3.1

Adjusted Signal

3.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

12.1K

Stars

C++

Language

197.0K

Lines of Code

1.1K

Files

645

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 14.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 645 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? 1 finding(s).

PR Review Velocity Impact 15.2/100 · LOW

Which changes need focused human review? 645 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 643

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 645 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 Block639 hits · 604 pts

Severity	File	Line	Snippet	Context
LOW	HelloWorld/HelloWorld.cpp	1	// Jolt Physics Library (https://github.com/jrouwe/JoltPhysics)	COMMENT
LOW	HelloWorld/HelloWorld.cpp	221		COMMENT
LOW	HelloWorld/HelloWorld.cpp	261	// Create mapping table from object layer to broadphase layer	COMMENT
LOW	UnitTests/doctest.h	1	// =============================================================	COMMENT
LOW	UnitTests/doctest.h	21	// which uses the Boost Software License - Version 1.0	COMMENT
LOW	UnitTests/doctest.h	41		COMMENT
LOW	UnitTests/doctest.h	61		COMMENT
LOW	UnitTests/doctest.h	81	#ifdef _MSC_VER	COMMENT
LOW	UnitTests/doctest.h	101	#endif // GCC	COMMENT
LOW	UnitTests/doctest.h	121	// == COMPILER WARNINGS HELPERS ====================================================================	COMMENT
LOW	UnitTests/doctest.h	141		COMMENT
LOW	UnitTests/doctest.h	161	#define DOCTEST_MSVC_SUPPRESS_WARNING_PUSH	COMMENT
LOW	UnitTests/doctest.h	321	#ifndef DOCTEST_PARTS_PUBLIC_PLATFORM	COMMENT
LOW	UnitTests/doctest.h	341		COMMENT
LOW	UnitTests/doctest.h	361	// MSVC++ 8.0 _MSC_VER == 1400 (Visual Studio 2005)	COMMENT
LOW	UnitTests/doctest.h	381		COMMENT
LOW	UnitTests/doctest.h	401		COMMENT
LOW	UnitTests/doctest.h	421	#define DOCTEST_INTERFACE DOCTEST_SYMBOL_EXPORT	COMMENT
LOW	UnitTests/doctest.h	441	#if DOCTEST_MSVC	COMMENT
LOW	UnitTests/doctest.h	461	#ifndef DOCTEST_NORETURN	COMMENT
LOW	UnitTests/doctest.h	481	#else // DOCTEST_MSVC	COMMENT
LOW	UnitTests/doctest.h	501		COMMENT
LOW	UnitTests/doctest.h	521	#endif // _LIBCPP_VERSION	COMMENT
LOW	UnitTests/doctest.h	561	#else	COMMENT
LOW	UnitTests/doctest.h	601	// should probably take a look at https://github.com/scottt/debugbreak	COMMENT
LOW	UnitTests/doctest.h	621	#define DOCTEST_BREAK_INTO_DEBUGGER() /* NOLINTNEXTLINE(hicpp-no-assembler) */ \	COMMENT
LOW	UnitTests/doctest.h	881	// - if small - acts as a null terminator if strlen() is 23 (24 including the null terminator)	COMMENT
LOW	UnitTests/doctest.h	2901	#define DOCTEST_FUNC_SCOPE_END ()	COMMENT
LOW	UnitTests/doctest.h	3221	doctest::assertType::assert_type, __FILE__, __LINE__, #__VA_ARGS__, __VA_ARGS__ \	COMMENT
LOW	UnitTests/doctest.h	3241	#define DOCTEST_CHECK_FALSE_MESSAGE(cond, ...) DOCTEST_FUNC_SCOPE_BEGIN { DOCTEST_INFO(__VA_ARGS__); DOCTEST_ASSERT_IMPL	COMMENT
LOW	UnitTests/doctest.h	3321	#define DOCTEST_CHECK_THROWS(...) DOCTEST_ASSERT_THROWS_WITH((__VA_ARGS__), #__VA_ARGS__, DT_CHECK_THROWS, "")	COMMENT
LOW	UnitTests/doctest.h	3341	#define DOCTEST_CHECK_THROWS_MESSAGE(expr, ...) DOCTEST_FUNC_SCOPE_BEGIN { DOCTEST_INFO(__VA_ARGS__); DOCTEST_CHECK_THRO	COMMENT
LOW	UnitTests/doctest.h	3401		COMMENT
LOW	UnitTests/doctest.h	3421	#define DOCTEST_REGISTER_EXCEPTION_TRANSLATOR(signature) \	COMMENT
