iced-rs/iced

3.5

Adjusted Score

3.5

Raw Score

100%

Time Factor

2026-07-09

Last Push

31.0K

Stars

Rust

Language

100.8K

Lines of Code

504

Files

363

Pattern Hits

2026-07-14

Scan Date

0.00

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 11LOW 352

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 363 distinct pattern matches across 5 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block347 hits · 312 pts

Severity	File	Line	Snippet	Context
LOW	core/src/element.rs	41	pub fn as_widget_mut(&mut self) -> &mut dyn Widget<Message, Theme, Renderer> {	COMMENT
LOW	core/src/element.rs	61	/// use counter::Counter;	COMMENT
LOW	core/src/element.rs	81	/// Counter(usize, counter::Message)	COMMENT
LOW	core/src/element.rs	101	/// # #[derive(Debug, Clone, Copy)]	COMMENT
LOW	core/src/element.rs	121	/// }	COMMENT
LOW	core/src/element.rs	141	/// }),	COMMENT
LOW	core/src/element.rs	161	/// #	COMMENT
LOW	core/src/font.rs	81		COMMENT
LOW	core/src/renderer.rs	61	);	COMMENT
LOW	core/src/length.rs	1	//! Describe amounts of space accurately.	COMMENT
LOW	core/src/widget.rs	21	/// If you want to build your own widgets, you will need to implement this	COMMENT
LOW	core/src/backend.rs	1	//! Graphical backends are designed to aid in rendering computer graphics to a monitor.	COMMENT
LOW	core/src/backend.rs	141	pub struct Settings {	COMMENT
LOW	core/src/color.rs	1	//! Manage colors in different color spaces.	COMMENT
LOW	core/src/color.rs	381	}	COMMENT
LOW	core/src/lib.rs	101		COMMENT
LOW	core/src/lib.rs	121	/// # let element: Option<()> = Some(());	COMMENT
LOW	core/src/event.rs	41	pub enum Status {	COMMENT
LOW	core/src/border.rs	21	/// #	COMMENT
LOW	core/src/image.rs	81	Path(Id, PathBuf),	COMMENT
LOW	core/src/image.rs	221	/// A memory allocation of a [`Handle`], often in GPU memory.	COMMENT
LOW	core/src/image.rs	281		COMMENT
LOW	core/src/image.rs	301	///	COMMENT
LOW	core/src/padding.rs	1	//! Space stuff around the perimeter.	COMMENT
LOW	core/src/padding.rs	21	/// # struct Widget;	COMMENT
LOW	core/src/content_fit.rs	1	//! Control the fit of some content (like an image) within a space.	COMMENT
LOW	core/src/content_fit.rs	21	/// within the window. This won't distort the image or crop/hide any edges,	COMMENT
LOW	core/src/content_fit.rs	41	Cover,	COMMENT
LOW	core/src/rotation.rs	1	//! Control the rotation of some content (like an image) within a space.	COMMENT
LOW	core/src/text.rs	141	}	COMMENT
LOW	core/src/text.rs	161	///	COMMENT
LOW	core/src/text.rs	201	Word,	COMMENT
LOW	core/src/text.rs	301	/// No difference.	COMMENT
LOW	core/src/text.rs	341	/// [`ICON_FONT`]: Self::ICON_FONT	COMMENT
LOW	core/src/input_method.rs	1	//! Listen to input method events.	COMMENT
LOW	core/src/input_method.rs	81	///	COMMENT
LOW	core/src/input_method.rs	101	/// preedit: Some(Preedit { content: "2".to_owned(), selection: None, text_size: None }),	COMMENT
LOW	core/src/input_method.rs	141	preedit: preedit.as_ref().map(Preedit::to_owned),	COMMENT
LOW	core/src/input_method.rs	161	/// [`Commit`][Self::Commit] events. You should also start performing IME related requests	COMMENT
LOW	core/src/input_method.rs	181	/// Notifies when the IME was disabled.	COMMENT
LOW	core/src/settings.rs	21	///	COMMENT
LOW	core/src/settings.rs	41	/// primitives.	COMMENT
LOW	core/src/widget/text.rs	1	//! Text widgets display information through writing.	COMMENT
LOW	core/src/widget/text.rs	41	/// # pub type Element<'a, Message> = iced_core::Element<'a, Message, iced_core::Theme, ()>;	COMMENT
LOW	core/src/layout/flex.rs	1	//! Distribute elements using a flex-based layout.	COMMENT
LOW	core/src/window/user_attention.rs	1	/// The type of user attention to request.	COMMENT
LOW	core/src/window/event.rs	1	use crate::time::Instant;	COMMENT
LOW	core/src/window/event.rs	41	/// The user has requested for the window to close.	COMMENT
LOW	core/src/window/event.rs	61	///	COMMENT
LOW	core/src/window/position.rs	1	use crate::{Point, Size};	COMMENT
LOW	core/src/window/level.rs	1	/// A window level groups windows with respect to their z-position.	COMMENT
LOW	core/src/window/settings.rs	61		COMMENT
LOW	core/src/window/settings.rs	81	pub blur: bool,	COMMENT
LOW	core/src/window/settings/windows.rs	1	//! Platform specific settings for Windows.	COMMENT
LOW	core/src/window/settings/windows.rs	41	/// Let the system decide when to round window corners.	COMMENT
LOW	core/src/window/settings/linux.rs	1	//! Platform specific settings for Linux.	COMMENT
LOW	core/src/keyboard/key.rs	1	//! Identify keyboard keys.	COMMENT
LOW	core/src/keyboard/key.rs	41	///	COMMENT
LOW	core/src/keyboard/key.rs	121	fn from(named: Named) -> Self {	COMMENT
LOW	core/src/keyboard/key.rs	141	/// This key is used enable the ISO Level 3 shift modifier (the standard `Shift` key is the	COMMENT
287 more matches not shown…

