1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

18.8K

Stars

Rust

Language

592.1K

Lines of Code

1.6K

Files

843

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 6.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 779 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

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

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 30 finding(s).

PR Review Velocity Impact 7.4/100 · LOW

Which changes need focused human review? 843 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 2HIGH 2MEDIUM 17LOW 822

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 843 distinct pattern matches across 10 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 Block745 hits · 740 pts

Severity	File	Line	Snippet	Context
LOW	crates/story-web/www/src/main.js	1	const embedded = window.parent !== window;	COMMENT
LOW	crates/shell/tests/integration/main.rs	1	//! The shell's integration tests, in one binary.	COMMENT
LOW	crates/shell/src/spec.rs	1	//! The element description buffer.	COMMENT
LOW	crates/shell/src/spec.rs	21	use crate::HostValue;	COMMENT
LOW	crates/shell/src/spec.rs	41	///	COMMENT
LOW	crates/shell/src/spec.rs	61	hashed ^= hashed >> 30;	COMMENT
LOW	crates/shell/src/spec.rs	261	Registered(RegisteredComponentSpec),	COMMENT
LOW	crates/shell/src/spec.rs	281		COMMENT
LOW	crates/shell/src/spec.rs	301	/// The heading that owns one item's trigger.	COMMENT
LOW	crates/shell/src/spec.rs	321	///	COMMENT
LOW	crates/shell/src/spec.rs	341	/// One tab in a [`Component::Tabs`].	COMMENT
LOW	crates/shell/src/spec.rs	361	/// The press and drag surface of a [`Component::Slider`].	COMMENT
LOW	crates/shell/src/spec.rs	381	/// A semantic table root. It has no data source and no delegate: the	COMMENT
LOW	crates/shell/src/spec.rs	401	/// there is no builder to change it afterwards.	COMMENT
LOW	crates/shell/src/spec.rs	421	/// window, and window-edge snapping. It holds no open state at all — it	COMMENT
LOW	crates/shell/src/spec.rs	441	/// Nothing under it is described. Its panels are entities the script handed	COMMENT
LOW	crates/shell/src/spec.rs	661	pub fn render_items(&self) -> CallbackId {	COMMENT
LOW	crates/shell/src/spec.rs	781	/// A handler for one named action.	COMMENT
LOW	crates/shell/src/spec.rs	801	Slot(&'static str, SpecId),	COMMENT
LOW	crates/shell/src/spec.rs	941	pub fn keys(&self) -> &[String] {	COMMENT
LOW	crates/shell/src/spec.rs	1001	Value(Bridged),	COMMENT
LOW	crates/shell/src/spec.rs	1221	// structure, and a template could not fill one from the other.	COMMENT
LOW	crates/shell/src/dock.rs	1	//! Dock and panel integration: a script contributes a panel to a docked	COMMENT
LOW	crates/shell/src/dock.rs	21	//! nothing but the panels — so every tab bar and dock frame a script wants	COMMENT
LOW	crates/shell/src/dock.rs	61	entities::EntityHandle,	COMMENT
LOW	crates/shell/src/dock.rs	81	/// The returned pointer is stable: calling this twice with the same pair	COMMENT
LOW	crates/shell/src/dock.rs	121	///	COMMENT
LOW	crates/shell/src/dock.rs	141		COMMENT
LOW	crates/shell/src/dock.rs	201	) {	COMMENT
LOW	crates/shell/src/dock.rs	361	.child(self.view.clone())	COMMENT
LOW	crates/shell/src/dock.rs	481	/// no-chrome behavior, so an application that draws no dock chrome implements	COMMENT
LOW	crates/shell/src/dock.rs	581		COMMENT
LOW	crates/shell/src/dock.rs	641	/// installs the real one here for the length of the call and the script's	COMMENT
LOW	crates/shell/src/dock.rs	721	///	COMMENT
LOW	crates/shell/src/dock.rs	741	/// Make this tab a drag source carrying base's own panel payload.	COMMENT
LOW	crates/shell/src/dock.rs	841	fn default() -> Self {	COMMENT
LOW	crates/shell/src/dock.rs	941	})	COMMENT
LOW	crates/shell/src/dock.rs	1001	}	COMMENT
LOW	crates/shell/src/typings.rs	1	//! TypeScript declarations for the script API (design doc §14.4).	COMMENT
LOW	crates/shell/src/typings.rs	21	//! `gpui-component`, whose components are the reason the seam exists — needs a	COMMENT
LOW	crates/shell/src/typings.rs	41	//! * Their documentation is GPUI's own, carried on the same reflection entries,	COMMENT
LOW	crates/shell/src/typings.rs	61	//! * Element lifetime. An element is consumed when it is used and belongs	COMMENT
LOW	crates/shell/src/typings.rs	101	/// The editor configuration filename, in the spelling a JavaScript project uses.	COMMENT
LOW	crates/shell/src/typings.rs	941	// Do not edit: gpui-shell rewrites this on every run, in every directory that	COMMENT
LOW	crates/shell/src/policy.rs	1	//! What a piece of running script is allowed to do, and who answers for it.	COMMENT
LOW	crates/shell/src/policy.rs	21	//! activate(B) ↑	COMMENT
LOW	crates/shell/src/policy.rs	61	/// The authority one application or plugin runs under.	COMMENT
LOW	crates/shell/src/policy.rs	81	///	COMMENT
LOW	crates/shell/src/policy.rs	181	}	COMMENT
LOW	crates/shell/src/runtime.rs	241	/// what keeps a later field from being a breaking change to somebody else.	COMMENT
LOW	crates/shell/src/runtime.rs	281	///	COMMENT
LOW	crates/shell/src/runtime.rs	441	}	COMMENT
LOW	crates/shell/src/runtime.rs	501	/// otherwise panic on the outstanding borrow.	COMMENT
LOW	crates/shell/src/runtime.rs	741	}	COMMENT
LOW	crates/shell/src/action.rs	1	//! The one action type a script can name.	COMMENT
LOW	crates/shell/src/host.rs	201	// ---------------------------------------------------------------------------	COMMENT
LOW	crates/shell/src/host.rs	221	/// Write TypeScript declarations next to an application.	COMMENT
LOW	crates/shell/src/host.rs	861	// Launched from a terminal, a GPUI process opens its window behind	COMMENT
LOW	crates/shell/src/host.rs	1161	.map_err(\|error\| format!("invalid {}: {error}", path.display()))	COMMENT
LOW	crates/shell/src/host.rs	1241	/// The loop, the failure toast and the exit conditions all live in	COMMENT
685 more matches not shown…

