0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

69.2K

Stars

TypeScript

Language

1.6M

Lines of Code

11.2K

Files

455

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 1.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 246 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 51 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 303 finding(s).

PR Review Velocity Impact 2.9/100 · LOW

Which changes need focused human review? 455 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 14HIGH 4MEDIUM 187LOW 250

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 455 distinct pattern matches across 18 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 Separators156 hits · 490 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/chrome-compile/amazon-linux-x64/setup-ec2.sh	4	# =============================================================================	COMMENT
MEDIUM	packages/chrome-compile/amazon-linux-x64/setup-ec2.sh	9	# =============================================================================	COMMENT
MEDIUM	packages/chrome-compile/amazon-linux-x64/launch-ec2.sh	4	# =============================================================================	COMMENT
MEDIUM	packages/chrome-compile/amazon-linux-x64/launch-ec2.sh	11	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	4	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	11	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	19	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	21	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	28	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	30	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	49	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	51	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	60	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	62	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	71	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	73	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	152	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	154	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	164	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	166	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	171	# =============================================================================	COMMENT
MEDIUM⚡	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	173	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	84	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	86	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	99	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	101	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	117	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	119	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	137	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	139	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	208	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	210	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	221	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	223	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	245	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	247	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	274	# =============================================================================	COMMENT
MEDIUM	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	276	# =============================================================================	COMMENT
MEDIUM	packages/chrome-compile/linux-arm64/setup-ec2.sh	4	# =============================================================================	COMMENT
MEDIUM	packages/chrome-compile/linux-arm64/setup-ec2.sh	9	# =============================================================================	COMMENT
MEDIUM	packages/chrome-compile/linux-arm64/launch-ec2.sh	4	# =============================================================================	COMMENT
MEDIUM	packages/chrome-compile/linux-arm64/launch-ec2.sh	11	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	4	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	9	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	17	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	19	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	26	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	28	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	47	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	49	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	58	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	60	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	176	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	178	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	186	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	188	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	191	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	193	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	350	# =============================================================================	COMMENT
MEDIUM⚡	packages/chrome-compile/linux-arm64/build-chromium.sh	352	# =============================================================================	COMMENT
96 more matches not shown…

