8.4

Adjusted Signal

8.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

72.1K

Stars

C++

Language

709.3K

Lines of Code

1.4K

Files

2.2K

Pattern Hits

2026-10-31

Scan Date

0.42

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 10.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1633 finding(s).

Hallucinated Dependency & Supply Chain Risk 26.4/100 · MEDIUM

Are imports declared and package/API names verified? 586 finding(s).

Agent Over-Engineering Ratio 1.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 210 finding(s).

PR Review Velocity Impact 40.4/100 · MEDIUM

Which changes need focused human review? 2232 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 563HIGH 2MEDIUM 15LOW 1652

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 2232 distinct pattern matches across 14 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.

Hallucination Indicators563 hits · 4315 pts

Severity	File	Line	Snippet	Context
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	6363	// legacy_gencode_test.proto3.Proto3GencodeTestProto.TestMostTypesProto3.NestedMessage.newBuilder()	COMMENT
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	1504	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, z_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	7152	legacy_gencode_test.proto3.Proto3GencodeTestProto.TestMostTypesProto3.NestedEnum.valueOf(	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	7214	legacy_gencode_test.proto3.Proto3GencodeTestProto.TestMostTypesProto3.AliasedEnum.valueOf(	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	10483	com.google.protobuf.Internal.MapAdapter.newEnumConverter(	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	10658	com.google.protobuf.Internal.MapAdapter.newEnumConverter(	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	15819	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedInt32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	15916	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedInt64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	16007	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedUint32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	16098	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedUint64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	16189	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedSint32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	16280	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedSint64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	16371	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedFixed32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	16462	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedFixed64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	16554	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedSfixed32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	16645	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedSfixed64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	16736	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedFloat_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	16827	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedDouble_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	16918	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedBool_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	17024	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedString_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	17140	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedBytes_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	17358	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedNestedMessage_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	17684	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedForeignMessage_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	18289	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedInt32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	18386	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedInt64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	18477	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedUint32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	18568	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedUint64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	18659	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedSint32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	18750	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedSint64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	18841	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedFixed32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	18932	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedFixed64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	19023	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedSfixed32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	19114	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedSfixed64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	19205	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedFloat_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	19296	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedDouble_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	19387	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, packedBool_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	19712	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedInt32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	19809	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedInt64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	19900	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedUint32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	19991	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedUint64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	20082	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedSint32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	20173	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedSint64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	20264	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedFixed32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	20355	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedFixed64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	20447	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedSfixed32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	20538	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedSfixed64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	20629	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedFloat_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	20720	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedDouble_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	20811	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, unpackedBool_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	25098	com.google.protobuf.Descriptors.FileDescriptor.internalBuildGeneratedFileFrom(	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	5336	// legacy_gencode_test.proto3.Proto3GencodeTestProto.TestMostTypesProto3.NestedMessage.newBuilder()	COMMENT
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	1294	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, z_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	6003	legacy_gencode_test.proto3.Proto3GencodeTestProto.TestMostTypesProto3.NestedEnum.valueOf(	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	6049	legacy_gencode_test.proto3.Proto3GencodeTestProto.TestMostTypesProto3.AliasedEnum.valueOf(	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	8576	com.google.protobuf.Internal.MapAdapter.newEnumConverter(	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	8735	com.google.protobuf.Internal.MapAdapter.newEnumConverter(	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	13607	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedInt32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	13671	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedInt64_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	13727	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedUint32_);	CODE
CRITICAL	…legacy_gencode_test/proto3/Proto3GencodeTestProto.java	13783	com.google.protobuf.AbstractMessageLite.Builder.addAll(values, repeatedUint64_);	CODE
503 more matches not shown…

