Repository Analysis

x-cmd/x-cmd

Shell Superpowers for AI Agents.

18.7 Moderate AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of x-cmd/x-cmd, a Awk project with 4,523 GitHub stars. SynthScan v2.0 examined 33,722 lines of code across 376 source files, recording 291 pattern matches distributed across 13 syntactic categories. The overall adjusted score of 18.7 places this repository in the Moderate AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

18.7
Adjusted Score
18.7
Raw Score
100%
Time Factor
2026-07-05
Last Push
4.5K
Stars
Awk
Language
33.7K
Lines of Code
376
Files
291
Pattern Hits
2026-07-14
Scan Date
0.01
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 2MEDIUM 146LOW 143

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 291 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators135 hits · 411 pts
SeverityFileLineSnippetContext
MEDIUMLICENSE/zsh-syntax-highlighting.license.txt1# -------------------------------------------------------------------------------------------------COMMENT
MEDIUMmod/gpu/lib/py/metal_info.py57# ── Metal device caps ─────────────────────────────────────────────COMMENT
MEDIUMmod/gpu/lib/py/metal_info.py95# ── IOKit gpu-core-count ──────────────────────────────────────────COMMENT
MEDIUMmod/gpu/lib/py/metal_info.py159# ── GPU frequency via pmgr voltage-states9-sram ────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh10# ── Setup ────────────────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh46# ── 1. Create entities ───────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh70# ── 2. Link entities ─────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh90# ── 3. Set properties ────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh103# ── 4. Get (before compact) ──────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh114# ── 5. Query (before compact) ────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh132# ── 6. Compact ───────────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh141# ── 7. Post-compact get ──────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh152# ── 8. Post-compact query ────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh167# ── 9. List ──────────────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh179# ── 10. Linked ───────────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh193# ── 11. Unlink + Rm ─────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh202# ── 12. Link with props ─────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh214# ── 12. Post-mutation queries ───────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh230# ── 13. Property deletion ────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh240# ── 14. JSON output ──────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh257# ── 15. Validate ─────────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh264# ── 16. Second compact ───────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh278# ── Summary ──────────────────────────────────────────────────COMMENT
MEDIUMmod/cpu/lib/py/cpu_stat.py17# ── Overall CPU load via top ─────────────────────────────────────COMMENT
MEDIUMmod/cpu/lib/py/cpu_stat.py33# ── Per-core usage via host_processor_info ────────────────────────COMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh1# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh25# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh28# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh52# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh54# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh240# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh242# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh282# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh284# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh403# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh405# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ighlighting/highlighters/cursor/cursor-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ighlighting/highlighters/cursor/cursor-highlighter.zsh25# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ighlighting/highlighters/cursor/cursor-