LOW	UnitTests/doctest.h	3441	#define DOCTEST_REQUIRE(...) [&] { return __VA_ARGS__; }()	COMMENT
LOW	UnitTests/doctest.h	3461	DOCTEST_RELATIONAL_OP(eq, ==)	COMMENT
LOW	UnitTests/doctest.h	3481	#define DOCTEST_REQUIRE_GT(...) [&] { return doctest::detail::gt(__VA_ARGS__); }()	COMMENT
LOW	UnitTests/doctest.h	3501	}()	COMMENT
LOW	UnitTests/doctest.h	3521	#define DOCTEST_REQUIRE_THROWS_AS(expr, ...) [&] { try { expr; } catch (__VA_ARGS__) { return true; } catch (...) { } re	COMMENT
LOW	UnitTests/doctest.h	3541	#define DOCTEST_WARN(...) DOCTEST_FUNC_EMPTY	COMMENT
LOW	UnitTests/doctest.h	3561	#define DOCTEST_WARN_GT(...) DOCTEST_FUNC_EMPTY	COMMENT
LOW	UnitTests/doctest.h	3581	#ifndef DOCTEST_CONFIG_NO_EXCEPTIONS	COMMENT
LOW	UnitTests/doctest.h	3601	#define DOCTEST_REQUIRE_THROWS_MESSAGE(expr, ...) DOCTEST_FUNC_EMPTY	COMMENT
LOW	UnitTests/doctest.h	3641	#undef DOCTEST_REQUIRE_EQ	COMMENT
LOW	UnitTests/doctest.h	3661	#define DOCTEST_REQUIRE_UNARY_FALSE DOCTEST_EXCEPTION_EMPTY_FUNC	COMMENT
LOW	UnitTests/doctest.h	3681	#define DOCTEST_WARN_THROWS_MESSAGE(expr, ...) DOCTEST_EXCEPTION_EMPTY_FUNC	COMMENT
LOW	UnitTests/doctest.h	3701	#define DOCTEST_FAST_CHECK_EQ DOCTEST_CHECK_EQ	COMMENT
LOW	UnitTests/doctest.h	3721	#define DOCTEST_FAST_REQUIRE_UNARY DOCTEST_REQUIRE_UNARY	COMMENT
LOW	UnitTests/doctest.h	3741	#define DOCTEST_AND_THEN(name) DOCTEST_SUBCASE(" And: " name)	COMMENT
LOW	UnitTests/doctest.h	3761	#define REGISTER_EXCEPTION_TRANSLATOR(signature) DOCTEST_REGISTER_EXCEPTION_TRANSLATOR(signature)	COMMENT
LOW	UnitTests/doctest.h	3781	#define CHECK(...) DOCTEST_CHECK(__VA_ARGS__)	COMMENT
LOW	UnitTests/doctest.h	3801	#define WARN_THROWS_WITH_MESSAGE(expr, with, ...) DOCTEST_WARN_THROWS_WITH_MESSAGE(expr, with, __VA_ARGS__)	COMMENT
LOW	UnitTests/doctest.h	3821	#define SCENARIO_METHOD(x, name) DOCTEST_SCENARIO_METHOD(x, name)	COMMENT
LOW	UnitTests/doctest.h	3841	#define WARN_LT(...) DOCTEST_WARN_LT(__VA_ARGS__)	COMMENT
LOW	UnitTests/doctest.h	3861	#define FAST_WARN_NE(...) DOCTEST_FAST_WARN_NE(__VA_ARGS__)	COMMENT
LOW	UnitTests/doctest.h	3901		COMMENT
LOW	UnitTests/doctest.h	3921	#include <cstdlib>	COMMENT
LOW	UnitTests/doctest.h	3941	#define DOCTEST_DECLARE_STATIC_MUTEX(name)	COMMENT
LOW	UnitTests/doctest.h	3961	#endif // DOCTEST_PLATFORM_MAC	COMMENT
LOW	UnitTests/doctest.h	3981	#include <io.h>	COMMENT
579 more matches not shown…

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	TestFramework/Renderer/VK/RendererVK.cpp	572	// Test and utilize support for transient memory for the depth buffer	COMMENT
MEDIUM	TestFramework/Renderer/VK/RendererVK.cpp	579	// Test and utilize lazily allocated memory for the depth buffer	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	Jolt/Physics/Vehicle/VehicleConstraint.h	44	/// Note: Don't forget to register the constraint as a StepListener with the PhysicsSystem!	COMMENT
LOW	Jolt/Physics/Collision/PhysicsMaterial.h	21	/// If you inherit from this material, don't forget to create a suitable default material in sDefault	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	Assets/export_face.py	22	def export_scene_meshes_to_bin(filepath):	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	Assets/export_face.py	22		CODE

jrouwe/JoltPhysics

Open-Source Code Quality, Security and Technical Debt Review