4.2

Adjusted Signal

4.2

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

5.2K

Stars

Rust

Language

282.4K

Lines of Code

301

Files

1.2K

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 17.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1176 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 1.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 21 finding(s).

PR Review Velocity Impact 19.9/100 · LOW

Which changes need focused human review? 1197 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 27LOW 1170

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 1197 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 Block1170 hits · 1084 pts

Severity	File	Line	Snippet	Context
LOW	vulkano-shaders/src/lib.rs	1	//! The procedural macro for vulkano's shader system. Manages the compile-time compilation of	COMMENT
LOW	vulkano-shaders/src/lib.rs	21	//! ```	COMMENT
LOW	vulkano-shaders/src/lib.rs	41	//! each shader. They are named based on the provided names, `load_first`, `load_second` etc.	COMMENT
LOW	vulkano-shaders/src/lib.rs	61	//! #	COMMENT
LOW	vulkano-shaders/src/lib.rs	81	//! pub unsafe fn load(device: &Arc<Device>) -> Result<Self, VulkanError> {	COMMENT
LOW	vulkano-shaders/src/lib.rs	101	//! }	COMMENT
LOW	vulkano-shaders/src/lib.rs	121	//!	COMMENT
LOW	vulkano-shaders/src/lib.rs	141	//!	COMMENT
LOW	vulkano-shaders/src/lib.rs	161	//! ## `bytes`	COMMENT
LOW	vulkano-shaders/src/lib.rs	181	//! # macro_rules! shader { ($($tt:tt)*) => {}; }	COMMENT
LOW	vulkano-shaders/src/lib.rs	201	//! #	COMMENT
LOW	vulkano-shaders/src/lib.rs	221	//!	COMMENT
LOW	vulkano-shaders/src/lib.rs	241	//! When using `shaderc`, you must have [`glslc`] available on your `PATH`. When using `slangc`,	COMMENT
LOW	vulkano-shaders/src/lib.rs	261	//!	COMMENT
LOW	vulkano-shaders/src/lib.rs	281	//! },	COMMENT
LOW	vulkano-shaders/src/lib.rs	301	//!	COMMENT
LOW	vulkano-shaders/src/lib.rs	321	//! Above, the shaders named `first` and `second` will be compiled with `-DX=1 -DY=2` and	COMMENT
LOW	vulkano-shaders/src/lib.rs	341	//! See [`cargo-env-vars`] for a full set of env variables set by cargo. It is also possible to	COMMENT
LOW	vulkano-shaders/src/lib.rs	361	//! `#include <...>` directive within a shader source. Include directories can be absolute or	COMMENT
LOW	vulkano-shaders/src/lib.rs	381	//!	COMMENT
LOW	vulkano-shaders/src/lib.rs	401	//! ## `spirv_version`	COMMENT
LOW	vulkano-shaders/src/lib.rs	421	//!	COMMENT
LOW	vulkano-shaders/src/lib.rs	441	//! use for such structs and may choose to disable them.	COMMENT
LOW	vulkano-shaders/src/lib.rs	461	//! always derived.	COMMENT
LOW	vulkano-shaders/src/lib.rs	481	//! `std` uses arrays to represent vectors and matrices. Note that if the chosen crate doesn't have	COMMENT
LOW	vulkano-shaders/src/lib.rs	501	//! # Cargo features	COMMENT
LOW	vulkano-shaders/src/tests.rs	961	///	COMMENT
LOW	vulkano-shaders/src/tests.rs	981	/// float(push.data),	COMMENT
LOW	vulkano-shaders/src/tests.rs	1001	///	COMMENT
LOW	vulkano-shaders/src/structs.rs	1081	let offset = member.offset;	COMMENT
LOW	vulkano-shaders/src/structs.rs	1101	// rounded up to the nearest multiple of its alignment which is 4 in this case. We	COMMENT
LOW	vulkano/autogen-out/instance_extensions.rs	1	// This file is auto-generated by vulkano autogen from vk.xml header version 1.3.281.	COMMENT
LOW	vulkano/autogen-out/instance_extensions.rs	21	///- Promoted to Vulkan 1.1	COMMENT
LOW	vulkano/autogen-out/instance_extensions.rs	41	pub khr_get_physical_device_properties2: bool,	COMMENT
LOW	vulkano/autogen-out/instance_extensions.rs	61	/// - Instance extension [`khr_surface`](InstanceExtensions::khr_surface)	COMMENT
LOW	vulkano/autogen-out/instance_extensions.rs	81	pub ext_debug_report: bool,	COMMENT
LOW	vulkano/autogen-out/instance_extensions.rs	101	pub ext_layer_settings: bool,	COMMENT
LOW	vulkano/autogen-out/instance_extensions.rs	121	///- [Vulkan documentation](https://registry.khronos.org/vulkan/specs/1.3-extensions/man/html/VK_FUCHSIA_imagepipe_s	COMMENT
LOW	vulkano/autogen-out/instance_extensions.rs	141	///- Deprecated by [`ext_metal_surface`](InstanceExtensions::ext_metal_surface)	COMMENT
LOW	vulkano/autogen-out/version.rs	1	// This file is auto-generated by vulkano autogen from vk.xml header version 1.3.281.	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	1	// This file is auto-generated by vulkano autogen from vk.xml header version 1.3.281.	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	21	///- [Vulkan documentation](https://registry.khronos.org/vulkan/specs/1.3-extensions/man/html/VK_KHR_acceleration_st	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	41	///- [Vulkan documentation](https://registry.khronos.org/vulkan/specs/1.3-extensions/man/html/VK_KHR_cooperative_mat	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	61	///- [Vulkan documentation](https://registry.khronos.org/vulkan/specs/1.3-extensions/man/html/VK_KHR_deferred_host_o	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	81	///- [Vulkan documentation](https://registry.khronos.org/vulkan/specs/1.3-extensions/man/html/VK_KHR_draw_indirect_c	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	101	///- Requires:	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	121	///- [Vulkan documentation](https://registry.khronos.org/vulkan/specs/1.3-extensions/man/html/VK_KHR_external_memory	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	141	/// - Vulkan API version 1.1 or instance extension [`khr_get_physical_device_properties2`](InstanceExtensions::khr_	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	161	pub khr_image_format_list: bool,	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	181	///- [Vulkan documentation](https://registry.khronos.org/vulkan/specs/1.3-extensions/man/html/VK_KHR_load_store_op_n	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	201	/// - Vulkan API version 1.1	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	221	/// - Vulkan API version 1.1 or instance extension [`khr_get_physical_device_properties2`](InstanceExtensions::khr_	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	241	///- Requires:	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	261	pub khr_ray_tracing_position_fetch: bool,	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	281	pub khr_separate_depth_stencil_layouts: bool,	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	301	/// - Vulkan API version 1.1 or instance extension [`khr_get_physical_device_properties2`](InstanceExtensions::khr_	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	321	pub khr_shader_maximal_reconvergence: bool,	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	341	pub khr_shader_subgroup_uniform_control_flow: bool,	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	361	pub khr_storage_buffer_storage_class: bool,	COMMENT
LOW	vulkano/autogen-out/device_extensions.rs	381	pub khr_timeline_semaphore: bool,	COMMENT
1110 more matches not shown…

