AI Slop Code Risk Monitor

LGUG2Z/komorebi

SlopCodeMonitor badge for LGUG2Z/komorebi Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

A tiling window manager for Windows 🍉

1.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for LGUG2Z/komorebi, a Rust project with 15,327 GitHub stars. SynthScan examined 90,710 lines of code across 364 source files, recording 153 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.7 (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.

1.7
Adjusted Signal
1.7
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
15.3K
Stars
Rust
Language
90.7K
Lines of Code
364
Files
153
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 7.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 150 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 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 8.4/100 · LOW

Which changes need focused human review? 153 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 151

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 153 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.

Over-Commented Block147 hits · 140 pts
SeverityFileLineSnippetContext
LOWkomorebic/src/main.rs801 /// Output directory for generated documentation filesCOMMENT
LOWkomorebic/src/main.rs821 #[clap(short, long)]COMMENT
LOWkomorebic/src/main.rs841#[derive(Parser)]COMMENT
LOWkomorebic/src/main.rs861#[derive(Parser)]COMMENT
LOWkomorebic/src/main.rs961}COMMENT
LOWkomorebic/src/main.rs1021 conflicts_with = "stream"COMMENT
LOWkomorebic/src/main.rs1081 Start(Start),COMMENT
LOWkomorebic/src/main.rs1101 /// Show a JSON representation of the current window manager stateCOMMENT
LOWkomorebic/src/main.rs1121 #[clap(arg_required_else_help = true)]COMMENT
LOWkomorebic/src/main.rs1141 #[clap(alias = "save")]COMMENT
LOWkomorebic/src/main.rs1161 Close,COMMENT
LOWkomorebic/src/main.rs1181 /// Cycle the index of the focused window in the focused stack in the specified cycle directionCOMMENT
LOWkomorebic/src/main.rs1201 /// Move the focused window to the monitor in the given cycle directionCOMMENT
LOWkomorebic/src/main.rs1221 SendToWorkspace(SendToWorkspace),COMMENT
LOWkomorebic/src/main.rs1241 /// Focus the monitor at the current cursor locationCOMMENT
LOWkomorebic/src/main.rs1261 CycleMonitor(CycleMonitor),COMMENT
LOWkomorebic/src/main.rs1281 ResizeDelta(ResizeDelta),COMMENT
LOWkomorebic/src/main.rs1301 FocusedWorkspacePadding(FocusedWorkspacePadding),COMMENT
LOWkomorebic/src/main.rs1321 CenterFocus,COMMENT
LOWkomorebic/src/main.rs1341 #[clap(hide = true)]COMMENT
LOWkomorebic/src/main.rs1361 #[clap(arg_required_else_help = true)]COMMENT
LOWkomorebic/src/main.rs1381 /// Set the layout for the specified workspaceCOMMENT
LOWkomorebic/src/main.rs1401 /// Add a dynamic custom layout for the specified workspaceCOMMENT
LOWkomorebic/src/main.rs1421 /// Set the workspace name for the specified workspaceCOMMENT
LOWkomorebic/src/main.rs1461 /// Enable or disable watching of legacy komorebi.ahk or komorebi.ps1 configurations (if they exist)COMMENT
LOWkomorebic/src/main.rs1481 MonocleFocusBehaviour(MonocleFocusBehaviour),COMMENT
LOWkomorebic/src/main.rs1501 #[clap(arg_required_else_help = true)]COMMENT
LOWkomorebic/src/main.rs1521 EnforceWorkspaceRules,COMMENT
LOWkomorebic/src/main.rs1541 #[clap(arg_required_else_help = true)]COMMENT
