2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

6.5K

Stars

C++

Language

130.2K

Lines of Code

393

Files

303

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 9.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 302 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 0.0/100 · LOW

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

PR Review Velocity Impact 11.1/100 · LOW

Which changes need focused human review? 303 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 1LOW 302

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 303 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 Block294 hits · 258 pts

Severity	File	Line	Snippet	Context
LOW	test/catch.hpp	21	# pragma clang system_header	COMMENT
LOW	test/catch.hpp	41	// Wparentheses have to be suppressed globally.	COMMENT
LOW	test/catch.hpp	61	# if !defined(CATCH_CONFIG_ENABLE_CHRONO_STRINGMAKER)	COMMENT
LOW	test/catch.hpp	81	# define CATCH_PLATFORM_LINUX	COMMENT
LOW	test/catch.hpp	101		COMMENT
LOW	test/catch.hpp	121	// In general each macro has a _NO_<feature name> form	COMMENT
LOW	test/catch.hpp	141	# define CATCH_INTERNAL_START_WARNINGS_SUPPRESSION _Pragma( "GCC diagnostic push" )	COMMENT
LOW	test/catch.hpp	181	# define CATCH_INTERNAL_SUPPRESS_UNUSED_TEMPLATE_WARNINGS \	COMMENT
LOW	test/catch.hpp	201	#endif	COMMENT
LOW	test/catch.hpp	221		COMMENT
LOW	test/catch.hpp	241	#if defined(_MSC_VER)	COMMENT
LOW	test/catch.hpp	261	# define CATCH_INTERNAL_START_WARNINGS_SUPPRESSION __pragma( warning(push) )	COMMENT
LOW	test/catch.hpp	281	# define CATCH_INTERNAL_CONFIG_NO_WCHAR	COMMENT
LOW	test/catch.hpp	301	////////////////////////////////////////////////////////////////////////////////	COMMENT
LOW	test/catch.hpp	321	#endif	COMMENT
LOW	test/catch.hpp	341	# include <ciso646>	COMMENT
LOW	test/catch.hpp	361	# define CATCH_CONFIG_POSIX_SIGNALS	COMMENT
LOW	test/catch.hpp	381	# define CATCH_CONFIG_CPP17_VARIANT	COMMENT
LOW	test/catch.hpp	401	# define CATCH_CONFIG_POLYFILL_ISNAN	COMMENT
LOW	test/catch.hpp	421	#if !defined(CATCH_INTERNAL_STOP_WARNINGS_SUPPRESSION)	COMMENT
LOW	test/catch.hpp	441	#endif	COMMENT
LOW	test/catch.hpp	461	#endif	COMMENT
LOW	test/catch.hpp	701	#define INTERNAL_CATCH_EXPAND_VARGS(...) __VA_ARGS__	COMMENT
LOW	test/catch.hpp	721		COMMENT
LOW	test/catch.hpp	741	#define INTERNAL_CATCH_STRINGIZE(...) INTERNAL_CATCH_STRINGIZE2(__VA_ARGS__)	COMMENT
LOW	test/catch.hpp	761	#define INTERNAL_CATCH_MAKE_TYPE_LIST2(...) INTERNAL_CATCH_EXPAND_VARGS(decltype(get_wrapper<INTERNAL_CATCH_REMOVE_PAREN	COMMENT
LOW	test/catch.hpp	901	#define INTERNAL_CATCH_NTTP_REG_GEN(TestFunc, ...) INTERNAL_CATCH_VA_NARGS_IMPL( "dummy", __VA_ARGS__, INTERNAL_CATCH_NT	COMMENT
LOW	test/catch.hpp	1021	#ifndef CATCH_CONFIG_TRADITIONAL_MSVC_PREPROCESSOR	COMMENT
LOW	test/catch.hpp	1401	ResultDisposition::Flags resultDisposition;	COMMENT
LOW	test/catch.hpp	1521	return nil;	COMMENT
LOW	test/catch.hpp	1861	}	COMMENT
LOW	test/catch.hpp	2181		COMMENT
