0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

40.1K

Stars

Java

Language

739.0K

Lines of Code

7.9K

Files

102

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 0.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 36 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 48 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 26 finding(s).

PR Review Velocity Impact 2.4/100 · LOW

Which changes need focused human review? 102 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 24HIGH 0MEDIUM 18LOW 60

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 102 distinct pattern matches across 6 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 Indicators24 hits · 240 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/hrm/service/employee/info/HrmEmployeeServiceImpl.java	1368	com.mzt.logapi.beans.LogRecord.builder()	CODE
CRITICAL	…/hrm/service/employee/info/HrmEmployeeServiceImpl.java	1382	com.mzt.logapi.beans.LogRecord.builder()	CODE
CRITICAL	…el/core/handler/ColumnWidthMatchStyleStrategyTest.java	51	row.setName(cn.hutool.core.util.StrUtil.repeat("测试", 100));	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	304	mockDynamicRoutingDataSource(com.google.common.collect.ImmutableMap.of("master", postgresql, "oracle", oracle, "	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	595	mockDynamicRoutingDataSource(com.google.common.collect.ImmutableMap.of("master", postgresql, "oracle", oracle, "	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	614	BoundSql boundSql = sqlSource.getBoundSql(com.google.common.collect.ImmutableMap.of("ew", labelWrapper));	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	627	boundSql = sqlSource.getBoundSql(com.google.common.collect.ImmutableMap.of("ew", bookingWrapper));	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	831	mockDynamicRoutingDataSource(com.google.common.collect.ImmutableMap.of("master", postgresql, "mysql", mysql));	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	856	mockDynamicRoutingDataSource(com.google.common.collect.ImmutableMap.of("master", postgresql, "mysql", mysql, "or	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	879	mockDynamicRoutingDataSource(com.google.common.collect.ImmutableMap.of("master", postgresql, "mysql", mysql));	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	908	mockDynamicRoutingDataSource(com.google.common.collect.ImmutableMap.of("master", sqlServer, "h2", h2));	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	938	mockDynamicRoutingDataSource(com.google.common.collect.ImmutableMap.of("master", postgresql, "sqlserver", sqlSer	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	974	mockDynamicRoutingDataSource(com.google.common.collect.ImmutableMap.of("master", mysql, "oracle", oracle, "sqlse	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	1015	mockDynamicRoutingDataSource(com.google.common.collect.ImmutableMap.of("master", sqlite));	CODE
CRITICAL	…o/framework/mybatis/core/util/SqlDialectUtilsTest.java	1021	Exception ex = assertThrows(Exception.class, () -> sqlSource.getBoundSql(com.google.common.collect.ImmutableMap.	CODE
CRITICAL	…coder/yudao/framework/mybatis/core/util/JdbcUtils.java	66	DbType dbType = com.baomidou.mybatisplus.extension.toolkit.JdbcUtils.getDbType(url);	CODE
CRITICAL	…udao/module/pay/convert/channel/PayChannelConvert.java	26	@Mapping(target = "config",expression = "java(cn.iocoder.yudao.framework.common.util.json.JsonUtils.toJsonString(bea	CODE
CRITICAL	…oller/admin/cal/plan/MesCalPlanTeamControllerTest.java	55	when(teamService.getTeamMap(java.util.Arrays.asList(20L, 10L))).thenReturn(com.google.common.collect.ImmutableMa	CODE
CRITICAL	…ntroller/admin/pro/task/MesProTaskIssueController.java	113	return cn.iocoder.yudao.framework.common.util.collection.CollectionUtils.convertList(list, issue -> {	CODE
CRITICAL	…/wm/productsales/MesWmProductSalesLineServiceImpl.java	120	return cn.iocoder.yudao.framework.common.pojo.PageResult.empty();	CODE
CRITICAL	…ce/wm/warehouse/MesWmWarehouseLocationServiceImpl.java	189	cn.hutool.core.lang.Assert.notNull(warehouse, "虚拟仓库必须存在");	CODE
CRITICAL	…es/service/dv/machinery/MesDvMachineryServiceImpl.java	205	new cn.iocoder.yudao.module.mes.controller.admin.dv.machinery.vo.type.MesDvMachineryTypeListReqVO());	CODE
CRITICAL	…es/service/dv/machinery/MesDvMachineryServiceImpl.java	209	cn.iocoder.yudao.framework.common.enums.CommonStatusEnum.ENABLE.getStatus());	CODE
CRITICAL	…vice/definition/BpmProcessListenerServiceImplTest.java	82	org.flowable.engine.delegate.TaskListener.class.getName());	CODE

