AI Slop Code RIsk Monitor

doocs/source-code-hunter

😱 从源码层面,剖析挖掘互联网行业主流技术的底层实现原理,为广大开发者 “提升技术深度” 提供便利。目前开放 Spring 全家桶,Mybatis、Netty、Dubbo 框架,及 Redis、Tomcat 中间件等

5.6 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for doocs/source-code-hunter, a Java project with 23,130 GitHub stars. SynthScan examined 65,729 lines of code across 218 source files, recording 28 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 5.6 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

5.6
Adjusted Signal
5.6
Raw Pattern Score
100%
Time Factor
2026-09-24
Last Push
23.1K
Stars
Java
Language
65.7K
Lines of Code
218
Files
28
Pattern Hits
2026-10-12
Scan Date
0.13
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 0.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 0 finding(s).

Hallucinated Dependency & Supply Chain Risk 24.5/100 · LOW

Are imports declared and package/API names verified? 28 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 19.2/100 · LOW

Which changes need focused human review? 28 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 28HIGH 0MEDIUM 0LOW 0

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 28 distinct pattern matches across 1 syntactic category. 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 Indicators28 hits · 370 pts
SeverityFileLineSnippetContext
CRITICALdocs/Mybatis/核心处理层/Mybatis-DataSource.md310 //org.apache.ibatis.session.Configuration.Configuration()COMMENT
CRITICALdocs/Mybatis/核心处理层/Mybatis-Alias.md7- 与 Alias 相关的一个方法`org.apache.ibatis.type.TypeAliasRegistry.registerAlias(java.lang.String, java.lang.Class<?>)`(别名注册)CODE
CRITICALdocs/Mybatis/核心处理层/Mybatis-Alias.md80最后回到了`org.apache.ibatis.type.TypeAliasRegistry.registerAlias(java.lang.String, java.lang.Class<?>)`方法CODE
CRITICALdocs/Spring/AOP/Spring-Aop如何生效.md59- `org.springframework.aop.config.AopConfigUtils.registerAspectJAnnotationAutoProxyCreatorIfNecessary(org.springframeworCODE
CRITICALdocs/Spring/TX/Spring-transaction.md139 dataSource.setDriverClassName(com.mysql.jdbc.Driver.class.getName());CODE
CRITICALdocs/Spring/clazz/Spring-AnnotationUtils.md26- `org.springframework.core.annotation.AnnotationUtils.getAnnotation(java.lang.reflect.Method, java.lang.Class<A>)`CODE
CRITICALdocs/Spring/clazz/Spring-AnnotationUtils.md87- `org.springframework.core.annotation.AnnotationUtils.synthesizeAnnotation(A, java.lang.reflect.AnnotatedElement)`CODE
CRITICALdocs/Spring/clazz/Spring-BeanDefinitionReaderUtils.md34- `org.springframework.beans.factory.support.BeanDefinitionReaderUtils.generateBeanName(org.springframework.beans.factorCODE
CRITICAL…cs/Spring/clazz/Spring-DefaultSingletonBeanRegistry.md159- `org.springframework.beans.factory.support.DefaultSingletonBeanRegistry.getSingleton(java.lang.String)`CODE
CRITICALdocs/Spring/clazz/Spring-Custom-label-resolution.md175- `org.springframework.beans.factory.xml.BeanDefinitionParserDelegate.parseCustomElement(org.w3c.dom.Element)`CODE
CRITICALdocs/Spring/clazz/Spring-Custom-label-resolution.md176 - `org.springframework.beans.factory.xml.BeanDefinitionParserDelegate.parseCustomElement(org.w3c.dom.Element, org.spriCODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md89 at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.initializeBean(AbstractAutowireCapableBCODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md90 at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.doCreateBean(AbstractAutowireCapableBeaCODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md91 at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.createBean(AbstractAutowireCapableBeanFCODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md93 at org.springframework.beans.factory.support.DefaultSingletonBeanRegistry.getSingleton(DefaultSingletonBeanRegistry.javCODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md94 at org.springframework.beans.factory.support.AbstractBeanFactory.doGetBean(AbstractBeanFactory.java:306)CODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md95 at org.springframework.beans.factory.support.AbstractBeanFactory.getBean(AbstractBeanFactory.java:176)CODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md96 at org.springframework.beans.factory.support.DefaultListableBeanFactory.preInstantiateSingletons(DefaultListableBeanFacCODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md97 at org.springframework.context.support.AbstractApplicationContext.finishBeanFactoryInitialization(AbstractApplicationCoCODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md98 at org.springframework.context.support.AbstractApplicationContext.refresh(AbstractApplicationContext.java:579)CODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md101 at com.huifer.source.spring.rmi.RMIClientSourceCode.main(RMIClientSourceCode.java:7)CODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md103 at org.springframework.remoting.rmi.RmiClientInterceptor.lookupStub(RmiClientInterceptor.java:209)CODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md104 at org.springframework.remoting.rmi.RmiClientInterceptor.prepare(RmiClientInterceptor.java:147)CODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md105 at org.springframework.remoting.rmi.RmiClientInterceptor.afterPropertiesSet(RmiClientInterceptor.java:134)CODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md106 at org.springframework.remoting.rmi.RmiProxyFactoryBean.afterPropertiesSet(RmiProxyFactoryBean.java:68)CODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md107 at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.invokeInitMethods(AbstractAutowireCapabCODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md108 at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.initializeBean(AbstractAutowireCapableBCODE
CRITICAL⚡docs/Spring/RMI/Spring-RMI.md114 at org.springframework.remoting.rmi.RmiClientInterceptor.lookupStub(RmiClientInterceptor.java:201)CODE