2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

18.3K

Stars

C++

Language

312.5K

Lines of Code

852

Files

604

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 8.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 590 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 1.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 93 finding(s).

PR Review Velocity Impact 9.7/100 · LOW

Which changes need focused human review? 604 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 17LOW 587

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 604 distinct pattern matches across 7 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 Block501 hits · 494 pts

Severity	File	Line	Snippet	Context
LOW	tools/script/continuous-integration.sh	1	#! /bin/sh	COMMENT
LOW	tools/cpp/CMakeLists.txt	1	# Copyright (C) 2012 The Libphonenumber Authors	COMMENT
LOW	tools/cpp/src/cpp-build/generate_geocoding_data.h	1	// Copyright (C) 2012 The Libphonenumber Authors	COMMENT
LOW	tools/cpp/src/base/basictypes.h	1	// Copyright (c) 2010 The Chromium Authors. All rights reserved.	COMMENT
LOW	tools/cpp/src/base/basictypes.h	61	#endif	COMMENT
LOW	tools/cpp/src/base/basictypes.h	81	#else	COMMENT
LOW	tools/cpp/src/base/basictypes.h	101	#endif	COMMENT
LOW	tools/cpp/src/base/basictypes.h	121	DISALLOW_COPY_AND_ASSIGN(TypeName)	COMMENT
LOW	tools/cpp/src/base/basictypes.h	141	// That gcc wants both of these prototypes seems mysterious. VC, for	COMMENT
LOW	tools/cpp/src/base/basictypes.h	161	//	COMMENT
LOW	tools/cpp/src/base/basictypes.h	181	// !(sizeof(a) & sizeof(*(a))) to size_t in order to ensure the final	COMMENT
LOW	tools/cpp/src/base/basictypes.h	201	// Such explicit implicit_casts are necessary in surprisingly many	COMMENT
LOW	tools/cpp/src/base/basictypes.h	221	//	COMMENT
LOW	tools/cpp/src/base/basictypes.h	241	struct CompileAssert {	COMMENT
LOW	tools/cpp/src/base/basictypes.h	261	// elements (and thus is invalid) when the expression is false.	COMMENT
LOW	tools/cpp/src/base/basictypes.h	281	// to work around a bug in gcc 3.4.4 and 4.0.1. If we had written	COMMENT
LOW	tools/cpp/src/base/basictypes.h	301	// Used to explicitly mark the return value of a function as unused. If you are	COMMENT
LOW	tools/cpp/src/base/basictypes.h	321	// does nothing to the storage, AND there are no virtual methods, then a	COMMENT
LOW	resources/test/geocoding/de/1.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/test/geocoding/en/54.txt	1	# Copyright (C) 2013 The Libphonenumber Authors	COMMENT
LOW	resources/test/carrier/sv/44.txt	1	# Copyright (C) 2013 The Libphonenumber Authors	COMMENT
LOW	resources/test/carrier/en/44.txt	1	# Copyright (C) 2013 The Libphonenumber Authors	COMMENT
LOW	resources/test/carrier/en/1.txt	1	# Copyright (C) 2013 The Libphonenumber Authors	COMMENT
LOW	resources/test/carrier/en/244.txt	1	# Copyright (C) 2013 The Libphonenumber Authors	COMMENT
LOW	resources/timezones/map_data.txt	1	# Copyright (C) 2012 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/pl/48.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/vi/84.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/sq/383.txt	1	# Copyright (C) 2017 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/sv/358.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/sv/46.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/hy/374.txt	1	# Copyright (C) 2013 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/be/375.txt	1	# Copyright (C) 2013 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/kk/7.txt	1	# Copyright (C) 2026 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/ja/81.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/el/30.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/it/39.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/it/41.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/ru/375.txt	1	# Copyright (C) 2013 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/ru/374.txt	1	# Copyright (C) 2013 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/ru/373.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/ru/7.txt	1	# Copyright (C) 2012 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/zh_Hant/886.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/ro/373.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/ro/40.txt	1	# Copyright (C) 2012 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/pt/258.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/pt/238.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/pt/239.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/pt/55.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/pt/351.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/pt/245.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/pt/244.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/zh/886.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/uk/380.txt	1	# Copyright (C) 2018 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/sr/383.txt	1	# Copyright (C) 2017 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/sr/381.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/sr/387.txt	1	# Copyright (C) 2017 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/bs/387.txt	1	# Copyright (C) 2017 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/ar/966.txt	1	# Copyright (C) 2013 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/hr/387.txt	1	# Copyright (C) 2017 The Libphonenumber Authors	COMMENT
LOW	resources/geocoding/hu/36.txt	1	# Copyright (C) 2011 The Libphonenumber Authors	COMMENT
441 more matches not shown…

