AI Slop Code Risk Monitor

coredns/coredns

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

CoreDNS is a DNS server that chains plugins

0.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for coredns/coredns, a Go project with 14,402 GitHub stars. SynthScan examined 138,054 lines of code across 978 source files, recording 43 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.4 (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.

0.4
Adjusted Signal
0.4
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
14.4K
Stars
Go
Language
138.1K
Lines of Code
978
Files
43
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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 43 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 1.8/100 · LOW

Which changes need focused human review? 43 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 1MEDIUM 1LOW 41

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 43 distinct pattern matches across 6 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 Block36 hits · 36 pts
SeverityFileLineSnippetContext
LOWplugin.cfg1# Directives are registered in the order they should be executed.COMMENT
LOWcore/dnsserver/config.go41COMMENT
LOWcore/dnsserver/config.go81COMMENT
LOWcore/dnsserver/config.go101 // (refreshed on each matching packet). A zero or negative value disablesCOMMENT
LOWcore/dnsserver/server.go1// Package dnsserver implements CoreDNS as a Caddy server type.COMMENT
LOWcore/dnsserver/server.go21// SetDirectives copies the supplied list and rejects empty or duplicate names.COMMENT
LOWcore/dnsserver/directives.go1package dnsserverCOMMENT
LOWcore/dnsserver/server_quic.go381 }COMMENT
LOWcore/dnsserver/server_quic.go421 _, err = io.ReadFull(r, buf)COMMENT
LOWtest/view_test.go161 t.Error(err)COMMENT
LOWplugin/plugin.go21 // Handler is like dns.Handler except ServeDNS may return an rcodeCOMMENT
LOWplugin/plugin.go41 // so it can be logged by designated error-handling plugin.COMMENT
LOWplugin/rewrite/name_test.go401 if got := r.rewriteString(tc.src); got != tc.expected {COMMENT
LOWplugin/cache/cache.go201// usableAnswer reports whether m is a complete, cache-valid positive responseCOMMENT
LOWplugin/cache/cache.go221// owner with more than one distinct CNAME target, or a loop) it has noCOMMENT
LOWplugin/test/scrape.go1// Adapted by Miek Gieben for CoreDNS testing.COMMENT
LOWplugin/file/lookup.go61 )COMMENT
LOWplugin/file/xfr_test.go21 records := zone.All()COMMENT
LOWplugin/file/tree/tree.go1// Copyright ©2012 The bíogo Authors. All rights reserved.COMMENT
LOWplugin/file/tree/less.go1package treeCOMMENT
LOWplugin/shed/fdmutex_test.go1package shedCOMMENT
LOWplugin/siit/siit.go101}COMMENT
LOWplugin/kubernetes/parse.go21 // (zone.pin._zone.service.namespace.svc.zone); only set when the zonalCOMMENT
LOWplugin/kubernetes/parse.go41// label selects the semantics; bare words are safe there because theCOMMENT
LOWplugin/kubernetes/object/object.go1// Package object holds functions that convert the objects from the k8s API inCOMMENT
LOWplugin/metadata/provider.go1// Package metadata provides an API that allows plugins to add metadata to the context.COMMENT
LOWplugin/metadata/provider.go21// if cached != "" {COMMENT
LOWplugin/pkg/proxyproto/proxyproto.go21COMMENT
LOWplugin/pkg/proxyproto/proxyproto.go41type PacketConn struct {COMMENT
LOWplugin/pkg/tls/tls.go21// no argsCOMMENT
LOWplugin/pkg/up/up.go1// Package up is used to run a function for some duration. If a new function is added while a previous run isCOMMENT
LOWplugin/pkg/fall/fall.go1// Package fall handles the fallthrough logic used in plugins that support it. Be careful when including thisCOMMENT
LOWplugin/pkg/upstream/upstream.go21COMMENT
LOWplugin/route53/route53.go161// maybeUnescape parses s and converts escaped ASCII codepoints (in octal) backCOMMENT
LOWplugin/route53/lock_repro_test.go21// class that plugin/azure fixed in PR #8447 ("plugin/azure: don't hold zMuCOMMENT
LOWplugin/deprecated/setup.go1// Package deprecated is used when we deprecated plugin. In plugin.cfg just go fromCOMMENT
AI Response Leakage1 hit · 8 pts
SeverityFileLineSnippetContext
HIGHowners_generate.go46 // # In this example, @doctocat owns any files in the build/logsCOMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMplugin/etcd/setup.go173 // Use Go's standard time.ParseDuration for robust parsingCOMMENT
Deep Nesting3 hits · 3 pts
SeverityFileLineSnippetContext
LOW.github/test-capabilities.py18CODE
LOW.github/test-capabilities.py48CODE
LOW.github/test-capabilities.py197CODE
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOWplugin/dnssec/black_lies.go19// This inturn makes every NXDOMAIN answer a NODATA one, don't forget to flipCOMMENT
AI Structural Patterns1 hit · 1 pts
SeverityFileLineSnippetContext
LOW.github/test-capabilities.py48CODE