LOWkomorebic/src/main.rs1561 BorderImplementation(BorderImplementation),COMMENT
LOWkomorebic/src/main.rs1581 AnimationFps(AnimationFps),COMMENT
LOWkomorebic/src/main.rs1601 AhkAppSpecificConfiguration(AhkAppSpecificConfiguration),COMMENT
LOWkomorebi-scrolling/src/lib.rs1//! A model of a strip of columns that a viewport scrolls across, with no idea what a window is.COMMENT
LOWkomorebi-scrolling/src/lib.rs21//!COMMENT
LOWkomorebi-scrolling/src/lib.rs41//! [`expel`]: ScrollingSpace::expelCOMMENT
LOWkomorebi-scrolling/src/lib.rs61//! [`pan_end`]: ScrollingSpace::pan_endCOMMENT
LOWkomorebi-scrolling/src/lib.rs81//! one returns focus to it, and the viewport to where it was. Leaving fullscreen puts theCOMMENT
LOWkomorebi-scrolling/src/lib.rs101//! space.add_column(id, None, None, true);COMMENT
LOWkomorebi-scrolling/src/options.rs1/// How wide a column is.COMMENT
LOWkomorebi-scrolling/src/options.rs21 /// An equal share of what is left over.COMMENT
LOWkomorebi-scrolling/src/options.rs41 /// neighbour on the side that focus came from.COMMENT
LOWkomorebi-scrolling/src/space.rs121#[derive(Clone, Debug, PartialEq, Eq)]COMMENT
LOWkomorebi-scrolling/src/space.rs161 /// view where the pan came to rest, and otherwise a tile that is.COMMENT
LOWkomorebi-scrolling/src/space.rs181/// therefore does not scroll at all.COMMENT
LOWkomorebi-scrolling/src/space.rs1081 let position = geometry.xs[self.active] - self.active_x - dx;COMMENT
LOWkomorebi-scrolling/src/space.rs1301 column.full_width = false;COMMENT
LOWkomorebi-scrolling/src/geometry.rs1/// The size of the area that the strip scrolls through.COMMENT
LOWkomorebi-scrolling/src/view.rs1//! The arithmetic of where a column sits in the viewport.COMMENT
LOWkomorebi-bar/src/config.rs21 #[cfg_attr(feature = "schemars", schemars(extend("default" = 50)))]COMMENT
LOWkomorebi-bar/src/config.rs41 /// "bottom": 10,COMMENT
LOWkomorebi-bar/src/config.rs61 /// ```COMMENT
LOWkomorebi-bar/src/config.rs81 /// Font familyCOMMENT
LOWkomorebi-bar/src/config.rs261COMMENT
LOWkomorebi-bar/src/config.rs361#[cfg_attr(feature = "schemars", derive(schemars::JsonSchema))]COMMENT
LOWkomorebi-bar/src/config.rs381 /// ```jsonCOMMENT
LOWkomorebi-bar/src/config.rs401 /// CMD (%variable%), Bash ($variable) and PowerShell ($Env:variable) variables will be resolved.COMMENT
LOWkomorebi-bar/src/config.rs421#[cfg_attr(feature = "schemars", derive(schemars::JsonSchema))]COMMENT
LOWkomorebi-bar/src/render.rs381 #[serde(alias = "CtByte")]COMMENT
LOWkomorebi-bar/src/widgets/komorebi.rs81#[derive(Clone, Debug, Serialize, Deserialize)]COMMENT
LOWkomorebi-bar/src/widgets/komorebi.rs101 /// Show the widget event if the layer is TilingCOMMENT
87 more matches not shown…
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHcheck_schema_docs.py323except ValueError:CODE
Excessive Try-Catch Wrapping2 hits · 3 pts
SeverityFileLineSnippetContext
LOWcheck_schema_docs.py112 except Exception:CODE
MEDIUMcheck_schema_docs.py292 print(f"Error: {schema_path.name} not found at {schema_path}")CODE
Deep Nesting2 hits · 2 pts
SeverityFileLineSnippetContext
LOWcheck_schema_docs.py58CODE
LOWcheck_schema_docs.py151CODE
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOWcheck_schema_docs.py270def check_top_level_properties(schema: dict, root_type_name: str) -> list[MissingDoc]:CODE