AI Slop Vocabulary10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	core/src/shell.rs	11	/// A [`Widget`] can leverage a [`Shell`] to trigger changes in an application,	COMMENT
MEDIUM	core/src/padding.rs	6	/// You can leverage the `From` trait to build [`Padding`] conveniently:	COMMENT
MEDIUM	core/src/text.rs	50	/// calculation of the [`Paragraph`] and leverage metrics hinting.	COMMENT
MEDIUM	futures/src/subscription.rs	137	/// You can leverage this helper to create a [`Subscription`] that spawns	COMMENT
MEDIUM	widget/src/themer.rs	15	/// This widget can be useful to leverage multiple `Theme`	COMMENT
MEDIUM	test/src/lib.rs	38	//! In this case, we leverage the [`Selector`] implementation of `&str`, which selects a widget by the text it contains.	COMMENT
MEDIUM	wgpu/src/primitive.rs	43	/// If you have complex composition needs, then you can leverage	COMMENT
MEDIUM	src/lib.rs	377	//! A common pattern is to leverage this composability to split an	COMMENT
MEDIUM	src/lib.rs	470	//! seamless.	COMMENT
MEDIUM	src/time.rs	19	/// You may care about purity if you want to leverage the `time-travel`	COMMENT

Fake / Example Data4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	benches/ipsum.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur at elit mollis, dictum nunc non, tempus metus. Sed ia	CODE
LOW⚡	benches/ipsum.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur at elit mollis, dictum nunc non, tempus metus. Sed ia	CODE
LOW⚡	benches/ipsum.txt	3	Cras ullamcorper tincidunt tellus non tempor. Integer pulvinar turpis quam, nec pharetra purus egestas non. Vivamus sed	CODE
LOW⚡	benches/ipsum.txt	3	Cras ullamcorper tincidunt tellus non tempor. Integer pulvinar turpis quam, nec pharetra purus egestas non. Vivamus sed	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	futures/src/subscription.rs	136	/// # Creating an asynchronous worker with bidirectional communication	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/release_summary.py	30		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings