AI Slop Code RIsk Monitor

Bash-it/bash-it

A community Bash framework.

8.2 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Bash-it/bash-it, a Shell project with 15,276 GitHub stars. SynthScan examined 25,191 lines of code across 354 source files, recording 123 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 8.2 (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.

8.2
Adjusted Signal
8.2
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
15.3K
Stars
Shell
Language
25.2K
Lines of Code
354
Files
123
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 30.4/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 115 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 4.7/100 · LOW

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

PR Review Velocity Impact 34.0/100 · MEDIUM

Which changes need focused human review? 123 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 43LOW 80

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 123 distinct pattern matches across 9 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.

Self-Referential Comments33 hits · 84 pts
SeverityFileLineSnippetContext
MEDIUMuninstall.sh52 # Create a backup of the current config before restoring the old oneCOMMENT
MEDIUMcompletion/available/docker-compose.completion.bash76# This function is needed for key-specific completions.COMMENT
MEDIUMcompletion/available/aliases.completion.bash100 # Create a wrapper without arguments.COMMENT
MEDIUMcompletion/available/aliases.completion.bash106 # Create a wrapper inserting the alias argumentsCOMMENT
MEDIUMlib/helpers.bash746 echo "# This file is auto generated by Bash-it. Do not edit manually!" > "$profile_path"CODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash69alias a:mk:ad="php artisan make:addon" # Create a new addon.CODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash71alias a:mk:cm="php artisan make:command" # Create a new Artisan commandCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash72alias a:mk:ct="php artisan make:controller" # Create a new controller classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash73alias a:mk:ev="php artisan make:event" # Create a new event classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash74alias a:mk:fa="php artisan make:factory" # Create a new model factoryCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash75alias a:mk:j="php artisan make:job" # Create a new job classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash76alias a:mk:li="php artisan make:listener" # Create a new event listener classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash77alias a:mk:ma="php artisan make:mail" # Create a new email classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash78alias a:mk:mw="php artisan make:middleware" # Create a new middleware classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash79alias a:mk:mg="php artisan make:migration" # Create a new migration fileCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash80alias a:mk:md="php artisan make:model" # Create a new Eloquent model classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash81alias a:mk:no="php artisan make:notification" # Create a new notification classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash82alias a:mk:po="php artisan make:policy" # Create a new policy classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash83alias a:mk:pr="php artisan make:provider" # Create a new service provider classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash84alias a:mk:rq="php artisan make:request" # Create a new form request classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash85alias a:mk:rs="php artisan make:resource" # Create a new resourceCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash86alias a:mk:rl="php artisan make:rule" # Create a new validation ruleCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash87alias a:mk:sd="php artisan make:seeder" # Create a new seeder classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash89alias a:mk:ts="php artisan make:test" # Create a new test classCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash93alias a:mg:i="php artisan migrate:install" # Create the migration repositoryCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash105alias a:no:tb="php artisan notifications:table" # Create a migration for the notifications tableCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash112alias a:qu:ft="php artisan queue:failed-table" # Create a migration for the failed queue jobs database tableCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash118alias a:qu:tb="php artisan queue:table" # Create a migration for the queue jobs database tableCODE