Hyper-Verbose Identifiers140 hits · 144 pts

Severity	File	Line	Snippet	Context
LOW	…ckages/studio/src/error-overlay/react-overlay/index.ts	10	export function startReportingRuntimeErrors() {	CODE
LOW	…ror-overlay/react-overlay/effects/stack-trace-limit.ts	32	function unregisterStackTraceLimit() {	CODE
LOW	…r-overlay/react-overlay/effects/unhandled-rejection.ts	34	function registerUnhandledRejection(	CODE
LOW	…r-overlay/react-overlay/effects/unhandled-rejection.ts	49	function unregisterUnhandledRejection(target: EventTarget) {	CODE
LOW	…c/components/Timeline/reset-selected-timeline-props.ts	51	function assertPropResetSelections(	CODE
LOW	…ckages/studio/src/api/get-zod-schema-from-primitive.ts	4	export function getZodSchemaFromPrimitive(	CODE
LOW	packages/svg-3d-engine/src/matrix.ts	357	export function multiplyMatrixAndSvgInstruction(	CODE
LOW	packages/renderer/src/browser/DOMWorld.ts	347	function waitForPredicatePageFunction(	CODE
LOW	packages/renderer/src/browser/util.ts	135	export function pageBindingDeliverResultString(	CODE
LOW	packages/renderer/src/browser/util.ts	148	export function pageBindingDeliverErrorString(	CODE
LOW	packages/renderer/src/browser/util.ts	169	export function pageBindingDeliverErrorValueString(	CODE
LOW	packages/renderer/src/assets/get-audio-channels.ts	79	async function getAudioChannelsAndDurationUnlimited({	CODE
LOW	packages/video-matting/src/test/model-runtime.test.ts	65	function BackgroundRemovalPipeline() {	CODE
LOW	…es/vercel/src/internals/install-system-dependencies.ts	3	export async function installSystemDependencies({	CODE
LOW	packages/core/src/interpolate.ts	1193	export function assertValidInterpolateEasingOption(	CODE
LOW	packages/core/src/interpolate.ts	1219	export function assertValidInterpolatePosterizeOption(	CODE
LOW	packages/core/src/interpolate.ts	1237	function assertValidInterpolateOutputOption(	CODE
LOW	packages/core/src/interpolate.ts	1253	function assertValidInterpolateOutputType(	CODE
LOW	packages/core/src/HtmlInCanvas.tsx	365	function assertHtmlInCanvasDimensions(width: unknown, height: unknown): void {	CODE
LOW	packages/core/src/HtmlInCanvas.tsx	385	function resolveHtmlInCanvasPixelDensity(	CODE
LOW	packages/lambda-php/tests/PHPClientTest.php	40	public function testEnableCancellationAndCancelRender()	CODE
LOW	packages/lambda-php/tests/PHPClientTest.php	54	public function testCancelRenderRequiresOptIn()	CODE
LOW	packages/lambda-php/tests/PHPClientTest.php	64	public function testExplicitOverwriteValueIsPreserved()	CODE
LOW	packages/lambda-php/tests/LargePayloadTest.php	25	public function testSmallPayloadUsesInlineFormat(): void	CODE
LOW	packages/lambda-php/tests/LargePayloadTest.php	35	public function testLargePayloadWouldUseBucketUrl(): void	CODE
LOW	packages/lambda-php/src/PHPClient.php	151	private function getOrCreateBucket(): string	CODE
LOW	packages/lambda-php/src/PHPClient.php	313	public function makeRenderProgressPayload(string $renderId, string $bucketName, string $logLevel = "info", $forcePat	CODE
LOW	packages/lambda-php/src/PHPClient.php	333	public function makeGetCompositionsPayload(	CODE
LOW	packages/lambda-php/src/PHPClient.php	462	private function handleLambdaResponseRender(string $response): RenderMediaOnLambdaResponse	CODE
LOW	packages/lambda-php/src/PHPClient.php	485	private function handleLambdaResponseStill(string $response): RenderStillOnLambdaResponse	CODE
LOW	packages/lambda-php/src/PHPClient.php	512	private function handleLambdaResponseProgress(string $response): GetRenderProgressResponse	CODE