Decorative Section Separators16 hits · 57 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/shell/src/policy.rs	20	//! activate(A) ─▶ A runs ─▶ await ────────────────▶ A resumes	COMMENT
MEDIUM⚡	crates/shell/src/snapshot.rs	10	//! script state changes ──▶ build snapshot ──▶ ┌───────────┐	COMMENT
MEDIUM⚡	crates/shell/src/snapshot.rs	12	//! └───────────┘	COMMENT
MEDIUM⚡	crates/shell/src/snapshot.rs	14	//! many GPUI frames ◀──────┘ │ │	COMMENT
MEDIUM⚡	crates/shell/src/snapshot.rs	34	//! ┌───────────┐	COMMENT
MEDIUM⚡	crates/shell/src/snapshot.rs	36	//! └───────────┘	COMMENT
MEDIUM⚡	crates/shell/src/snapshot.rs	38	//! many GPUI frames ◀──────┤	COMMENT
MEDIUM	crates/shell/src/engine/quickjs/entity_api.rs	562	// ── CalendarState ────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/component/src/tooltip.rs	30	// ── Tooltip view (unchanged API) ────────────────────────────────────────────	COMMENT
MEDIUM	crates/component/src/tooltip.rs	151	// ── Managed tooltip system ──────────────────────────────────────────────────	COMMENT
MEDIUM	crates/component/src/tooltip.rs	195	// ── Extension trait for managed tooltips ─────────────────────────────────────	COMMENT
MEDIUM	crates/component/src/tooltip.rs	197	// ── Shared tooltip state for components ─────────────────────────────────────	COMMENT
MEDIUM	crates/component/src/tooltip.rs	234	// ── Internal managed tooltip trait ──────────────────────────────────────────	COMMENT
MEDIUM	crates/base/src/animation.rs	73	// ── Easing presets ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/base/src/animation.rs	97	// ── Lerp trait ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/base/src/animation.rs	141	// ── Transition combinator ───────────────────────────────────────────────────	COMMENT

