1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

15.2K

Stars

Rust

Language

365.8K

Lines of Code

419

Files

377

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 4.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 354 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 1.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 22 finding(s).

PR Review Velocity Impact 5.6/100 · LOW

Which changes need focused human review? 377 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 24LOW 353

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 377 distinct pattern matches across 7 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 Block348 hits · 310 pts

Severity	File	Line	Snippet	Context
LOW	cuda_types/src/nvml.rs	701	///!< Process ID	COMMENT
LOW	cuda_types/src/nvml.rs	1661	pub struct nvmlUUIDType_t(pub ::core::ffi::c_uint);	COMMENT
LOW	cuda_types/src/nvml.rs	1901	which is equivalent to NVML_COMPUTEMODE_EXCLUSIVE_THREAD in CUDA 4.0 and beyond.*/	COMMENT
LOW	cuda_types/src/nvml.rs	2201	/// Clock offset info.	COMMENT
LOW	cuda_types/src/nvml.rs	2421	///!< PID of process	COMMENT
LOW	cuda_types/src/nvml.rs	2461	///!< The version number of this struct	COMMENT
LOW	cuda_types/src/nvml.rs	2921	pub use self::nvmlDeviceVgpuCapability_enum as nvmlDeviceVgpuCapability_t;	COMMENT
LOW	cuda_types/src/nvml.rs	2961	#[repr(C)]	COMMENT
LOW	cuda_types/src/nvml.rs	2981	///!< The version number of this struct	COMMENT
LOW	cuda_types/src/nvml.rs	3021	///!< Decoder Util Value	COMMENT
LOW	cuda_types/src/nvml.rs	3061	///!< Encoder Util Value	COMMENT
LOW	cuda_types/src/nvml.rs	3101	///!< Return only samples with timestamp greater than lastSeenTimeStamp	COMMENT
LOW	cuda_types/src/nvml.rs	3141	#[repr(C)]	COMMENT
LOW	cuda_types/src/nvml.rs	3221	/// Structure to store the vGPU scheduler capabilities	COMMENT
LOW	cuda_types/src/nvml.rs	3241	}	COMMENT
LOW	cuda_types/src/nvml.rs	3301	///!< Licensed feature code	COMMENT
LOW	cuda_types/src/nvml.rs	3361	#[repr(C)]	COMMENT
LOW	cuda_types/src/nvml.rs	3381	///!< OUT: Maximum number of vGPU instances per GPU instance	COMMENT
LOW	cuda_types/src/nvml.rs	3401	#[derive(Copy, Clone)]	COMMENT
LOW	cuda_types/src/nvml.rs	3441	///!< OUT: Scheduler policy	COMMENT
LOW	cuda_types/src/nvml.rs	3541	/// Led color enum.	COMMENT
LOW	cuda_types/src/nvml.rs	3661	/// nvmlSystemEventSetCreateRequest	COMMENT
LOW	cuda_types/src/nvml.rs	4021	///!< ID of the fabric clique to which this GPU belongs	COMMENT
LOW	cuda_types/src/nvml.rs	4141	/// Struct to represent per device NVLINK information v2	COMMENT
LOW	cuda_types/src/nvml.rs	4181	///!< vGPU virtualization capabilities bitfield	COMMENT
LOW	cuda_types/src/nvml.rs	4281	#[repr(transparent)]	COMMENT
LOW	cuda_types/src/nvml.rs	5521	}	COMMENT
LOW	cuda_types/src/nvml.rs	5641	#[derive(Debug, Copy, Clone, Hash, PartialEq, Eq)]	COMMENT
LOW	cuda_types/src/nvml.rs	5681	pub enforcedProfilesMask: nvmlMask255_t,	COMMENT
LOW	cuda_types/src/cuda.rs	3301	pub type CUaccessPolicyWindow = CUaccessPolicyWindow_v1;	COMMENT
LOW	cuda_types/src/cuda.rs	3361	pub type CUDA_KERNEL_NODE_PARAMS = CUDA_KERNEL_NODE_PARAMS_v2;	COMMENT
LOW	cuda_types/src/cuda.rs	3401	///< Value to be set	COMMENT
LOW	cuda_types/src/cuda.rs	4681	///< Destination pitch (ignored when dst is array)	COMMENT
LOW	cuda_types/src/cuda.rs	4801	///< Height of 3D memory copy	COMMENT
LOW	cuda_types/src/cuda.rs	5881	/// External semaphore wait parameters	COMMENT
LOW	cuda_types/src/cuda.rs	6861	///< The ownership relationship of the child graph node.	COMMENT
LOW	cuda_types/src/cuda.rs	7201	#[derive(Debug, Copy, Clone, Hash, PartialEq, Eq)]	COMMENT
LOW	cuda_types/src/cuda.rs	7221	pub struct CUcheckpointCheckpointArgs_st {	COMMENT
LOW	ptx/lib/zluda_ptx_impl.cpp	1461	#define SULD_COORD_3d v4s32	COMMENT
LOW	ptx/lib/zluda_ptx_impl.cpp	1481		COMMENT
LOW	ptx/src/pass/normalize_basic_blocks.rs	1	use super::*;	COMMENT
LOW	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	661	apply_global_mode_controls(directives, temp)	COMMENT
LOW	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1621	}	COMMENT
LOW	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1641	// Consider a graph like this:	COMMENT
LOW	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1981	// └────┘ │	COMMENT
LOW	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	2001	// │ k0 │──────────────────────┐	COMMENT
LOW	ptx/src/pass/llvm/emit.rs	1	// We use Raw LLVM-C bindings here because using inkwell is just not worth it.	COMMENT
LOW	cuda_macros/src/lib.rs	21	const CUSPARSE_RS: &'static str = include_str! {"cusparse.rs"};	COMMENT
LOW	zluda/src/impl/device.rs	321	//[MAXIMUM TEXTURE1D LAYERED LAYERS],	COMMENT
LOW	zluda/src/impl/device.rs	341	//[MAXIMUM SURFACE2D LAYERED WIDTH],	COMMENT
LOW	zluda/src/impl/device.rs	381	//[HANDLE TYPE WIN32 HANDLE SUPPORTED],	COMMENT
LOW	zluda/src/impl/graphics.rs	41	// ██ ██	COMMENT
LOW	ext/rocm_smi-sys/src/lib.rs	1181	currently active.*/	COMMENT
LOW	ext/highs-sys/README.md	101	// The scalar n is numcol	COMMENT
LOW	ext/highs-sys/README.md	121	// * The position in aindex/avalue of the index/value of the first	COMMENT
LOW	ext/highs-sys/tests/test_highs_call.rs	1	use highs_sys::*;	COMMENT
LOW	ext/highs-sys/tests/test_highs_call.rs	21	//	COMMENT
LOW	ext/highs-sys/tests/test_highs_call.rs	41	// The vector x is colvalue	COMMENT
LOW	ext/rocblas-sys/src/lib.rs	1	// Generated automatically by zluda_bindgen	COMMENT
LOW	ext/detours/tests/test_image_api.cpp	1	//////////////////////////////////////////////////////////////////////////////	COMMENT
288 more matches not shown…

