AI Slop Code Risk Monitor

go-musicfox/go-musicfox

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

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2.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for go-musicfox/go-musicfox, a Go project with 2,622 GitHub stars. SynthScan examined 95,515 lines of code across 748 source files, recording 106 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 2.3 (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.

2.3
Adjusted Signal
2.3
Raw Pattern Score
100%
Time Factor
2026-10-21
Last Push
2.6K
Stars
Go
Language
95.5K
Lines of Code
748
Files
106
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 3.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 64 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 7.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 42 finding(s).

PR Review Velocity Impact 10.0/100 · LOW

Which changes need focused human review? 106 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 48LOW 58

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 106 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.

Decorative Section Separators42 hits · 144 pts
SeverityFileLineSnippetContext
MEDIUMutils/filex/embed/themes/github.toml5# ── Dark Variant ───────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/github.toml42# ── 通知组件配色 ─────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/github.toml50# ── 状态栏配色 ───────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/github.toml60# ── Markdown 渲染主题 ────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/github.toml100# ── Light Variant ──────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/github.toml137# ── 通知组件配色 ─────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/github.toml145# ── 状态栏配色 ───────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/github.toml155# ── Markdown 渲染主题 ────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/default.toml5# ── Dark Variant ───────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/default.toml56# ── 通知组件配色 ─────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/default.toml69# ── 状态栏配色 ───────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/default.toml92# ── Markdown 渲染主题 ────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/default.toml138# ── Light Variant ──────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/default.toml189# ── 通知组件配色 ─────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/default.toml202# ── 状态栏配色 ───────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/default.toml225# ── Markdown 渲染主题 ────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/transparent.toml5# ── Dark Variant ───────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/transparent.toml66# ── Light Variant ──────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/dracula.toml5# ── Dark Variant ───────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/dracula.toml56# ── 通知组件配色 ─────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/dracula.toml68# ── 状态栏配色 ───────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/dracula.toml87# ── Markdown 渲染主题 ────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/dracula.toml133# ── Light Variant ──────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/dracula.toml184# ── 通知组件配色 ─────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/dracula.toml196# ── 状态栏配色 ───────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/dracula.toml215# ── Markdown 渲染主题 ────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/gruvbox.toml5# ── Dark Variant ───────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/gruvbox.toml42# ── 通知组件配色 ─────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/gruvbox.toml50# ── 状态栏配色 ───────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/gruvbox.toml60# ── Markdown 渲染主题 ────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/gruvbox.toml100# ── Light Variant ──────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/gruvbox.toml137# ── 通知组件配色 ─────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/gruvbox.toml145# ── 状态栏配色 ───────────────────────────────────────────COMMENT
MEDIUM⚡utils/filex/embed/themes/gruvbox.toml155# ── Markdown 渲染主题 ────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/nord.toml5# ── Dark Variant ───────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/nord.toml56# ── 通知组件配色 ─────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/nord.toml68# ── 状态栏配色 ───────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/nord.toml87# ── Markdown 渲染主题 ────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/nord.toml133# ── Light Variant ──────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/nord.toml184# ── 通知组件配色 ─────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/nord.toml196# ── 状态栏配色 ───────────────────────────────────────────COMMENT
MEDIUMutils/filex/embed/themes/nord.toml215# ── Markdown 渲染主题 ────────────────────────────────────COMMENT
Over-Commented Block58 hits · 58 pts
SeverityFileLineSnippetContext
LOW.goreleaser.yaml361 # branch: masterCOMMENT
LOWwebsite/robots.txt1# go-musicfox - robots.txtCOMMENT