LOW	test/catch.hpp	2681	#else	COMMENT
LOW	test/catch.hpp	5061		COMMENT
LOW	test/catch.hpp	6941		COMMENT
LOW	test/catch.hpp	7941	// start catch_debugger.h	COMMENT
LOW	test/catch.hpp	7961	#define CATCH_TRAP() __asm__(".inst 0xd4200000")	COMMENT
LOW	test/catch.hpp	7981	#elif defined(__MINGW32__)	COMMENT
LOW	test/catch.hpp	8001	namespace Catch {	COMMENT
LOW	test/catch.hpp	8401	}	COMMENT
LOW	test/catch.hpp	8421	#pragma clang diagnostic ignored "-Wexit-time-destructors"	COMMENT
LOW	test/catch.hpp	8441	#define CATCH_CLARA_TEXTFLOW_CONFIG_CONSOLE_WIDTH CATCH_CLARA_CONFIG_CONSOLE_WIDTH	COMMENT
LOW	test/catch.hpp	9681	#ifdef __clang__	COMMENT
LOW	test/catch.hpp	10061	#endif	COMMENT
LOW	test/catch.hpp	10401	# include <cassert>	COMMENT
LOW	test/catch.hpp	10461		COMMENT
LOW	test/catch.hpp	10881		COMMENT
LOW	test/catch.hpp	12041	std::string& m_stdoutDest;	COMMENT
LOW	test/catch.hpp	14341	return className;	COMMENT
LOW	test/catch.hpp	15001		COMMENT
LOW	test/catch.hpp	15321	#if defined(_MSC_VER)	COMMENT
LOW	test/catch.hpp	15761	#include <cstring>	COMMENT
LOW	test/catch.hpp	17561	#ifdef CLARA_CONFIG_MAIN_NOT_DEFINED	COMMENT
LOW	test/catch.hpp	17581	#define CATCH_CHECK( ... ) INTERNAL_CATCH_TEST( "CATCH_CHECK", Catch::ResultDisposition::ContinueOnFailure, __VA_ARGS__	COMMENT
LOW	test/catch.hpp	17601	#define CATCH_INFO( msg ) INTERNAL_CATCH_INFO( "CATCH_INFO", msg )	COMMENT
LOW	test/catch.hpp	17621	#define CATCH_TEMPLATE_TEST_CASE_METHOD( className, ... ) INTERNAL_CATCH_TEMPLATE_TEST_CASE_METHOD( className, __VA_ARGS	COMMENT
LOW	test/catch.hpp	17641	#else	COMMENT
LOW	test/catch.hpp	17661	#endif // CATCH_CONFIG_ENABLE_BENCHMARKING	COMMENT
LOW	test/catch.hpp	17681	#define CHECK_NOFAIL( ... ) INTERNAL_CATCH_TEST( "CHECK_NOFAIL", Catch::ResultDisposition::ContinueOnFailure \| Catch::Re	COMMENT
LOW	test/catch.hpp	17701		COMMENT
234 more matches not shown…

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	test/catch.hpp	12661	// No children have started. We need to check if they _can_	COMMENT
LOW	src/third_party_lib/fmt/format-inl.h	1259	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	src/third_party_lib/fmt/format-inl.h	1314	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	src/third_party_lib/fmt/format-inl.h	1346	// Step 3: Find the significand with the smaller divisor.	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/third_party_lib/fmt/format-inl.h	1259	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	src/third_party_lib/fmt/format-inl.h	1314	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	src/third_party_lib/fmt/format-inl.h	1346	// Step 3: Find the significand with the smaller divisor.	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/third_party_lib/fmt/format.h	3359	// Compilers are not aware of how to leverage the maximum value of	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/py/test_cimbar_cli.py	5		CODE

sz3/libcimbar

Open-Source Code Quality, Security and Technical Debt Review