Fake / Example Data46 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW	crates/shell/src/components/shell/retained_forms/mod.rs	429	"placeholder",	CODE
LOW	crates/shell/src/components/shell/retained_forms/mod.rs	431	"placeholder",	CODE
LOW	crates/shell/src/components/shell/retained_forms/mod.rs	474	"placeholder",	CODE
LOW	crates/shell/src/components/shell/retained_forms/mod.rs	492	let placeholder = optional_text(placeholder, "placeholder")?;	CODE
LOW	…ates/shell/src/components/shell/delegate_select/mod.rs	296	method("placeholder", "Sets the text shown while nothing is selected.", ArgumentSchema::String, \|arg\| match	CODE
LOW	crates/shell/src/components/shell/command/command.rs	299	MethodDescriptor::new("placeholder", vec![ArgumentDescriptor::new("placeholder", ArgumentSchema::String)], \|args	CODE
LOW	crates/shell/src/components/shell/input_group/mod.rs	421	"placeholder",	CODE
LOW	…es/shell/src/components/shell/delegate_combobox/mod.rs	326	method("placeholder", "Sets the text shown while nothing is selected.", ArgumentSchema::String, \|arg\| match	CODE
LOW	crates/kit/tests/integration/painted_text.rs	16	.child(Avatar::new().name("Jane Doe"))	CODE
LOW	crates/kit/tests/integration/painted_text.rs	49	assert!(find("Jane Doe").is_alternative());	CODE
LOW	crates/base/src/test_support.rs	67	.field("placeholder", &self.placeholder)	CODE
LOW	crates/base/src/text/text_view.rs	1486	.map(\|i\| format!("Block {i}: {}", "lorem ipsum dolor ".repeat(words)))	CODE
LOW	crates/story/src/stories/input_story.rs	153	"Jane Doe",	CODE
LOW	website/component/label.md	249	.child(Label::new("John Doe"))	CODE
LOW	website/component/input.md	46	.default_value("John Doe")	CODE
LOW	website/component/menu.md	445	.child("John Doe")	CODE
LOW	website/component/description-list.md	172	DescriptionItem::new("Full Name").value("John Doe"),	CODE
LOW	website/component/sidebar.md	262	menu.menu("Acme Corp", Box::new(SelectCompany("acme")))	CODE
LOW	website/component/sidebar.md	281	.child("John Doe")	CODE
LOW	website/component/avatar.md	24	.name("John Doe")	CODE
LOW	website/component/avatar.md	35	.name("John Doe")	CODE
LOW⚡	website/component/avatar.md	67	.name("John Doe")	CODE
LOW⚡	website/component/avatar.md	71	.name("John Doe")	CODE
LOW⚡	website/component/avatar.md	75	.name("John Doe") // 48px (default medium)	CODE
LOW⚡	website/component/avatar.md	78	.name("John Doe")	CODE
LOW⚡	website/component/avatar.md	83	.name("John Doe")	CODE
LOW	website/component/avatar.md	110	.child(Avatar::new().name("John Doe"))	CODE
LOW	website/component/avatar.md	178	Avatar::new().name("John Doe"),	CODE
LOW	website/component/avatar.md	223	.name("John Doe")	CODE
LOW	website/component/avatar.md	230	.child("John Doe")	CODE
LOW	website/zh-CN/component/label.md	224	.child(Label::new("John Doe"))	CODE
LOW	website/zh-CN/component/input.md	44	.default_value("John Doe")	CODE
LOW	website/zh-CN/component/menu.md	405	.child("John Doe")	CODE
LOW	website/zh-CN/component/description-list.md	167	DescriptionItem::new("Full Name").value("John Doe"),	CODE
LOW	website/zh-CN/component/avatar.md	24	.name("John Doe")	CODE
LOW	website/zh-CN/component/avatar.md	34	.name("John Doe")	CODE
LOW⚡	website/zh-CN/component/avatar.md	61	.name("John Doe")	CODE
LOW⚡	website/zh-CN/component/avatar.md	65	.name("John Doe")	CODE
LOW⚡	website/zh-CN/component/avatar.md	69	.name("John Doe")	CODE
LOW⚡	website/zh-CN/component/avatar.md	72	.name("John Doe")	CODE
LOW⚡	website/zh-CN/component/avatar.md	76	.name("John Doe")	CODE
LOW	website/zh-CN/component/avatar.md	103	.child(Avatar::new().name("John Doe"))	CODE
LOW	website/zh-CN/component/avatar.md	165	Avatar::new().name("John Doe"),	CODE
LOW	website/zh-CN/component/avatar.md	210	.name("John Doe")	CODE
LOW	website/zh-CN/component/avatar.md	217	.child("John Doe")	CODE
LOW	examples/sidebar/src/main.rs	116	.child("Acme Inc")	CODE

