AI Slop Code RIsk Monitor

alibaba/ARouter

💪 A framework for assisting in the renovation of Android componentization (帮助 Android App 进行组件化改造的路由框架)

18.2 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for alibaba/ARouter, a Java project with 14,453 GitHub stars. SynthScan examined 21,179 lines of code across 228 source files, recording 42 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 18.2 (Elevated 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.

18.2
Adjusted Signal
18.2
Raw Pattern Score
100%
Time Factor
2026-10-01
Last Push
14.5K
Stars
Java
Language
21.2K
Lines of Code
228
Files
42
Pattern Hits
2026-10-12
Scan Date
0.17
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 0.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2 finding(s).

Hallucinated Dependency & Supply Chain Risk 59.5/100 · HIGH

Are imports declared and package/API names verified? 39 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 58.5/100 · HIGH

Which changes need focused human review? 42 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 34HIGH 5MEDIUM 0LOW 3

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 42 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 Indicators34 hits · 350 pts
SeverityFileLineSnippetContext
CRITICAL…id/arouter/idea/extensions/NavigationLineMarkerTest.kt95 com.alibaba.android.arouter.launcher.ARouter.getInstance().build(path)STRING
CRITICAL⚡…router/compiler/ksp/RouteProcessorIntegrationTest.java81 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route("CODE
CRITICAL⚡…router/compiler/ksp/RouteProcessorIntegrationTest.java85 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=\"/mixed/native\") "CODE
CRITICAL⚡…router/compiler/ksp/RouteProcessorIntegrationTest.java88 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=\"/mixed/service\") "CODE
CRITICAL⚡…router/compiler/ksp/RouteProcessorIntegrationTest.java91 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=\"/mixed/provider\") "CODE
CRITICAL⚡…router/compiler/ksp/RouteProcessorIntegrationTest.java267 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=\"/unresolved/page\") "CODE
CRITICAL⚡…router/compiler/ksp/RouteProcessorIntegrationTest.java273 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=\"/unsupported/type\") "CODE
CRITICAL⚡…router/compiler/ksp/RouteProcessorIntegrationTest.java282 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=\"/round/deferred\") "CODE
CRITICAL⚡…router/compiler/ksp/RouteProcessorIntegrationTest.java928 + "@com.alibaba.android.arouter.facade.annotation.Interceptor(priority=1)"CODE
CRITICAL⚡…router/compiler/ksp/RouteProcessorIntegrationTest.java938 + "@com.alibaba.android.arouter.facade.annotation.Interceptor(priority=1)"CODE
CRITICAL⚡…router/compiler/ksp/RouteProcessorIntegrationTest.java947 return "package fixture; @com.alibaba.android.arouter.facade.annotation.Interceptor(priority="CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java152 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=\"/only/provider\") "CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java165 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=" + quote(path)CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java185 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=\"/single\", group=\"expliciCODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java209 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=\"/providers/" + name + CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java238 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=\"/unsupported/page\") "CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java246 "package fixture; @com.alibaba.android.arouter.facade.annotation.Interceptor(priority=1) "CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java308 + "@com.alibaba.android.arouter.facade.annotation.Route(path=\"/cache/good\") "CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java310 + "@com.alibaba.android.arouter.facade.annotation.Route(path=\"/cache/bad\") "CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java340 "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=\"/inherited/page\") "CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java372 + "@com.alibaba.android.arouter.facade.annotation.Route(path=\"/injection/java\") "CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java499 + "@com.alibaba.android.arouter.facade.annotation.Autowired(required=true) public Api service; }");CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java652 + "@com.alibaba.android.arouter.facade.annotation.Route(path=\"/generic/service\") "CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java661 + " @field:com.alibaba.android.arouter.facade.annotation.Autowired(required=true)\n"CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java1100 + "public Object navigation() {return com.alibaba.android.arouter.launcher.ARouter.paths.get(path);} }")CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java1109 + "return new com.alibaba.android.arouter.facade.Postcard(path);} }");CODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java1136 + "@com.alibaba.android.arouter.facade.annotation.Autowired(name=" + quote("quoted\"key") + ") publiCODE
CRITICAL…router/compiler/ksp/RouteProcessorIntegrationTest.java1262 return "package fixture; @com.alibaba.android.arouter.facade.annotation.Route(path=" + quote(path)CODE
CRITICAL…roid/arouter/compiler/ksp/RoundGeneratingProvider.java33 "@com.alibaba.android.arouter.facade.annotation.Route(path = \"" + path + "\") "CODE
CRITICAL…roid/arouter/compiler/ksp/RoundGeneratingProvider.java40 "@com.alibaba.android.arouter.facade.annotation.Interceptor(priority=31)"CODE
CRITICALgradle/verify-ksp.sh226@com.alibaba.android.arouter.facade.annotation.Route(path = "/addition/fragment")CODE
CRITICALgradle/verify-ksp.sh389@com.alibaba.android.arouter.facade.annotation.Route(path="/dependency/${source_name}")CODE
CRITICALgradle/ksp-benchmark-fixture/generate_sources.py115 @com.alibaba.android.arouter.facade.annotation.Route(path = "/shared/service")CODE
CRITICALgradle/ksp-benchmark-fixture/generate_sources.py258 @com.alibaba.android.arouter.facade.annotation.Route(path = "/added/fragment")CODE
Cross-Language Confusion5 hits · 32 pts
SeverityFileLineSnippetContext
HIGHgradle/ksp-benchmark-fixture/generate_sources.py77 SmokeState.check(number == 84 && label == "java", "Kotlin parameter injection")CODE
HIGH⚡gradle/ksp-benchmark-fixture/generate_sources.py193 "__PACKAGE__.routes.Kotlin0", null, false);CODE
HIGH⚡gradle/ksp-benchmark-fixture/generate_sources.py194 Activity probe = null;CODE
HIGH⚡gradle/ksp-benchmark-fixture/generate_sources.py195 Activity destination = null;CODE
HIGHgradle/ksp-benchmark-fixture/generate_sources.py213 if (activity != null) {CODE
Deep Nesting2 hits · 2 pts
SeverityFileLineSnippetContext
LOWgradle/benchmark-ksp.py371CODE
LOWgradle/benchmark-ksp.py628CODE
Excessive Try-Catch Wrapping1 hit · 1 pts
SeverityFileLineSnippetContext
LOWgradle/benchmark-ksp.py735 except Exception as error:CODE