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AI Slop Code Risk Monitor

pig-mesh/pig

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

↥ ↥ ↥ Follow for updates An RBAC permission management system based on Spring Cloud 2025, Spring Boot 4, and OAuth2.

2.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for pig-mesh/pig, a Java project with 6,701 GitHub stars. SynthScan examined 60,378 lines of code across 654 source files, recording 11 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 2.5 (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.

2.5
Adjusted Signal
2.5
Raw Pattern Score
100%
Time Factor
2026-10-23
Last Push
6.7K
Stars
Java
Language
60.4K
Lines of Code
654
Files
11
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 0.0/100 · LOW

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

Hallucinated Dependency & Supply Chain Risk 11.7/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 8.7/100 · LOW

Which changes need focused human review? 11 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 11HIGH 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 11 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 Indicators11 hits · 150 pts
SeverityFileLineSnippetContext
CRITICAL…cloud/pig/common/core/config/JacksonConfiguration.java134 org.springframework.http.converter.json.MappingJackson2HttpMessageConverter jackson2Converter = new org.springframeworCODE
CRITICAL…4cloud/pig/common/feign/PigFeignAutoConfiguration.java117 org.springframework.http.converter.json.MappingJackson2HttpMessageConverter jackson2Converter = new org.springframewoCODE
CRITICAL…port/handler/PigAuthenticationFailureEventHandler.java62 private static final org.springframework.http.converter.json.MappingJackson2HttpMessageConverter errorHttpResponseConveCODE
CRITICAL⚡…g4cloud/pig/codegen/util/JdbcUrlSecurityValidator.java73 com.highgo.jdbc.PGProperty.BULKLOAD_CTL_FILE.getName(), com.highgo.jdbc.PGProperty.LOGGER_FILE.getName(),CODE
CRITICAL⚡…g4cloud/pig/codegen/util/JdbcUrlSecurityValidator.java74 com.highgo.jdbc.PGProperty.SSL_CERT.getName(), com.highgo.jdbc.PGProperty.SSL_ENC_CERT.getName(),CODE
CRITICAL⚡…g4cloud/pig/codegen/util/JdbcUrlSecurityValidator.java75 com.highgo.jdbc.PGProperty.SSL_ENC_KEY.getName(), com.highgo.jdbc.PGProperty.SSL_KEY.getName(),CODE
CRITICAL⚡…g4cloud/pig/codegen/util/JdbcUrlSecurityValidator.java76 com.highgo.jdbc.PGProperty.SSL_ROOT_CERT.getName(), com.highgo.jdbc.PGProperty.SOCKET_FACTORY.getName(),CODE
CRITICAL⚡…g4cloud/pig/codegen/util/JdbcUrlSecurityValidator.java77 com.highgo.jdbc.PGProperty.SSL_FACTORY.getName(),CODE
CRITICAL⚡…g4cloud/pig/codegen/util/JdbcUrlSecurityValidator.java78 com.highgo.jdbc.PGProperty.SSL_HOSTNAME_VERIFIER.getName(),CODE
CRITICAL⚡…g4cloud/pig/codegen/util/JdbcUrlSecurityValidator.java79 com.highgo.jdbc.PGProperty.SSL_PASSWORD_CALLBACK.getName(),CODE
CRITICAL⚡…g4cloud/pig/codegen/util/JdbcUrlSecurityValidator.java80 com.highgo.jdbc.PGProperty.XML_FACTORY_FACTORY.getName());CODE