AI Slop Code RIsk Monitor

eza-community/eza

A modern alternative to ls

4.2 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for eza-community/eza, a Rust project with 23,521 GitHub stars. SynthScan examined 26,301 lines of code across 299 source files, recording 91 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 4.2 (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.

4.2
Adjusted Signal
4.2
Raw Pattern Score
100%
Time Factor
2026-08-06
Last Push
23.5K
Stars
Rust
Language
26.3K
Lines of Code
299
Files
91
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 14.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 83 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 4.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 17.8/100 · LOW

Which changes need focused human review? 91 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 6LOW 85

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 91 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 Block79 hits · 79 pts
SeverityFileLineSnippetContext
LOWdeny.toml1# SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWdeny.toml21# `target_family = "unix"` configuration, that only having windows targets inCOMMENT
LOWdeny.toml41#exclude = []COMMENT
LOWdeny.toml61# This section is considered when running `cargo deny check advisories`COMMENT
LOWdeny.toml81# * Low - CVSS Score 0.1 - 3.9COMMENT
LOWdeny.toml121]COMMENT
LOWdeny.toml141#]COMMENT
LOWdeny.toml161multiple-versions = "warn"COMMENT
LOWdeny.toml181]COMMENT
LOWdeny.toml201#allow = [COMMENT
LOWdeny.toml221# detection. Unlike skip, it also includes the entire tree of transitiveCOMMENT
LOWdeny.toml241# List of URLs for allowed Git repositoriesCOMMENT
LOWbuild.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOW.config/cliff.toml81# limit the number of commits included in the changelog.COMMENT
LOWdevtools/generate-timestamp-test-dir.sh21#touch --date="next hour" ./next_hourCOMMENT
LOW.github/dependabot.yml1# SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOW.github/ISSUE_TEMPLATE/config.yml1# SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/lib.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/options/dir_action.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/options/error.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/options/vars.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/options/vars.rs21pub static TIME_STYLE: &str = "TIME_STYLE";COMMENT
LOWsrc/options/mod.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/options/mod.rs21//! effect.COMMENT
LOWsrc/options/mod.rs41//! --sort=Name --sort=size`. Did the user change their mind about sorting, andCOMMENT
LOWsrc/options/mod.rs61//!COMMENT
LOWsrc/options/mod.rs101/// These **options** represent a parsed, error-checked versions of theCOMMENT
LOWsrc/options/filter.rs41 flags: filter_flags,COMMENT
LOWsrc/options/filter.rs61// (https://ux.stackexchange.com/a/79266)COMMENT
LOWsrc/options/filter.rs81impl Default for SortField {COMMENT
LOWsrc/loc/mod.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/output/code.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/output/cell.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/output/cell.rs101COMMENT
LOWsrc/output/cell.rs121//COMMENT
LOWsrc/output/cell.rs181/// The Unicode “display width” of a string.COMMENT
LOWsrc/output/grid_details.rs41///COMMENT
LOWsrc/output/time.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/output/time.rs21/// - The current year, because certain formats will be less precise whenCOMMENT
LOWsrc/output/tree.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/output/tree.rs21//! ```textCOMMENT
LOWsrc/output/tree.rs121 // part into it.COMMENT
LOWsrc/output/details.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/output/details.rs21//! ```textCOMMENT
LOWsrc/output/details.rs41//!COMMENT
LOWsrc/output/details.rs101/// columns for each row.COMMENT
LOWsrc/output/details.rs281 let mut errors = Vec::new();COMMENT
LOWsrc/info/filetype.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/info/mod.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/info/sources.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/theme/mod.rs501 fn selinux_colon(&self) -> Style { self.ui.security_context.unwrap_or_default().selinux().colon() }COMMENT
LOWsrc/theme/lsc.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/theme/lsc.rs21// then reading styles from that theme. The LS_COLORS variable, on the otherCOMMENT
LOWsrc/fs/dir_action.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/fs/dir_action.rs21/// directory status will be ignored, and both will be listed side-by-side.COMMENT
LOWsrc/fs/recursive_size.rs1// SPDX-FileCopyrightText: 2024 Christina SørensenCOMMENT
LOWsrc/fs/recursive_size.rs21COMMENT
LOWsrc/fs/recursive_size.rs41 pub const fn is_none(&self) -> bool {COMMENT
LOWsrc/fs/recursive_size.rs61 _ => default,COMMENT
LOWsrc/fs/dir.rs21///COMMENT
19 more matches not shown…
Decorative Section Separators6 hits · 22 pts
SeverityFileLineSnippetContext
MEDIUMsrc/output/tree.rs22//! ┌───────┬───────┬───────────────────────┐COMMENT
MEDIUMsrc/output/tree.rs24//! ├───────┼───────┼───────────────────────┤COMMENT
MEDIUMsrc/output/tree.rs37//! └───────┴───────┴───────────────────────┘COMMENT
MEDIUM⚡src/output/details.rs53//! ┌─────────────────────────────────────────────────────────────────────────┐COMMENT
MEDIUM⚡src/output/details.rs55//! ├─────────────────────────────────────────────────────────────────────────┤COMMENT
MEDIUM⚡src/output/details.rs61//! └─────────────────────────────────────────────────────────────────────────┘COMMENT
Slop Phrases2 hits · 3 pts
SeverityFileLineSnippetContext
LOWrust-toolchain.toml4# NOTE: don't forget to also update Cargo.toml and .github/workflows/unit-tests.ymlCOMMENT
LOWrust-toolchain.toml4# NOTE: don't forget to also update Cargo.toml and .github/workflows/unit-tests.ymlCOMMENT
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWdevtools/dir-generator.sh21# Set time to unix epochCOMMENT
LOW.github/workflows/update-dependencies.sh13 # Check if the file has changes staged or unstagedCOMMENT
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWdevtools/dir-generator.sh73touch "symlinks/ lorem ipsum" --date=@0CODE
LOWdevtools/dir-generator.sh74ln -s "lorem ipsum" "symlinks/ lorem ipsum"CODE