LOW	packages/lambda-php/src/PHPClient.php	542	private function handleLambdaResponseCompositions(string $response): array	CODE
LOW⚡	packages/lambda-php/src/RenderParams.php	826	public function setOffthreadVideoCacheSizeInBytes($offthreadVideoCacheSizeInBytes)	CODE
LOW⚡	packages/lambda-php/src/RenderParams.php	831	public function getPreferredEffectBackend(): string	CODE
LOW⚡	packages/lambda-php/src/RenderParams.php	836	public function setPreferredEffectBackend(string $preferredEffectBackend)	CODE
LOW	packages/lambda-php/src/RenderParams.php	921	public function getOffthreadVideoCacheSizeInBytes()	CODE
LOW	packages/lambda-php/src/RenderParams.php	1074	public function getDisableSharedMemoryCapture()	CODE
LOW	packages/lambda-php/src/RenderParams.php	1079	public function setDisableSharedMemoryCapture(bool $disableSharedMemoryCapture)	CODE
LOW	packages/brand/src/HomepageAssets/matrix.ts	233	export function multiplyMatrixAndSvgInstruction(	CODE
LOW	packages/lambda-client/src/read-file.ts	7	export async function lambdaReadFileImplementation({	CODE
LOW	packages/lambda-php-example/composer-setup.php	1437	protected function getTlsStreamContextDefaults($cafile)	CODE
LOW	packages/lambda-php-example/composer-setup.php	1652	public static function getSystemCaRootBundlePath()	CODE
LOW	…c/interpolate-path/convert-to-same-instruction-type.ts	63	export function convertToSameInstructionType(	CODE
LOW	packages/docs/plugins/element-source-dependencies.js	3	export default function elementSourceDependencies({siteDir}) {	CODE
LOW⚡	packages/docs/plugins/element-source-utils.d.ts	1	export function expandElementSourceReferences(input: {	CODE
LOW⚡	packages/docs/plugins/element-source-utils.d.ts	6	export function getElementSourceCodeBlock(input: {	CODE
LOW⚡	packages/docs/plugins/element-source-utils.d.ts	11	export function getRemotionElementDependencies(source: string): string[];	CODE
LOW⚡	packages/docs/plugins/element-source-utils.d.ts	18	export function getRemotionElementSourceMap(input: {	CODE
LOW	packages/docs/src/components/types.d.ts	345	export function useAllPluginInstancesData(	CODE
LOW	packages/docs/src/components/types.d.ts	350	export function useAllPluginInstancesData(	CODE
LOW	…src/theme/Navbar/MobileSidebar/SecondaryMenu/index.tsx	12	export default function NavbarMobileSidebarSecondaryMenu(): ReactNode {	CODE
LOW	…kages/docs/src/theme/DocSidebarItem/Category/index.tsx	84	export default function DocSidebarItemCategoryWrapper(props: Props): ReactNode {	CODE
LOW	packages/template-electron/forge.config.ts	20	function getCompositorPackagesForPackaging({	CODE
LOW	packages/template-electron/forge.config.ts	40	function shouldAllowMissingCompositorPackage({	CODE
LOW	packages/template-electron/forge.config.ts	56	function resolveInstalledCompositorPackageDirectory({	CODE
LOW	…/template-electron/src/integration-render-test-mode.ts	5	export function getIntegrationRenderOutputPath(): string \| null {	CODE
LOW	packages/template-electron/src/compositor-package.ts	14	function getLinuxCompositorPackage(arch: string, libc: LinuxLibc) {	CODE
LOW	…/lib/remotion_lambda/render_media_on_lambda_payload.rb	9	def get_render_media_on_lambda_payload(	CODE
LOW	…lib/remotion_lambda/render_frames_on_lambda_payload.rb	3	def get_render_frames_on_lambda_payload(	CODE
LOW	…/lib/remotion_lambda/render_still_on_lambda_payload.rb	3	def get_render_still_on_lambda_payload(	CODE
80 more matches not shown…

