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AI Slop Code Risk Monitor

mybatis/mybatis-3

SlopCodeMonitor badge for mybatis/mybatis-3 Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

MyBatis SQL mapper framework for Java

3.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for mybatis/mybatis-3, a Java project with 20,439 GitHub stars. SynthScan examined 176,404 lines of code across 2046 source files, recording 52 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 3.2 (Low 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.

3.2
Adjusted Signal
3.2
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
20.4K
Stars
Java
Language
176.4K
Lines of Code
2.0K
Files
52
Pattern Hits
2026-10-31
Scan Date
0.02
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 12.7/100 · LOW

Are imports declared and package/API names verified? 33 finding(s).

Agent Over-Engineering Ratio 2.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 15 finding(s).

PR Review Velocity Impact 11.3/100 · LOW

Which changes need focused human review? 52 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 33HIGH 15MEDIUM 0LOW 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 52 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.

Hallucination Indicators33 hits · 480 pts
SeverityFileLineSnippetContext
CRITICAL…ache/ibatis/submitted/sqlprovider/SqlProviderTest.java310 "Error creating SqlSource for SqlProvider. Cause: java.lang.NoSuchMethodException: org.junit.jupiter.api.TestCODE
CRITICAL…ache/ibatis/submitted/sqlprovider/SqlProviderTest.java366 "Error invoking SqlProvider method 'public java.lang.String org.apache.ibatis.submitted.sqlprovider.OurSqlBuilCODE
CRITICAL…ache/ibatis/submitted/sqlprovider/SqlProviderTest.java380 "Error invoking SqlProvider method 'public java.lang.String org.apache.ibatis.submitted.sqlprovider.OurSqlBuilCODE
CRITICAL⚡src/site/markdown/logging.md35org.apache.ibatis.logging.LogFactory.useSlf4jLogging();CODE
CRITICAL⚡src/site/markdown/logging.md36org.apache.ibatis.logging.LogFactory.useLog4JLogging();CODE
CRITICAL⚡src/site/markdown/logging.md37org.apache.ibatis.logging.LogFactory.useLog4J2Logging();CODE
CRITICAL⚡src/site/markdown/logging.md38org.apache.ibatis.logging.LogFactory.useJdkLogging();CODE
CRITICAL⚡src/site/markdown/logging.md39org.apache.ibatis.logging.LogFactory.useCommonsLogging();CODE
CRITICAL⚡src/site/markdown/logging.md40org.apache.ibatis.logging.LogFactory.useStdOutLogging();CODE
CRITICAL⚡src/site/ja/markdown/logging.md35org.apache.ibatis.logging.LogFactory.useSlf4jLogging();CODE
CRITICAL⚡src/site/ja/markdown/logging.md36org.apache.ibatis.logging.LogFactory.useLog4JLogging();CODE
CRITICAL⚡src/site/ja/markdown/logging.md37org.apache.ibatis.logging.LogFactory.useLog4J2Logging();CODE
CRITICAL⚡src/site/ja/markdown/logging.md38org.apache.ibatis.logging.LogFactory.useJdkLogging();CODE
CRITICAL⚡src/site/ja/markdown/logging.md39org.apache.ibatis.logging.LogFactory.useCommonsLogging();CODE
CRITICAL⚡src/site/ja/markdown/logging.md40org.apache.ibatis.logging.LogFactory.useStdOutLogging();CODE
CRITICAL⚡src/site/zh_CN/markdown/logging.md35org.apache.ibatis.logging.LogFactory.useSlf4jLogging();CODE
CRITICAL⚡src/site/zh_CN/markdown/logging.md36org.apache.ibatis.logging.LogFactory.useLog4JLogging();CODE
CRITICAL⚡src/site/zh_CN/markdown/logging.md37org.apache.ibatis.logging.LogFactory.useLog4J2Logging();CODE
CRITICAL⚡src/site/zh_CN/markdown/logging.md38org.apache.ibatis.logging.LogFactory.useJdkLogging();CODE
CRITICAL⚡src/site/zh_CN/markdown/logging.md39org.apache.ibatis.logging.LogFactory.useCommonsLogging();CODE
CRITICAL⚡src/site/zh_CN/markdown/logging.md40org.apache.ibatis.logging.LogFactory.useStdOutLogging();CODE
CRITICAL⚡src/site/ko/markdown/logging.md21org.apache.ibatis.logging.LogFactory.useSlf4jLogging();CODE
CRITICAL⚡src/site/ko/markdown/logging.md22org.apache.ibatis.logging.LogFactory.useLog4JLogging();CODE
