1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

18.8K

Stars

Rust

Language

967.6K

Lines of Code

12.7K

Files

1.5K

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 7.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1495 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 48 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 14 finding(s).

PR Review Velocity Impact 7.8/100 · LOW

Which changes need focused human review? 1546 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 1HIGH 0MEDIUM 11LOW 1534

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 1546 distinct pattern matches across 12 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 Block1463 hits · 1391 pts

Severity	File	Line	Snippet	Context
LOW	deny.toml	61	{ name = "tracy-client", deny-multiple-versions = true },	COMMENT
LOW	video/software/src/decoder.rs	21	/// Preload a frame.	COMMENT
LOW	video/external/src/decoder.rs	1	// cargo install bindgen-cli	COMMENT
LOW	video/external/src/decoder/openh264_sys.rs	101	#[doc = "< Intra Refresh in predifined 2% MB"]	COMMENT
LOW	video/external/src/decoder/openh264_sys.rs	141	pub type SliceInfo = SliceInformation;	COMMENT
LOW	video/external/src/decoder/openh264_sys.rs	641	#[doc = "< application type; please refer to the definition of EUsageType"]	COMMENT
LOW	video/external/src/decoder/openh264_sys.rs	741	#[doc = "< get V PSNR stats for the whole video sequence"]	COMMENT
LOW	video/external/src/decoder/openh264_sys.rs	861	}	COMMENT
LOW	video/external/src/decoder/openh264_sys.rs	901	#[doc = "< max-cpb"]	COMMENT
LOW	video/external/src/decoder/openh264_sys.rs	1021	#[doc = "< level idc according to Annex A-1"]	COMMENT
LOW	video/src/backend.rs	1	use crate::VideoStreamHandle;	COMMENT
LOW	video/src/backend.rs	41	/// video data should be inspected to determine inter-frame dependencies	COMMENT
LOW	video/src/backend.rs	61	/// Frames may be decoded in any order that does not violate the frame	COMMENT
LOW	core/build_playerglobal/src/avm2.rs	21	// should be of the form `[Ruffle(key1 = value1, key2 = value2)]`	COMMENT
LOW	core/build_playerglobal/src/avm2.rs	441		COMMENT
LOW	core/build_playerglobal/src/avm2.rs	721	pub mod #mod_name {	COMMENT
LOW	core/build_playerglobal/src/avm2.rs	741	// If so, we replace it with a `NativeMethod` constructed	COMMENT
LOW	core/build_playerglobal/src/avm2.rs	761		COMMENT
LOW	core/macros/src/lib.rs	21	///	COMMENT
LOW	core/macros/src/lib.rs	381	/// assumed to be in scope and will be used to retrieve the interned string. Otherwise, the	COMMENT
LOW	core/common/src/tag_utils.rs	101	/// header declares.	COMMENT
LOW	core/common/src/duration.rs	1	//! A custom Duration type for representing time intervals with f64 precision.	COMMENT
LOW	core/common/src/duration.rs	41		COMMENT
LOW	core/common/src/buffer.rs	1	//! Shared-ownership buffer types	COMMENT
LOW	core/common/src/buffer.rs	241	UpperHex::fmt(&self.data(), f)	COMMENT
LOW	core/common/src/sandbox.rs	1	//! Security Sandbox implementation, see	COMMENT
LOW	core/common/src/utils.rs	1	use gc_arena::{Collect, Gc};	COMMENT
LOW	core/src/frame_lifecycle.rs	1	//! Frame events management	COMMENT
LOW	core/src/frame_lifecycle.rs	21	/// Which phase of the frame we're currently in.	COMMENT
LOW	core/src/frame_lifecycle.rs	41	///	COMMENT
LOW	core/src/frame_lifecycle.rs	101	broadcast_frame_exited(context);	COMMENT
LOW	core/src/vminterface.rs	1	//! Any-AVM object references	COMMENT
LOW	core/src/vminterface.rs	21	/// situations in which one might flag a VM action as movie-triggered	COMMENT
LOW	core/src/vminterface.rs	41	/// objects should be created as AVM2 objects and any custom constructors	COMMENT
LOW	core/src/vminterface.rs	61	///	COMMENT
LOW	core/src/events.rs	101	Self::Handled	COMMENT
LOW	core/src/events.rs	121	/// * AVM2 delivers broadcasts to all registered `EventDispatcher`s	COMMENT
LOW	core/src/events.rs	161	///	COMMENT
LOW	core/src/events.rs	181		COMMENT
LOW	core/src/events.rs	201		COMMENT
LOW	core/src/events.rs	221	/// AVM1 and AVM2. The target of this event is determined by the position	COMMENT
LOW	core/src/events.rs	241	/// Mouse moved out of a display object.	COMMENT
LOW	core/src/events.rs	281	/// Middle mouse button was released inside a previously-pressed display object.	COMMENT
LOW	core/src/events.rs	501	}	COMMENT
LOW	core/src/orphan_manager.rs	1	//! Special handling for AVM2 orphan objects	COMMENT
LOW	core/src/orphan_manager.rs	61		COMMENT
LOW	core/src/tag_utils.rs	41	Continue,	COMMENT
LOW	core/src/config.rs	61	/// All networking APIs are permitted in the SWF file.	COMMENT
LOW	core/src/streams.rs	61	fn from(err: SubstreamError) -> NetstreamError {	COMMENT
LOW	core/src/streams.rs	141	Avm2(NetStreamObject<'gc>),	COMMENT
LOW	core/src/streams.rs	221	/// This points to the first byte that the stream has never processed	COMMENT
LOW	core/src/streams.rs	461	/// either the prior or next keyframe depending on seek direction. If the	COMMENT
LOW	core/src/streams.rs	801	/// Generally speaking, streams are only to be used once. However, the	COMMENT
LOW	core/src/limits.rs	1	use crate::context::UpdateContext;	COMMENT
LOW	core/src/display_object.rs	81	/// - Changing the color transform	COMMENT
LOW	core/src/display_object.rs	201	/// Masks are usually skipped when rendering, but when e.g. rendering	COMMENT
LOW	core/src/display_object.rs	241	/// Stencil masks are the classic, default masks used in Flash Player.	COMMENT
LOW	core/src/display_object.rs	301	/// The opaque background color of this display object.	COMMENT
LOW	core/src/display_object.rs	481		COMMENT
LOW	core/src/display_object.rs	1241	// There are two parts to 'DisplayObject.scrollRect':	COMMENT
1403 more matches not shown…

