AI Slop Code RIsk Monitor

romkatv/powerlevel10k

A Zsh theme

10.9 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for romkatv/powerlevel10k, a Shell project with 55,225 GitHub stars. SynthScan examined 27,936 lines of code across 49 source files, recording 349 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 10.9 (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.

10.9
Adjusted Signal
10.9
Raw Pattern Score
100%
Time Factor
2026-09-14
Last Push
55.2K
Stars
Shell
Language
27.9K
Lines of Code
49
Files
349
Pattern Hits
2026-10-12
Scan Date
0.02
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 36.4/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 337 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 9.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 49.3/100 · MEDIUM

Which changes need focused human review? 349 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 1MEDIUM 13LOW 335

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 349 distinct pattern matches across 6 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 Block329 hits · 234 pts
SeverityFileLineSnippetContext
LOWconfig/p10k-robbyrussell.zsh1# Config file for Powerlevel10k with the style of robbyrussell theme from Oh My Zsh.COMMENT
LOWconfig/p10k-robbyrussell.zsh81 # Grey Git status when loading.COMMENT
LOWconfig/p10k-lean.zsh101 # cpu_arch # CPU architectureCOMMENT
LOWconfig/p10k-lean.zsh121 typeset -g POWERLEVEL9K_BACKGROUND= # transparent backgroundCOMMENT
LOWconfig/p10k-lean.zsh161 typeset -g POWERLEVEL9K_RULER_FOREGROUND=240COMMENT
LOWconfig/p10k-lean.zsh181 fiCOMMENT
LOWconfig/p10k-lean.zsh261 # Don't shorten this many last directory segments. They are anchors.COMMENT
LOWconfig/p10k-lean.zsh281 # Enable special styling for non-writable and non-existent directories. See POWERLEVEL9K_LOCK_ICONCOMMENT
LOWconfig/p10k-lean.zsh301 #COMMENT
LOWconfig/p10k-lean.zsh321 #COMMENT
LOWconfig/p10k-lean.zsh341 # typeset -g POWERLEVEL9K_DIR_PREFIX='%fin 'COMMENT
LOWconfig/p10k-lean.zsh441 (( VCS_STATUS_STASHES )) && res+=" ${clean}*${VCS_STATUS_STASHES}"COMMENT
LOWconfig/p10k-lean.zsh461 typeset -g my_git_format=$resCOMMENT
LOWconfig/p10k-lean.zsh481 # Install our own Git status formatter.COMMENT
LOWconfig/p10k-lean.zsh541COMMENT
LOWconfig/p10k-lean.zsh561 # Custom icon.COMMENT
LOWconfig/p10k-lean.zsh581 # POWERLEVEL9K_ASDF_PROMPT_ALWAYS_SHOW. Consider the effect of the following commands:COMMENT
LOWconfig/p10k-lean.zsh601 # Tip: Override this parameter for ${TOOL} with POWERLEVEL9K_ASDF_${TOOL}_SOURCES.COMMENT
LOWconfig/p10k-lean.zsh621 # Note: SHOW_ON_UPGLOB isn't specific to asdf. It works with all prompt segments.COMMENT
LOWconfig/p10k-lean.zsh641 typeset -g POWERLEVEL9K_ASDF_GOLANG_FOREGROUND=37COMMENT
LOWconfig/p10k-lean.zsh661 typeset -g POWERLEVEL9K_ASDF_FLUTTER_FOREGROUND=38COMMENT
LOWconfig/p10k-lean.zsh681 typeset -g POWERLEVEL9K_ASDF_ERLANG_FOREGROUND=125COMMENT
LOWconfig/p10k-lean.zsh701 typeset -g POWERLEVEL9K_ASDF_HASKELL_FOREGROUND=172COMMENT
LOWconfig/p10k-lean.zsh721 typeset -g POWERLEVEL9K_RANGER_FOREGROUND=178COMMENT
LOWconfig/p10k-lean.zsh741 # typeset -g POWERLEVEL9K_LF_VISUAL_IDENTIFIER_EXPANSION='⭐'COMMENT
LOWconfig/p10k-lean.zsh761 #[ nix_shell: nix shell (https://nixos.org/nixos/nix-pills/developing-with-nix-shell.html) ]##COMMENT
LOWconfig/p10k-lean.zsh781 # Colors for different levels of disk usage.COMMENT
LOWconfig/p10k-lean.zsh801 typeset -g POWERLEVEL9K_SWAP_FOREGROUND=96COMMENT
LOWconfig/p10k-lean.zsh821 typeset -g POWERLEVEL9K_TODO_HIDE_ZERO_TOTAL=trueCOMMENT
LOWconfig/p10k-lean.zsh841 ###########[ timewarrior: timewarrior tracking status (https://timewarrior.net/) ]############COMMENT
LOWconfig/p10k-lean.zsh861 #COMMENT
LOWconfig/p10k-lean.zsh881COMMENT
LOWconfig/p10k-lean.zsh921 ###[ virtualenv: python virtual environment (https://docs.python.org/3/library/venv.html) ]###COMMENT
LOWconfig/p10k-lean.zsh941 # - CONDA_DEFAULT_ENV Name of the active Anaconda/Miniconda environment.COMMENT
LOWconfig/p10k-lean.zsh961 # is empty.COMMENT