Over-Commented Block1411 hits · 1334 pts

Severity	File	Line	Snippet	Context
LOW	hpb_generator/gen_messages.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	hpb_generator/gen_utils.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	hpb_generator/context.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	hpb_generator/names.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	hpb_generator/gen_enums.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	hpb_generator/gen_repeated_fields.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	hpb_generator/keywords.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	hpb_generator/gen_accessors.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	hpb_generator/generator.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/map.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/unknown_fields.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/protobuf.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/protobuf.c	161	} PyUpb_Arena;	COMMENT
LOW	python/repeated.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/repeated.c	21	#include "python/message.h"	COMMENT
LOW	python/convert.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/descriptor.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/descriptor_pool.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/descriptor_pool.c	21	#include "python/python_api.h"	COMMENT
LOW	python/buffer_convert.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/message.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/extension_dict.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/descriptor_containers.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/descriptor_containers.h	21	// "adaptor" code we need to write.	COMMENT
LOW	python/python_api.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/python_api.h	21	#include "Python.h"	COMMENT
LOW	python/unknown_fields.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/map.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/map.c	21	#include "upb/mem/arena.h"	COMMENT
LOW	python/descriptor_pool.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/descriptor.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/descriptor.c	21	#include "python/descriptor_pool.h"	COMMENT
LOW	python/descriptor.c	281	static void PyUpb_DescriptorBase_Dealloc(PyUpb_DescriptorBase* base) {	COMMENT
LOW	python/descriptor.c	661	static PyObject* PyUpb_Descriptor_GetName(PyObject* self, void* closure) {	COMMENT
LOW	python/descriptor.c	681	// In this case, upb stores tables for E1 and E2, but it does not store a	COMMENT
LOW	python/repeated.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/protobuf.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/protobuf.h	21	#include "upb/mem/arena.h"	COMMENT
LOW	python/protobuf.h	181	// For an expression like:	COMMENT
LOW	python/convert.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/descriptor_containers.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/extension_dict.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/message.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/message.c	21	#include "python/free_threading/lazy_ptr.h"	COMMENT
LOW	python/message.c	41	#include "upb/wire/decode.h"	COMMENT
LOW	python/message.c	81	// 3.10.	COMMENT
LOW	python/message.c	181		COMMENT
LOW	python/message.c	2201		COMMENT
LOW	python/buffer_convert.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/buffer_convert.h	41		COMMENT
LOW	python/free_threading/lazy_ptr.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/free_threading/lazy_ptr.h	21	// acquiring global locks. On CAS collisions (races where two threads	COMMENT
LOW	python/free_threading/lazy_ptr.h	41	// &desc->cached_options, CreateOptionsCallback, &context_args);	COMMENT
LOW	python/free_threading/weak_map.c	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/free_threading/weak_map.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/free_threading/weak_map.h	21	// A WeakMap maps C pointers to the corresponding Python wrapper object. We	COMMENT
LOW	python/free_threading/mutex.h	1	// Protocol Buffers - Google's data interchange format	COMMENT
LOW	python/docs/conf.py	1	# -- coding: utf-8 --	COMMENT
LOW	python/docs/conf.py	81		COMMENT
LOW	python/docs/conf.py	121	# -- Options for HTMLHelp output ---------------------------------------------	COMMENT
1351 more matches not shown…