Hallucination Indicators14 hits · 140 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/webcodecs/src/audio-encoder.ts	78	controller._internals._mediaParserController._internals.signal.removeEventListener(	CODE
CRITICAL	packages/webcodecs/src/audio-encoder.ts	94	controller._internals._mediaParserController._internals.signal.addEventListener(	CODE
CRITICAL	packages/webcodecs/src/create-video-decoder.ts	68	controller._internals._mediaParserController._internals.signal.removeEventListener(	CODE
CRITICAL	packages/webcodecs/src/create-video-decoder.ts	87	controller._internals._mediaParserController._internals.signal.addEventListener(	CODE
CRITICAL	packages/webcodecs/src/convert-media.ts	196	controller._internals._mediaParserController._internals.signal.addEventListener(	CODE
CRITICAL	packages/webcodecs/src/convert-media.ts	367	controller._internals._mediaParserController._internals.signal.removeEventListener(	CODE
CRITICAL	packages/webcodecs/src/sort-video-frames.ts	60	controller._internals._mediaParserController._internals.signal.removeEventListener(	CODE
CRITICAL	packages/webcodecs/src/sort-video-frames.ts	66	controller._internals._mediaParserController._internals.signal.addEventListener(	CODE
CRITICAL	packages/webcodecs/src/video-encoder.ts	73	controller._internals._mediaParserController._internals.signal.removeEventListener(	CODE
CRITICAL	packages/webcodecs/src/video-encoder.ts	89	controller._internals._mediaParserController._internals.signal.addEventListener(	CODE
CRITICAL	packages/webcodecs/src/create-audio-decoder.ts	93	controller._internals._mediaParserController._internals.signal.removeEventListener(	CODE
CRITICAL	packages/webcodecs/src/create-audio-decoder.ts	112	controller._internals._mediaParserController._internals.signal.addEventListener(	CODE
CRITICAL	packages/webcodecs/src/io-manager/io-synchronizer.ts	101	controller._internals._mediaParserController._internals.signal.addEventListener(	CODE
CRITICAL	packages/webcodecs/src/io-manager/io-synchronizer.ts	117	controller._internals._mediaParserController._internals.signal.removeEventListener(	CODE

