AI Slop Code Risk Monitor

neovide/neovide

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

No Nonsense Neovim Client in Rust

0.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for neovide/neovide, a Rust project with 15,290 GitHub stars. SynthScan examined 45,806 lines of code across 172 source files, recording 28 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 0.7 (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.

0.7
Adjusted Signal
0.7
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
15.3K
Stars
Rust
Language
45.8K
Lines of Code
172
Files
28
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 2.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 26 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 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 3.4/100 · LOW

Which changes need focused human review? 28 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 2LOW 26

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 28 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 Block25 hits · 25 pts
SeverityFileLineSnippetContext
LOWsrc/cmd_line.rs61COMMENT
LOWsrc/cmd_line.rs101 /// Be "blocking" and let the shell persist as parent process. Takes precedence over `--fork`. [DEFAULT]COMMENT
LOWsrc/main.rs201COMMENT
LOWsrc/main.rs221 // redraw events responsible for updating the gui state, and custom neovide specificCOMMENT
LOWsrc/main.rs241 // for drawing and is responsible for maintaining the various draw surfaces which are storedCOMMENT
LOWsrc/main.rs261 //COMMENT
LOWsrc/renderer/box_drawing/renderer.rs1621 '╦' -> Horizontal, RightCOMMENT
LOWsrc/renderer/fonts/font_options.rs381 PixelGeometry::BGRH => Self::BGRH,COMMENT
LOWsrc/bridge/session.rs261 #[cfg(target_os = "windows")] cmd: Command,COMMENT
LOWsrc/bridge/events.rs201 cursor_modes: Vec<CursorMode>,COMMENT
LOWsrc/bridge/events.rs221 mode: EditorMode,COMMENT
LOWsrc/bridge/events.rs241 grid: u64,COMMENT
LOWsrc/bridge/events.rs361 },COMMENT
LOWsrc/bridge/events.rs381 /// Indicates the range of buffer text displayed in the window, as well as the cursor positionCOMMENT
LOWsrc/bridge/transition.rs21/// Which connection neovim asked this route to use after its old session exits.COMMENT
LOWsrc/bridge/handler.rs121 /// `v:servername`. An embedded WSL session or a missing answer leaves thisCOMMENT
LOWsrc/bridge/ui_commands.rs201 /// Terminal-mode was asked to exit. Retry this buffer after the mode barrier.COMMENT
LOWsrc/bridge/ui_commands.rs221///COMMENT
LOWsrc/window/keyboard_manager.rs221 format!("<{modifiers}{text}>")COMMENT
LOWsrc/window/keyboard_manager.rs321 _ => None,COMMENT
LOWsrc/window/keyboard_manager.rs341// the physical key labeled 'alt' always maps to the virtual key 'meta'.)COMMENT
LOWsrc/window/keyboard_manager.rs361// get_special_key() above), we may as well treat it as 'meta' because:COMMENT
LOWsrc/window/wrapper/macos/scrollbar/layout.rs21/// slot is only the part reported by rectForPart(KnobSlot), where the track andCOMMENT
LOWsrc/window/wrapper/macos/scrollbar/mod.rs1//! Split-aware scrollbars in the outer window padding.COMMENT
LOWsrc/window/wrapper/macos/scrollbar/mod.rs21//!COMMENT
Decorative Section Separators2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMsrc/renderer/box_drawing/renderer.rs1419 // ╭──────────╮COMMENT
MEDIUMsrc/renderer/box_drawing/renderer.rs1421 // ╰──────────╯COMMENT
Structural Annotation Overuse1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsrc/utils/test.rs15/// NOTE: This function returns rectangles that CONTAIN the labels. So when using this function inCOMMENT