Decorative Section Separators21 hits · 75 pts

Severity	File	Line	Snippet	Context
MEDIUM	vulkano/src/memory/allocator/suballocator/tlsf.rs	788	/// 1YYYZZZ...ZZZ ────────────┐	COMMENT
MEDIUM	vulkano/src/memory/allocator/suballocator/tlsf.rs	790	/// 1000000000 ◀───────────┘	COMMENT
MEDIUM	vulkano/src/memory/allocator/suballocator/tlsf.rs	884	/// │^^^───────── YYY just needs to be extracted	COMMENT
MEDIUM	vulkano/src/memory/allocator/suballocator/tlsf.rs	885	/// └──────────── the index of this bit is XXXXX + MIN_NODE_BITS	COMMENT
MEDIUM⚡	vulkano-taskgraph/src/graph/compile.rs	1892	// ┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄┄	COMMENT
MEDIUM⚡	vulkano-taskgraph/src/graph/compile.rs	1896	// │ └──────┘┌►│ │	COMMENT
MEDIUM⚡	vulkano-taskgraph/src/graph/compile.rs	1897	// └──────────────┘ └───┘	COMMENT
MEDIUM⚡	vulkano-taskgraph/src/graph/compile.rs	2026	// ┌─────┐	COMMENT
MEDIUM⚡	vulkano-taskgraph/src/graph/compile.rs	2028	// ││ A ├┬►│ B ├─►│ C ├┬──────┐	COMMENT
MEDIUM⚡	vulkano-taskgraph/src/graph/compile.rs	2030	// │┄┄┄┄┄│┄┄┄┄┄┄│┄┄┄┄┄┄│┄┄┄┄┄┄│┄	COMMENT
MEDIUM⚡	vulkano-taskgraph/src/graph/compile.rs	2034	// │ └────────────────────┘│	COMMENT
MEDIUM⚡	vulkano-taskgraph/src/graph/compile.rs	2035	// └───────────────────────────┘	COMMENT
MEDIUM	vulkano-taskgraph/src/graph/compile.rs	1818	// ┄┄┄┄┄	COMMENT
MEDIUM	vulkano-taskgraph/src/graph/compile.rs	1851	// ┄┄┄┄┄││┄┄┄┄┄┄	COMMENT
MEDIUM	vulkano-taskgraph/src/graph/compile.rs	1946	// └────────────────────┘	COMMENT
MEDIUM	vulkano-taskgraph/src/graph/compile.rs	1979	// │┄┄┄┄┄┄│┄┄┄┄┄┄┄┄┄┄┄┄┄│┄┄┄┄┄┄┄	COMMENT
MEDIUM	vulkano-taskgraph/src/graph/compile.rs	1983	// └───────────────────────────┘	COMMENT
MEDIUM	vulkano-taskgraph/src/graph/compile.rs	2325	// ┄┄┄┄┄││┄┄┄┄┄┄	COMMENT
MEDIUM	vulkano-taskgraph/src/graph/compile.rs	2391	// ┄┄┄┄┄│┄┄┄┄┄┄	COMMENT
MEDIUM	vulkano-taskgraph/src/graph/compile.rs	2458	// │ A ├───────┬───────►│ E │	COMMENT
MEDIUM	vulkano-taskgraph/src/graph/compile.rs	2463	// ┄┄┄┄┄│┄┄┄┄┄┄│┄┄┄┄┄┄│┄┄┄┄┄┄	COMMENT

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	vulkano/src/swapchain/mod.rs	23	//! ## Creating a surface from a window	COMMENT
MEDIUM	vulkano/src/swapchain/mod.rs	130	//! ## Creating a swapchain	COMMENT
MEDIUM	vulkano/src/descriptor_set/mod.rs	29	//! ## Creating a descriptor set	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	vulkano/src/pipeline/layout.rs	176	/// - Creating a manual pipeline layout makes your code more robust against changes in the	COMMENT
MEDIUM	vulkano/src/pipeline/layout.rs	223	/// - Creating a manual pipeline layout makes your code more robust against changes in the	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/triangle/main.rs	737	// As mentioned earlier, the pipeline depends on the subpass, which is only created once	COMMENT

vulkano-rs/vulkano

Open-Source Code Quality, Security and Technical Debt Review