Hyper-Verbose Identifiers197 hits · 186 pts

Severity	File	Line	Snippet	Context
LOW	python/minimal_test.py	49	def test_repeated_field_slice_delete(self):	CODE
LOW	php/tests/DebugInfoTest.php	124	public function testTopLevelLongBytesValue()	CODE
LOW	php/tests/DebugInfoTest.php	133	public function testJsonEncodeNullSubMessage()	CODE
LOW	php/tests/DebugInfoTest.php	291	public function testAnyWithDefaultWrapperMessagePacked()	CODE
LOW	php/tests/DebugInfoTest.php	310	public function testEmptyAnySerialization()	CODE
LOW	php/tests/DebugInfoTest.php	360	public function testTopLevelRepeatedField()	CODE
LOW	php/tests/UpdateReservedTest.php	8	public function testBashScriptIdempotency()	CODE
LOW	php/tests/test_util.php	474	public static function getGoldenTestPackedMessage()	CODE
LOW	php/tests/test_util.php	494	public static function getGoldenTestUnpackedMessage()	CODE
LOW	php/tests/PhpImplementationTest.php	570	public function testArrayConstructorJsonCaseThrowsException()	CODE
LOW	php/tests/PhpImplementationTest.php	581	public function testArraysForMessagesThrowsException()	CODE
LOW	php/tests/PhpImplementationTest.php	594	public function testArrayConstructorWithNullValues()	CODE
LOW	php/tests/PhpImplementationTest.php	607	public function testArrayConstructorWithNullValuesThrowsException($fieldName)	CODE
LOW	php/tests/PhpImplementationTest.php	615	public static function provideArrayConstructorWithNullValuesThrowsException()	CODE
LOW	php/tests/DescriptorsTest.php	53	public function testDescriptorPoolIncorrectArgs()	CODE
LOW	php/tests/DescriptorsTest.php	88	public function testDescriptorForIncludedMessage()	CODE
LOW	php/tests/DescriptorsTest.php	231	public function testFieldDescriptorEnumException()	CODE
LOW	php/tests/DescriptorsTest.php	241	public function testFieldDescriptorMessageException()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	82	public function testEncodeTopLevelBoolValue()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	89	public function testDecodeTopLevelDoubleValue()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	96	public function testEncodeTopLevelDoubleValue()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	103	public function testDecodeTopLevelFloatValue()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	110	public function testEncodeTopLevelFloatValue()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	194	public function testDecodeTopLevelStringValue()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	201	public function testEncodeTopLevelStringValue()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	208	public function testDecodeRepeatedStringValue()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	215	public function testDecodeEnumMapWithUnknownStringValueThrows()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	807	public function testDecodeValidStringData()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	814	public function testDecodeInvalidBytesLengthMiss()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	822	public function testDecodeInvalidBytesDataMiss()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	848	public function testDecodeInvalidMessageLengthMiss()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	856	public function testDecodeInvalidMessageDataMiss()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	864	public function testDecodeInvalidPackedMessageLength()	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2311	public function testParseHachiMaiDoNumber() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2317	public function testCaseSensitiveGauntletParsingFails() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2323	public function testCaseSensitiveRawNameParsingFails() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2329	public function testSerializeRepeatedEnum() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2338	public function testParseRepeatedEnumStrict() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2346	public function testParseRepeatedEnumStrictUnknownFails() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2352	public function testParseRepeatedEnumLenient() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2360	public function testParseRepeatedEnumLenientIgnoresUnknown() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2396	public function testParseMapEnumLenientIgnoresUnknown() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2403	public function testSerializeNestedEnumShield() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2412	public function testParseNestedEnumShieldCustomName() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2418	public function testParseNestedEnumShieldRawName() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2424	public function testParseNestedEnumShieldNumber() {	CODE
LOW⚡	php/tests/EncodeDecodeTest.php	2430	public function testEnumDescriptorReflection() {	CODE
LOW	php/tests/EncodeDecodeTest.php	64	public function testDecodeJsonIgnoreUnknown()	CODE
LOW	php/tests/EncodeDecodeTest.php	71	public function testDecodeTopLevelBoolValue()	CODE
LOW	php/tests/EncodeDecodeTest.php	229	public function testDecodeEnumMapWithUnknownStringValueIgnored()	CODE
LOW	php/tests/EncodeDecodeTest.php	246	public function testDecodeRepeatedEnumWithUnknownStringValueThrows()	CODE
LOW	php/tests/EncodeDecodeTest.php	260	public function testDecodeRepeatedEnumWithUnknownStringValueIgnored()	CODE
LOW	php/tests/EncodeDecodeTest.php	284	public function testDecodeTopLevelBytesValue()	CODE
LOW	php/tests/EncodeDecodeTest.php	291	public function testEncodeTopLevelBytesValue()	CODE
LOW	php/tests/EncodeDecodeTest.php	306	public function testEncodeTopLevelLongBytesValue()	CODE
LOW	php/tests/EncodeDecodeTest.php	433	public function testJsonEncodeDecodeOptional()	CODE
LOW	php/tests/EncodeDecodeTest.php	451	public function testJsonEncodeDecodeOneof()	CODE
LOW	php/tests/EncodeDecodeTest.php	525	public function testUnpackedDecodeUnpacked()	CODE
LOW	php/tests/EncodeDecodeTest.php	568	public function testDecodeToExistingMessage()	CODE
LOW	php/tests/EncodeDecodeTest.php	643	public function testOverlyRecursiveMessage() {	CODE
137 more matches not shown…

Decorative Section Separators8 hits · 28 pts

Severity	File	Line	Snippet	Context
MEDIUM	objectivec/DevTools/compile_testing_protos.sh	6	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	objectivec/DevTools/compile_testing_protos.sh	13	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	objectivec/DevTools/compile_testing_protos.sh	28	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	objectivec/DevTools/compile_testing_protos.sh	59	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	objectivec/DevTools/compile_testing_protos.sh	63	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	objectivec/DevTools/compile_testing_protos.sh	71	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	objectivec/DevTools/compile_testing_protos.sh	119	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	objectivec/DevTools/compile_testing_protos.sh	126	# -----------------------------------------------------------------------------	COMMENT

