3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

21.5K

Stars

Rust

Language

167.4K

Lines of Code

1.3K

Files

646

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 17.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 642 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 17.8/100 · LOW

Which changes need focused human review? 646 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 0MEDIUM 4LOW 642

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 646 distinct pattern matches across 5 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 Block634 hits · 606 pts

Severity	File	Line	Snippet	Context
LOW	reactive_stores_macro/src/lib.rs	21		COMMENT
LOW	reactive_stores_macro/src/lib.rs	41	/// T4,	COMMENT
LOW	reactive_stores_macro/src/lib.rs	61	/// 'a,	COMMENT
LOW	reactive_stores_macro/src/lib.rs	81	/// T1,	COMMENT
LOW	.config/nextest.toml	1	experimental = ["setup-scripts"]	COMMENT
LOW	router_macro/tests/ui.rs	1	//! Compile-fail coverage for the router macros' rejection rules.	COMMENT
LOW	router_macro/src/lib.rs	21	const RFC3986_PCHAR_OTHER: [char; 12] =	COMMENT
LOW	router_macro/src/lib.rs	261	/// surfaced to the nearest [`ErrorBoundary`](leptos::prelude::ErrorBoundary) instead of	COMMENT
LOW	router_macro/src/lib.rs	281	/// vec![/* todo: load blog posts */]	COMMENT
LOW	leptos_hot_reload/src/parsing.rs	1	use rstml::node::{CustomNode, NodeElement, NodeName};	COMMENT
LOW	leptos_dom/.cargo/config.toml	1	# [build]	COMMENT
LOW	leptos_dom/examples/test-bench/src/main.rs	121	}	COMMENT
LOW	leptos_dom/examples/test-bench/src/main.rs	141	// }	COMMENT
LOW	leptos_dom/src/helpers.rs	181	/// The `web-sys` scheduling APIs only return an integer id, but the `Closure`	COMMENT
LOW	leptos_dom/src/helpers.rs	201	} else {	COMMENT
LOW	leptos_dom/src/helpers.rs	261	/// See [`cancelIdleCallback()`](https://developer.mozilla.org/en-US/docs/Web/API/Window/cancelIdleCallback)	COMMENT
LOW	leptos_dom/src/helpers.rs	301	/// completed its work and when there is no other code waiting to be run before	COMMENT
LOW	leptos_dom/src/helpers.rs	321	/// The associated callback is freed when the reactive scope that created	COMMENT
LOW	leptos_dom/src/helpers.rs	381	/// use leptos::{leptos_dom::helpers::debounce, logging::log, prelude::, };	COMMENT
LOW	leptos_dom/src/helpers.rs	561	}	COMMENT
LOW	leptos_dom/src/helpers.rs	581	/// // so .code() can be called	COMMENT
LOW	projects/ory-kratos/Cargo.toml	101	# Optional. Can be over-ridden with the command line parameter --bin-features	COMMENT
LOW	projects/sitemap_axum/Cargo.toml	101	# The features to use when compiling the bin target	COMMENT
LOW	projects/sitemap_axum/Cargo.toml	121	# The profile to use for the lib target when compiling for release	COMMENT
LOW	projects/hexagonal-architecture/Cargo.toml	81		COMMENT
LOW	projects/hexagonal-architecture/end2end/tsconfig.json	1	{	COMMENT
LOW	projects/hexagonal-architecture/end2end/tsconfig.json	21	// "jsxImportSource": "", /* Specify module specifier used to import the JSX factory func	COMMENT
LOW	projects/hexagonal-architecture/end2end/tsconfig.json	41	// "customConditions": [], /* Conditions to set in addition to the resolver-specific defau	COMMENT
LOW	projects/hexagonal-architecture/end2end/tsconfig.json	61	// "importHelpers": true, /* Allow importing helper functions from tslib once per project	COMMENT
LOW	projects/hexagonal-architecture/end2end/tsconfig.json	81	// "preserveSymlinks": true, /* Disable resolving symlinks to their realpath. This correlate	COMMENT
LOW	…ts/hexagonal-architecture/end2end/playwright.config.ts	61	{	COMMENT
LOW	…ts/hexagonal-architecture/end2end/playwright.config.ts	81		COMMENT
LOW	…ts/hexagonal-architecture/end2end/playwright.config.ts	101	// webServer: {	COMMENT
LOW	projects/session_auth_axum/Cargo.toml	81	# The port to use for automatic reload monitoring	COMMENT
LOW	projects/session_auth_axum/Cargo.toml	101	# The features to use when compiling the lib target	COMMENT
LOW	projects/nginx-mpmc/app-1/Cargo.toml	101	# If the --no-default-features flag should be used when compiling the bin target	COMMENT
LOW	projects/nginx-mpmc/shared-server-2/src/main.rs	21	#[cfg(not(feature = "ssr"))]	COMMENT
LOW	projects/nginx-mpmc/app-2/Cargo.toml	61		COMMENT
LOW	projects/nginx-mpmc/app-2/Cargo.toml	101	bin-features = ["ssr"]	COMMENT
LOW	projects/sso_auth_axum/Cargo.toml	81	site-addr = "127.0.0.1:3000"	COMMENT
LOW	projects/sso_auth_axum/Cargo.toml	101		COMMENT
LOW	projects/openapi-openai-api-swagger-ui/Cargo.toml	101	# Optional. Defaults to false.	COMMENT
LOW	…api-openai-api-swagger-ui/end2end/playwright.config.ts	61	{	COMMENT
LOW	…api-openai-api-swagger-ui/end2end/playwright.config.ts	81		COMMENT
LOW	meta/src/html.rs	21	/// This component takes no props, but can take any number of spread attributes	COMMENT
LOW	meta/src/meta_tags.rs	1	use crate::register;	COMMENT
LOW	meta/src/meta_tags.rs	21	/// <main>	COMMENT
LOW	meta/src/body.rs	21	/// This component takes no props, but can take any number of spread attributes	COMMENT
LOW	meta/src/lib.rs	1	#![deny(missing_docs)]	COMMENT
LOW	meta/src/lib.rs	21	//! let (name, set_name) = create_signal("Alice".to_string());	COMMENT
LOW	meta/src/style.rs	1	use crate::{OrDefaultNonce, register};	COMMENT
LOW	meta/src/style.rs	21	/// </Style>	COMMENT
LOW	meta/src/link.rs	1	use crate::register;	COMMENT
LOW	meta/src/link.rs	21	/// href="myFont.woff2"	COMMENT
LOW	meta/src/link.rs	41	/// The [`fetchpriority`](https://developer.mozilla.org/en-US/docs/Web/HTML/Element/link#attr-fetchpriority) attribu	COMMENT
LOW	meta/src/link.rs	61	media: Option<Oco<'static, str>>,	COMMENT
LOW	meta/src/title.rs	181	#[inline(always)]	COMMENT
LOW	meta/src/title.rs	201	/// view! {	COMMENT
LOW	meta/src/title.rs	221	/// <main>	COMMENT
LOW	meta/src/stylesheet.rs	1	use crate::register;	COMMENT
574 more matches not shown…