MEDIUM⚡aliases/available/pyrocms.aliases.bash122alias a:ro:ca="php artisan route:cache" # Create a route cache file for faster route registrationCODE
MEDIUMaliases/available/pyrocms.aliases.bash42alias a:ca:t="php artisan cache:table" # Create a migration for the cache database tableCODE
MEDIUMaliases/available/pyrocms.aliases.bash45alias a:co:ca="php artisan config:cache" # Create a cache file for faster configuration loadingCODE
MEDIUMaliases/available/pyrocms.aliases.bash134alias a:se:tb="php artisan session:table" # Create a migration for the session database tableCODE
MEDIUMaliases/available/pyrocms.aliases.bash137alias a:sg:l="php artisan storage:link" # Create a symbolic link from "public/storage" to "storage/app/public"CODE
Over-Commented Block59 hits · 59 pts
SeverityFileLineSnippetContext
LOWclean_files.txt1#######################################################################COMMENT
LOWlint_clean_files.sh1#!/usr/bin/env bashCOMMENT
LOWplugins/available/gif.plugin.bash1# shellcheck shell=bashCOMMENT
LOWtemplate/bashrc.template.bash21COMMENT
LOWtemplate/bashrc.template.bash41COMMENT
LOWtemplate/bashrc.template.bash61# Uncomment this to set.COMMENT
LOWcompletion/available/git_flow_avh.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/git_flow_avh.completion.bash21# 0. Install git-completion.COMMENT
LOWcompletion/available/git_flow_avh.completion.bash41#COMMENT
LOWcompletion/available/docker-compose.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/docker-compose.completion.bash21# Copyright (c) 2014 Docker, IncCOMMENT
LOWcompletion/available/invoke.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/invoke.completion.bash21COMMENT
LOWcompletion/available/invoke.completion.bash41 # core options, task names, the current task's options, or some combo.COMMENT
LOWcompletion/available/bundler.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/bundler.completion.bash21COMMENT
LOWcompletion/available/gradle.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/hub.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/hub.completion.bash21COMMENT
LOWcompletion/available/grunt.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/grunt.completion.bash21COMMENT
LOWcompletion/available/knife.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/vagrant.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/gulp.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/gulp.completion.bash21COMMENT
LOWcompletion/available/gulp.completion.bash41# Usage:COMMENT
LOWcompletion/available/salt.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/fabric.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/fabric.completion.bash21# all copies or substantial portions of the Software.COMMENT
LOWcompletion/available/fabric.completion.bash101COMMENT
LOWcompletion/available/git_flow.completion.bash1# shellcheck shell=bashCOMMENT
LOWcompletion/available/git_flow.completion.bash21#COMMENT
LOWdocs/conf.py1# Configuration file for the Sphinx documentation builder.COMMENT
LOWdocs/conf.py41# This pattern also affects html_static_path and html_extra_path.COMMENT
LOWlib/completion.bash1# shellcheck shell=bashCOMMENT
LOWlib/helpers.bash1# shellcheck shell=bashCOMMENT
LOWlib/command_duration.bash1# shellcheck shell=bashCOMMENT
LOWlib/utilities.bash21 # filename without pathCOMMENT
LOWlib/search.bash1# shellcheck shell=bashCOMMENT
LOWlib/search.bash21# Examples:COMMENT
LOWaliases/available/ag.aliases.bash1# shellcheck shell=bashCOMMENT
LOWcustom/example.bash1# shellcheck shell=bashCOMMENT
LOWthemes/hawaii50/hawaii50.theme.bash1# shellcheck shell=bashCOMMENT
LOWthemes/hawaii50/hawaii50.theme.bash21#COMMENT
LOWthemes/demula/demula.theme.bash1# shellcheck shell=bashCOMMENT
LOWthemes/demula/demula.theme.bash21## ! mild redCOMMENT
