3.4

Adjusted Signal

3.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

17.5K

Stars

Java

Language

134.1K

Lines of Code

1.2K

Files

Pattern Hits

2026-10-31

Scan Date

0.06

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 0.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 4 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.0/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 10.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 59 finding(s).

PR Review Velocity Impact 16.9/100 · LOW

Which changes need focused human review? 78 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 15HIGH 55MEDIUM 4LOW 4

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 78 distinct pattern matches across 4 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.

Cross-File Repetition55 hits · 275 pts

Severity	File	Snippet	Context
HIGH	…idou/mybatisplus/core/toolkit/TableNameParserTest.java	create table if not exists `user_info` ( `id` int unsigned auto_increment primary key, `username` varchar(50) not null u	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	create table if not exists `user_info` ( `id` int unsigned auto_increment primary key, `username` varchar(50) not null u	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	create table if not exists `user_info` ( `id` int unsigned auto_increment primary key, `username` varchar(50) not null u	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	create table if not exists `user_info` ( `id` int unsigned auto_increment primary key, `username` varchar(50) not null u	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	create table if not exists `user_info` ( `id` int unsigned auto_increment primary key, `username` varchar(50) not null u	STRING
HIGH	…sion/plugins/inner/IllegalSQLInnerInterceptorTest.java	create table t_demo ( `a` int default null, `b` int default null, `c` int default null, key `ab_index1` (`a`,`b`) ); cre	STRING
HIGH	…sion/plugins/inner/IllegalSQLInnerInterceptorTest.java	create table t_demo ( `a` int default null, `b` int default null, `c` int default null, key `ab_index1` (`a`,`b`) ); cre	STRING
HIGH	…sion/plugins/inner/IllegalSQLInnerInterceptorTest.java	create table t_demo ( `a` int default null, `b` int default null, `c` int default null, key `ab_index1` (`a`,`b`) ); cre	STRING
HIGH	…sion/plugins/inner/IllegalSQLInnerInterceptorTest.java	create table t_demo ( `a` int default null, `b` int default null, `c` int default null, key `ab_index1` (`a`,`b`) ); cre	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	create table `tag` ( `id` int(11) not null auto_increment, `name` varchar(50) character set utf8mb4 collate utf8mb4_bin	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	create table `tag` ( `id` int(11) not null auto_increment, `name` varchar(50) character set utf8mb4 collate utf8mb4_bin	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	create table `tag` ( `id` int(11) not null auto_increment, `name` varchar(50) character set utf8mb4 collate utf8mb4_bin	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	create table `tag` ( `id` int(11) not null auto_increment, `name` varchar(50) character set utf8mb4 collate utf8mb4_bin	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	-- 查询2023年q2分区数据 select\s region, sum(gross_profit) as 区域总利润, avg(order_value) as 平均订单金额 from\s sales_data partition by\	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	-- 查询2023年q2分区数据 select\s region, sum(gross_profit) as 区域总利润, avg(order_value) as 平均订单金额 from\s sales_data partition by\	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	-- 查询2023年q2分区数据 select\s region, sum(gross_profit) as 区域总利润, avg(order_value) as 平均订单金额 from\s sales_data partition by\	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	-- 查询2023年q2分区数据 select\s region, sum(gross_profit) as 区域总利润, avg(order_value) as 平均订单金额 from\s sales_data partition by\	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select\s count(*) as 订单总数, sum(o.order_total) as 总销售额, sum(case when o.status = 'completed' then 1 else 0 end) as 完成订单数	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select\s count(*) as 订单总数, sum(o.order_total) as 总销售额, sum(case when o.status = 'completed' then 1 else 0 end) as 完成订单数	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select\s count(*) as 订单总数, sum(o.order_total) as 总销售额, sum(case when o.status = 'completed' then 1 else 0 end) as 完成订单数	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select\s count(*) as 订单总数, sum(o.order_total) as 总销售额, sum(case when o.status = 'completed' then 1 else 0 end) as 完成订单数	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	delimiter $$ declare\s cur cursor for\s select employee_id from employees where salary < 50000; emp_id int; begin open c	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	delimiter $$ declare\s cur cursor for\s select employee_id from employees where salary < 50000; emp_id int; begin open c	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	delimiter $$ declare\s cur cursor for\s select employee_id from employees where salary < 50000; emp_id int; begin open c	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	delimiter $$ declare\s cur cursor for\s select employee_id from employees