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tachys/tests/svg_inert.rs	5	//! parses the fragment inside an SVG-namespaced scaffold so the markup inherits	COMMENT
MEDIUM	tachys/tests/svg_inert.rs	41	// The mounted element is the authored <text>, not a <g>/<svg> scaffold.	COMMENT
MEDIUM	tachys/tests/svg_inert.rs	66	/// children, ensuring the scaffold is still stripped and the namespace applied.	COMMENT

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	reactive_stores/src/lib.rs	450	/// ## Return value	COMMENT
LOW	scripts/bump.sh	23	# Check if any file in the package directory changed since the member's release commit or latest tag release	COMMENT
LOW	scripts/update_nightly.sh	16	# Check if a date is provided as an argument	COMMENT
LOW	.github/workflows/run-cargo-make-task.yml	266	# Check if the counter_isomorphic can be built with leptos_debuginfo cfg flag in release mode	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tachys/src/html/attribute/key.rs	369	placeholder "placeholder",	CODE
LOW	examples/parent_child/src/lib.rs	38	"Lorem ipsum sit dolor amet."	CODE
LOW	examples/router/src/lib.rs	207	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolo	CODE
LOW	examples/router/src/lib.rs	207	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolo	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	integrations/axum/tests/axum_integration.rs	994	// to not require using cargo-nextest setup scripts to prepare this. Essentially if this is done	COMMENT

leptos-rs/leptos

Open-Source Code Quality, Security and Technical Debt Review