LOWthemes/cupcake/cupcake.theme.bash1# shellcheck shell=bashCOMMENT
LOWthemes/dulcie/dulcie.theme.bash1# shellcheck shell=bashCOMMENT
LOWthemes/metal/metal.theme.bash1# shellcheck shell=bashCOMMENT
LOWthemes/rana/rana.theme.bash1# shellcheck shell=bashCOMMENT
LOWthemes/rana/rana.theme.bash21#*color1: #CD0000COMMENT
LOWthemes/nwinkler/nwinkler.theme.bash1# shellcheck shell=bashCOMMENT
LOW…inkler_random_colors/nwinkler_random_colors.theme.bash1# shellcheck shell=bashCOMMENT
LOW…inkler_random_colors/nwinkler_random_colors.theme.bash41 "${bold_cyan?}"COMMENT
LOWthemes/font/font.theme.bash1# shellcheck shell=bashCOMMENT
LOWthemes/agnoster/agnoster.theme.bash1# shellcheck shell=bashCOMMENT
LOWthemes/agnoster/agnoster.theme.bash21# > cd fontsCOMMENT
LOWthemes/agnoster/agnoster.theme.bash41# source $THEMECOMMENT
LOWthemes/agnoster/agnoster.theme.bash361 PRIGHT="$PRIGHT$(ansi_r codes[@]) "COMMENT
Decorative Section Separators8 hits · 24 pts
SeverityFileLineSnippetContext
MEDIUMplugins/available/git.plugin.bash279 # ---------------------------------------------------------------COMMENT
MEDIUMplugins/available/git.plugin.bash281 # ---------------------------------------------------------------COMMENT
MEDIUMcompletion/available/git_flow_avh.completion.bash5# ===================COMMENT
MEDIUMcompletion/available/git_flow_avh.completion.bash17# ------------COMMENT
MEDIUMcompletion/available/git_flow_avh.completion.bash43# --------------COMMENT
MEDIUMcompletion/available/git_flow.completion.bash4# ===================COMMENT
MEDIUMcompletion/available/git_flow.completion.bash16# ------------COMMENT
MEDIUMcompletion/available/git_flow.completion.bash42# --------------COMMENT
Redundant / Tautological Comments14 hits · 23 pts
SeverityFileLineSnippetContext
LOWinstall.sh71 # Check if already sourced (reuse helper from doctor)COMMENT
LOWplugins/available/gif.plugin.bash179 # Set FPS to match the video if possible, otherwise fallback to default.COMMENT
LOWplugins/available/jekyll.plugin.bash179 # Open the file in your favorite editorCOMMENT
LOW⚡template/bashrc.template.bash39# Set this to the command you use for todo.txt-cliCOMMENT
LOW⚡template/bashrc.template.bash42# Set this to the location of your work or project foldersCOMMENT
LOW⚡template/bashrc.template.bash45# Set this to false to turn off version control status checking within the prompt for all themesCOMMENT
LOWcompletion/available/terraform.completion.bash8# Check if at least one of the binaries is available (OR logic)COMMENT
LOWcompletion/available/aliases.completion.bash52 # Check if aliasCommandFunction starts with our namespace.COMMENT
LOWcompletion/available/fabric.completion.bash46# Set command to get time of last file modification as seconds since EpochCOMMENT
LOWlib/helpers.bash452 # Check if our marker appearedCOMMENT
LOWlib/helpers.bash584 # Check if we can fast-forwardCOMMENT
LOWthemes/base.theme.bash433 # Check if we're in a Node.js project by looking for package.jsonCOMMENT
LOWthemes/rana/rana.theme.bash120 # Check if the current directory is in a Git repository.COMMENT
LOWthemes/inretio/inretio.theme.bash56 # Check if Python 3 existsCOMMENT
Example Usage Blocks4 hits · 6 pts
SeverityFileLineSnippetContext
LOWplugins/available/dirs.plugin.bash61# Usage:COMMENT
LOWcompletion/available/grunt.completion.bash41# Usage:COMMENT
LOWcompletion/available/gulp.completion.bash41# Usage:COMMENT
LOWlib/search.bash8# Usage:COMMENT
Slop Phrases2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUM⚡template/bashrc.template.bash50# per default gitstatus uses 2 times as many threads as CPU cores, you can change this here if you mustCOMMENT
LOWlib/helpers.bash208 # Don't forget to restore the original pwd (called from `_bash-it-update-`)!COMMENT
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWthemes/base.theme.bash212 # TODO: consider adding minimal status information for hg and svnCOMMENT
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
LOWthemes/hawaii50/hawaii50.theme.bash109 # If no virtual info, just returnCOMMENT
Modern AI Meta-Vocabulary1 hit · 1 pts
SeverityFileLineSnippetContext
MEDIUMaliases/available/pyrocms.aliases.bash19alias a:pr="php artisan preset" # Swap the front-end scaffolding for the applicationCODE