1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

24.7K

Stars

C++

Language

433.2K

Lines of Code

551

Files

943

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 9.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 942 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? 2 finding(s).

PR Review Velocity Impact 10.5/100 · LOW

Which changes need focused human review? 943 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 2MEDIUM 4LOW 937

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 943 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 Block926 hits · 786 pts

Severity	File	Line	Snippet	Context
LOW	libs/qhexedit/src/qhexedit.h	1	#ifndef QHEXEDIT_H	COMMENT
LOW	libs/json/json.hpp	41	#ifndef JSON_NO_IO	COMMENT
LOW	libs/json/json.hpp	61	#include <array> // array	COMMENT
LOW	libs/json/json.hpp	181	*	COMMENT
LOW	libs/json/json.hpp	201		COMMENT
LOW	libs/json/json.hpp	221		COMMENT
LOW	libs/json/json.hpp	241		COMMENT
LOW	libs/json/json.hpp	261	#undef JSON_HEDLEY_MSVC_VERSION	COMMENT
LOW	libs/json/json.hpp	281	#define JSON_HEDLEY_MSVC_VERSION_CHECK(major,minor,patch) (_MSC_VER >= ((major * 100) + (minor)))	COMMENT
LOW	libs/json/json.hpp	301		COMMENT
LOW	libs/json/json.hpp	321	#if defined(__PGI) && defined(__PGIC__) && defined(__PGIC_MINOR__) && defined(__PGIC_PATCHLEVEL__)	COMMENT
LOW	libs/json/json.hpp	341	#elif defined(__SUNPRO_CC) && (__SUNPRO_CC > 0x1000)	COMMENT
LOW	libs/json/json.hpp	361	#endif	COMMENT
LOW	libs/json/json.hpp	381	#if defined(JSON_HEDLEY_ARM_VERSION_CHECK)	COMMENT
LOW	libs/json/json.hpp	401	#if defined(JSON_HEDLEY_IBM_VERSION_CHECK)	COMMENT
LOW	libs/json/json.hpp	421	#define JSON_HEDLEY_TI_VERSION JSON_HEDLEY_VERSION_ENCODE(__TI_COMPILER_VERSION__ / 1000000, (__TI_COMPILER_VERSION_	COMMENT
LOW	libs/json/json.hpp	441	#if defined(JSON_HEDLEY_TI_CL2000_VERSION_CHECK)	COMMENT
LOW	libs/json/json.hpp	461	#define JSON_HEDLEY_TI_CL430_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_CL430_VERSION >= JSON_HEDLEY_VERSION_E	COMMENT
LOW	libs/json/json.hpp	481		COMMENT
LOW	libs/json/json.hpp	501	#if defined(__TI_COMPILER_VERSION__) && defined(__C7000__)	COMMENT
LOW	libs/json/json.hpp	521	#if defined(JSON_HEDLEY_TI_CLPRU_VERSION_CHECK)	COMMENT
LOW	libs/json/json.hpp	541	#if defined(JSON_HEDLEY_CRAY_VERSION_CHECK)	COMMENT
LOW	libs/json/json.hpp	561	#if defined(JSON_HEDLEY_IAR_VERSION_CHECK)	COMMENT
LOW	libs/json/json.hpp	581	#define JSON_HEDLEY_TINYC_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TINYC_VERSION >= JSON_HEDLEY_VERSION_ENCODE(	COMMENT
LOW	libs/json/json.hpp	601		COMMENT
LOW	libs/json/json.hpp	621	#if defined(__POCC__)	COMMENT
LOW	libs/json/json.hpp	641	#if defined(JSON_HEDLEY_MCST_LCC_VERSION_CHECK)	COMMENT
LOW	libs/json/json.hpp	681	#if defined(JSON_HEDLEY_HAS_ATTRIBUTE)	COMMENT
LOW	libs/json/json.hpp	701	#endif	COMMENT
LOW	libs/json/json.hpp	721	#define JSON_HEDLEY_HAS_CPP_ATTRIBUTE(attribute) (0)	COMMENT
LOW	libs/json/json.hpp	741	#endif	COMMENT
LOW	libs/json/json.hpp	761	#define JSON_HEDLEY_HAS_BUILTIN(builtin) __has_builtin(builtin)	COMMENT
LOW	libs/json/json.hpp	781	#define JSON_HEDLEY_GCC_HAS_BUILTIN(builtin,major,minor,patch) JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch)	COMMENT
LOW	libs/json/json.hpp	801		COMMENT
LOW	libs/json/json.hpp	821	#undef JSON_HEDLEY_GNUC_HAS_EXTENSION	COMMENT
LOW	libs/json/json.hpp	841	#if defined(__has_declspec_attribute)	COMMENT
LOW	libs/json/json.hpp	861	#else	COMMENT
LOW	libs/json/json.hpp	921	#if defined(JSON_HEDLEY_DIAGNOSTIC_POP)	COMMENT
LOW	libs/json/json.hpp	941	#elif \	COMMENT
LOW	libs/json/json.hpp	981	# endif	COMMENT
LOW	libs/json/json.hpp	1001	JSON_HEDLEY_HAS_WARNING("-Wcast-qual") \|\| \	COMMENT
LOW	libs/json/json.hpp	1021	#endif	COMMENT
LOW	libs/json/json.hpp	1041	JSON_HEDLEY_DIAGNOSTIC_POP	COMMENT
LOW	libs/json/json.hpp	1061	#elif JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)	COMMENT
LOW	libs/json/json.hpp	1081	(JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) \|\| \	COMMENT
LOW	libs/json/json.hpp	1101	#if JSON_HEDLEY_HAS_WARNING("-Wunknown-pragmas")	COMMENT
LOW	libs/json/json.hpp	1121	#elif JSON_HEDLEY_IAR_VERSION_CHECK(8,0,0)	COMMENT
LOW	libs/json/json.hpp	1141	#define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES __pragma(warning(disable:5030))	COMMENT
LOW	libs/json/json.hpp	1161	#if defined(JSON_HEDLEY_DIAGNOSTIC_DISABLE_CAST_QUAL)	COMMENT
LOW	libs/json/json.hpp	1181	#elif JSON_HEDLEY_MSVC_VERSION_CHECK(1,0,0)	COMMENT
LOW	libs/json/json.hpp	1241	#define JSON_HEDLEY_DEPRECATED(since) __declspec(deprecated)	COMMENT
LOW	libs/json/json.hpp	1281	(JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) \|\| \	COMMENT
LOW	libs/json/json.hpp	1301	#define JSON_HEDLEY_WARN_UNUSED_RESULT_MSG(msg)	COMMENT
LOW	libs/json/json.hpp	1361	#define JSON_HEDLEY_NO_RETURN __declspec(noreturn)	COMMENT
LOW	libs/json/json.hpp	1381	#if defined(JSON_HEDLEY_ASSUME)	COMMENT
LOW	libs/json/json.hpp	1401	(JSON_HEDLEY_HAS_BUILTIN(__builtin_unreachable) && (!defined(JSON_HEDLEY_ARM_VERSION))) \|\| \	COMMENT
LOW	libs/json/json.hpp	1421	JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,2,0) \|\| \	COMMENT
LOW	libs/json/json.hpp	1441	#if JSON_HEDLEY_GCC_HAS_WARNING("-Wvariadic-macros",4,0,0)	COMMENT
LOW	libs/json/json.hpp	1481	JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) \|\| \	COMMENT
LOW	libs/json/json.hpp	1501	#endif	COMMENT
866 more matches not shown…

