AI Slop Code RIsk Monitor

charmbracelet/gum

A tool for glamorous shell scripts 🎀

6.6 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for charmbracelet/gum, a Go project with 24,481 GitHub stars. SynthScan examined 7,073 lines of code across 90 source files, recording 25 pattern matches distributed across 2 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
2026-09-24
Last Push
24.5K
Stars
Go
Language
7.1K
Lines of Code
90
Files
25
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 11.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 17 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 19.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 25.2/100 · MEDIUM

Which changes need focused human review? 25 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 8LOW 17

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 25 distinct pattern matches across 2 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 Separators8 hits · 30 pts
SeverityFileLineSnippetContext
MEDIUM⚡gum.go114 // ╔══════════════════════╗╔═════════════╗COMMENT
MEDIUM⚡gum.go118 // ╚══════════════════════╝╚═════════════╝COMMENT
MEDIUM⚡gum.go127 // ╭────────────────────────────────────────────────╮COMMENT
MEDIUM⚡gum.go136 // ╰────────────────────────────────────────────────╯COMMENT
MEDIUMgum.go172 // ╔══════════════════════════════════════════════════╗COMMENT
MEDIUMgum.go179 // ╚══════════════════════════════════════════════════╝COMMENT
MEDIUMjoin/command.go11// ╔══════════════════════╗╔═════════════╗COMMENT
MEDIUMjoin/command.go15// ╚══════════════════════╝╚═════════════╝COMMENT
Over-Commented Block17 hits · 17 pts
SeverityFileLineSnippetContext
LOWgum.go41 //COMMENT
LOWgum.go61COMMENT
LOWgum.go81 // new-line separated options to choose from.COMMENT
LOWgum.go101 //COMMENT
LOWgum.go121COMMENT
LOWgum.go141 // Spin provides a shell script interface for the spinner bubble.COMMENT
LOWgum.go161 // It allows you to use Lip Gloss to style text without needing to use Go.COMMENT
LOWgum.go181 Style style.Options `cmd:"" help:"Apply coloring, borders, spacing to text"`COMMENT
LOWgum.go201 // https://github.com/charmbracelet/bubbles/tree/master/textareaCOMMENT
LOWgum.go221 //COMMENT
LOWjoin/command.go1// Package join provides a shell script interface for the lipglossCOMMENT
LOWfile/file.go1// Package file provides an interface to pick a file from a folder (tree).COMMENT
LOWcompletion/bash.go41 // after the completion even if there is a single completion provided.COMMENT
LOWstyle/ascii_a.txt1 #COMMENT
LOWspin/spin.go1// Package spin provides a shell script interface for the spinner bubble.COMMENT
LOWtable/table.go1// Package table provides a shell script interface for the table bubble.COMMENT
LOWexamples/commit.sh1#!/bin/shCOMMENT