AI Slop Code Risk Monitor

dropwizard/dropwizard

Name: dropwizard/dropwizard — Java Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

A damn simple library for building production-ready RESTful web services.

1.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for dropwizard/dropwizard, a Java project with 8,579 GitHub stars. SynthScan examined 91,969 lines of code across 1123 source files, recording 39 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.3 (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.

1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

8.6K

Stars

Java

Language

92.0K

Lines of Code

1.1K

Files

Pattern Hits

2026-10-31

Scan Date

0.01

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 1.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 25 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.0/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 6.4/100 · LOW

Which changes need focused human review? 39 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 9HIGH 0MEDIUM 1LOW 29

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 39 distinct pattern matches across 5 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 Indicators9 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL	…t/java/io/dropwizard/client/HttpClientBuilderTest.java	97	this(metricRegistry, org.apache.hc.client5.http.impl.classic.HttpClientBuilder.create());	CODE
CRITICAL	…t/java/io/dropwizard/client/HttpClientBuilderTest.java	141	apacheBuilder = org.apache.hc.client5.http.impl.classic.HttpClientBuilder.create();	CODE
CRITICAL	…/main/java/io/dropwizard/client/HttpClientBuilder.java	330	return org.apache.hc.client5.http.impl.classic.HttpClientBuilder.create();	CODE
CRITICAL	…ain/java/io/dropwizard/client/JerseyClientBuilder.java	357	final Client client = org.glassfish.jersey.client.JerseyClientBuilder.createClient(buildConfig(name, threadPool,	CODE
CRITICAL	…io/dropwizard/jersey/DropwizardResourceConfigTest.java	221	rc.register(new org.glassfish.hk2.utilities.binding.AbstractBinder() {	CODE
CRITICAL	…est/java/io/dropwizard/jersey/ProvidersBinderTest.java	16	org.glassfish.hk2.utilities.Binder binder = new org.glassfish.hk2.utilities.binding.AbstractBinder() {	CODE
CRITICAL	…est/java/io/dropwizard/jersey/ProvidersBinderTest.java	27	org.glassfish.jersey.internal.inject.Binder binder = new org.glassfish.jersey.internal.inject.AbstractBinder() {	CODE
CRITICAL	…ava/io/dropwizard/jersey/DropwizardResourceConfig.java	153	} else if (Providers.isProvider(clazz) \|\| org.glassfish.hk2.utilities.Binder.class.isAssignableFrom(clazz)) {	CODE
CRITICAL	…equest_log/LogbackAccessRequestLogIntegrationTest.java	1673	javaHttpClient.send(req, java.net.http.HttpResponse.BodyHandlers.discarding());	CODE

Over-Commented Block24 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	.gitpod.yml	1	---	COMMENT
LOW	.gitpod.yml	21	## For example: 'https://gitpod.io#https://github.com/gitpod-io/gitpod'	COMMENT
LOW	.gitpod.yml	41	# # root of the project	COMMENT
LOW	.gitpod.yml	61	# # prebuild completes thus Gitpod recommends moving	COMMENT
LOW	.gitpod.yml	81	# command: \|	COMMENT
LOW	.gitpod.yml	101	## and extensions can be added by sending a pull-request with the extension	COMMENT
LOW	docs/README.md	21	# make livehtml	COMMENT
LOW	docs/source/conf.py	1	# -- coding: utf-8 --	COMMENT
LOW	docs/source/conf.py	61	# The full version, including alpha/beta/rc tags.	COMMENT
LOW	docs/source/conf.py	81		COMMENT
LOW	docs/source/conf.py	141	# of the sidebar.	COMMENT
LOW	docs/source/conf.py	161	# Additional templates that should be rendered to pages, maps page names to	COMMENT
LOW	docs/source/conf.py	201	# The paper size ('letterpaper' or 'a4paper').	COMMENT
LOW	docs/source/conf.py	221		COMMENT
LOW	docs/source/conf.py	281	# The language of the text. It defaults to the language option	COMMENT
LOW	…junit5/DropwizardExtensionsSupportStaticFieldTest.java	21	//	COMMENT
LOW	…ple/request_log/AbstractRequestLogIntegrationTest.java	61	import java.util.regex.Pattern;	COMMENT
LOW	…ple/request_log/AbstractRequestLogIntegrationTest.java	81	// discardingThreshold: 0 # never discard events when the queue is nearly full	COMMENT
LOW	…equest_log/LogbackAccessRequestLogIntegrationTest.java	1421	.satisfies(line ->	COMMENT
LOW	…equest_log/LogbackAccessRequestLogIntegrationTest.java	1481	assertThat(line)	COMMENT
LOW	…equest_log/LogbackAccessRequestLogIntegrationTest.java	1541	assertThat(lines.get(0))	COMMENT
LOW	…equest_log/LogbackAccessRequestLogIntegrationTest.java	1601	.isEqualTo("/greet\|GET \| GET\|0.0.1\|127.0\|127.0.0.1 "));	COMMENT
LOW	dropwizard-example/example.yml	1	---	COMMENT
LOW	dropwizard-example/example.yml	41	keyStorePassword: example	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…/io/dropwizard/client/JerseyClientIntegrationTest.java	226	.buildPost(Entity.entity(new Person("john@doe.me", "John Doe"), APPLICATION_JSON))	CODE
LOW	…/io/dropwizard/client/JerseyClientIntegrationTest.java	258	.put("name", "John Doe"));	CODE
LOW	…/io/dropwizard/client/JerseyClientIntegrationTest.java	285	.put("name", "John Doe")	CODE
LOW	…/io/dropwizard/client/JerseyClientIntegrationTest.java	308	assertThat(person.name).isEqualTo("John Doe");	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/source/conf.py	6	# This file is execfile()d with the current directory set to its containing dir.	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/source/_ext/dropwizard_literalinclude.py	4		CODE