AI Slop Code RIsk Monitor

apache/dubbo

The java implementation of Apache Dubbo. An RPC and microservice framework.

4.6 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for apache/dubbo, a Java project with 41,580 GitHub stars. SynthScan examined 509,191 lines of code across 4363 source files, recording 237 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 4.6 (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.

4.6
Adjusted Signal
4.6
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
41.6K
Stars
Java
Language
509.2K
Lines of Code
4.4K
Files
237
Pattern Hits
2026-10-12
Scan Date
0.04
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 0.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 60 finding(s).

Hallucinated Dependency & Supply Chain Risk 20.0/100 · LOW

Are imports declared and package/API names verified? 176 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 16.4/100 · LOW

Which changes need focused human review? 237 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 176HIGH 0MEDIUM 1LOW 60

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 237 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 Indicators176 hits · 2275 pts
SeverityFileLineSnippetContext
CRITICAL…le/src/test/java/org/apache/dubbo/cache/CacheTest.java44 org.apache.dubbo.common.URL.valueOf("test://test:11/test?cache=jacache&.cache.write.expire=1");CODE
CRITICAL…pring/context/annotation/provider/DemoServiceImpl.java31@org.apache.dubbo.config.annotation.Service(CODE
CRITICAL…nnotation/consumer/test/TestConsumerConfiguration.java101 @com.alibaba.dubbo.config.annotation.Reference(CODE
CRITICAL…org/apache/dubbo/common/utils/AnnotationUtilsTest.java288 @com.alibaba.dubbo.config.annotation.Service(CODE
CRITICAL…a/org/apache/dubbo/metadata/tools/TestServiceImpl.java28@com.alibaba.dubbo.config.annotation.Service(CODE
CRITICAL…in/java/com/alibaba/dubbo/qos/command/BaseCommand.java28 return this.execute(new com.alibaba.dubbo.qos.command.CommandContext(commandContext), args);CODE
CRITICAL⚡…atible/src/main/java/com/alibaba/dubbo/common/URL.java88 org.apache.dubbo.common.URL result = org.apache.dubbo.common.URL.valueOf(url);CODE
CRITICAL⚡…atible/src/main/java/com/alibaba/dubbo/common/URL.java93 return org.apache.dubbo.common.URL.encode(value);CODE
CRITICAL⚡…atible/src/main/java/com/alibaba/dubbo/common/URL.java97 return org.apache.dubbo.common.URL.decode(value);CODE
CRITICAL…atible/src/main/java/com/alibaba/dubbo/common/URL.java261 return org.apache.dubbo.common.URL.decode(getParameter(key, defaultValue));CODE
CRITICAL…rc/main/java/com/alibaba/dubbo/common/DelegateURL.java43 return new DelegateURL(org.apache.dubbo.common.URL.valueOf(url));CODE
CRITICAL…rc/main/java/com/alibaba/dubbo/common/DelegateURL.java692 return org.apache.dubbo.common.URL.buildKey(path, group, version);CODE
CRITICAL…rc/main/java/com/alibaba/dubbo/common/DelegateURL.java783 org.apache.dubbo.common.URL.putMethodParameter(method, key, value, methodParameters);CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java34 return new DelegateURL(org.apache.dubbo.common.utils.UrlUtils.parseURL(address, defaults));CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java38 return org.apache.dubbo.common.utils.UrlUtils.parseURLs(address, defaults).stream()CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java44 return org.apache.dubbo.common.utils.UrlUtils.convertRegister(register);CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java48 return org.apache.dubbo.common.utils.UrlUtils.convertSubscribe(subscribe);CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java52 return org.apache.dubbo.common.utils.UrlUtils.revertRegister(register);CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java56 return org.apache.dubbo.common.utils.UrlUtils.revertSubscribe(subscribe);CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java60 return