AI Slop Vocabulary21 hits · 71 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/renderer/src/get-extra-frames-to-capture.ts	1	// For seamless AAC concatenation, we need to capture a bit of extra audio on both sides	COMMENT
MEDIUM	packages/renderer/src/get-extra-frames-to-capture.ts	14	// Inspired by https://github.com/wistia/seamless-aac-split-and-stitch-demo	COMMENT
MEDIUM	packages/renderer/src/render-media.ts	918	// With seamless AAC concatenation, the amount of rendered frames	COMMENT
MEDIUM	…enderer/src/options/for-seamless-aac-concatenation.tsx	28	'https://www.remotion.dev/docs/options/for-seamless-aac-concatenation',	CODE
MEDIUM⚡	…sitor/ffmpeg/sys/bindings/x86_64-unknown-linux-musl.rs	3	# [repr (C)] # [derive (Copy , Clone , Debug , Default , Eq , Hash , Ord , PartialEq , PartialOrd)] pub struct __Bindgen	COMMENT
MEDIUM⚡	…sitor/ffmpeg/sys/bindings/x86_64-unknown-linux-musl.rs	3	# [repr (C)] # [derive (Copy , Clone , Debug , Default , Eq , Hash , Ord , PartialEq , PartialOrd)] pub struct __Bindgen	COMMENT
MEDIUM⚡	…sitor/ffmpeg/sys/bindings/x86_64-unknown-linux-musl.rs	3	# [repr (C)] # [derive (Copy , Clone , Debug , Default , Eq , Hash , Ord , PartialEq , PartialOrd)] pub struct __Bindgen	COMMENT
MEDIUM⚡	…sitor/ffmpeg/sys/bindings/x86_64-unknown-linux-musl.rs	3	# [repr (C)] # [derive (Copy , Clone , Debug , Default , Eq , Hash , Ord , PartialEq , PartialOrd)] pub struct __Bindgen	COMMENT
MEDIUM⚡	…sitor/ffmpeg/sys/bindings/x86_64-unknown-linux-musl.rs	3	# [repr (C)] # [derive (Copy , Clone , Debug , Default , Eq , Hash , Ord , PartialEq , PartialOrd)] pub struct __Bindgen	COMMENT
MEDIUM⚡	…sitor/ffmpeg/sys/bindings/x86_64-unknown-linux-musl.rs	3	# [repr (C)] # [derive (Copy , Clone , Debug , Default , Eq , Hash , Ord , PartialEq , PartialOrd)] pub struct __Bindgen	COMMENT
MEDIUM	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	3128	#[doc = " Flag telling rescaling functions to pass `INT64_MIN`/`MAX` through\n unchanged, avoiding special cases for	COMMENT
MEDIUM	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	3160	#[doc = " Rescale a timestamp while preserving known durations.\n\n This function is designed to be called per audio	COMMENT
MEDIUM	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	3216	#[doc = " Offset in the structure where a pointer to the parent context for\n logging is stored. For example a decod	COMMENT
MEDIUM	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	6804	#[doc = " This callback is called at the beginning of each frame to get data\n buffer(s) for it. There may be one co	COMMENT
MEDIUM	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	7518	#[doc = " Create and return a AVHWFramesContext with values adequate for hardware\n decoding. This is meant to get c	COMMENT
MEDIUM	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	13624	#[doc = " Get a seed to use in conjunction with random functions.\n This function tries to provide a good seed at a	COMMENT
MEDIUM⚡	packages/google-fonts/src/Tapestry.ts	20	'https://fonts.gstatic.com/s/tapestry/v6/SlGTmQecrosEYXhaGCIsoHFKaQ.woff2',	CODE
MEDIUM⚡	packages/google-fonts/src/Tapestry.ts	22	'https://fonts.gstatic.com/s/tapestry/v6/SlGTmQecrosEYXhaGCItoHFKaQ.woff2',	CODE
MEDIUM⚡	packages/google-fonts/src/Tapestry.ts	24	'https://fonts.gstatic.com/s/tapestry/v6/SlGTmQecrosEYXhaGCIjoHE.woff2',	CODE
MEDIUM	…/media-parser/src/containers/flac/get-channel-count.ts	44	// Be lenient and treat them as stereo (2 channels) to keep parsing robust.	COMMENT
MEDIUM	packages/effects/src/bevel-alpha/webgpu-shaders.ts	45	// bounds because WebGPU robust texture access may clamp out-of-range loads.	COMMENT

