AI Slop Code Risk Monitor

apache/dubbo-go

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

Go Implementation For Apache Dubbo .

1.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for apache/dubbo-go, a Go project with 4,973 GitHub stars. SynthScan examined 209,263 lines of code across 1065 source files, recording 238 pattern matches distributed across 8 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
2026-10-31
Last Push
5.0K
Stars
Go
Language
209.3K
Lines of Code
1.1K
Files
238
Pattern Hits
2026-10-31
Scan Date
0.00
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 5.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 235 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 5.8/100 · LOW

Which changes need focused human review? 238 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 1HIGH 0MEDIUM 2LOW 235

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 238 distinct pattern matches across 8 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.

Over-Commented Block214 hits · 214 pts
SeverityFileLineSnippetContext
LOW.asf.yaml1#COMMENT
LOWintegrate_test.sh1#COMMENT
LOWoptions.go461COMMENT
LOWoptions.go561}COMMENT
LOW.golangci.yml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW.licenserc.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWremoting/nacos/builder.go81}COMMENT
LOWremoting/polaris/polaris.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWremoting/polaris/parser/parser.go41// "book":[COMMENT
LOWremoting/polaris/parser/parser.go61// {COMMENT
LOWmetrics/rpc/error_classifier.go21 "dubbo.apache.org/dubbo-go/v3/protocol/triple/triple_protocol"COMMENT
LOWmetrics/rpc/error_classifier.go41 // ErrorTypeTimeout is for timeout exceptions (CodeDeadlineExceeded)COMMENT
LOWmetrics/rpc/error_classifier.go61 // provider executed the RPC successfully at the network, codec, and protocolCOMMENT
LOWmetrics/rpc/error_classifier.go81 // Codec layer: covers serialization failures — malformed payloads,COMMENT
LOWmetrics/rpc/error_classifier.go101// [ErrorTypeLimit], CodeUnavailable and CodePermissionDenied ->COMMENT
LOWcluster/metrics/mock_metrics.go1// Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWcluster/router/router.go41 // URL Return URL in routerCOMMENT
LOWcluster/router/condition/matcher/matcher.go41 // IsMatch indicates whether this matcher matches the patterns with request context.COMMENT
LOWcluster/router/tag/testdata/admin/generate.go101 panic(err)COMMENT
LOWcluster/router/tag/testdata/admin/fixed-disabled.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW…router/tag/testdata/admin/legacy-disabled-omitted.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWcluster/router/tag/testdata/admin/force.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWcluster/router/tag/testdata/admin/updated.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWcluster/router/tag/testdata/admin/enabled.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWtools/benchmark/config.yaml1#COMMENT
LOWtools/benchmark/scripts/run_single.sh1#!/bin/bashCOMMENT
LOWtools/benchmark/scripts/run_all.sh1#!/bin/bashCOMMENT
LOWtools/benchmark/scripts/gen_code.sh1#!/bin/bashCOMMENT
LOWtools/protoc-gen-go-triple/test.sh1#!/bin/bashCOMMENT
LOWtools/dubbo-go-schema/application.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWtools/imports-formatter/main_test.go1// Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWtools/imports-formatter/constant/version.go1// Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWtools/imports-formatter/test-files/test-imports.go1// Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW…i/cmd/testGenCode/template/newApp/chart/app/Chart.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW…i/cmd/testGenCode/template/newApp/chart/app/Chart.yaml21#COMMENT
LOW…/cmd/testGenCode/template/newApp/chart/app/values.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW…de/template/newApp/chart/app/templates/deployment.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW…nCode/template/newApp/chart/app/templates/service.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW…emplate/newApp/chart/app/templates/serviceaccount.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW…testGenCode/template/newApp/chart/nacos_env/Chart.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW…testGenCode/template/newApp/chart/nacos_env/Chart.yaml21#COMMENT
