a normalized format (using forward slashes)	COMMENT
LOW	crates/reporting/src/output.rs	1	use std::io;	COMMENT
LOW	crates/reporting/src/formatter/mod.rs	41	/// Example: `"phpstorm://open?file=%file%&line=%line%"`	COMMENT
LOW	crates/reporting/src/formatter/mod.rs	81	/// GitHub Actions format.	COMMENT
LOW	crates/reporting/src/formatter/utils.rs	201	/// Returns a borrowing iterator over the issues that pass the formatter's	COMMENT
LOW	crates/twig-syntax/tests/fixture_runner.rs	1	#![allow(clippy::unwrap_used, clippy::expect_used, clippy::else_if_without_else)]	COMMENT
LOW	crates/twig-syntax/src/macros.rs	1	//! `T![...]` - ergonomic matching against [`TwigTokenKind`](crate::token::TwigTokenKind).	COMMENT
LOW	crates/twig-syntax/src/settings.rs	1	/// Settings for the Twig lexer.	COMMENT
LOW	crates/twig-syntax/src/cst/mod.rs	1	//! CST types for Twig templates.	COMMENT
LOW	crates/twig-syntax/src/cst/trivia.rs	1	use strum::Display;	COMMENT
LOW	crates/twig-syntax/src/cst/statement/mod.rs	61	/// level: raw template text, `{{ expr }}` prints, `{% verbatim %}` blocks,	COMMENT
LOW	crates/twig-syntax/src/lexer/mod.rs	1	//! Stateful lexer for Twig templates.	COMMENT
668 more matches not shown…