Fake / Example Data45 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	…_gnash/actionscript.all/TextField-v7/output.fp9-14.txt	546	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…_gnash/actionscript.all/TextField-v7/output.fp9-14.txt	548	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…gnash/actionscript.all/TextField-v7/output.fp13-17.txt	546	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…gnash/actionscript.all/TextField-v7/output.fp13-17.txt	548	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…om_gnash/actionscript.all/TextField-v7/output.fp16.txt	546	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…om_gnash/actionscript.all/TextField-v7/output.fp16.txt	548	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…actionscript.all/TextField-v7/output.fp9-14.ruffle.txt	546	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…actionscript.all/TextField-v7/output.fp9-14.ruffle.txt	548	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…h/actionscript.all/TextField-v7/output.fp16.ruffle.txt	546	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…h/actionscript.all/TextField-v7/output.fp16.ruffle.txt	548	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…ctionscript.all/TextField-v7/output.fp13-17.ruffle.txt	546	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…ctionscript.all/TextField-v7/output.fp13-17.ruffle.txt	548	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…_gnash/actionscript.all/TextField-v6/output.fp9-14.txt	521	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…_gnash/actionscript.all/TextField-v6/output.fp9-14.txt	523	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…gnash/actionscript.all/TextField-v6/output.fp13-17.txt	521	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…gnash/actionscript.all/TextField-v6/output.fp13-17.txt	523	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…om_gnash/actionscript.all/TextField-v6/output.fp16.txt	521	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…om_gnash/actionscript.all/TextField-v6/output.fp16.txt	523	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…actionscript.all/TextField-v6/output.fp9-14.ruffle.txt	521	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…actionscript.all/TextField-v6/output.fp9-14.ruffle.txt	523	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…h/actionscript.all/TextField-v6/output.fp16.ruffle.txt	521	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…h/actionscript.all/TextField-v6/output.fp16.ruffle.txt	523	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…ctionscript.all/TextField-v6/output.fp13-17.ruffle.txt	521	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…ctionscript.all/TextField-v6/output.fp13-17.ruffle.txt	523	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…_gnash/actionscript.all/TextField-v8/output.fp9-14.txt	547	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…_gnash/actionscript.all/TextField-v8/output.fp9-14.txt	549	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…gnash/actionscript.all/TextField-v8/output.fp13-17.txt	547	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…gnash/actionscript.all/TextField-v8/output.fp13-17.txt	549	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…om_gnash/actionscript.all/TextField-v8/output.fp16.txt	547	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…om_gnash/actionscript.all/TextField-v8/output.fp16.txt	549	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…actionscript.all/TextField-v8/output.fp9-14.ruffle.txt	547	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…actionscript.all/TextField-v8/output.fp9-14.ruffle.txt	549	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…h/actionscript.all/TextField-v8/output.fp16.ruffle.txt	547	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…h/actionscript.all/TextField-v8/output.fp16.ruffle.txt	549	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…ctionscript.all/TextField-v8/output.fp13-17.ruffle.txt	547	PASSED: tf._target == '/fake_name' [./TextField.as:1207]	CODE
LOW	…ctionscript.all/TextField-v8/output.fp13-17.ruffle.txt	549	PASSED: tf._name == 'fake_name' [./TextField.as:1209]	CODE
LOW	…sts/tests/swfs/avm2/edittext_getlinemetrics/output.txt	16	//Lorem ipsum dolor sit amet!!	COMMENT
LOW	…sts/tests/swfs/avm2/edittext_getlinemetrics/output.txt	16	//Lorem ipsum dolor sit amet!!	COMMENT
LOW	…sts/tests/swfs/avm2/edittext_getlinemetrics/output.txt	97	//Lorem ipsum\n\ndolor sit\n amet	COMMENT
LOW	tests/tests/swfs/avm1/gettextextent/output.txt	14	/// new TextFormat("Noto Sans").getTextExtent("Lorem ipsum dolor sit amet, consectetur adipiscing elit.");	COMMENT
LOW	tests/tests/swfs/avm1/gettextextent/output.txt	14	/// new TextFormat("Noto Sans").getTextExtent("Lorem ipsum dolor sit amet, consectetur adipiscing elit.");	COMMENT
LOW	tests/tests/swfs/avm1/gettextextent/output.txt	27	/// new TextFormat("Noto Sans").getTextExtent("Lorem ipsum dolor sit amet, consectetur adipiscing elit.", 100);	COMMENT
LOW	tests/tests/swfs/avm1/gettextextent/output.txt	27	/// new TextFormat("Noto Sans").getTextExtent("Lorem ipsum dolor sit amet, consectetur adipiscing elit.", 100);	COMMENT
LOW	tests/tests/swfs/avm1/gettextextent/output.txt	40	/// new TextFormat("Noto Sans", 18).getTextExtent("Lorem ipsum dolor sit amet, consectetur adipiscing elit.", 100);	COMMENT
LOW	tests/tests/swfs/avm1/gettextextent/output.txt	40	/// new TextFormat("Noto Sans", 18).getTextExtent("Lorem ipsum dolor sit amet, consectetur adipiscing elit.", 100);	COMMENT