LOW…estGenCode/template/newApp/chart/nacos_env/values.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW…plate/newApp/chart/nacos_env/templates/deployment.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOW…template/newApp/chart/nacos_env/templates/service.yaml1# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWtools/dubbogo-cli/generator/sample/gen_c_conf.go21 clientConfigFile = `# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWtools/dubbogo-cli/generator/sample/gen_c_conf.go41 url: "tri://localhost:20000"COMMENT
LOWtools/dubbogo-cli/generator/sample/makefile.go21 makefile = `# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWtools/dubbogo-cli/generator/sample/gen_s_conf.go21 serverConfigFile = `# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWtools/dubbogo-cli/generator/sample/gen_s_conf.go41 provider:COMMENT
LOWtools/dubbogo-cli/generator/application/build.go21 dockerFile = `# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWtools/dubbogo-cli/generator/application/chart.go21 chartYaml = `# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWtools/dubbogo-cli/generator/application/chart.go41#COMMENT
LOWtools/dubbogo-cli/generator/application/chart.go61 valuesYaml = `# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWtools/dubbogo-cli/generator/application/chart.go221{{- if .Values.serviceAccount.create }}COMMENT
LOWtools/dubbogo-cli/generator/application/chart.go301 {{- with .Values.volumes }}COMMENT
LOWtools/dubbogo-cli/generator/application/chart.go341{{- end }}COMMENT
LOWtools/dubbogo-cli/generator/application/chart.go381# http://www.apache.org/licenses/LICENSE-2.0COMMENT
LOWtools/dubbogo-cli/generator/application/chart.go401type: applicationCOMMENT
LOWtools/dubbogo-cli/generator/application/makefile.go21 makefile = `# Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
LOWlogger/options_test.go1// Licensed to the Apache Software Foundation (ASF) under one or moreCOMMENT
154 more matches not shown…
Verbosity Indicators8 hits · 16 pts
SeverityFileLineSnippetContext
LOW⚡dubbo.go250 // Step 1: Build server options - add Provider configuration if existsCOMMENT
LOW⚡dubbo.go258 // Step 2: Register all defined provider servicesCOMMENT
LOW⚡dubbo.go262 // Step 3: Register service based on modeCOMMENT
LOWdubbo.go274 // Step 4: Start serverCOMMENT
LOW⚡registry/servicediscovery/service_discovery_registry.go773 // Step 1: List all revisions for this appCOMMENT
LOW⚡registry/servicediscovery/service_discovery_registry.go783 // Step 2: Filter stale candidates (exceed GC window in days)COMMENT
LOWregistry/servicediscovery/service_discovery_registry.go809 // Step 3: Get alive instances and their revisionsCOMMENT
LOWregistry/servicediscovery/service_discovery_registry.go823 // Step 4: Clean up stale revisions not referenced by any alive instanceCOMMENT
Structural Annotation Overuse8 hits · 16 pts
SeverityFileLineSnippetContext
LOW⚡dubbo.go250 // Step 1: Build server options - add Provider configuration if existsCOMMENT
LOW⚡dubbo.go258 // Step 2: Register all defined provider servicesCOMMENT
LOW⚡dubbo.go262 // Step 3: Register service based on modeCOMMENT
LOWdubbo.go274 // Step 4: Start serverCOMMENT
LOW⚡registry/servicediscovery/service_discovery_registry.go773 // Step 1: List all revisions for this appCOMMENT
LOW⚡registry/servicediscovery/service_discovery_registry.go783 // Step 2: Filter stale candidates (exceed GC window in days)COMMENT
LOWregistry/servicediscovery/service_discovery_registry.go809 // Step 3: Get alive instances and their revisionsCOMMENT
LOWregistry/servicediscovery/service_discovery_registry.go823 // Step 4: Clean up stale revisions not referenced by any alive instanceCOMMENT
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALremoting/getty/listener.go145 if h.conn.rpcClient.conf.sessionTimeout.Nanoseconds() < time.Since(session.GetActive()).Nanoseconds() {CODE
AI Slop Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMprotocol/triple/triple_protocol/recover.go34// isn't robust in the face of user error, because it doesn't handleCOMMENT
MEDIUMprotocol/triple/triple_protocol/recover.go36// without a more robust idiom. See https://github.com/golang/go/issues/25448COMMENT
Example Usage Blocks2 hits · 3 pts
SeverityFileLineSnippetContext
LOWfilter/generic/service.go75// Example usage:COMMENT
LOWclient/client.go152// Example usage:COMMENT
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWCONTRIBUTING.md42(A brief description about this PR.) Lorem ipsum dolor sit amet, consecteturCODE
LOWCONTRIBUTING.md42(A brief description about this PR.) Lorem ipsum dolor sit amet, consecteturCODE
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOWprotocol/triple/triple_protocol/code_test.go36 // Ensures that we don't forget to update the mapping in the StringerCOMMENT