Decorative Section Separators18 hits · 75 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	49	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	51	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	56	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	58	# ====================================	COMMENT
MEDIUM	…module-iot-gateway/src/main/resources/application.yaml	77	# ====================================	COMMENT
MEDIUM	…module-iot-gateway/src/main/resources/application.yaml	79	# ====================================	COMMENT
MEDIUM	…module-iot-gateway/src/main/resources/application.yaml	90	# ====================================	COMMENT
MEDIUM	…module-iot-gateway/src/main/resources/application.yaml	92	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	103	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	105	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	114	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	116	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	125	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	127	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	168	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	170	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	177	# ====================================	COMMENT
MEDIUM⚡	…module-iot-gateway/src/main/resources/application.yaml	179	# ====================================	COMMENT

Fake / Example Data24 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	…oa/controller/admin/contact/vo/OaContactSaveReqVO.java	35	@Schema(description = "邮箱", requiredMode = Schema.RequiredMode.REQUIRED, example = "user@example.com")	CODE
LOW	…ller/admin/mail/vo/account/OaMailAccountSaveReqVO.java	23	@Schema(description = "邮箱地址", requiredMode = Schema.RequiredMode.REQUIRED, example = "user@example.com")	CODE
LOW	…ller/admin/mail/vo/account/OaMailAccountSaveReqVO.java	29	@Schema(description = "登录用户名", requiredMode = Schema.RequiredMode.REQUIRED, example = "user@example.com")	CODE
LOW	…troller/admin/mail/vo/account/OaMailAccountRespVO.java	16	@Schema(description = "邮箱地址", requiredMode = Schema.RequiredMode.REQUIRED, example = "user@example.com")	CODE
LOW	…troller/admin/mail/vo/account/OaMailAccountRespVO.java	22	@Schema(description = "登录用户名", example = "user@example.com")	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	4	"placeholder": true	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	8	"placeholder": true	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	12	"placeholder": true	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	16	"placeholder": true	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	20	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	24	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	28	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	32	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	36	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	40	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	44	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	48	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	52	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	56	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	60	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	64	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	68	"placeholder": false	CODE
LOW⚡	…pringai/src/test/resources/provider-api-key-cases.json	72	"placeholder": false	CODE
LOW	…odule/system/service/mail/MailSendServiceImplTest.java	82	AdminUserDO user = randomPojo(AdminUserDO.class, o -> o.setEmail("admin@example.com"));	CODE