where salary < 50000; emp_id int; begin open c	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from employees e join departments d on e.department_id = d.department_id where\s e.last_name like concat('%', :	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from employees e join departments d on e.department_id = d.department_id where\s e.last_name like concat('%', :	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from employees e join departments d on e.department_id = d.department_id where\s e.last_name like concat('%', :	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from employees e join departments d on e.department_id = d.department_id where\s e.last_name like concat('%', :	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select\s product_id, product_name, stock_quantity, (select\s sum(ordered_qty)\s from\s purchase_orders po\s where\s po.p	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select\s product_id, product_name, stock_quantity, (select\s sum(ordered_qty)\s from\s purchase_orders po\s where\s po.p	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select\s product_id, product_name, stock_quantity, (select\s sum(ordered_qty)\s from\s purchase_orders po\s where\s po.p	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select\s product_id, product_name, stock_quantity, (select\s sum(ordered_qty)\s from\s purchase_orders po\s where\s po.p	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	with user_activity as ( select\s user_id, event_type, event_time, row_number() over (partition by user_id order by event	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	with user_activity as ( select\s user_id, event_type, event_time, row_number() over (partition by user_id order by event	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	with user_activity as ( select\s user_id, event_type, event_time, row_number() over (partition by user_id order by event	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	with user_activity as ( select\s user_id, event_type, event_time, row_number() over (partition by user_id order by event	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from [salesdb].[dbo].[orders] join [marketingdb].[dbo].[customers]\s on orders.customerid = customers.customeri	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from [salesdb].[dbo].[orders] join [marketingdb].[dbo].[customers]\s on orders.customerid = customers.customeri	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from [salesdb].[dbo].[orders] join [marketingdb].[dbo].[customers]\s on orders.customerid = customers.customeri	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from [salesdb].[dbo].[orders] join [marketingdb].[dbo].[customers]\s on orders.customerid = customers.customeri	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from ecommerce_orders\s partition (p2022, p2023) where order_date between '2022-01-01' and '2023-12-31';	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from ecommerce_orders\s partition (p2022, p2023) where order_date between '2022-01-01' and '2023-12-31';	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from ecommerce_orders\s partition (p2022, p2023) where order_date between '2022-01-01' and '2023-12-31';	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select * from ecommerce_orders\s partition (p2022, p2023) where order_date between '2022-01-01' and '2023-12-31';	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select order_id, customer_id,amount, rank() over (partition by customer_id order by amount desc) as rank from orders;	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select order_id, customer_id,amount, rank() over (partition by customer_id order by amount desc) as rank from orders;	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select order_id, customer_id,amount, rank() over (partition by customer_id order by amount desc) as rank from orders;	STRING
HIGH	…er/DynamicTableNameJsqlParserInnerInterceptorTest.java	select order_id, customer_id,amount, rank() over (partition by customer_id order by amount desc) as rank from orders;	STRING
HIGH	…idou/mybatisplus/test/h2/issues/aop/SingleAopTest.java	create table if not exists t_entity_b ( id bigint not null auto_increment, name varchar(30) null default null , primary	STRING
HIGH	…baomidou/mybatisplus/test/h2/issues/aop/NoAopTest.java	create table if not exists t_entity_b ( id bigint not null auto_increment, name varchar(30) null default null , primary	STRING
HIGH	…midou/mybatisplus/test/h2/issues/aop/MultiAopTest.java	create table if not exists t_entity_b ( id bigint not null auto_increment, name varchar(30) null default null , primary	STRING
HIGH	…h2/issues/repositoryscan/RepositoryMapperScanTest.java	create table if not exists t_entity_b ( id bigint not null auto_increment, name varchar(30) null default null , primary	STRING
HIGH	…2/issues/repositoryscan/RepositoryDefaultScanTest.java	create table if not exists t_entity_b ( id bigint not null auto_increment, name varchar(30) null default null , primary	STRING
HIGH	…multisqlsessionfactory/MultiSqlSessionFactoryTest.java	create table if not exists t_entity_b ( id bigint not null auto_increment, name varchar(30) null default null , primary	STRING