AI Slop Vocabulary11 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	deny.toml	66	# need it (Flash Player didn't support it), so it would just add bloat.	COMMENT
MEDIUM	core/macros/src/lib.rs	25	/// TODO: This isn't completely robust for all cases, but should be good enough	COMMENT
MEDIUM	core/src/avm2/activation.rs	93	/// NOTE: In avmplus this is more nuanced — the default namespace is a property	COMMENT
MEDIUM	core/src/avm1/object_reference.rs	143	// Essentially, changes to `_name` are reverted after the clip is re-created	COMMENT
MEDIUM	core/src/avm1/globals/movie_clip.rs	1031	// Definitely not Object properties.	COMMENT
MEDIUM	tests/framework/src/backends/ui.rs	77	/// Fundamentally, this is mostly the same as [`NullUiBackend`] with the following differences:	COMMENT
MEDIUM	tests/tests/regression_tests.rs	89	// Manual tests here, since #[test] doesn't work once we use our own test harness	COMMENT
MEDIUM	render/src/shape_utils.rs	1033	// 1) Solving the quadratic needs to be numerically robust, particularly near the endpoints 0.0 and 1.0, and as the	COMMENT
MEDIUM	render/src/shape_utils.rs	1169	/// TODO: This probably isn't numerically robust	COMMENT
LOW	.github/workflows/test_rust.yml	200	# If not, someone force pushed and just use the parent	COMMENT
LOW	.github/workflows/download_translations.yml	32	# so just create them here instead of relying on Crowdin.	COMMENT