highlighter.zsh28# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ax-highlighting/highlighters/line/line-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ax-highlighting/highlighters/line/line-highlighter.zsh25# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ax-highlighting/highlighters/line/line-highlighter.zsh28# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ax-highlighting/highlighters/root/root-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ax-highlighting/highlighters/root/root-highlighter.zsh25# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ax-highlighting/highlighters/root/root-highlighter.zsh28# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ghting/highlighters/root/regexp/regexp-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ghting/highlighters/root/regexp/regexp-highlighter.zsh25# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ghting/highlighters/root/regexp/regexp-highlighter.zsh28# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…hlighting/highlighters/pattern/pattern-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…hlighting/highlighters/pattern/pattern-highlighter.zsh25# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…hlighting/highlighters/pattern/pattern-highlighter.zsh28# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ighting/highlighters/brackets/brackets-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ighting/highlighters/brackets/brackets-highlighter.zsh25# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ighting/highlighters/brackets/brackets-highlighter.zsh28# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ax-highlighting/highlighters/main/main-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ax-highlighting/highlighters/main/main-highlighter.zsh25# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ax-highlighting/highlighters/main/main-highlighter.zsh28# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ax-highlighting/highlighters/main/main-highlighter.zsh1822# -------------------------------------------------------------------------------------------------COMMENT
MEDIUM…ax-highlighting/highlighters/main/main-highlighter.zsh1824# -------------------------------------------------------------------------------------------------COMMENT
MEDIUMmod/advise/lib/spec/resource/rule/advise.rule.yml10# ============================================================COMMENT
75 more matches not shown…
Structural Annotation Overuse40 hits · 75 pts
SeverityFileLineSnippetContext
LOWmod/ondb/SKILL.md523# Step 1: SQLite extracts raw dataCOMMENT
LOWmod/ondb/SKILL.md533# Step 2: AWK post-processes (counts, filters, formats)COMMENT
LOWmod/slash/lib/preset/optimize/SKILL.md22### Step 1: Profile (if applicable)COMMENT
LOWmod/slash/lib/preset/optimize/SKILL.md34### Step 2: Identify BottlenecksCOMMENT
LOWmod/slash/lib/preset/optimize/SKILL.md44### Step 3: Generate ReportCOMMENT
LOWmod/slash/lib/preset/scan/SKILL.md22### Step 1: Parse ArgumentsCOMMENT
LOWmod/slash/lib/preset/scan/SKILL.md30### Step 2: Load RulesCOMMENT
LOWmod/slash/lib/preset/scan/SKILL.md38### Step 3: Greedy ScanCOMMENT
LOWmod/slash/lib/preset/scan/SKILL.md47### Step 4: Output ResultsCOMMENT
LOWmod/slash/lib/preset/assess/SKILL.md22### Step 1: Discover TargetsCOMMENT
LOWmod/slash/lib/preset/assess/SKILL.md31### Step 2: Score Each PairCOMMENT
LOWmod/slash/lib/preset/assess/SKILL.md42### Step 3: SummarizeCOMMENT
LOWmod/slash/lib/preset/review/SKILL.md22### Step 1: Fetch ChangesCOMMENT
LOWmod/slash/lib/preset/review/SKILL.md36### Step 2: AnalyzeCOMMENT
LOWmod/slash/lib/preset/review/SKILL.md45### Step 3: Generate ReportCOMMENT
LOWmod/slash/lib/preset/work/SKILL.md17### Step 1: Parse InputCOMMENT
LOWmod/slash/lib/preset/work/SKILL.md26### Step 2: Fetch Context (for links)COMMENT
LOWmod/slash/lib/preset/work/SKILL.md33### Step 3: Create WorktreeCOMMENT
LOWmod/slash/lib/preset/work/SKILL.md41### Step 4: ReportCOMMENT
LOWmod/slash/lib/preset/work/SKILL.md49### Step 5: Exit GuidanceCOMMENT
LOWmod/slash/lib/preset/simplify/SKILL.md22### Step 1: Gather CodeCOMMENT
LOWmod/slash/lib/preset/simplify/SKILL.md33### Step 2: Analyze IssuesCOMMENT