LOWconfig/p10k-lean.zsh981 # - P9K_PYENV_PYTHON_VERSION Current python version (python --version).COMMENT
LOWconfig/p10k-lean.zsh1001 # If set to false, hide go version if it's equal to "system".COMMENT
LOWconfig/p10k-lean.zsh1021 typeset -g POWERLEVEL9K_NVM_FOREGROUND=70COMMENT
LOWconfig/p10k-lean.zsh1041 # Node version color.COMMENT
LOWconfig/p10k-lean.zsh1061 # Custom icon.COMMENT
LOWconfig/p10k-lean.zsh1081 # Laravel version color.COMMENT
LOWconfig/p10k-lean.zsh1101 # - P9K_PACKAGE_NAME The value of `name` field in package.json.COMMENT
LOWconfig/p10k-lean.zsh1121 #######################[ rvm: ruby version from rvm (https://rvm.io) ]########################COMMENT
LOWconfig/p10k-lean.zsh1141 typeset -g POWERLEVEL9K_LUAENV_SOURCES=(shell local global)COMMENT
LOWconfig/p10k-lean.zsh1161 # typeset -g POWERLEVEL9K_JENV_VISUAL_IDENTIFIER_EXPANSION='⭐'COMMENT
LOWconfig/p10k-lean.zsh1181 # Don't show "perl-" at the front.COMMENT
LOWconfig/p10k-lean.zsh1201 typeset -g POWERLEVEL9K_SCALAENV_FOREGROUND=160COMMENT
LOWconfig/p10k-lean.zsh1221 # If set to false, hide haskell version if it's the same as in the implicit global project.COMMENT
LOWconfig/p10k-lean.zsh1241 #COMMENT
LOWconfig/p10k-lean.zsh1261 typeset -g POWERLEVEL9K_KUBECONTEXT_DEFAULT_FOREGROUND=134COMMENT
LOWconfig/p10k-lean.zsh1281 #COMMENT
LOWconfig/p10k-lean.zsh1301 # - P9K_KUBECONTEXT_CLOUD_ACCOUNT=123456789012COMMENT
LOWconfig/p10k-lean.zsh1321 # POWERLEVEL9K_TERRAFORM_CLASSES defines the workspace class. Patterns are tried in order. TheCOMMENT
LOWconfig/p10k-lean.zsh1341 # '*test*' TEST # to match your needs. Customize them as needed.COMMENT
LOWconfig/p10k-lean.zsh1361 # you'll see this value in your prompt. The second element of each pair inCOMMENT
LOWconfig/p10k-lean.zsh1381 # '*prod*' PROD # These values are examples that are unlikelyCOMMENT
LOWconfig/p10k-lean.zsh1401 # Tip: Remove the next line to always show azure.COMMENT
LOWconfig/p10k-lean.zsh1421 #COMMENT
LOWconfig/p10k-lean.zsh1441 # Google cloud color.COMMENT
LOWconfig/p10k-lean.zsh1461 # set and gcloud prompt segment transitions to state COMPLETE.COMMENT
269 more matches not shown…
Decorative Section Separators12 hits · 52 pts
SeverityFileLineSnippetContext
MEDIUM⚡internal/parser.zsh111# ---------------COMMENT
MEDIUM⚡internal/parser.zsh113# ---------------COMMENT
MEDIUM⚡internal/parser.zsh115# ---------------COMMENT
MEDIUM⚡internal/parser.zsh117# ---------------COMMENT
MEDIUM⚡internal/parser.zsh119# ---------------COMMENT
MEDIUM⚡internal/parser.zsh121# ---------------COMMENT
MEDIUM⚡internal/parser.zsh123# ---------------COMMENT
MEDIUM⚡internal/parser.zsh125# ---------------COMMENT
MEDIUM⚡internal/parser.zsh127# ---------------COMMENT
MEDIUM⚡internal/parser.zsh131# ---------------COMMENT
MEDIUM⚡internal/parser.zsh137# ---------------COMMENT
MEDIUMgitstatus/gitstatus.plugin.zsh3# ------------------------------------------------------------------COMMENT
AI Response Leakage1 hit · 8 pts
SeverityFileLineSnippetContext
HIGHinternal/icons.zsh490 # In this version of Nerd Fonts the Material icons are mapped to U+F0001-U+F19C3.COMMENT
AI Slop Vocabulary4 hits · 6 pts
SeverityFileLineSnippetContext
LOWconfig/p10k-lean.zsh1664 # Usually, you should either not define instant_prompt_* or simply call prompt_* from it. IfCOMMENT
LOWconfig/p10k-rainbow.zsh1783 # Usually, you should either not define instant_prompt_* or simply call prompt_* from it. IfCOMMENT
LOWconfig/p10k-lean-8colors.zsh1664 # Usually, you should either not define instant_prompt_* or simply call prompt_* from it. IfCOMMENT
LOWconfig/p10k-classic.zsh1689 # Usually, you should either not define instant_prompt_* or simply call prompt_* from it. IfCOMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMinternal/p10k.zsh8494 # The following code is based on Pure:COMMENT
Slop Phrases2 hits · 3 pts
SeverityFileLineSnippetContext
LOWinternal/icons.zsh334 # don't forget to source the font maps in your startup scriptCOMMENT
LOWinternal/icons.zsh334 # don't forget to source the font maps in your startup scriptCOMMENT