Hyper-Verbose Identifiers79 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	269	function testGetInstanceLoadUSMetadata() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	293	function testGetInstanceLoadDEMetadata() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	315	function testGetInstanceLoadARMetadata() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	334	function testGetInstanceLoadInternationalTollFreeMetadata() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	363	function testGetLengthOfGeographicalAreaCode() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	398	function testGetLengthOfNationalDestinationCode() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	440	function testGetCountryMobileToken() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	460	function testGetSupportedGlobalNetworkCallingCodes() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	472	function testGetSupportedCallingCodes() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	488	function testGetSupportedTypesForRegion() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	509	function testGetSupportedTypesForNonGeoEntity() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	523	function testGetNationalSignificantNumber() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	580	function testGetExampleNumberForNonGeoEntity() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	587	function testConvertAlphaCharactersInNumber() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	598	function testNormaliseRemovePunctuation() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	608	function testNormaliseReplaceAlphaCharacters() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	634	function testNormaliseStripAlphaCharacters() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	644	function testNormaliseStripNonDiallableCharacters() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	679	function testFormatAUShortCodeNumber() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	823	function testFormatOutOfCountryCallingNumber() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	891	function testFormatOutOfCountryWithInvalidRegion() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	904	function testFormatOutOfCountryWithPreferredIntlPrefix() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	919	function testFormatOutOfCountryKeepingAlphaChars() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	1042	function testFormatWithCarrierCode() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	1072	function testFormatWithPreferredCarrierCode() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	1119	function testFormatNumberForMobileDialing() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	1375	function testFormatNumberWithExtension() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	1395	function testFormatInOriginalFormat() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	1823	function testGetRegionCodeForCountryCode() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	1831	function testGetRegionCodeForNumber() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	1843	function testGetRegionCodesForCountryCode() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	1858	function testGetCountryCodeForRegion() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	1868	function testGetNationalDiallingPrefixForRegion() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	2018	function testIsPossibleNumberWithReason() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	2343	function testTruncateTooLongNumber() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	2426	function testIsViablePhoneNumberNonAscii() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	2438	function testExtractPossibleNumber() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	2462	function testMaybeStripNationalPrefix() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	2530	function testMaybeStripInternationalPrefix() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	2611	function testMaybeExtractCountryCode() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	2873	function testParseNumberWithAlphaCharacters() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	2937	function testParseWithInternationalPrefixes() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	2997	function testParseNationalNumberArgentina() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3083	function testFailedParseOnInvalidNumbers() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3361	function testParseNumbersWithPlusWithNoRegion() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3399	function testParseNumberTooShortIfNationalPrefixStripped() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3567	function testParseHandlesLongExtensionsWithExplicitLabels() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3625	function testParseHandlesLongExtensionsWithAutoDiallingLabels() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3656	function testParseHandlesShortExtensionsWithAmbiguousChar() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3686	function testParseHandlesShortExtensionsWhenNotSureOfLabel() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3764	function testParseItalianLeadingZeros() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3801	function testParseWithPhoneContext() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3855	function assertThrowsForInvalidPhoneContext(numberToParse) {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3863	function testCountryWithNoNumberDesc() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3884	function testUnknownCountryCallingCode() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3963	function testIsNumberMatchShortMatchIfDiffNumLeadingZeros() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	3993	function testIsNumberMatchAcceptsProtoDefaultsAsMatch() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	4015	function testIsNumberMatchMatchesDiffLeadingZerosIfItalianLeadingZeroFalse() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	4041	function testIsNumberMatchIgnoresSomeFields() {	CODE
LOW	javascript/i18n/phonenumbers/phonenumberutil_test.js	4064	function testIsNumberMatchNonMatches() {	CODE
19 more matches not shown…

Decorative Section Separators14 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	cpp/CMakeLists.txt	426	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	428	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	453	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	455	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	510	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	512	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	600	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	602	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	627	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	629	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	696	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	698	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	715	#----------------------------------------------------------------	COMMENT
MEDIUM	cpp/CMakeLists.txt	717	#----------------------------------------------------------------	COMMENT

AI Slop Vocabulary3 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	javascript/i18n/phonenumbers/phonenumber.pb.js	544	// Export getDescriptor static function robust to minification.	COMMENT
MEDIUM	…8n/phonenumbers/metadata/regex/RegexGeneratorTest.java	56	// Essentially create a "thin" wedge of specific non-determinism with the shorter (5-digit)	COMMENT
MEDIUM⚡	…oogle/i18n/phonenumbers/metadata/table/RangeTable.java	717	// to avoid creating conflicting assignments for different values. Essentially we're trying to	COMMENT

Verbosity Indicators3 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	…oogle/i18n/phonenumbers/metadata/table/RangeTable.java	701	// Step 1: Determine overlapping ranges from the index table, retaining minimum prefix length.	COMMENT
LOW⚡	…oogle/i18n/phonenumbers/metadata/table/RangeTable.java	713	// Step 2: Determine the "prefix disjoint" ranges in a new table and simplify it.	COMMENT
LOW	…oogle/i18n/phonenumbers/metadata/table/RangeTable.java	780	// Step 3: Copy remaining overlapping ranges from the original table back into the result.	COMMENT

Structural Annotation Overuse3 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	…oogle/i18n/phonenumbers/metadata/table/RangeTable.java	701	// Step 1: Determine overlapping ranges from the index table, retaining minimum prefix length.	COMMENT
LOW⚡	…oogle/i18n/phonenumbers/metadata/table/RangeTable.java	713	// Step 2: Determine the "prefix disjoint" ranges in a new table and simplify it.	COMMENT
LOW	…oogle/i18n/phonenumbers/metadata/table/RangeTable.java	780	// Step 3: Copy remaining overlapping ranges from the original table back into the result.	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…oogle/i18n/phonenumbers/metadata/regex/EdgeWriter.java	113	// If the last thing we saw in this sequence was an "any" edge, don't forget to emit it.	COMMENT

google/libphonenumber

Open-Source Code Quality, Security and Technical Debt Review