Over-Commented Block49 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	packages/astro-example/.astro/types.d.ts	1	/// <reference types="astro/client" />	COMMENT
LOW	packages/astro-example/src/env.d.ts	1	/// <reference path="../.astro/types.d.ts" />	COMMENT
LOW	…ps/techniques/maptiler/assets/MapTilerVectorElement.ts	61	// Example:	COMMENT
LOW	…ps/techniques/maptiler/assets/MapTilerVectorElement.ts	61	// Example:	COMMENT
LOW	…ps/techniques/maptiler/assets/MapTilerVectorElement.ts	61	// Example:	COMMENT
LOW	…ps/techniques/maptiler/assets/MapTilerVectorElement.ts	61	// Example:	COMMENT
LOW	packages/renderer/src/serve-handler/index.ts	141	// It's extremely important that we're doing multiple stat calls. This one	COMMENT
LOW	packages/core/src/use-lazy-component.ts	41	compProps: CompProps<Props>;	COMMENT
LOW	packages/core/src/get-cross-origin-value.ts	21	if (requestsVideoFrame) {	COMMENT
LOW	packages/core/src/effects/canvas-pool.ts	21	// resize its scratch canvases while holding an exclusive lease.	COMMENT
LOW	packages/core/src/effects/effect-types.ts	1	// Internal types for the effects system (exported via `remotion` → `./internals.js`).	COMMENT
LOW	packages/core/src/effects/effect-types.ts	101	// just to distinguish and make it typesafe	COMMENT
LOW	packages/core/src/effects/create-effect.ts	21	// Check each implementation's state type before erasing it so implementations	COMMENT
LOW	packages/lambda-go/webhook.go	1	package lambda_go_sdk	COMMENT
LOW	packages/example/src/HtmlInCanvas/privacy.tsx	1	import React from 'react';	COMMENT
LOW	…s/compositor/ffmpeg/wrapper/examples/transcode-x264.rs	1	// Given an input file, transcode all video streams into H.264 (using libx264)	COMMENT
LOW	packages/compositor/ffmpeg/sys/channel_layout_fixed.h	1	// Here until https://github.com/rust-lang/rust-bindgen/issues/2192 /	COMMENT
LOW	packages/compositor/ffmpeg/sys/channel_layout_fixed.h	21	#undef AV_CH_TOP_FRONT_RIGHT	COMMENT
LOW	packages/compositor/ffmpeg/sys/channel_layout_fixed.h	81	const unsigned long long AV_CH_BOTTOM_FRONT_CENTER =	COMMENT
LOW	packages/compositor/ffmpeg/sys/channel_layout_fixed.h	101	#undef AV_CH_LAYOUT_5POINT1_BACK	COMMENT
LOW	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	3201	#[doc = " Describe the class of an AVClass context structure. That is an\n arbitrary struct of which the first field is	COMMENT
LOW	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	3361	#[repr(i32)]	COMMENT
LOW	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	4221	#[doc = " An AVChannelLayout holds information about the channel layout of audio data.\n\n A channel layout here is defi	COMMENT
LOW	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	6461	}	COMMENT
LOW	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	10761	#[repr(u32)]	COMMENT
LOW	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	12461	#[derive(Debug, Copy, Clone, Hash, PartialEq, Eq)]	COMMENT
LOW	…itor/ffmpeg/sys/bindings/aarch64-unknown-linux-musl.rs	13761	#[doc = " Frame contains only the left view."]	COMMENT
LOW	…es/paths/src/interpolate-path/split-curve-as-points.ts	21	// r= 0.33	COMMENT
LOW	packages/template-vibe-code/src/lib/base-path.ts	1	// The path the app is served under, without a trailing slash and empty at the	COMMENT
LOW	packages/eslint-config/src/patch-eslint.ts	101	const eslintCandidateFolder = path.dirname(	COMMENT
LOW	packages/lambda-ruby/lib/remotion_lambda/webhook.rb	1	require 'openssl'	COMMENT
LOW	packages/sdk/src/get-box-quads-polyfill-internals.js	1	/* eslint-disable */	COMMENT
LOW	packages/sdk/src/get-box-quads-polyfill-internals.js	21	// FIX 4 – getElementOffsetsInContainer/HTMLElement: defer getCachedComputedStyle	COMMENT
LOW	packages/lambda-python/testclient_render_media.py	41	# --- NEW: Create a custom boto3 session ---	COMMENT
LOW	…es/studio-server/src/preview-server/node-path-cache.ts	1	import type {SequenceNodePath} from 'remotion';	COMMENT
LOW	…ps/techniques/maptiler/assets/MapTilerVectorElement.ts	61	// Example:	COMMENT
LOW	packages/webcodecs/src/test/stbl.test.ts	1	if (process.platform !== 'win32') {	COMMENT
LOW	packages/gsap/src/use-gsap-timeline.ts	541	// Builders only describe motion. Reassert package ownership of playback.	COMMENT
LOW	packages/player-example/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	…ages/chrome-compile/amazon-linux-x64/build-chromium.sh	1	#!/bin/bash	COMMENT
LOW	packages/chrome-compile/linux-arm64/build-chromium.sh	441	RUST_TOOLCHAIN=third_party/rust-toolchain	COMMENT
LOW	packages/chrome-compile/lambda-arm64/make-test-layer.sh	1	#!/bin/bash	COMMENT
LOW	packages/chrome-compile/lambda-arm64/build-chromium.sh	61	# eu-central-1 (Apr 2026), causing every retry to timeout. googlesource is	COMMENT
LOW	packages/chrome-compile/lambda-arm64/build-chromium.sh	281	p = 'tools/clang/scripts/build.py'	COMMENT
LOW	packages/chrome-compile/lambda-arm64/build-chromium.sh	501	# puts $RUST_TOOLCHAIN/lib on LD_LIBRARY_PATH, so expose the arm64 prebuilt std	COMMENT
LOW	packages/chrome-compile/lambda-arm64/build-chromium.sh	601	mkdir -p /root/depot_tools/.cipd_bin	COMMENT
LOW	packages/chrome-compile/linux-x64/build-chromium.sh	1	#!/bin/bash	COMMENT
LOW	packages/media/src/serialized-queue.ts	1	// Serializes async work by chaining it onto a single promise.	COMMENT
LOW	…ages/media/src/video-extraction/get-allocation-size.ts	1	import type {VideoSampleWithoutDuration} from './keyframe-bank';	COMMENT