Hyper-Verbose Identifiers460 hits · 516 pts

Severity	File	Line	Snippet	Context
LOW	…es/linter/src/rule/safety/no_service_state_mutation.rs	832	public function getAndIncrement(): int	CODE
LOW	…es/linter/src/rule/safety/no_service_state_mutation.rs	854	public function getOrSet(int $default): int	CODE
LOW	…ency_arrow_fn_returns_keyed_array_with_call/before.php	5	protected function getOriginalWithoutRewindingModel($key = null, $default = null)	CODE
LOW	…tency_arrow_fn_returns_keyed_array_with_call/after.php	5	protected function getOriginalWithoutRewindingModel($key = null, $default = null)	CODE
LOW	…ses/idempotent_chain_with_complex_arguments/before.php	43	public function testChainWithExpandedArray()	CODE
LOW	…ases/idempotent_chain_with_complex_arguments/after.php	42	public function testChainWithExpandedArray()	CODE
LOW	…mpotency_corpus_apiplatform_schema_property/before.php	557	private function addNullabilityToTypeDefinition(array $jsonSchema, LegacyType $type): array	CODE
LOW	…empotency_corpus_apiplatform_schema_property/after.php	643	private function addNullabilityToTypeDefinition(array $jsonSchema, LegacyType $type): array	CODE
LOW	…ates/formatter/tests/cases/issue_428_part_3/before.php	6	private function initializeResponseFactory(): ResponseFactoryInterface	CODE
LOW	crates/formatter/tests/cases/issue_428_part_3/after.php	5	private function initializeResponseFactory(): ResponseFactoryInterface	CODE
LOW	crates/formatter/tests/cases/match_breaking/before.php	5	private function getStubFileFromConfigType(ConfigType $configType): StubFile	CODE
LOW	crates/formatter/tests/cases/match_breaking/after.php	5	private function getStubFileFromConfigType(ConfigType $configType): StubFile	CODE
LOW	…ests/cases/idempotency_corpus_carbon_period/before.php	2508	protected function incrementCurrentDateUntilValid(): void	CODE
LOW	…tests/cases/idempotency_corpus_carbon_period/after.php	2526	protected function incrementCurrentDateUntilValid(): void	CODE
LOW	crates/formatter/tests/cases/issue_1806/before.php	18	public function veryLongFunctionSignature(int $param1, int $param2, int $param3, int $param4): void	CODE
LOW	crates/formatter/tests/cases/issue_1806/after.php	19	public function veryLongFunctionSignature(	CODE
LOW	crates/formatter/tests/cases/psl_regressions/before.php	27	public function testTypedThrowsWhenUnableToCoerce(): void	CODE
LOW	crates/formatter/tests/cases/psl_regressions/after.php	30	public function testTypedThrowsWhenUnableToCoerce(): void	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/before.php	36	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/before.php	44	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/before.php	48	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/before.php	53	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/before.php	67	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/before.php	76	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/before.php	83	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/before.php	90	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/after.php	42	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/after.php	50	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/after.php	56	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/after.php	62	function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonNameeeeeeeeeeee	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/after.php	74	public function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonName	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/after.php	82	public function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonName	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/after.php	88	public function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonName	CODE
LOW⚡	crates/formatter/tests/cases/break_fn_args/after.php	94	public function superLoooooooooooooooooooooooooooooooooooooooooooooooooooooongFuuuuuuuuuuuuuuuctioooooooooooooonName	CODE
LOW	crates/formatter/tests/cases/issue_1153/before.php	8	private function createSingleCursorPagination( // @phpstan-ignore-line	CODE
LOW	crates/formatter/tests/cases/issue_1153/after.php	10	private function createSingleCursorPagination( // @phpstan-ignore-line	CODE
LOW	…idempotency_corpus_apiplatform_type_factory/before.php	185	private function addNullabilityToTypeDefinition(array $jsonSchema, LegacyType\|NativeType $type): array	CODE
LOW	…/idempotency_corpus_apiplatform_type_factory/after.php	188	private function addNullabilityToTypeDefinition(array $jsonSchema, LegacyType\|NativeType $type): array	CODE
LOW⚡	crates/prelude/assets/extensions/zip.php	327	public function setExternalAttributesName(string $name, int $opsys, int $attr, int $flags = null): bool {}	CODE
LOW⚡	crates/prelude/assets/extensions/zip.php	329	public function getExternalAttributesName(string $name, int &$opsys, int &$attr, int $flags = null): bool {}	CODE
LOW⚡	crates/prelude/assets/extensions/zip.php	331	public function setExternalAttributesIndex(int $index, int $opsys, int $attr, int $flags = null): bool {}	CODE
LOW⚡	crates/prelude/assets/extensions/zip.php	333	public function getExternalAttributesIndex(int $index, int &$opsys, int &$attr, int $flags = null): bool {}	CODE
LOW⚡	crates/prelude/assets/extensions/zip.php	335	public static function isEncryptionMethodSupported(int $method, bool $enc = true): bool {}	CODE
LOW⚡	crates/prelude/assets/extensions/zip.php	337	public static function isCompressionMethodSupported(int $method, bool $enc = true): bool {}	CODE
LOW	crates/prelude/assets/extensions/aerospike.php	1003	public static function predicateGeoContainsGeoJSONPoint($bin, $point) {}	CODE
LOW	crates/prelude/assets/extensions/aerospike.php	1014	public static function predicateGeoContainsPoint($bin, $long, $lat) {}	CODE
LOW	crates/prelude/assets/extensions/aerospike.php	1024	public static function predicateGeoWithinGeoJSONRegion($bin, $region) {}	CODE
LOW	crates/prelude/assets/extensions/rdkafka.php	744	public function oauthbearerSetTokenFailure(string $error): void {}	CODE
LOW	crates/prelude/assets/extensions/rdkafka.php	821	public function setOauthbearerTokenRefreshCb(callable $callback): void {}	CODE
LOW	crates/prelude/assets/extensions/rdkafka.php	1066	public function oauthbearerSetTokenFailure(string $error): void {}	CODE
LOW	crates/prelude/assets/extensions/oauth.php	291	public function callTimestampNonceHandler() {}	CODE
LOW	crates/prelude/assets/extensions/reflection.php	638	public function setRawValueWithoutLazyInitialization(object $object, mixed $value): void {}	CODE
LOW	crates/prelude/assets/extensions/reflection.php	820	public function getDefaultValueConstantName(): ?string {}	CODE
LOW	crates/prelude/assets/extensions/reflection.php	947	public function getNumberOfRequiredParameters(): int {}	CODE
LOW	crates/prelude/assets/extensions/reflection.php	1439	public function newInstanceWithoutConstructor(): object {}	CODE
LOW	crates/prelude/assets/extensions/reflection.php	1567	public function isUninitializedLazyObject(object $object): bool {}	CODE
LOW	crates/prelude/assets/extensions/reflection.php	1573	public function markLazyObjectAsInitialized(object $object): object {}	CODE
LOW	crates/prelude/assets/extensions/intl.php	870	public static function getKeywordValuesForLocale(	CODE
LOW	crates/prelude/assets/extensions/intl.php	898	public function getMinimalDaysInFirstWeek(): int\|false {}	CODE
LOW	crates/prelude/assets/extensions/intl.php	912	public function getRepeatedWallTimeOption(): int {}	CODE
400 more matches not shown…