LOWmod/slash/lib/preset/simplify/SKILL.md40### Step 3: Generate ReportCOMMENT
LOWmod/slash/lib/preset/check/SKILL.md22### Step 1: Parse ArgumentsCOMMENT
LOWmod/slash/lib/preset/check/SKILL.md30### Step 2: Load RulesCOMMENT
LOWmod/slash/lib/preset/check/SKILL.md38### Step 3: Evaluate All Files Against All RulesCOMMENT
LOWmod/slash/lib/preset/check/SKILL.md55### Step 4: Output ResultsCOMMENT
LOWmod/slash/lib/preset/loop/SKILL.md17### Step 1: Parse ArgumentsCOMMENT
LOWmod/slash/lib/preset/loop/SKILL.md32### Step 2: Clarify IntentCOMMENT
LOWmod/slash/lib/preset/loop/SKILL.md39### Step 3: Configure NotificationCOMMENT
LOWmod/slash/lib/preset/loop/SKILL.md46### Step 4: Create Cron JobCOMMENT
LOWmod/slash/lib/preset/loop/SKILL.md56### Step 5: Execute ImmediatelyCOMMENT
LOWmod/slash/lib/preset/loop/SKILL.md60### Step 6: ConfirmCOMMENT
LOWmod/slash/lib/preset/security-review/SKILL.md22### Step 1: Gather ContextCOMMENT
LOWmod/slash/lib/preset/security-review/SKILL.md34### Step 2: Scan for Risk PatternsCOMMENT
LOWmod/slash/lib/preset/security-review/SKILL.md47### Step 3: Verify ChecklistCOMMENT
LOWmod/slash/lib/preset/security-review/SKILL.md58### Step 4: Generate ReportCOMMENT
LOWmod/slash/lib/preset/goal/SKILL.md17### Step 1: Parse InputCOMMENT
LOWmod/slash/lib/preset/goal/SKILL.md23### Step 2: Manage GoalsCOMMENT
LOWmod/slash/lib/preset/goal/SKILL.md33### Step 3: Report StatusCOMMENT
Over-Commented Block63 hits · 63 pts
SeverityFileLineSnippetContext
LOWLICENSE/zsh-autosuggestions.license.txt1# Fish-like fast/unobtrusive autosuggestions for zsh.COMMENT
LOWLICENSE/zsh-autosuggestions.license.txt21# OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE ANDCOMMENT
LOWLICENSE/zsh-syntax-highlighting.license.txt1# -------------------------------------------------------------------------------------------------COMMENT
LOWLICENSE/zsh-syntax-highlighting.license.txt21# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,COMMENT
LOWmod/cpu/SKILL.md61# Default - show CPU infoCOMMENT
LOWmod/co/lib/minion/frag.yml21 ### Asking for more information collection using 'x tui form' and 'x ui select' ###COMMENT
LOWmod/co/lib/minion/frag.yml41 # "answer": [COMMENT
LOWmod/qr/lib/py/qrencode.py321 # Vertical (col 8):COMMENT
LOW…thirdparty/zsh-autosuggestions/zsh-autosuggestions.zsh1# Fish-like fast/unobtrusive autosuggestions for zsh.COMMENT
LOW…thirdparty/zsh-autosuggestions/zsh-autosuggestions.zsh21# OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE ANDCOMMENT
LOW…thirdparty/zsh-autosuggestions/zsh-autosuggestions.zsh621 # Extract the suggestion from between the null bytes. On olderCOMMENT
LOW…thirdparty/zsh-autosuggestions/zsh-autosuggestions.zsh661 typeset -g suggestion="${history[(r)$pattern]}"COMMENT
LOW…thirdparty/zsh-autosuggestions/zsh-autosuggestions.zsh841COMMENT
LOW…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh1# -------------------------------------------------------------------------------------------------COMMENT
LOW…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh21# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,COMMENT
LOW…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh201# 1. The exact entry (no patterns) in the zle_highlight array:COMMENT
LOW…ighlighting/highlighters/cursor/cursor-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
LOW…ighlighting/highlighters/cursor/cursor-highlighter.zsh21# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,COMMENT
LOW…ax-highlighting/highlighters/line/line-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
LOW…ax-highlighting/highlighters/line/line-highlighter.zsh21# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,COMMENT
LOW…ax-highlighting/highlighters/root/root-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
LOW…ax-highlighting/highlighters/root/root-highlighter.zsh21# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,COMMENT
LOW…ghting/highlighters/root/regexp/regexp-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
LOW…ghting/highlighters/root/regexp/regexp-highlighter.zsh21# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,COMMENT
LOW…hlighting/highlighters/pattern/pattern-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