LOW…s/skills/om-pipeline-retro/references/classify-runs.sh1#!/usr/bin/env shCOMMENT
LOW…s/skills/om-pipeline-retro/references/classify-runs.sh21# <skill> run", "taking over"). One opener line opens exactly ONE run perCOMMENT
LOW…s/skills/om-pipeline-retro/references/classify-runs.sh41# second-pass evidence, since they post checkpoints by design.COMMENT
LOWinternal/ui/cover_renderer.go621 newAnimID := kitty.NewImageID()COMMENT
LOWinternal/ui/cover_renderer.go761 // Wait for completionCOMMENT
LOWinternal/ui/cover_renderer.go981// 1-based in-pane row/column and reports whether anything was written. InCOMMENT
LOWinternal/ui/cover_renderer.go1121// returns ok=true and ignores paneTop/paneLeft. In tmux passthrough mode theCOMMENT
LOWinternal/ui/layout_const.go21COMMENT
LOWinternal/ui/layout_const.go41 // outside body but occupies screen space). Reserve 4 for worst case.COMMENT
LOWinternal/ui/layout_const.go61COMMENT
LOWinternal/ui/layout_const.go81 // MinLyricWidth is the minimum rendered width for lyric lines.COMMENT
LOWinternal/ui/layout_const.go101 // derive the centered lyric block width when a cover is displayed. A largerCOMMENT
LOWinternal/ui/layout_const.go121 // MinCoverRows is the minimum cover height in rows.COMMENT
LOWinternal/ui/layout_const.go141 // 封面底部对齐偏移量,用于补偿 Kitty 图像未完全填充底部终端单元格的情况。COMMENT
LOWinternal/ui/layout_const.go161 ProgressTimeDisplayWidth = 14COMMENT
LOWinternal/ui/layout_const.go181 // SongInfoPrefixExtraWidth is the additional characters added to theCOMMENT
LOWinternal/ui/layout_const.go201 // 可点击的播放模式指示器区域距 MenuStartColumn 的宽度(列)。COMMENT
LOWinternal/ui/layout_const.go221 DynamicMenuOverhead = 4COMMENT
LOWinternal/ui/login_webview_page.go21const WebviewLoginPageType model.PageType = "webview_login"COMMENT
LOWinternal/ui/login_webview_windows.go21 "github.com/go-musicfox/go-musicfox/utils/errorx"COMMENT
LOWinternal/ui/login_webview_linux.go21// available on the current platform (Linux only). A supported WebKitGTKCOMMENT
LOWinternal/ui/login_webview_linux.go181 // alive by GTK while it is shown. Destroying the window (programmaticCOMMENT
LOWinternal/ui/kitty/tmux.go61func successCacheValid(cached bool, at, now time.Time) bool {COMMENT
LOWinternal/ui/kitty/tmux.go181 }COMMENT
LOWinternal/ui/kitty/protocol.go21)COMMENT
LOWinternal/ui/kitty/protocol.go61// TransmitAndDisplayWithIDZ transmits an image with a specific ID and anCOMMENT
LOWinternal/ui/kitty/protocol.go221COMMENT
LOWinternal/webkitgtk/webkitgtk.go1//go:build linuxCOMMENT
LOWinternal/webkitgtk/webkitgtk.go21COMMENT
LOWutils/filex/embed/config.toml1# ---------------------------------------------------------------- #COMMENT
LOWutils/filex/embed/config.toml141# 忽略歌词解析错误COMMENT
LOWutils/filex/embed/config.toml161# 时长和帧率挂钩:60fps*6s=360帧,30fps*6s=180帧,30fps*12s=360帧COMMENT
LOWutils/filex/embed/config.toml241showTitle = trueCOMMENT
LOWutils/filex/embed/config.toml281[storage]COMMENT
LOWutils/filex/embed/config.toml301# 音乐缓存路径,相对路径相对于 dirCOMMENT
LOWutils/filex/embed/config.toml341# mpd配置文件的路径COMMENT
LOWutils/filex/embed/themes/default.toml21[dark.highlights]COMMENT
LOWutils/filex/embed/themes/default.toml41# 进度条空槽颜色COMMENT
LOWutils/filex/embed/themes/default.toml61# infoBorder = ""COMMENT
LOWutils/filex/embed/themes/default.toml81# 面包屑点击颜色COMMENT
LOWutils/filex/embed/themes/default.toml121# 右键菜单背景色COMMENT
LOWutils/filex/embed/themes/default.toml161# menuItemHover = ""COMMENT
LOWutils/filex/embed/themes/default.toml181# button = ""COMMENT
LOWutils/filex/embed/themes/default.toml201COMMENT
LOWutils/filex/embed/themes/default.toml241playbarHeartLiked = "Red"COMMENT
LOWutils/filex/embed/themes/default.toml261# CLI 配置表颜色COMMENT
LOWconfigs/config.toml1# ---------------------------------------------------------------- #COMMENT
LOWconfigs/config.toml141# 忽略歌词解析错误COMMENT
LOWconfigs/config.toml161# 时长和帧率挂钩:60fps*6s=360帧,30fps*6s=180帧,30fps*12s=360帧COMMENT
LOWconfigs/config.toml241showTitle = trueCOMMENT
LOWconfigs/config.toml281[storage]COMMENT
LOWconfigs/config.toml301# 音乐缓存路径,相对路径相对于 dirCOMMENT
LOWconfigs/config.toml341# mpd配置文件的路径COMMENT
LOW.github/workflows/pr-management.yml1name: pr-managementCOMMENT
LOW.github/workflows/pr-management.yml21 # run: |COMMENT
LOW.github/workflows/pr-management.yml41 # uses: anomalyco/opencode/github@latestCOMMENT
Modern AI Meta-Vocabulary6 hits · 15 pts
SeverityFileLineSnippetContext
MEDIUM.agents/skills/om-auto-qa-pr/references/boot-env.md6QA_DIR=$(jq -r '.paths.qa // ".ai/qa"' .ai/agentic.config.json 2>/dev/null || echo ".ai/qa")CODE
MEDIUM…ills/om-close-fixed-issues/references/agentic-setup.md32 EXTRA_KEYWORDS=$(jq -r '.closeKeywords // [] | .[] | select(type == "string" and length > 0 and (test("\\s") | not))' CODE
MEDIUM…ents/skills/om-code-review/references/agentic-setup.md25 REVIEW_CHECKLIST=$(jq -r '.reviewChecklist // empty' .ai/agentic.config.json)CODE
MEDIUM…gents/skills/om-auto-fix-pr/references/stabilize-ci.md152## Convergence guardrailsCOMMENT
MEDIUM.agents/skills/om-create-skill/references/gates.md48# references/agentic-setup.md the body always loads first).COMMENT
MEDIUM…/om-apply-upgrade-notes/references/report-templates.md24### 📋 Config changes — `.ai/agentic.config.json`COMMENT