AI Slop Code RIsk Monitor

sindresorhus/pure

Pretty, minimal and fast ZSH prompt

6.6 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for sindresorhus/pure, a Shell project with 14,441 GitHub stars. SynthScan examined 6,658 lines of code across 30 source files, recording 33 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 6.6 (Moderate 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.

6.6
Adjusted Signal
6.6
Raw Pattern Score
100%
Time Factor
2026-10-07
Last Push
14.4K
Stars
Shell
Language
6.7K
Lines of Code
30
Files
33
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 27.6/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 32 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

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

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 21.9/100 · 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 0LOW 33

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 4 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.

Redundant / Tautological Comments20 hits · 30 pts
SeverityFileLineSnippetContext
LOWpure.plugin.zsh265 # Check if we should display the virtual env (psvar[20]).COMMENT
LOWpure.plugin.zsh268 # Check if a Conda environment is active and display its name.COMMENT
LOWpure.plugin.zsh451 # Set remote to only fetch information for the current branch. Use the upstream's ref on the remote, as it can have a COMMENT
LOWpure.plugin.zsh571 # Check if Node.js version display is enabled (independent of Git).COMMENT
LOWpure.plugin.zsh595 # Check if git integration is enabled (default: yes).COMMENT
LOWpure.plugin.zsh713 # Check if the working tree is dirty.COMMENT
LOWpure.plugin.zsh809 # Check if Git top-level has changed.COMMENT
LOWpure.plugin.zsh996 # Check if hostname display is enabled (default: yes).COMMENT
LOWpure.zsh265 # Check if we should display the virtual env (psvar[20]).COMMENT
LOWpure.zsh268 # Check if a Conda environment is active and display its name.COMMENT
LOWpure.zsh451 # Set remote to only fetch information for the current branch. Use the upstream's ref on the remote, as it can have a COMMENT
LOWpure.zsh571 # Check if Node.js version display is enabled (independent of Git).COMMENT
LOWpure.zsh595 # Check if git integration is enabled (default: yes).COMMENT
LOWpure.zsh713 # Check if the working tree is dirty.COMMENT
LOWpure.zsh809 # Check if Git top-level has changed.COMMENT
LOWpure.zsh996 # Check if hostname display is enabled (default: yes).COMMENT
LOWasync.zsh227 # Check if a worker should perform unique jobs, unlessCOMMENT
LOWasync.zsh230 # Check if a previous job is still running, if yes,COMMENT
LOWasync.zsh559 # Check if the worker existsCOMMENT
LOWasync.zsh711 # Check if zsh/zpty returns a file descriptor or not,COMMENT
Over-Commented Block10 hits · 10 pts
SeverityFileLineSnippetContext
LOWpure.plugin.zsh1# PureCOMMENT
LOWpure.plugin.zsh1181 if (( $+functions[add-zle-hook-widget] )); thenCOMMENT
LOWpure.plugin.zsh1201 # psvar[16] = git action (e.g. rebase, merge)COMMENT
LOWpure.plugin.zsh1261 # Combine the parts with conditional logic. First the `:+` operator isCOMMENT
LOWpure.zsh1# PureCOMMENT
LOWpure.zsh1181 if (( $+functions[add-zle-hook-widget] )); thenCOMMENT
LOWpure.zsh1201 # psvar[16] = git action (e.g. rebase, merge)COMMENT
LOWpure.zsh1261 # Combine the parts with conditional logic. First the `:+` operator isCOMMENT
LOWasync.zsh81COMMENT
LOWasync.zsh281# usage:COMMENT
Slop Phrases2 hits · 3 pts
SeverityFileLineSnippetContext
LOWpure.plugin.zsh871 # No remote available, make sure to clear git arrows if set.COMMENT
LOWpure.zsh871 # No remote available, make sure to clear git arrows if set.COMMENT
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtests/git-dirty.zsh21 command git config user.email "test@test.com"CODE