Over-Commented Block27 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	…/module/member/service/auth/MemberAuthServiceTest.java	61	//	COMMENT
LOW	…/module/member/service/auth/MemberAuthServiceTest.java	81	// TODO 芋艿：后续重构这个单测	COMMENT
LOW	…ule/member/service/user/MemberUserServiceImplTest.java	61	// userMapper.insert(userDO);	COMMENT
LOW	…mework/ai/core/model/ppt/wdd/WenDuoDuoPptApiTests.java	121	# Dify：新一代AI应用开发平台	COMMENT
LOW	…mework/ai/core/model/ppt/wdd/WenDuoDuoPptApiTests.java	141	#### 1.3.1 早期探索	COMMENT
LOW	…mework/ai/core/model/ppt/wdd/WenDuoDuoPptApiTests.java	181	## 3 Dify的特点和优势	COMMENT
LOW	…mework/ai/core/model/ppt/wdd/WenDuoDuoPptApiTests.java	201	#### 3.3.2 快速部署	COMMENT
LOW	…mework/ai/core/model/ppt/wdd/WenDuoDuoPptApiTests.java	281	### 6.2 生态建设	COMMENT
LOW	…a/cn/iocoder/yudao/module/ai/enums/AiChatRoleEnum.java	21		COMMENT
LOW	yudao-server/src/main/resources/application-local.yaml	61	password: 123456	COMMENT
LOW	yudao-server/src/main/resources/application-local.yaml	81	# druid:	COMMENT
LOW	yudao-server/src/main/resources/application-dev.yaml	61	# driver-class-name: com.taosdata.jdbc.ws.WebSocketDriver	COMMENT
LOW	…va/cn/iocoder/yudao/server/YudaoServerApplication.java	21	// 如果你碰到启动的问题，请认真阅读 https://doc.iocoder.cn/quick-start/ 文章	COMMENT
LOW	…t/service/category/ProductCategoryServiceImplTest.java	41	@Test	COMMENT
LOW	…ervice/brokerage/BrokerageWithdrawServiceImplTest.java	101	assertEquals(1, pageResult.getList().size());	COMMENT
LOW	…ice/price/calculator/TradePointUsePriceCalculator.java	101	// 禁止 0 元购	COMMENT
LOW	…ce/combination/CombinationActivityServiceImplTest.java	121	// 测试 name 不匹配	COMMENT
LOW	…ce/seckillactivity/SeckillActivityServiceImplTest.java	161	// reqVO.setTimeId(null);	COMMENT
LOW	…ervice/seckillconfig/SeckillConfigServiceImplTest.java	121	}	COMMENT
LOW	…ervice/seckillconfig/SeckillConfigServiceImplTest.java	141	// seckillConfigMapper.insert(cloneIgnoreId(dbSeckillConfig, o -> o.setCreateTime(null)));	COMMENT
LOW	…ervice/seckillconfig/SeckillConfigServiceImplTest.java	181	// reqVO.setCreateTime((new Date[]{}));	COMMENT
LOW	…tion/service/reward/RewardActivityServiceImplTest.java	161	reqVO.setStatus(CommonStatusEnum.DISABLE.getStatus());	COMMENT
LOW	…tion/service/reward/RewardActivityServiceImplTest.java	181	// .setStartTime(now.minusDays(1)).setEndTime(now.plusDays(1)));	COMMENT
LOW	…tion/service/reward/RewardActivityServiceImplTest.java	201	//	COMMENT
LOW	…tion/service/reward/RewardActivityServiceImplTest.java	221	// assertEquals(matchRewardActivityList.size(), 2);	COMMENT
LOW	…tion/service/reward/RewardActivityServiceImplTest.java	241	// */	COMMENT
LOW	…/yudao/module/bpm/service/task/BpmTaskServiceImpl.java	1041	processTaskCanceled(task.getId());	COMMENT

Hyper-Verbose Identifiers8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	sql/tools/test_convertor.py	110	def test_semicolon_in_comments(self):	CODE
LOW⚡	sql/tools/test_convertor.py	119	def test_double_dash_without_space(self):	CODE
LOW⚡	sql/tools/test_convertor.py	123	def test_multiple_statements_one_line(self):	CODE
LOW	sql/tools/test_convertor.py	146	def test_create_table_in_insert_ignored(self):	CODE
LOW	sql/tools/test_convertor.py	162	def test_comment_from_real_table(self):	CODE
LOW	sql/tools/test_convertor.py	186	def test_indented_and_same_line_create_table(self):	STRING
LOW	sql/tools/test_convertor.py	204	def test_multiple_tables_with_inserts(self):	STRING
LOW	sql/tools/test_convertor.py	337	def test_translate_type_integer_range(self):	STRING

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	sql/tools/convertor.py	1137		CODE

YunaiV/ruoyi-vue-pro

Open-Source Code Quality, Security and Technical Debt Review