2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-06-28

Last Push

12.8K

Stars

C++

Language

29.4K

Lines of Code

102

Files

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 9.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 77 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 0.0/100 · LOW

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

PR Review Velocity Impact 12.9/100 · LOW

Which changes need focused human review? 77 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 2LOW 75

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 77 distinct pattern matches across 2 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 Block75 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW	highway/benchmark/hw_image_benchmark.cpp	1	#include "facedetect_hw.h"	COMMENT
LOW	highway/benchmark/hw_resolution_benchmark.cpp	1	#include "facedetect_hw.h"	COMMENT
LOW	highway/externals/doctest.h	1	// =============================================================	COMMENT
LOW	highway/externals/doctest.h	21	// which uses the Boost Software License - Version 1.0	COMMENT
LOW	highway/externals/doctest.h	41		COMMENT
LOW	highway/externals/doctest.h	61		COMMENT
LOW	highway/externals/doctest.h	81	#ifdef _MSC_VER	COMMENT
LOW	highway/externals/doctest.h	101	#endif // GCC	COMMENT
LOW	highway/externals/doctest.h	121	// == COMPILER WARNINGS HELPERS ====================================================================	COMMENT
LOW	highway/externals/doctest.h	141		COMMENT
LOW	highway/externals/doctest.h	161	#define DOCTEST_MSVC_SUPPRESS_WARNING_PUSH	COMMENT
LOW	highway/externals/doctest.h	321	#ifndef DOCTEST_PARTS_PUBLIC_PLATFORM	COMMENT
LOW	highway/externals/doctest.h	341		COMMENT
LOW	highway/externals/doctest.h	361	// MSVC++ 8.0 _MSC_VER == 1400 (Visual Studio 2005)	COMMENT
LOW	highway/externals/doctest.h	381		COMMENT
LOW	highway/externals/doctest.h	401		COMMENT
LOW	highway/externals/doctest.h	421	#define DOCTEST_INTERFACE DOCTEST_SYMBOL_EXPORT	COMMENT
LOW	highway/externals/doctest.h	441	#if DOCTEST_MSVC	COMMENT
LOW	highway/externals/doctest.h	461	#ifndef DOCTEST_NORETURN	COMMENT
LOW	highway/externals/doctest.h	481	#else // DOCTEST_MSVC	COMMENT
LOW	highway/externals/doctest.h	501		COMMENT
LOW	highway/externals/doctest.h	521	#endif // _LIBCPP_VERSION	COMMENT
LOW	highway/externals/doctest.h	561	#else	COMMENT
LOW	highway/externals/doctest.h	601	// should probably take a look at https://github.com/scottt/debugbreak	COMMENT
LOW	highway/externals/doctest.h	621	#define DOCTEST_BREAK_INTO_DEBUGGER() /* NOLINTNEXTLINE(hicpp-no-assembler) */ \	COMMENT
LOW	highway/externals/doctest.h	881	// - if small - acts as a null terminator if strlen() is 23 (24 including the null terminator)	COMMENT
LOW	highway/externals/doctest.h	2901	#define DOCTEST_FUNC_SCOPE_END ()	COMMENT
LOW	highway/externals/doctest.h	3221	doctest::assertType::assert_type, __FILE__, __LINE__, #__VA_ARGS__, __VA_ARGS__ \	COMMENT
LOW	highway/externals/doctest.h	3241	#define DOCTEST_CHECK_FALSE_MESSAGE(cond, ...) DOCTEST_FUNC_SCOPE_BEGIN { DOCTEST_INFO(__VA_ARGS__); DOCTEST_ASSERT_IMPL	COMMENT
LOW	highway/externals/doctest.h	3321	#define DOCTEST_CHECK_THROWS(...) DOCTEST_ASSERT_THROWS_WITH((__VA_ARGS__), #__VA_ARGS__, DT_CHECK_THROWS, "")	COMMENT