Hyper-Verbose Identifiers11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	web/packages/selfhosted/test/utils.ts	243	export async function hideHardwareAccelerationModal(	CODE
LOW	…selfhosted/test/integration_tests/context_menu/test.ts	17	async function supportsClipboardReadText(): Promise<boolean> {	CODE
LOW	web/packages/core/src/js-polyfills.ts	16	function polyfillArrayPrototypeReduce() {	CODE
LOW	web/packages/core/src/ruffle-imports.ts	13	export function copyToAudioBufferInterleaved(	CODE
LOW	web/packages/core/src/internal/player/inner.tsx	2440	export function workaroundYoutubeMixedContent(	CODE
LOW	web/packages/extension/src/utils.ts	15	export function enableBrowserOnOutdatedChromium() {	CODE
LOW	web/packages/extension/src/utils.ts	83	export async function hasHostPermissionForSpecifiedTab(	CODE
LOW	web/packages/extension/src/utils.ts	98	export async function hasHostPermissionForActiveTab() {	CODE
LOW	web/packages/extension/src/background.ts	13	async function getPluginPolyfillRegistration(	CODE
LOW	web/packages/extension/src/background.ts	39	async function isHeaderConditionSupported() {	CODE
LOW	.github/scripts/release.py	46	def get_today_nightly_tag_name():	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/swfs/from_gnash/misc-mtasc.all/inheritance/output.txt	10	PASSED: this.constructor.prototype.constructor.prototype.test() [inheritance.as:34]	CODE

Verbosity Indicators3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	render/src/lines.rs	46	// Step 1: Create a 1px thick line with the proper length.	COMMENT
LOW⚡	render/src/lines.rs	48	// Step 2: Rotate it, so it still starts at `(0,0)` but points to `b-a`.	COMMENT
LOW⚡	render/src/lines.rs	50	// Step 3: Translate it to `a`, so that it points to `b`.	COMMENT

Structural Annotation Overuse3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	render/src/lines.rs	46	// Step 1: Create a 1px thick line with the proper length.	COMMENT
LOW⚡	render/src/lines.rs	48	// Step 2: Rotate it, so it still starts at `(0,0)` but points to `b-a`.	COMMENT
LOW⚡	render/src/lines.rs	50	// Step 3: Translate it to `a`, so that it points to `b`.	COMMENT

Decorative Section Separators3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…tests/swfs/avm2/focus_events_mouse_basic/input.json.py	15	'void', 'esc', # ================	CODE
MEDIUM	…tests/swfs/avm2/focus_events_mouse_basic/input.json.py	29	'void', 'esc', # ================	CODE
MEDIUM	…tests/swfs/avm2/focus_events_mouse_basic/input.json.py	37	'void', 'esc', # ================	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/release.py	271		CODE
LOW	.github/scripts/coverage.py	94		CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/coverage.py	6		CODE
LOW	.github/scripts/coverage.py	7		CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	core/src/avm1/property_decl.rs	286	/// # Usage:	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	web/packages/extension/tools/submit_xpi.ts	107	# OR alternatively, if you have to use 'sudo docker', make sure to use $(sudo docker ...) for the second docker command:	COMMENT

ruffle-rs/ruffle

Open-Source Code Quality, Security and Technical Debt Review