Unused Imports17 hits · 17 pts

Severity	File	Line	Context
LOW	cmake/dependencies_generator.py	16	CODE
LOW	cmake/dependencies_generator.py	17	CODE
LOW	cmake/dependencies_generator.py	18	CODE
LOW	cmake/dependencies_generator.py	20	CODE
LOW	python/minimal_test.py	13	CODE
LOW	python/minimal_test.py	14	CODE
LOW	python/minimal_test.py	16	CODE
LOW	python/minimal_test.py	17	CODE
LOW	python/minimal_test.py	20	CODE
LOW	python/minimal_test.py	21	CODE
LOW	…_distutils/protobuf_distutils/generate_py_protobufs.py	16	CODE
LOW	upb/cmake/staleness_test_lib.py	14	CODE
LOW	upb/cmake/staleness_test_lib.py	15	CODE
LOW	upb/cmake/staleness_test.py	14	CODE
LOW	upb/bazel/private/oss/amalgamate.py	9	CODE
LOW	examples/list_people.py	11	CODE
LOW	.github/scripts/validate_yaml.py	14	CODE

AI Slop Vocabulary4 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	rust/internal.rs	77	// This function is not fully robust against malformed version strings, but	COMMENT
MEDIUM	rust/string.rs	217	/// method is not unsafe, as the underlying implementations are robust against	COMMENT
MEDIUM	rust/string.rs	437	/// method is not unsafe, as the underlying implementations are robust against	COMMENT
MEDIUM	csharp/src/Google.Protobuf/JsonParser.cs	595	var token = tokenizer.Next(); // Definitely start-object; checked in previous method	CODE

Deep Nesting10 hits · 10 pts

Severity	File	Line	Context
LOW	python/docs/generate_docs.py	108	CODE
LOW	examples/list_people.py	17	CODE
LOW	examples/add_person.py	21	CODE
LOW	benchmarks/compare.py	37	CODE
LOW	objectivec/DevTools/pddm.py	608	CODE
LOW	objectivec/DevTools/pddm.py	175	CODE
LOW	objectivec/DevTools/pddm.py	295	CODE
LOW	objectivec/DevTools/pddm.py	568	CODE
LOW	objectivec/DevTools/pddm.py	303	CODE
LOW	conformance/conformance_python.py	57	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmake/dependencies_generator.py	129	# This file contains lists of external dependencies based on our Bazel	COMMENT
MEDIUM	.github/workflows/test_runner.yml	3	# This file implements the protection strategy laid out in	COMMENT
MEDIUM	csharp/build_tools.sh	31	# Create a zip file for each binary.	COMMENT

TODO Padding6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	rust/test/shared/accessors_test.rs	826	// TODO: Add tests covering a message-type field in a oneof.	COMMENT
LOW	rust/test/shared/accessors_test.rs	879	// TODO: Add tests covering a message-type field in a oneof.	COMMENT
LOW	…3.0.0/src/Google.Protobuf.Test/GeneratedMessageTest.cs	632	// TODO: Add test back after DiscardUnknownFields is supported	COMMENT
LOW	…3.0.0/src/Google.Protobuf.Test/GeneratedMessageTest.cs	642	// TODO: Add test back after DiscardUnknownField is supported.	COMMENT
LOW	csharp/src/Google.Protobuf.Test/GeneratedMessageTest.cs	833	// TODO: Add test back when DiscardUnknownFields API is supported.	COMMENT
LOW	csharp/src/Google.Protobuf.Test/GeneratedMessageTest.cs	850	// TODO: Add test back when DiscardUnknownFields API is supported.	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	examples/go/cmd/list_people/list_people_test.go	16	Name: "John Doe",	CODE
LOW	examples/go/cmd/list_people/list_people_test.go	19	{Number: "555-4321", Type: pb.Person_HOME},	CODE
LOW	examples/go/cmd/list_people/list_people_test.go	39	Name: "John Doe",	CODE
LOW	examples/go/cmd/list_people/list_people_test.go	44	Name: "Jane Doe",	CODE
LOW	.github/workflows/release_prep_test.sh	37	git config user.email "test@test.com"	CODE
LOW	csharp/src/AddressBook/SampleUsage.cs	26	Phones = { new Person.Types.PhoneNumber { Number = "555-1212" } }	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	python/docs/generate_docs.py	142	except FileExistsError:	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	objectivec/DevTools/pddm.py	241	Expands the macro reference. Args: macro_ref_str: String of a macro reference (i.e. foo(a, b)). Returns:	STRING

Excessive Try-Catch Wrapping4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	conformance/conformance_python.py	83	except Exception as e:	CODE
LOW	conformance/conformance_python.py	90	except Exception as e:	CODE
LOW	conformance/conformance_python.py	106	except Exception as e:	CODE
LOW	conformance/conformance_python.py	115	except Exception as e:	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	upb/wire/decode_fast/bisect.sh	12	# Example usage:	COMMENT

protocolbuffers/protobuf

Open-Source Code Quality, Security and Technical Debt Review