org.apache.dubbo.common.utils.UrlUtils.revertNotify(notify);CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java67 return org.apache.dubbo.common.utils.UrlUtils.revertForbid(forbid, urls);CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java71 return new DelegateURL(org.apache.dubbo.common.utils.UrlUtils.getEmptyUrl(service, category));CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java75 return org.apache.dubbo.common.utils.UrlUtils.isMatchCategory(category, categories);CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java79 return org.apache.dubbo.common.utils.UrlUtils.isMatch(CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java84 return org.apache.dubbo.common.utils.UrlUtils.isMatchGlobPattern(pattern, value, param.getOriginalURL());CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java88 return org.apache.dubbo.common.utils.UrlUtils.isMatchGlobPattern(pattern, value);CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java92 return org.apache.dubbo.common.utils.UrlUtils.isServiceKeyMatch(CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java97 return org.apache.dubbo.common.utils.UrlUtils.isConfigurator(url.getOriginalURL());CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java101 return org.apache.dubbo.common.utils.UrlUtils.isRoute(url.getOriginalURL());CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java105 return org.apache.dubbo.common.utils.UrlUtils.isProvider(url.getOriginalURL());CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java109 return org.apache.dubbo.remoting.utils.UrlUtils.getHeartbeat(url.getOriginalURL());CODE
CRITICAL⚡…main/java/com/alibaba/dubbo/common/utils/UrlUtils.java113 return org.apache.dubbo.remoting.utils.UrlUtils.getIdleTimeout(url.getOriginalURL());CODE
CRITICAL…src/main/java/com/alibaba/dubbo/registry/Registry.java55 new com.alibaba.dubbo.registry.NotifyListener.CompatibleNotifyListener(listener));CODE
CRITICAL…src/main/java/com/alibaba/dubbo/registry/Registry.java62 new com.alibaba.dubbo.registry.NotifyListener.CompatibleNotifyListener(listener));CODE
CRITICAL⚡…m/alibaba/dubbo/registry/support/FailbackRegistry.java71 new com.alibaba.dubbo.registry.NotifyListener.ReverseCompatibleNotifyListener(listener));CODE
CRITICAL⚡…m/alibaba/dubbo/registry/support/FailbackRegistry.java78 new com.alibaba.dubbo.registry.NotifyListener.ReverseCompatibleNotifyListener(listener));CODE
CRITICAL⚡…m/alibaba/dubbo/registry/support/FailbackRegistry.java86 new com.alibaba.dubbo.registry.NotifyListener.ReverseCompatibleNotifyListener(listener),CODE
CRITICAL⚡…m/alibaba/dubbo/registry/support/FailbackRegistry.java95 new com.alibaba.dubbo.registry.NotifyListener.ReverseCompatibleNotifyListener(listener),CODE
CRITICAL…m/alibaba/dubbo/registry/support/AbstractRegistry.java91 new com.alibaba.dubbo.registry.NotifyListener.ReverseCompatibleNotifyListener(listener),CODE
CRITICAL…m/alibaba/dubbo/registry/support/AbstractRegistry.java106 new com.alibaba.dubbo.registry.NotifyListener.ReverseCompatibleNotifyListener(listener));CODE
CRITICAL…m/alibaba/dubbo/registry/support/AbstractRegistry.java112 new com.alibaba.dubbo.registry.NotifyListener.ReverseCompatibleNotifyListener(listener));CODE
CRITICAL⚡…m/alibaba/dubbo/registry/support/AbstractRegistry.java129 new com.alibaba.dubbo.registry.NotifyListener.CompatibleNotifyListener(listener));CODE
CRITICAL⚡…m/alibaba/dubbo/registry/support/AbstractRegistry.java136 new com.alibaba.dubbo.registry.NotifyListener.CompatibleNotifyListener(listener));CODE
CRITICAL⚡…m/alibaba/dubbo/registry/support/AbstractRegistry.java141 .map(listener -> new com.alibaba.dubbo.registry.NotifyListener.CompatibleNotifyListener(listener))CODE
CRITICAL⚡…le/src/main/java/com/alibaba/dubbo/rpc/RpcContext.java45 return new RpcContext(org.apache.dubbo.rpc.RpcContext.getContext());CODE
