4.2

Adjusted Signal

4.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.0K

Stars

C++

Language

170.0K

Lines of Code

146

Files

739

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 19.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 737 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 20.1/100 · LOW

Which changes need focused human review? 739 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 12LOW 727

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 739 distinct pattern matches across 9 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 Block698 hits · 634 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	# Copyright 2019 Google LLC	COMMENT
LOW	hwy/highway.h	1	// Copyright 2020 Google LLC	COMMENT
LOW	hwy/highway.h	21	#include "hwy/detect_targets.h"	COMMENT
LOW	hwy/highway.h	41	// Shorthand for tags (defined in shared-inl.h) used to select overloads.	COMMENT
LOW	hwy/highway.h	61	//------------------------------------------------------------------------------	COMMENT
LOW	hwy/highway.h	81	#define HWY_STATIC_NAMESPACE N_WASM	COMMENT
LOW	hwy/highway.h	101	#define HWY_STATIC_NAMESPACE N_NEON_WITHOUT_AES	COMMENT
LOW	hwy/highway.h	121	#define HWY_STATIC_NAMESPACE N_AVX2	COMMENT
LOW	hwy/highway.h	141	// that target was not compiled.	COMMENT
LOW	hwy/highway.h	161	#define HWY_VISIT_WASM(VISITOR)	COMMENT
LOW	hwy/highway.h	181	#define HWY_CHOOSE_Z15(FUNC_NAME) &N_Z15::FUNC_NAME	COMMENT
LOW	hwy/highway.h	201	#define HWY_VISIT_PPC9(VISITOR)	COMMENT
LOW	hwy/highway.h	221	#define HWY_CHOOSE_PPC10(FUNC_NAME) &N_PPC10::FUNC_NAME	COMMENT
LOW	hwy/highway.h	241	#define HWY_CHOOSE_NEON_WITHOUT_AES(FUNC_NAME) nullptr	COMMENT
LOW	hwy/highway.h	261	#if HWY_TARGETS & HWY_SVE	COMMENT
LOW	hwy/highway.h	281	#define HWY_CHOOSE_SVE_256(FUNC_NAME) nullptr	COMMENT
LOW	hwy/highway.h	301	#if HWY_TARGETS & HWY_SSSE3	COMMENT
LOW	hwy/highway.h	321	#define HWY_CHOOSE_AVX2(FUNC_NAME) nullptr	COMMENT
LOW	hwy/highway.h	341	#if HWY_TARGETS & HWY_AVX3_ZEN4	COMMENT
LOW	hwy/highway.h	361	#define HWY_CHOOSE_AVX10_2(FUNC_NAME) nullptr	COMMENT
LOW	hwy/highway.h	401	const FuncPtr* table;	COMMENT
LOW	hwy/highway.h	481	HWY_CONCAT(FUNC_NAME, HighwayDispatchTable)	COMMENT
LOW	hwy/highway.h	501	// namespace skeleton {	COMMENT
LOW	hwy/highway.h	521	//	COMMENT
LOW	hwy/highway.h	541	HWY_DISPATCH_TABLE(TABLE_NAME)[1] = {&HWY_STATIC_DISPATCH(FUNC_NAME)}	COMMENT
LOW	hwy/highway.h	561	// 1) An extra function parameter would be unacceptable because it changes the	COMMENT
LOW	hwy/highway.h	661		COMMENT
LOW	hwy/highway.h	681		COMMENT
LOW	hwy/highway.h	701		COMMENT
LOW	hwy/highway.h	721	#endif	COMMENT
LOW	hwy/highway.h	741	#elif HWY_TARGET == HWY_WASM_EMU256	COMMENT
LOW	hwy/print-inl.h	1	// Copyright 2022 Google LLC	COMMENT
LOW	hwy/print-inl.h	21	#include "hwy/print.h"	COMMENT
LOW	hwy/highway_export.h	1	// Pseudo-generated file to handle both cmake & bazel build system.	COMMENT
LOW	hwy/highway_export.h	21	#ifdef _WIN32	COMMENT
LOW	hwy/highway_export.h	41	#else	COMMENT
LOW	hwy/highway_export.h	61	#endif	COMMENT
LOW	hwy/detect_compiler_arch.h	1	// Copyright 2020 Google LLC	COMMENT
LOW	hwy/detect_compiler_arch.h	21		COMMENT
LOW	hwy/detect_compiler_arch.h	41	#if defined(_MSC_VER) && !defined(__clang__)	COMMENT
LOW	hwy/detect_compiler_arch.h	61	#else	COMMENT
LOW	hwy/detect_compiler_arch.h	81	#if __has_builtin(__builtin_elementwise_fshl)	COMMENT
LOW	hwy/detect_compiler_arch.h	101	#elif __has_warning("-Wreserved-identifier")	COMMENT
LOW	hwy/detect_compiler_arch.h	121	#else // Anything older than 7.0 is not recommended for Highway.	COMMENT
LOW	hwy/detect_compiler_arch.h	141	!HWY_COMPILER_ICX	COMMENT
LOW	hwy/detect_compiler_arch.h	161	// Compiler features and C++ version	COMMENT
LOW	hwy/detect_compiler_arch.h	181	#ifdef __has_feature	COMMENT
LOW	hwy/detect_compiler_arch.h	201	#if defined(__cpp_constexpr) && __cpp_constexpr >= 201304L	COMMENT
LOW	hwy/detect_compiler_arch.h	221	#define HWY_IF_CONSTEXPR if constexpr	COMMENT
LOW	hwy/detect_compiler_arch.h	241	#if HWY_HAS_FEATURE(memory_sanitizer) \|\| defined(MEMORY_SANITIZER) \|\| \	COMMENT
LOW	hwy/detect_compiler_arch.h	261		COMMENT
LOW	hwy/detect_compiler_arch.h	281	#define HWY_ATTR_NO_MSAN	COMMENT
LOW	hwy/detect_compiler_arch.h	301	#else	COMMENT
LOW	hwy/detect_compiler_arch.h	321	#endif	COMMENT
LOW	hwy/detect_compiler_arch.h	341	#endif	COMMENT
LOW	hwy/detect_compiler_arch.h	361	#if defined(__EMSCRIPTEN__) \|\| defined(__wasm__) \|\| defined(__WASM__)	COMMENT
LOW	hwy/detect_compiler_arch.h	381	#endif	COMMENT
LOW	hwy/detect_compiler_arch.h	401	#define HWY_ARCH_S390X 0	COMMENT
LOW	hwy/detect_compiler_arch.h	421	#endif	COMMENT
LOW	hwy/detect_compiler_arch.h	441	#elif HWY_ARCH_HEXAGON	COMMENT
638 more matches not shown…

