AI Slop Code Risk Monitor

docmirror/dev-sidecar

SlopCodeMonitor badge for docmirror/dev-sidecar Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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2.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for docmirror/dev-sidecar, a Vue project with 24,832 GitHub stars. SynthScan examined 36,658 lines of code across 102 source files, recording 33 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 2.6 (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.

2.6
Adjusted Signal
2.6
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
24.8K
Stars
Vue
Language
36.7K
Lines of Code
102
Files
33
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 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 7 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

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

Agent Over-Engineering Ratio 9.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 26 finding(s).

PR Review Velocity Impact 12.0/100 · LOW

Which changes need focused human review? 33 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 26LOW 6

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 33 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.

Decorative Section Separators25 hits · 75 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/test-and-upload.yml281 #-------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/test-and-upload.yml287 #-------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/test-and-upload.yml298 #-------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/test-and-upload.yml369 # ----------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/test-and-upload.yml398 # ----------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/test-and-upload.yml437 # ----------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/publish-to-aur.yml21 # ── Resolve version ──────────────────────────────────────────────────────COMMENT
MEDIUM.github/workflows/publish-to-aur.yml38 # ── Download release assets and compute SHA256 checksums ─────────────────COMMENT
MEDIUM.github/workflows/publish-to-aur.yml61 # ── Update PKGBUILD ───────────────────────────────────────────────────────COMMENT
MEDIUM.github/workflows/publish-to-aur.yml83 # ── Push to AUR via git + SSH ─────────────────────────────────────────────COMMENT
MEDIUM.github/workflows/build-and-release.yml274 #-------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/build-and-release.yml280 #-------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/build-and-release.yml291 #-------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/build-and-release.yml416 # ----------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/build-and-release.yml446 # ----------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/build-and-release.yml485 # ----------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/build-and-release.yml694 # ----------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/build-and-release.yml720 # ----------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/build-and-release.yml741 # ----------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/build-and-release.yml762 # ----------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM_script/dev.js26// ── 参数解析 ──────────────────────────────────────────────────COMMENT
MEDIUM_script/dev.js49// ── 受限环境适配(沙箱 / 无 GUI 权限的自动化环境) ─────────────COMMENT
MEDIUM_script/dev.js108// ── 工具函数 ──────────────────────────────────────────────────COMMENT
MEDIUM_script/dev.js185// ── 业务函数 ──────────────────────────────────────────────────COMMENT
MEDIUM_script/dev.js284// ── 主流程 ────────────────────────────────────────────────────COMMENT
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALpackages/gui/src/view/pages/plugin/pip.vue35 this.config.plugin.pip.setting.trustedHost = this.config.plugin.pip.setting.trustedHost.replaceAll(/[,,。+\s]+/g, 'CODE
Over-Commented Block5 hits · 5 pts
SeverityFileLineSnippetContext
LOWREADME.md201```jsonCOMMENT
LOWpackages/gui/extra/scripts/google.js1// ==UserScript==COMMENT
LOWpackages/gui/src/bridge/update/front.js121 openGithubUrl()COMMENT
LOW.github/workflows/codeql.yml1# For most projects, this workflow file will not need changing; you simply needCOMMENT
LOW.github/workflows/defender-for-devops.yml1# This workflow uses actions that are not certified by GitHub.COMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/codeql.yml58 # If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize howCOMMENT
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpackages/gui/src/bridge/update/backend.js339 async function checkForUpdatesFromGitHub () {CODE