CRITICAL⚡src/site/ko/markdown/logging.md23org.apache.ibatis.logging.LogFactory.useLog4J2Logging();CODE
CRITICAL⚡src/site/ko/markdown/logging.md24org.apache.ibatis.logging.LogFactory.useJdkLogging();CODE
CRITICAL⚡src/site/ko/markdown/logging.md25org.apache.ibatis.logging.LogFactory.useCommonsLogging();CODE
CRITICAL⚡src/site/ko/markdown/logging.md26org.apache.ibatis.logging.LogFactory.useStdOutLogging();CODE
CRITICAL⚡src/site/es/markdown/logging.md35org.apache.ibatis.logging.LogFactory.useSlf4jLogging();CODE
CRITICAL⚡src/site/es/markdown/logging.md36org.apache.ibatis.logging.LogFactory.useLog4JLogging();CODE
CRITICAL⚡src/site/es/markdown/logging.md37org.apache.ibatis.logging.LogFactory.useLog4J2Logging();CODE
CRITICAL⚡src/site/es/markdown/logging.md38org.apache.ibatis.logging.LogFactory.useJdkLogging();CODE
CRITICAL⚡src/site/es/markdown/logging.md39org.apache.ibatis.logging.LogFactory.useCommonsLogging();CODE
CRITICAL⚡src/site/es/markdown/logging.md40org.apache.ibatis.logging.LogFactory.useStdOutLogging();CODE
Cross-File Repetition15 hits · 75 pts
SeverityFileLineSnippetContext
HIGH…c/test/java/org/apache/ibatis/jdbc/SqlBuilderTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p where (p.id like #id# and p.first_name likeSTRING
HIGHsrc/test/java/org/apache/ibatis/jdbc/SQLTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p where (p.id like #id# and p.first_name likeSTRING
HIGH…est/java/org/apache/ibatis/jdbc/SelectBuilderTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p where (p.id like #id# and p.first_name likeSTRING
HIGH…c/test/java/org/apache/ibatis/jdbc/SqlBuilderTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p where (p.first_name like #firstname# and p.STRING
HIGHsrc/test/java/org/apache/ibatis/jdbc/SQLTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p where (p.first_name like #firstname# and p.STRING
HIGH…est/java/org/apache/ibatis/jdbc/SelectBuilderTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p where (p.first_name like #firstname# and p.STRING
HIGH…c/test/java/org/apache/ibatis/jdbc/SqlBuilderTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p where (p.last_name like #lastname#) order bSTRING
HIGHsrc/test/java/org/apache/ibatis/jdbc/SQLTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p where (p.last_name like #lastname#) order bSTRING
HIGH…est/java/org/apache/ibatis/jdbc/SelectBuilderTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p where (p.last_name like #lastname#) order bSTRING
HIGH…c/test/java/org/apache/ibatis/jdbc/SqlBuilderTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p order by p.last_nameSTRING
HIGHsrc/test/java/org/apache/ibatis/jdbc/SQLTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p order by p.last_nameSTRING
HIGH…est/java/org/apache/ibatis/jdbc/SelectBuilderTest.java0select p.id, p.username, p.password, p.first_name, p.last_name from person p order by p.last_nameSTRING
HIGH…c/test/java/org/apache/ibatis/jdbc/SqlBuilderTest.java0select p.id, p.username, p.password, p.full_name, p.last_name, p.created_on, p.updated_on from person p, account a innerSTRING
HIGHsrc/test/java/org/apache/ibatis/jdbc/SQLTest.java0select p.id, p.username, p.password, p.full_name, p.last_name, p.created_on, p.updated_on from person p, account a innerSTRING
HIGH…est/java/org/apache/ibatis/jdbc/SelectBuilderTest.java0select p.id, p.username, p.password, p.full_name, p.last_name, p.created_on, p.updated_on from person p, account a innerSTRING
Structural Annotation Overuse2 hits · 3 pts
SeverityFileLineSnippetContext
LOWsrc/site/markdown/logging.md58#### Step 1: Add the SLF4J + Logback JAR filesCOMMENT
LOWsrc/site/markdown/logging.md74#### Step 2: Configure LogbackCOMMENT
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOWhooks/pre-commit.sh1#!/usr/bin/env bashCOMMENT
LOW…va/org/apache/ibatis/builder/XmlMapperBuilderTest.java201 Exception exception = Assertions.assertThrows(BuilderException.class, builder::parse);COMMENT