LOW…hlighting/highlighters/pattern/pattern-highlighter.zsh21# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,COMMENT
LOW…ighting/highlighters/brackets/brackets-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh1# -------------------------------------------------------------------------------------------------COMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh201 # types.COMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh321 typeset -a ZSH_HIGHLIGHT_TOKENS_COMMANDSEPARATORCOMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh501# exit code is 0 if the braces_stack is empty, 1 otherwise.COMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh521 list_highlights=()COMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh541 # argument or not. (Example: sudo's "-u" or "-i".)COMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh561 # Handling of redirections: upon seeing a redirection token, we must stallCOMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh661 (( start_pos = end_pos + offset ))COMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh821 fiCOMMENT
LOWmod/tmux/lib/config/plugin-copy.sh41 fiCOMMENT
LOWmod/tmux/lib/config/ccal.sh1# shellcheck shell=dashCOMMENT
LOWmod/tmux/lib/config/plugin-theme-default.sh21# EndSectionCOMMENT
LOWmod/tmux/lib/config/plugin-theme-default.sh41COMMENT
LOWmod/tmux/lib/config/popup.sh1# shellcheck shell=dashCOMMENT
LOWmod/advise/lib/spec/resource/rule/advise.rule.yml1# Advise Spec 规则集COMMENT
LOW…/skill0/lib/skill0/skills/score/template/car.score.yml1# car.score.yml — car selectionCOMMENT
LOW…0/lib/skill0/skills/score/template/plant-cat.score.yml1# plant-cat.score.yml — cat-safe indoor plant selectionCOMMENT
LOW…/skill0/lib/skill0/skills/score/template/job.score.yml1# job.score.yml — job / offer selectionCOMMENT
LOW…/lib/skill0/skills/score/template/house-rent.score.yml1# house-rent.score.yml — house / apartment selectionCOMMENT
LOW…ill0/lib/skill0/skills/score/template/travel.score.yml1# travel.score.yml — travel destination selectionCOMMENT
LOW…ills/score/template/travel-vacation-to-china.score.yml1# travel-vacation-to-china.score.yml — China vacation destination selectionCOMMENT
LOW…ll0/lib/skill0/skills/score/template/general.score.yml1# general.score.yml — general weighted scoringCOMMENT
LOW…ib/skill0/skills/score/template/plant-indoor.score.yml1# plant-indoor.score.yml — indoor plant selectionCOMMENT
LOW…/skill0/skills/score/template/travel-weekend.score.yml1# travel-weekend.score.yml — weekend getaway selectionCOMMENT
LOW…skill0/skills/score/template/gift-girlfriend.score.yml1# gift-girlfriend.score.yml — gift selectionCOMMENT
LOW…/lib/skill0/skills/score/template/restaurant.score.yml1# restaurant.score.yml — restaurant selectionCOMMENT
LOW…kill0/lib/skill0/skills/naming/naming.score-module.yml1# naming.score-module.ymlCOMMENT
LOW…0/lib/skill0/skills/naming/naming.trial-run-module.yml1# naming.trial-run-module.ymlCOMMENT
LOWmod/skill0/lib/skill0/skills/naming/naming.template.yml1# naming.template.ymlCOMMENT
LOWmod/skill0/lib/skill0/skills/naming/naming.template.yml121 misses:COMMENT
LOWmod/skill0/lib/skill0/skills/naming/naming.template.yml141# 5. Fill session: all 4 sub-sections (prefer / init_verdicts / scores / final)COMMENT
LOW…lib/skill0/skills/naming/template/naming-x-cmd-mod.yml1# naming-x-cmd-mod.ymlCOMMENT
LOW…ll0/lib/skill0/skills/naming/template/naming-brand.yml1# naming-brand.ymlCOMMENT
3 more matches not shown…
Deep Nesting16 hits · 16 pts
SeverityFileLineSnippetContext
LOWmod/ondb/lib/py/ondb_core.py12CODE
LOWmod/ondb/lib/py/ondb_core.py94CODE
LOWmod/ondb/lib/py/ondb_core.py129CODE
LOWmod/agent/lib/stat/parse/claude.py214CODE
LOWmod/agent/lib/stat/parse/claude.py629CODE
LOWmod/agent/lib/stat/parse/claude.py939CODE
LOWmod/agent/lib/stat/cross/claude.py52CODE
LOWmod/agent/lib/stat/cross/claude.py75CODE
LOWmod/qr/lib/py/opencvdecode.py15CODE
LOWmod/qr/lib/py/qrencode.py122CODE
LOWmod/qr/lib/py/qrencode.py243CODE
LOWmod/qr/lib/py/qrencode.py274CODE
LOWmod/qr/lib/py/qrencode.py400CODE
LOW…d/skill0/lib/skill0/skills/meme/scripts/meme_render.py65CODE
LOW…d/skill0/lib/skill0/skills/meme/scripts/meme_render.py136CODE