Decorative Section Separators21 hits · 92 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1642	// ┌─────┐ ┌─────┐ ┌─────┐	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1644	// └─────┘ └─────┘ └─────┘	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1647	// │ ┌──────────────┐	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1648	// └───────┤ B │	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1649	// └──────────────┘	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1652	// ┌─────┐	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1654	// └─────┘	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1980	// │ k0 │──────┐	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1983	// ┌──────────┐	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1985	// └──────────┘	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	1988	// │ k1 │──────┘	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	2001	// │ k0 │──────────────────────┐	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	2004	// ┌───────────┐	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	2006	// └───────────┘	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	2009	// │ k1 │──────────────────────┘	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	2011	// │ ┌────────────┐	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	2012	// ├─────────>│ bb1: false │	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	2013	// │ └────────────┘	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	2014	// │ ┌────────────┐	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	2015	// └─────────>│ bb2: false │	COMMENT
MEDIUM⚡	ptx/src/pass/instruction_mode_to_global_mode/mod.rs	2016	// └────────────┘	COMMENT

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	cuda_types/src/cuda.rs	8830	/// Enum for specifying how to leverage floating-point emulation algorithms	COMMENT
MEDIUM	cuda_types/src/cuda.rs	8833	/// Enum for specifying how to leverage floating-point emulation algorithms	COMMENT
MEDIUM	nvapi/src/nvapi.rs	710	#[doc = "!< Size(in bytes) of shared system memory that driver is allowed to commit for surfaces across all allocati	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	ptx_parser/src/check_args.py	1		CODE
LOW	ptx_parser/src/check_args.py	1		CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	zluda/src/impl/library.rs	55	// TODO: implement unloading	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	cuda_macros/src/cuda.rs	12236	function cudaTriggerProgrammaticLaunchCompletion(). A trigger can also be	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	ptx_parser/src/check_args.py	49		CODE

vosen/ZLUDA

Open-Source Code Quality, Security and Technical Debt Review