Hallucination Indicators15 hits · 165 pts

Severity	File	Line	Snippet	Context
CRITICAL	…com/baomidou/mybatisplus/core/toolkit/LambdaUtils.java	95	com.baomidou.mybatisplus.core.toolkit.support.SerializedLambda.extract(func));	CODE
CRITICAL	…com/baomidou/mybatisplus/core/toolkit/LambdaUtils.java	120	return new ShadowLambdaMeta(com.baomidou.mybatisplus.core.toolkit.support.SerializedLambda.extract(func));	CODE
CRITICAL	…va/com/baomidou/mybatisplus/core/toolkit/AopUtils.java	71	if (org.springframework.aop.support.AopUtils.isJdkDynamicProxy(proxy)) {	CODE
CRITICAL	…va/com/baomidou/mybatisplus/core/toolkit/AopUtils.java	73	} else if (org.springframework.aop.support.AopUtils.isCglibProxy(proxy)) {	CODE
CRITICAL	…dou/mybatisplus/generator/config/po/TableInfoTest.java	225	tableInfo.getImportPackages().contains(com.baomidou.mybatisplus.annotation.TableField.class.getName()))	CODE
CRITICAL⚡	…plus/generator/DefaultTableFieldAnnotationHandler.java	85	com.baomidou.mybatisplus.annotation.TableField.class.getName()));	CODE
CRITICAL⚡	…plus/generator/DefaultTableFieldAnnotationHandler.java	91	com.baomidou.mybatisplus.annotation.TableField.class.getName()));	CODE
CRITICAL⚡	…plus/generator/DefaultTableFieldAnnotationHandler.java	99	com.baomidou.mybatisplus.annotation.TableField.class.getName()));	CODE
CRITICAL	…om/baomidou/mybatisplus/generator/util/ClassUtils.java	49	return com.baomidou.mybatisplus.core.toolkit.ClassUtils.toClassConfident(name);	CODE
CRITICAL	…aomidou/mybatisplus/generator/config/po/TableInfo.java	302	importPackages.add(com.baomidou.mybatisplus.annotation.TableField.class.getCanonicalName());	CODE
CRITICAL	…aomidou/mybatisplus/generator/config/po/TableInfo.java	306	importPackages.add(com.baomidou.mybatisplus.annotation.TableField.class.getCanonicalName());	CODE
CRITICAL	…/baomidou/mybatisplus/extension/ddl/DdlHelperTest.java	125	var dataSource = new UnpooledDataSource(com.mysql.cj.jdbc.Driver.class.getName(),	CODE
CRITICAL	…/baomidou/mybatisplus/extension/ddl/DdlHelperTest.java	160	var dataSource = new UnpooledDataSource(oracle.jdbc.driver.OracleDriver.class.getName(),	CODE
CRITICAL	…/baomidou/mybatisplus/extension/ddl/DdlHelperTest.java	213	var dataSource = new UnpooledDataSource(dm.jdbc.driver.DmDriver.class.getName(),	CODE
CRITICAL	…omidou/mybatisplus/spring/spi/SpringCompatibleSet.java	122	while (org.springframework.aop.support.AopUtils.isAopProxy(result)) {	CODE

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	…m/baomidou/mybatisplus/test/tenant/TenantManyTest.java	33	// ─── Entity classes ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…m/baomidou/mybatisplus/test/tenant/TenantManyTest.java	55	// ─── Mapper interfaces ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…m/baomidou/mybatisplus/test/tenant/TenantManyTest.java	75	// ─── Test ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…m/baomidou/mybatisplus/test/tenant/TenantManyTest.java	102	// ─── Test infrastructure ───────────────────────────────────────────────────	COMMENT

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…idou/mybatisplus/core/MybatisParameterHandlerTest.java	101	//map参数	COMMENT
LOW	…in/java/com/baomidou/mybatisplus/aot/FeatureUtils.java	321	// public void ignoreResources(String... resources) {	COMMENT
LOW	…lus/test/h2/fillperformance/FillPerformanceConfig.java	61	setFieldValByName("e", "1234567890", metaObject);	COMMENT
LOW	…lus/test/h2/fillperformance/FillPerformanceConfig.java	81	// StrictFill.of("c",String.class,"1234567890"),	COMMENT

baomidou/mybatis-plus

Open-Source Code Quality, Security and Technical Debt Review