CRITICAL⚡…le/src/main/java/com/alibaba/dubbo/rpc/RpcContext.java49 return new RpcContext(org.apache.dubbo.rpc.RpcContext.getServerContext());CODE
CRITICAL⚡…le/src/main/java/com/alibaba/dubbo/rpc/RpcContext.java53 return new RpcContext(org.apache.dubbo.rpc.RpcContext.getClientResponseContext());CODE
CRITICAL⚡…le/src/main/java/com/alibaba/dubbo/rpc/RpcContext.java57 return new RpcContext(org.apache.dubbo.rpc.RpcContext.getServerResponseContext());CODE
CRITICAL⚡…le/src/main/java/com/alibaba/dubbo/rpc/RpcContext.java61 org.apache.dubbo.rpc.RpcContext.removeClientResponseContext();CODE
CRITICAL⚡…le/src/main/java/com/alibaba/dubbo/rpc/RpcContext.java65 org.apache.dubbo.rpc.RpcContext.removeServerResponseContext();CODE
CRITICAL⚡…le/src/main/java/com/alibaba/dubbo/rpc/RpcContext.java69 org.apache.dubbo.rpc.RpcContext.removeServerContext();CODE
CRITICAL⚡…le/src/main/java/com/alibaba/dubbo/rpc/RpcContext.java73 org.apache.dubbo.rpc.RpcContext.removeContext();CODE
CRITICAL…rc/main/java/com/alibaba/dubbo/rpc/cluster/Router.java52 new com.alibaba.dubbo.rpc.Invocation.CompatibleInvocation(invocation));CODE
CRITICAL…main/java/com/alibaba/dubbo/rpc/cluster/Directory.java40 this.list(new com.alibaba.dubbo.rpc.Invocation.CompatibleInvocation(invocation));CODE
CRITICAL…in/java/com/alibaba/dubbo/rpc/cluster/LoadBalance.java45 invs, new DelegateURL(url), new com.alibaba.dubbo.rpc.Invocation.CompatibleInvocation(invocation));CODE
CRITICAL⚡…/main/java/com/alibaba/dubbo/rpc/support/RpcUtils.java30 return org.apache.dubbo.rpc.support.RpcUtils.getReturnType(invocation);CODE
CRITICAL⚡…/main/java/com/alibaba/dubbo/rpc/support/RpcUtils.java35 return org.apache.dubbo.rpc.support.RpcUtils.getReturnTypes(invocation);CODE
CRITICAL⚡…/main/java/com/alibaba/dubbo/rpc/support/RpcUtils.java39 return org.apache.dubbo.rpc.support.RpcUtils.getInvocationId(inv);CODE
CRITICAL⚡…/main/java/com/alibaba/dubbo/rpc/support/RpcUtils.java49 org.apache.dubbo.rpc.support.RpcUtils.attachInvocationIdIfAsync(url.getOriginalURL(), inv);CODE
CRITICAL⚡…/main/java/com/alibaba/dubbo/rpc/support/RpcUtils.java53 return org.apache.dubbo.rpc.support.RpcUtils.getMethodName(invocation);CODE
116 more matches not shown…
Over-Commented Block56 hits · 56 pts
SeverityFileLineSnippetContext
LOW.asf.yaml1#COMMENT
LOWlicenseCheck.sh1#!/bin/bashCOMMENT
LOWcodecov.yml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW…ubbo/registry/client/ServiceDiscoveryRegistryTest.java141 serviceDiscoveryRegistry.unsubscribe(url, testServiceListener);COMMENT
LOW…figcenter/file/FileSystemDynamicConfigurationTest.java181 //COMMENT
LOW…pport/zookeeper/ZookeeperDynamicConfigurationTest.java181 // String key = "org.apache.dubbo.service.UserService";COMMENT
LOW…pring-boot-provider/src/main/resources/application.yml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOW…spring-boot-servlet/src/main/resources/application.yml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOW…pring-boot-consumer/src/main/resources/application.yml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOW…bbo-demo-mcp-server/src/main/resources/application.yml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOW…g-boot-idl-consumer/src/main/resources/application.yml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOW…g-boot-idl-provider/src/main/resources/application.yml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOW…apache/dubbo/rpc/protocol/dubbo/DubboProtocolTest.java141 assertEquals(echo.$echo(1234), 1234);COMMENT
LOW…apache/dubbo/rpc/protocol/dubbo/DubboProtocolTest.java161 // Set<String> set = service.keys(map);COMMENT
LOW…apache/dubbo/rpc/protocol/dubbo/DubboProtocolTest.java181 // assertEquals(echo.$echo(buf.toString()), buf.toString());COMMENT
LOW…ntext/event/AwaitingNonWebApplicationListenerTest.java41 // @TestCOMMENT
LOW…ntext/event/AwaitingNonWebApplicationListenerTest.java61 // @TestCOMMENT
LOWdubbo-common/src/test/resources/dubbo-migration.yaml1#COMMENT