LOWmod/skill0/lib/skill0/skills/score/compute.py51CODE
Excessive Try-Catch Wrapping12 hits · 16 pts
SeverityFileLineSnippetContext
LOWmod/free/lib/awk/top_physfp.py12 except Exception:CODE
LOWmod/free/lib/awk/top_physfp.py21 except Exception:CODE
MEDIUMmod/free/lib/awk/top_physfp.py9def main():CODE
LOWmod/agent/lib/stat/cross/claude.py156 except Exception as e:CODE
MEDIUMmod/qr/lib/py/opencvdecode.py95 print("Error: qrencode module not found")CODE
LOWmod/display/lib/py/display_stat.py20 except Exception:CODE
LOWmod/display/lib/py/display_stat.py31 except Exception:CODE
LOWmod/display/lib/py/display_stat.py42 except Exception:CODE
LOW…d/skill0/lib/skill0/skills/meme/scripts/meme_render.py55 except Exception:CODE
MEDIUM…d/skill0/lib/skill0/skills/meme/scripts/meme_render.py85 print(f"Error: template '{template_arg}' not found on any mirror", file=sys.stderr)CODE
LOW…d/skill0/lib/skill0/skills/meme/scripts/meme_render.py100 except Exception:CODE
MEDIUM…d/skill0/lib/skill0/skills/meme/scripts/meme_render.py204 print("Error: could not download image", file=sys.stderr)CODE
Self-Referential Comments4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMmod/python/lib/compile_pipe.py6# Create a temporary file with the codeCOMMENT
MEDIUM…thirdparty/zsh-autosuggestions/zsh-autosuggestions.zsh188 # Create the bound widgetCOMMENT
MEDIUM…ty/zsh-syntax-highlighting/zsh-syntax-highlighting.zsh71# This function is supposed to be called whenever the ZLE state changes.COMMENT
MEDIUM…ax-highlighting/highlighters/main/main-highlighter.zsh1446 # This function is currently never called for the command word, so $2 is hard-coded as 0.COMMENT
AI Slop Vocabulary5 hits · 10 pts
SeverityFileLineSnippetContext
MEDIUMmod/agent/lib/stat/parse/claude.py514 # Highest leverage (smallest positive human_ratio)COMMENT
MEDIUMmod/agent/lib/stat/parse/claude.py906 # Highest leverage = smallest positive human_ratio (you typed leastCOMMENT
LOWmod/coco/lib/minion/diffmsg.yml25 - gh-issue: <issue url, or just issue id if the issue is stored in this repo> # If you don't know, just returnCODE
LOWmod/coco/lib/minion/diffmsg.yml26 - gh-pr: <pull request url, or just issue id if the issue is stored in this repo> # If you don't know, just returnCODE
LOWmod/coco/lib/minion/diffmsg.yml27 - <other website reference> # If you don't know, just return an empty listCODE
Cross-Language Confusion2 hits · 10 pts
SeverityFileLineSnippetContext
HIGHmod/agent/lib/stat/parse/claude.py1136 help="Suppress the human_message field (tsv: empty cell, json: null) "CODE
HIGHmod/agent/lib/stat/cross/claude.py232 help="Suppress the human_message field (tsv: empty cell, json: null).",CODE
Redundant / Tautological Comments5 hits · 8 pts
SeverityFileLineSnippetContext
LOW…thirdparty/zsh-autosuggestions/zsh-autosuggestions.zsh445 # Set POSTDISPLAY to text right of the cursorCOMMENT
LOW…thirdparty/zsh-autosuggestions/zsh-autosuggestions.zsh785 # Close the file descriptor and remove the handlerCOMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh1180# Check if $arg is variable assignmentCOMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh1201# Check if $1 is a path.COMMENT
LOW…ax-highlighting/highlighters/main/main-highlighter.zsh1233 # Check if this is a blacklisted pathCOMMENT
Unused Imports6 hits · 6 pts
SeverityFileLineSnippetContext
LOWmod/gpu/lib/py/metal_info.py8CODE
LOWmod/gpu/lib/py/metal_info.py8CODE
LOWmod/ondb/lib/py/ondb_core.py3CODE
LOWmod/ondb/lib/py/ontology.py30CODE
LOWmod/display/lib/py/display_stat.py5CODE
LOW…d/skill0/lib/skill0/skills/meme/scripts/meme_render.py10CODE
Slop Phrases1 hit · 3 pts
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MEDIUMmod/co/lib/minion/frag.yml16 # Notice, you can use 'x tldr --cat <command>' to get the short description of the command.COMMENT
Modern Structural Boilerplate1 hit · 1 pts
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LOWmod/ondb/lib/py/ontology.py32__all__ = ['Ondb']CODE
Hyper-Verbose Identifiers1 hit · 1 pts
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LOWmod/agent/lib/stat/parse/claude.py486def _highlighted_turn_indices(turns: List[Dict[str, Any]]) -> set:CODE