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	src/sqlitedb.cpp	319	// Set foreign key settings as requested in the preferences	COMMENT
HIGH	src/TableBrowser.cpp	739	// Create a new conditional format based on the current reference index and then modify it as requested using th	COMMENT

Verbosity Indicators5 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	libs/qscintilla_2.14.1/scintilla/lexers/LexPascal.cpp	38	- Folding of code blocks on appropriate keywords (the following code blocks are	CODE
LOW	libs/qscintilla_2.14.1/scintilla/lexers/LexCmake.cpp	266	// We need to check if the previous line has a \ in it...	COMMENT
LOW	libs/qscintilla_2.14.1/scintilla/lexers/LexNsis.cpp	406	// We need to check if the previous line has a \ in it...	COMMENT
LOW	src/MainWindow.cpp	4057	// always want to have at least one dock open we need to check if this is	COMMENT
LOW	src/sqlitetablemodel.cpp	561	// After updating the value itself in the cache, we need to check if we need to update the rowid too.	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	libs/qscintilla_2.14.1/scintilla/lexers/LexPowerPro.cpp	25	// - Modified HasFunction function to be a bit more robust	COMMENT
MEDIUM	libs/qscintilla_2.14.1/scintilla/lexers/LexBatch.cpp	72	// Need a more robust algorithm to properly toggle Regular Keyword Checking	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	installer/macos/notarize.sh	2	# Create a new keychain	COMMENT
MEDIUM	installer/macos/notarize.sh	85	# Create the DMG	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	libs/qcustomplot-source/qcustomplot.h	391	// if you change anything here, don't forget to change it for older Qt versions below, too,	COMMENT
LOW	libs/qcustomplot-source/qcustomplot.h	420	// if you change anything here, don't forget to change it for newer Qt versions above, too,	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/windows/download_latest_sqlite.py	25	def get_latest_amalgamation_info(download_page):	CODE
LOW	tools/windows/download_latest_openssl3.py	13	def get_latest_universal_installer_info():	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/windows/download_latest_openssl3.py	47		CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/createtestdb.py	3		CODE

sqlitebrowser/sqlitebrowser

Open-Source Code Quality, Security and Technical Debt Review