Fake / Example Data11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	crates/fingerprint/src/argument.rs	144	"placeholder".hash(hasher);	CODE
LOW	…ter/src/rule/correctness/no_missing_format_argument.rs	149	if parsed.placeholder_count == 1 { "placeholder" } else { "placeholders" },	CODE
LOW	…/formatter/tests/cases/symfony_form_builder/before.php	53	'placeholder' => 'No document',	CODE
LOW	…s/formatter/tests/cases/symfony_form_builder/after.php	59	'placeholder' => 'No document',	CODE
LOW	crates/formatter/tests/cases/issue_1149/before.php	6	'placeholder',	CODE
LOW	crates/formatter/tests/cases/issue_1149/after.php	5	'placeholder',	CODE
LOW	crates/analyzer/tests/cases/mutually_exclusive_null.php	64	$corp = createPersonEntity(companyName: 'Acme Inc');	CODE
LOW	…s/analyzer/tests/cases/complex_template_constraint.php	62	'name' => 'John Doe',	CODE
LOW	crates/analyzer/src/utils/php_emulation.rs	279	assert_eq!(str_increment("user@example.com"), None);	CODE
LOW	crates/analyzer/src/expression/instantiation.rs	701	$collection = new Collection(['name' => 'John Doe']);	CODE
LOW	crates/analyzer/src/expression/assignment/mod.rs	1490	'name' => 'John Doe',	CODE

Verbosity Indicators6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	crates/analyzer/src/invocation/post_process.rs	1484	// Step 1: Ensure we have both the name and offset for the parameter.	COMMENT
LOW	crates/analyzer/src/invocation/post_process.rs	1504	// Step 2: Resolve the argument with the correct precedence.	COMMENT
LOW	…/src/reconciler/simple_negated_assertion_reconciler.rs	1635	// Step 4: Convert remaining combinations to TList objects	COMMENT
LOW⚡	src/commands/init.rs	621	// Step 1: Plugin detection/selection	COMMENT
LOW⚡	src/commands/init.rs	624	// Step 2: Strictness preset selection	COMMENT
LOW	src/commands/init.rs	645	// Step 3: Optional customization	COMMENT

Structural Annotation Overuse6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	crates/analyzer/src/invocation/post_process.rs	1484	// Step 1: Ensure we have both the name and offset for the parameter.	COMMENT
LOW	crates/analyzer/src/invocation/post_process.rs	1504	// Step 2: Resolve the argument with the correct precedence.	COMMENT
LOW	…/src/reconciler/simple_negated_assertion_reconciler.rs	1635	// Step 4: Convert remaining combinations to TList objects	COMMENT
LOW⚡	src/commands/init.rs	621	// Step 1: Plugin detection/selection	COMMENT
LOW⚡	src/commands/init.rs	624	// Step 2: Strictness preset selection	COMMENT
LOW	src/commands/init.rs	645	// Step 3: Optional customization	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	crates/codex/src/ttype/atomic/reference/mod.rs	80	/// Kept original name `type_params` as requested for fields.	COMMENT

AI Slop Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/analyzer/src/context/mod.rs	151	/// accounting for PHP's nuanced resolution rules:	COMMENT
MEDIUM	crates/analyzer/src/expression/call/function_call.rs	603	main_list_can_be_empty([]); // Definitely empty	CODE

carthage-software/mago

Open-Source Code Quality, Security and Technical Debt Review