AI Slop Vocabulary11 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	hwy/nanobenchmark.h	20	// prediction hit rates. Uses a robust estimator to summarize the measurements.	COMMENT
MEDIUM	hwy/nanobenchmark.h	46	// which is more robust to outliers and skewed data than the mean or median.	COMMENT
MEDIUM	hwy/auto_tune.h	78	// - The minimum is not a robust estimator because there are also "lucky	COMMENT
MEDIUM	hwy/auto_tune.h	96	// - Trim the initial sample via MAD or skewness for a robust estimate of the	COMMENT
MEDIUM	hwy/auto_tune.h	153	// deviation, which is robust to almost half of the sample being outliers.	COMMENT
MEDIUM	hwy/robust_statistics.h	82	// Half Sample Mode estimator proposed by Bickel in "On a fast, robust	COMMENT
MEDIUM	hwy/robust_statistics.h	132	// Returns a robust measure of variability.	COMMENT
MEDIUM	hwy/contrib/hash/phast-inl.h	123	// Two vectors have higher throughput because they utilize all 16-bit lanes	COMMENT
MEDIUM	hwy/contrib/btree/btree-inl.h	179	// to utilize all 64 bits of the mask register, reducing the number of	COMMENT
MEDIUM	hwy/ops/rvv-inl.h	5355	// Definitely at least 128 bit: match x86 semantics (independent blocks). Using	COMMENT
MEDIUM	hwy/ops/rvv-inl.h	5415	// Definitely less than 128-bit only if there is a small cap; fractional LMUL	COMMENT

Verbosity Indicators12 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW⚡	hwy/contrib/math/fast_math-inl.h	46	// Step 1: Find the nearest integer multiple of pi:	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	50	// Step 2: Cody-Waite multi-word range reduction:	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	126	// Step 3: Extract sign and magnitude x_red = \|ang_mod\| in [0, pi/2].	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	131	// Step 4: Compute dx = (pi/2 - x_red) without losing low-order bits near the	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	181	// Step 1: GetMantissa0p75_1p5(x) directly extracts y in [0.75, 1.50) in one	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	184	// Step 2: GetExponent(x) returns the original exponent k, and	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	364	// Step 1: Reduce `x` modulo pi to:	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	372	// Step 2: Rational approximation with an exact pole at x = pi/2.	COMMENT
LOW	hwy/contrib/math/fast_math-inl.h	209	// Step 1: Compute shifted exponent e = k (if m < 1.5) or k + 1 (if m	COMMENT
LOW	hwy/contrib/math/fast_math-inl.h	237	// Step 2: Shift right by p bits and subtract bias to obtain integer e.	COMMENT
LOW	hwy/contrib/math/fast_math-inl.h	250	// Step 3: Compute y = x / 2^e in [0.75, 1.50).	COMMENT
LOW	hwy/contrib/math/fast_math-inl.h	410	// Step 3: Reconstruct signed tan(x) = num / den.	COMMENT

Structural Annotation Overuse12 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW⚡	hwy/contrib/math/fast_math-inl.h	46	// Step 1: Find the nearest integer multiple of pi:	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	50	// Step 2: Cody-Waite multi-word range reduction:	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	126	// Step 3: Extract sign and magnitude x_red = \|ang_mod\| in [0, pi/2].	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	131	// Step 4: Compute dx = (pi/2 - x_red) without losing low-order bits near the	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	181	// Step 1: GetMantissa0p75_1p5(x) directly extracts y in [0.75, 1.50) in one	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	184	// Step 2: GetExponent(x) returns the original exponent k, and	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	364	// Step 1: Reduce `x` modulo pi to:	COMMENT
LOW⚡	hwy/contrib/math/fast_math-inl.h	372	// Step 2: Rational approximation with an exact pole at x = pi/2.	COMMENT
LOW	hwy/contrib/math/fast_math-inl.h	209	// Step 1: Compute shifted exponent e = k (if m < 1.5) or k + 1 (if m	COMMENT
LOW	hwy/contrib/math/fast_math-inl.h	237	// Step 2: Shift right by p bits and subtract bias to obtain integer e.	COMMENT
LOW	hwy/contrib/math/fast_math-inl.h	250	// Step 3: Compute y = x / 2^e in [0.75, 1.50).	COMMENT
LOW	hwy/contrib/math/fast_math-inl.h	410	// Step 3: Reconstruct signed tan(x) = num / den.	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	CMakeLists.txt	695	# --------------------------------------------------------	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	hwy/contrib/btree/btree-inl.h	2274	// Example usage:	COMMENT
LOW	hwy/contrib/btree/btree-inl.h	2338	// Example usage:	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/conf.py	14		CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/mm-converter.py	44		CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/mm-converter.py	78		CODE

google/highway

Open-Source Code Quality, Security and Technical Debt Review