LOW	highway/externals/doctest.h	3341	#define DOCTEST_CHECK_THROWS_MESSAGE(expr, ...) DOCTEST_FUNC_SCOPE_BEGIN { DOCTEST_INFO(__VA_ARGS__); DOCTEST_CHECK_THRO	COMMENT
LOW	highway/externals/doctest.h	3401		COMMENT
LOW	highway/externals/doctest.h	3421	#define DOCTEST_REGISTER_EXCEPTION_TRANSLATOR(signature) \	COMMENT
LOW	highway/externals/doctest.h	3441	#define DOCTEST_REQUIRE(...) [&] { return __VA_ARGS__; }()	COMMENT
LOW	highway/externals/doctest.h	3461	DOCTEST_RELATIONAL_OP(eq, ==)	COMMENT
LOW	highway/externals/doctest.h	3481	#define DOCTEST_REQUIRE_GT(...) [&] { return doctest::detail::gt(__VA_ARGS__); }()	COMMENT
LOW	highway/externals/doctest.h	3501	}()	COMMENT
LOW	highway/externals/doctest.h	3521	#define DOCTEST_REQUIRE_THROWS_AS(expr, ...) [&] { try { expr; } catch (__VA_ARGS__) { return true; } catch (...) { } re	COMMENT
LOW	highway/externals/doctest.h	3541	#define DOCTEST_WARN(...) DOCTEST_FUNC_EMPTY	COMMENT
LOW	highway/externals/doctest.h	3561	#define DOCTEST_WARN_GT(...) DOCTEST_FUNC_EMPTY	COMMENT
LOW	highway/externals/doctest.h	3581	#ifndef DOCTEST_CONFIG_NO_EXCEPTIONS	COMMENT
LOW	highway/externals/doctest.h	3601	#define DOCTEST_REQUIRE_THROWS_MESSAGE(expr, ...) DOCTEST_FUNC_EMPTY	COMMENT
LOW	highway/externals/doctest.h	3641	#undef DOCTEST_REQUIRE_EQ	COMMENT
LOW	highway/externals/doctest.h	3661	#define DOCTEST_REQUIRE_UNARY_FALSE DOCTEST_EXCEPTION_EMPTY_FUNC	COMMENT
LOW	highway/externals/doctest.h	3681	#define DOCTEST_WARN_THROWS_MESSAGE(expr, ...) DOCTEST_EXCEPTION_EMPTY_FUNC	COMMENT
LOW	highway/externals/doctest.h	3701	#define DOCTEST_FAST_CHECK_EQ DOCTEST_CHECK_EQ	COMMENT
LOW	highway/externals/doctest.h	3721	#define DOCTEST_FAST_REQUIRE_UNARY DOCTEST_REQUIRE_UNARY	COMMENT
LOW	highway/externals/doctest.h	3741	#define DOCTEST_AND_THEN(name) DOCTEST_SUBCASE(" And: " name)	COMMENT
LOW	highway/externals/doctest.h	3761	#define REGISTER_EXCEPTION_TRANSLATOR(signature) DOCTEST_REGISTER_EXCEPTION_TRANSLATOR(signature)	COMMENT
LOW	highway/externals/doctest.h	3781	#define CHECK(...) DOCTEST_CHECK(__VA_ARGS__)	COMMENT
LOW	highway/externals/doctest.h	3801	#define WARN_THROWS_WITH_MESSAGE(expr, with, ...) DOCTEST_WARN_THROWS_WITH_MESSAGE(expr, with, __VA_ARGS__)	COMMENT
LOW	highway/externals/doctest.h	3821	#define SCENARIO_METHOD(x, name) DOCTEST_SCENARIO_METHOD(x, name)	COMMENT
LOW	highway/externals/doctest.h	3841	#define WARN_LT(...) DOCTEST_WARN_LT(__VA_ARGS__)	COMMENT
LOW	highway/externals/doctest.h	3861	#define FAST_WARN_NE(...) DOCTEST_FAST_WARN_NE(__VA_ARGS__)	COMMENT
LOW	highway/externals/doctest.h	3901		COMMENT
LOW	highway/externals/doctest.h	3921	#include <cstdlib>	COMMENT
LOW	highway/externals/doctest.h	3941	#define DOCTEST_DECLARE_STATIC_MUTEX(name)	COMMENT
LOW	highway/externals/doctest.h	3961	#endif // DOCTEST_PLATFORM_MAC	COMMENT
LOW	highway/externals/doctest.h	3981	#include <io.h>	COMMENT
LOW	highway/externals/doctest.h	4001	#if !defined(HAVE_UNISTD_H) && !defined(STDOUT_FILENO)	COMMENT
15 more matches not shown…

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	rust/docs/rs-status.md	3	## 2026-05-04 crate and public API scaffold	COMMENT
MEDIUM	rust/src/ffi.rs	14	/// input. The current scaffold writes a valid empty detection result.	COMMENT

ShiqiYu/libfacedetection

Open-Source Code Quality, Security and Technical Debt Review