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/base/src/input/editor/lsp/code_actions.rs	84	editor.extras.context_menu_content.code_action.items.clear();	CODE
CRITICAL	crates/base/src/input/editor/lsp/overlay.rs	81	!self.extras.context_menu_content.completion.items.is_empty();	CODE

Structural Annotation Overuse9 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	crates/story-web/scripts/build-wasm.sh	23	# Step 1: Build WASM	COMMENT
LOW⚡	crates/story-web/scripts/build-wasm.sh	48	# Step 2: Generate JavaScript bindings	COMMENT
LOW⚡	script/bump-version.sh	56	# Step 1: Update crates version	COMMENT
LOW⚡	script/bump-version.sh	66	# Step 2: Stage changes	COMMENT
LOW⚡	script/bump-version.sh	76	# Step 3: Create commit and tag	COMMENT
LOW	script/bump-version.sh	93	# Step 4: Push to remote	COMMENT
LOW⚡	…ills/gpui-kit/references/gpui/entity-best-practices.md	51	// Step 1: call hooks directly through list_state (no entity lock)	COMMENT
LOW⚡	…ills/gpui-kit/references/gpui/entity-best-practices.md	54	// Step 2: update the parent entity — different lock, safe	COMMENT
LOW⚡	…ills/gpui-kit/references/gpui/entity-best-practices.md	61	// Step 3: sync list state directly — no entity lock	COMMENT

Hyper-Verbose Identifiers14 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	website/src/lib/llms.ts	27	export function documentationLicenseNotice(lang: 'en' \| 'zh-CN', source: string): string {	CODE
LOW	website/src/lib/llms.ts	34	function documentationLicenseSummary(lang: 'en' \| 'zh-CN', source: string): string {	CODE
LOW	script/bump-gpui.ts	1187	function makeDeclarativeMacrosCrateRelative(	CODE
LOW	script/bump-gpui.ts	1207	function rewriteDeclarativeMacroPaths(source: string): string {	CODE
LOW	script/bump-gpui.ts	1410	function installFacadeAwareMacroPaths(	CODE
LOW	script/bump-gpui.ts	1672	function vendorGpuiSourcesForApple(	CODE
LOW	script/tests/test_ai_recipes.py	28	def test_changed_source_rejects_stale_published_code(self):	CODE
LOW⚡	script/tests/test_ai_recipes.py	40	def test_removed_or_duplicate_markers_cannot_silently_drop_coverage(self):	CODE
LOW⚡	script/tests/test_ai_recipes.py	46	def test_empty_inventory_cannot_report_success(self):	CODE
LOW⚡	script/tests/test_ai_recipes.py	51	def test_invalid_trust_label_is_rejected(self):	CODE
LOW⚡	script/tests/test_ai_recipes.py	56	def test_duplicate_recipe_ids_are_rejected(self):	CODE
LOW	script/tests/test_ai_recipes.py	67	def test_missing_recipe_destination_is_rejected(self):	CODE
LOW	examples/js_story/stories/registered.js	259	export function initializeRegisteredExamples() {	CODE
LOW	examples/js_story/stories/registered.js	328	function expandedInputGroupExamples(cx) {	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	website/docs/design-guides.md	913	## Guidance for AI-generated interfaces	COMMENT
HIGH	…lls/gpui-kit-design-guides/references/design-guides.md	913	## Guidance for AI-generated interfaces	COMMENT

Verbosity Indicators6 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	crates/story-web/scripts/build-wasm.sh	23	# Step 1: Build WASM	COMMENT
LOW⚡	crates/story-web/scripts/build-wasm.sh	48	# Step 2: Generate JavaScript bindings	COMMENT
LOW⚡	script/bump-version.sh	56	# Step 1: Update crates version	COMMENT
LOW⚡	script/bump-version.sh	66	# Step 2: Stage changes	COMMENT
LOW⚡	script/bump-version.sh	76	# Step 3: Create commit and tag	COMMENT
LOW	script/bump-version.sh	93	# Step 4: Push to remote	COMMENT

Redundant / Tautological Comments2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	crates/story-web/scripts/build-wasm.sh	42	# Check if WASM file exists	COMMENT
LOW	script/bump-version.sh	13	# Check if version argument is provided	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/kit/Cargo.toml	26	# GPUI's test harness, native-platform rendering, and Kit UI test helpers.	COMMENT

longbridge/gpui-component

Open-Source Code Quality, Security and Technical Debt Review