LOW…main/java/org/apache/dubbo/common/utils/Utf8Utils.java1// Protocol Buffers - Google's data interchange formatCOMMENT
LOW…ubbo/common/threadpool/serial/SerializingExecutor.java81 }COMMENT
LOW…dubbo/remoting/transport/netty/ClientToServerTest.java81 // public void onException(Throwable exception) {COMMENT
LOW…cluster/src/test/resources/ConfiguratorV3Duplicate.yml1#COMMENT
LOWdubbo-cluster/src/test/resources/ConfiguratorV3.yml1#COMMENT
LOWdubbo-cluster/src/test/resources/AppMultiServices.yml1#COMMENT
LOWdubbo-cluster/src/test/resources/AppNoService.yml1#COMMENT
LOW…bbo-cluster/src/test/resources/ServiceGroupVersion.yml1#COMMENT
LOW…ter/src/test/resources/ConfiguratorV3Compatibility.yml1#COMMENT
LOW…o-cluster/src/test/resources/DestinationRuleTest2.yaml1#COMMENT
LOW…bo-cluster/src/test/resources/DestinationRuleTest.yaml1#COMMENT
LOWdubbo-cluster/src/test/resources/ServiceNoRule.yml1#COMMENT
LOWdubbo-cluster/src/test/resources/ServiceMultiApps.yml1#COMMENT
LOW…uster/src/test/resources/ConsumerSpecificProviders.yml1#COMMENT
LOWdubbo-cluster/src/test/resources/ScriptRule.yaml1#COMMENT
LOWdubbo-cluster/src/test/resources/ServiceNoApp.yml1#COMMENT
LOWdubbo-cluster/src/test/resources/ConditionRule.yml1#COMMENT
LOWdubbo-cluster/src/test/resources/TagRule.yml1#COMMENT
LOW…bbo-cluster/src/test/resources/VirtualServiceTest.yaml1#COMMENT
LOWdubbo-cluster/src/test/resources/AppAnyServices.yml1#COMMENT
LOW…/rpc/cluster/router/mesh/rule/DestinationRuleTest.java41 DestinationRule.class);COMMENT
LOW…ain/java/org/apache/dubbo/rpc/cluster/RouterChain.java161 // `availableInvokers`COMMENT
LOW…ain/java/org/apache/dubbo/rpc/cluster/RouterChain.java181 // Clean up temp variable.COMMENT
LOW…/dubbo/rpc/cluster/support/AbstractClusterInvoker.java261COMMENT
LOW…apache/dubbo/metrics/aggregate/DubboMergingDigest.java181 if (bufferSize == -1) {COMMENT
LOW.github/DISCUSSION_TEMPLATE/general.yml1#COMMENT
LOW.github/DISCUSSION_TEMPLATE/question.yml1#COMMENT
LOW.github/ISSUE_TEMPLATE/1-bug.yml1#COMMENT
LOW.github/ISSUE_TEMPLATE/config.yml1#COMMENT
LOW.github/ISSUE_TEMPLATE/2-feature.yml1#COMMENT
LOW…ltipleRegistryCenterExportProviderIntegrationTest.java181 Assertions.assertEquals(COMMENT
LOW…ltipleRegistryCenterExportProviderIntegrationTest.java201 // that can register the mapping relationship. This is really a problem that needs to be fix.COMMENT
LOW…/SingleRegistryCenterDubboProtocolIntegrationTest.java261 // MetadataInfo's service exists or notCOMMENT
LOW…SingleRegistryCenterExportProviderIntegrationTest.java201 Assertions.assertTrue(exporterListener.getFilters().contains(filter));COMMENT
LOW…he/dubbo/config/deploy/DefaultApplicationDeployer.java741 // executorRepository.getSharedExecutor().submit(() -> {COMMENT
LOW…bo/config/spring/schema/DubboBeanDefinitionParser.java121 int counter = 0;COMMENT
LOW…ubbo/config/spring/reference/ReferenceBeanBuilder.java361 // attributes.put(ReferenceAttributes.AUTH, auth);COMMENT
LOW…ubbo/config/spring/reference/ReferenceBeanBuilder.java381 //COMMENT
Hyper-Verbose Identifiers4 hits · 4 pts
SeverityFileLineSnippetContext
LOW…ol/tri/transport/TripleHttp2ClientResponseHandler.java34public final class TripleHttp2ClientResponseHandler extends SimpleChannelInboundHandler<Http2StreamFrame> {CODE
LOW…pache/dubbo/rpc/protocol/tri/route/RequestHandler.java30public final class RequestHandler implements RpcInvocationBuildContext {CODE
LOW…/tri/rest/support/swagger/SwaggerUIRequestHandler.java48public class SwaggerUIRequestHandler implements OpenAPIRequestHandler {CODE
LOW…ocol/tri/rest/support/swagger/RedocRequestHandler.java43public class RedocRequestHandler implements OpenAPIRequestHandler {CODE
Decorative Section Separators1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…ava/org/apache/dubbo/rpc/protocol/tri/RequestPath.java35 // └─── path ────┘ └─ method ─┘ └────────── path ───────────┘ └─ method ─┘COMMENT