Synthetic Comment Markers4 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	packages/compositor/rust/frame_cache.rs	221	// Exact same time as requested	COMMENT
HIGH	…ompt-to-motion-graphics/src/hooks/useAutoCorrection.ts	62	// Mark code as AI-generated	COMMENT
HIGH	…t-to-motion-graphics/src/hooks/useConversationState.ts	18	// Track the last AI-generated code to detect manual edits	COMMENT
HIGH	packages/media/src/audio-extraction/audio-manager.ts	139	// delete iterator with same starting timestamp as requested	COMMENT

Unused Imports33 hits · 30 pts

Severity	File	Line	Context
LOW	.agents/skills/vercel/scripts/check-deployment.py	4	CODE
LOW	.agents/skills/vercel/scripts/check-deployment.py	9	CODE
LOW	packages/lambda-python/testclient_render_media.py	2	CODE
LOW	packages/lambda-python/tests/test_remotion_client.py	4	CODE
LOW	packages/lambda-python/tests/test_remotion_client.py	11	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	2	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	27	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	28	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	29	CODE
LOW	packages/lambda-python/remotion_lambda/__init__.py	30	CODE
LOW	packages/chrome-compile/mac-arm64/probe-fast-path.py	24	CODE

Structural Annotation Overuse9 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	…on-best-practices/remotion-markup/silence-detection.md	14	## Step 1: Measure loudness with `loudnorm`	COMMENT
LOW	…on-best-practices/remotion-markup/silence-detection.md	26	## Step 2: Detect silences using adaptive threshold	COMMENT
LOW	…dex-plugin/skills/remotion-markup/silence-detection.md	14	## Step 1: Measure loudness with `loudnorm`	COMMENT
LOW	…dex-plugin/skills/remotion-markup/silence-detection.md	26	## Step 2: Detect silences using adaptive threshold	COMMENT
LOW	…ges/skills/skills/remotion-markup/silence-detection.md	14	## Step 1: Measure loudness with `loudnorm`	COMMENT
LOW	…ges/skills/skills/remotion-markup/silence-detection.md	26	## Step 2: Detect silences using adaptive threshold	COMMENT
LOW⚡	packages/media-parser/src/iterator/buffer-iterator.ts	237	// Step 1: Count the number of leading zeros	COMMENT
LOW⚡	packages/media-parser/src/iterator/buffer-iterator.ts	242	// Step 2: Read the suffix	COMMENT
LOW⚡	packages/media-parser/src/iterator/buffer-iterator.ts	248	// Step 3: Calculate the value	COMMENT

Modern AI Meta-Vocabulary5 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	…emotion-best-practices/remotion-markup/compositions.md	10	## Default Props and scaffold metadata	COMMENT
MEDIUM	…es/codex-plugin/skills/remotion-markup/compositions.md	10	## Default Props and scaffold metadata	COMMENT
MEDIUM	packages/canvas-capture-extension/README.md	98	[Agentic shot setup](https://www.remotion.dev/docs/canvas-capture/agentic-shot-setup).	CODE
MEDIUM	…otion-maps/techniques/maptiler/assets/example-Root.tsx	1	// Minimal Remotion scaffold for the map explainer. In a Remotion project (`bunx create-video@latest`,	COMMENT
MEDIUM	packages/skills/skills/remotion-markup/compositions.md	61	## Default Props and scaffold metadata	COMMENT

Self-Referential Comments5 hits · 13 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/cloudrun/src/gcpInstaller/main.tf	33	# Create an IAM role	COMMENT
MEDIUM	packages/cloudrun/src/gcpInstaller/main.tf	41	# Create a service account	COMMENT
MEDIUM	packages/lambda-python/tests/test_remotion_client.py	127	# Create the client (this creates a mock session instance)	COMMENT
MEDIUM	…/lambda-python/tests/test_large_payload_compression.py	29	# Create a large payload that exceeds the limit for video-or-audio (200KB - margin)	COMMENT
MEDIUM	…ckages/lambda-python/remotion_lambda/remotionclient.py	125	>>> # Create a session with the temporary credentials	STRING

Verbosity Indicators3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/media-parser/src/iterator/buffer-iterator.ts	237	// Step 1: Count the number of leading zeros	COMMENT
LOW⚡	packages/media-parser/src/iterator/buffer-iterator.ts	242	// Step 2: Read the suffix	COMMENT
LOW⚡	packages/media-parser/src/iterator/buffer-iterator.ts	248	// Step 3: Calculate the value	COMMENT

AI Structural Patterns5 hits · 5 pts

Severity	File	Line	Context
LOW	.agents/skills/update-legal-pdfs/scripts/generate.py	52	CODE
LOW	…s/lambda-python/remotion_lambda/asyncremotionclient.py	75	CODE
LOW	…s/lambda-python/remotion_lambda/asyncremotionclient.py	102	CODE
LOW	…ckages/lambda-python/remotion_lambda/remotionclient.py	761	CODE
LOW	…ckages/lambda-python/remotion_lambda/remotionclient.py	816	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	packages/example/public/example.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW	packages/example/public/example.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW	packages/promo-pages/src/components/design.tsx	202	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do	CODE
LOW	packages/promo-pages/src/components/design.tsx	202	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do	CODE

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	…/skills/update-codex-plugin/scripts/prepare-release.py	16	CODE
LOW	…ckages/lambda-python/remotion_lambda/remotionclient.py	447	CODE
LOW	packages/chrome-compile/mac-arm64/probe-fast-path.py	132	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…ckages/lambda-python/remotion_lambda/remotionclient.py	540	# Check if it's a dataclass instance before calling asdict	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/chrome-compile/lambda-arm64/make-test-layer.sh	9	# Usage:	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	packages/lambda-python/testclient_render_media.py	136	except Exception as e:	CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ckages/lambda-python/remotion_lambda/remotionclient.py	40	logger = logging.getLogger(__name__)	CODE

remotion-dev/remotion

Open-Source Code Quality, Security and Technical Debt Review