AI Slop Code Risk Monitor

fluxcd/flagger

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

Progressive delivery Kubernetes operator (Canary, A/B Testing and Blue/Green deployments)

2.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for fluxcd/flagger, a Go project with 5,426 GitHub stars. SynthScan examined 109,498 lines of code across 725 source files, recording 401 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 2.8 (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.

2.8
Adjusted Signal
2.8
Raw Pattern Score
100%
Time Factor
2026-09-21
Last Push
5.4K
Stars
Go
Language
109.5K
Lines of Code
725
Files
401
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 13.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 400 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 16.8/100 · LOW

Which changes need focused human review? 401 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 0HIGH 0MEDIUM 1LOW 400

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 401 distinct pattern matches across 3 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 Block399 hits · 303 pts
SeverityFileLineSnippetContext
LOWREADME.md101 # define the canary analysis timing and KPIsCOMMENT
LOWcharts/flagger/values.yaml81 enabled: falseCOMMENT
LOWcharts/flagger/values.yaml101# name: msteamsCOMMENT
LOWhack/verify-codegen.sh1#!/usr/bin/env bashCOMMENT
LOWdocs/gitbook/usage/how-it-works.md361 # promotion increment stepCOMMENT
LOWpkg/apis/flagger/v1beta1/canary.go121COMMENT
LOWpkg/apis/flagger/v1beta1/canary.go141 // +optionalCOMMENT
LOWpkg/apis/flagger/v1beta1/canary.go161COMMENT
LOWpkg/apis/flagger/v1beta1/canary.go181 // Gateways that the HTTPRoute needs to attach itself to.COMMENT
LOWpkg/apis/flagger/v1beta1/canary.go321 CookieName string `json:"cookieName,omitempty"`COMMENT
LOWpkg/apis/flagger/v1beta1/status.go41 // CanaryPhaseInitializing means the canary initializing is underwayCOMMENT
LOWpkg/apis/smi/v1alpha1/traffic_split.go21 metav1.ObjectMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`COMMENT
LOWpkg/apis/apisix/v2/types.go81 ServicePort intstr.IntOrString `json:"servicePort" yaml:"servicePort"`COMMENT
LOWpkg/apis/apisix/v2/types.go101 Methods []string `json:"methods,omitempty" yaml:"methods,omitempty"`COMMENT
LOWpkg/apis/apisix/v2/types.go121 NginxVars []ApisixRouteHTTPMatchExpr `json:"exprs,omitempty" yaml:"exprs,omitempty"`COMMENT
LOWpkg/apis/apisix/v2/types.go221// ApisixRouteStreamBackend represents a TCP backend (a Kubernetes Service).COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go21// addressed. Each routing rule defines matching criteria for traffic of a specificCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go41//COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go61// ```COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go81// - name: v2COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go101 // interpreted as "reviews.default.svc.cluster.local", irrespective ofCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go121 // gateways and sidecars, specify `mesh` as one of the gateway names.COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go141// in the platform's service registry (e.g., Kubernetes services, ConsulCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go161// metadata:COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go181// subset: v2COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go201// host: reviews # interpreted as reviews.foo.svc.cluster.localCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go221//COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go241//COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go261// - number: 80COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go281//COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go301 // within the mesh. The subset must be defined in a correspondingCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go321 // is matched if any one of the match blocks succeed.COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go341 Timeout string `json:"timeout,omitempty"`COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go401// rule to be applied to the HTTP request. For example, the followingCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go421// - destination:COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go441COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go461 //COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go481 //COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go501 // at the top of the VirtualService (if any) are overridden. The gateway match isCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go561COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go581// sourceSubnet: "172.17.16.0/24"COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go601}COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go621 // One or more labels that constrain the applicability of a rule toCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go641// metadata:COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go661 // this value.COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go681// prefix: /ratingsCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go701//COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go721// retryOn: gateway-error,connect-failure,refused-streamCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go741// Describes the Cross-Origin Resource Sharing (CORS) policy, for a givenCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go761// subset: v1COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go801 // (not the preflight) using credentials. Translates toCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go821 Abort *InjectAbort `json:"abort,omitempty"`COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go841// - destination:COMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go861 // (-- Add a delay (based on an exponential function) before forwardingCOMMENT
LOWpkg/apis/istio/v1beta1/virtual_service.go881// host: ratingsCOMMENT
LOWpkg/apis/istio/v1beta1/doc.go1// Api versions allow the api contract for a resource to be changed while keepingCOMMENT
LOWpkg/apis/istio/v1beta1/destination_rule.go21// balancing pool. For example, a simple load balancing policy for theCOMMENT
LOWpkg/apis/istio/v1beta1/destination_rule.go41// pods) with labels (version:v3).COMMENT
LOWpkg/apis/istio/v1beta1/destination_rule.go61// simple: ROUND_ROBINCOMMENT
LOWpkg/apis/istio/v1beta1/destination_rule.go81// portLevelSettings:COMMENT
339 more matches not shown…
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMpkg/metrics/providers/externalmetrics.go128 // Adding a dummy protocol so we can leverage url.Parse for parsing the query string, easily extracting the path and quCOMMENT
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpkg/metrics/providers/externalmetrics_test.go81 BearerToken: "fake-token",CODE