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AI Slop Code RIsk Monitor

x-cmd/x-cmd

Shell Superpowers for AI Agents.

21.6 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for x-cmd/x-cmd, a Awk project with 4,705 GitHub stars. SynthScan examined 36,157 lines of code across 399 source files, recording 342 pattern matches distributed across 15 syntactic categories. The legacy adjusted pattern signal is 21.6 (Elevated 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.

21.6
Adjusted Signal
21.6
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
4.7K
Stars
Awk
Language
36.2K
Lines of Code
399
Files
342
Pattern Hits
2026-10-12
Scan Date
0.04
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 23.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 139 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.2/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 54.8/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 196 finding(s).

PR Review Velocity Impact 64.2/100 · HIGH

Which changes need focused human review? 342 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 14MEDIUM 165LOW 163

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 342 distinct pattern matches across 15 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 Separators152 hits · 477 pts
SeverityFileLineSnippetContext
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.sh9# ── Setup ────────────────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh45# ── 1. Create entities ───────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh69# ── 2. Link entities ─────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh89# ── 3. Set properties ────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh102# ── 4. Get (before compact) ──────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh113# ── 5. Query (before compact) ────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh131# ── 6. Compact ───────────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh140# ── 7. Post-compact get ──────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh151# ── 8. Post-compact query ────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh166# ── 9. List ──────────────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh178# ── 10. Linked ───────────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh192# ── 11. Unlink + Rm ─────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh201# ── 12. Link with props ─────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh213# ── 12. Post-mutation queries ───────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh229# ── 13. Property deletion ────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh239# ── 14. JSON output ──────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh256# ── 15. Validate ─────────────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh263# ── 16. Second compact ───────────────────────────────────────COMMENT
MEDIUMmod/ondb/lib/example.sh277# ── Summary ──────────────────────────────────────────────────COMMENT
MEDIUM⚡mod/cpu/lib/py/cpu_io_idle.py165 # ── 1. Get all channels ───────────────────────────────────────COMMENT
MEDIUM⚡mod/cpu/lib/py/cpu_io_idle.py206 # ── 3. Two samples (1 sec apart) ───────────────────────COMMENT
MEDIUM⚡mod/cpu/lib/py/cpu_io_idle.py216 # ── 4. Delta ──────────────────────────────────────────COMMENT
MEDIUM⚡mod/cpu/lib/py/cpu_io_idle.py221 # ── 5. Build name → cf_dict lookup from delta ─────────COMMENT
MEDIUM⚡mod/cpu/lib/py/cpu_io_idle.py243 # ── 6. Sum idle vs active per cluster ─────────────────COMMENT
MEDIUMmod/cpu/lib/py/cpu_io_idle.py27 # ── Load libraries (silently fail if anything is wrong) ────────COMMENT
MEDIUMmod/cpu/lib/py/cpu_io_idle.py34 # ── CF type IDs ─────────────────────────────────────────────────COMMENT
MEDIUMmod/cpu/lib/py/cpu_io_idle.py48 # ── CF function prototypes ─────────────────────────────────────COMMENT
MEDIUMmod/cpu/lib/py/cpu_io_idle.py195 # ── 2. Subscribe ───────────────────────────────────────COMMENT
MEDIUMmod/cpu/lib/py/cpu_io_idle.py269 # ── 7. Emit (each cluster independent) ────────────────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⚡mod/codex/lib/py/use-ds.py70# ── resolve config path ───────────────────────────────────────────COMMENT
MEDIUM⚡mod/codex/lib/py/use-ds.py76# ── read existing doc (or empty) ──────────────────────────────────COMMENT
MEDIUM⚡mod/codex/lib/py/use-ds.py83# ── backup ────────────────────────────────────────────────────────COMMENT
MEDIUM⚡mod/codex/lib/py/use-ds.py88# ── resolve API key ───────────────────────────────────────────────COMMENT
MEDIUM⚡mod/codex/lib/py/use-ds.py95# ── link models.json to bundled catalog ───────────────────────────COMMENT
MEDIUMmod/codex/lib/py/use-ds.py114# ── write fields ─────────────────────────────────────────────────COMMENT
MEDIUMmod/codex/lib/py/use-ds.py126# ── write back ────────────────────────────────────────────────────COMMENT
MEDIUMmod/codex/lib/py/use-ds.py130# ── summary ───────────────────────────────────────────────────────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
92 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
LOW⚡mod/slash/lib/preset/scan/SKILL.md22### Step 1: Parse ArgumentsCOMMENT
LOW⚡mod/slash/lib/preset/scan/SKILL.md30### Step 2: Load RulesCOMMENT
LOW⚡mod/slash/lib/preset/scan/SKILL.md38### Step 3: Greedy ScanCOMMENT
LOW⚡mod/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
LOW⚡mod/slash/lib/preset/work/SKILL.md17### Step 1: Parse InputCOMMENT
LOW⚡mod/slash/lib/preset/work/SKILL.md26### Step 2: Fetch Context (for links)COMMENT
LOW⚡mod/slash/lib/preset/work/SKILL.md33### Step 3: Create WorktreeCOMMENT
LOW⚡mod/slash/lib/preset/work/SKILL.md41### Step 4: ReportCOMMENT
LOW⚡mod/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
LOW⚡mod/slash/lib/preset/check/SKILL.md22### Step 1: Parse ArgumentsCOMMENT
LOW⚡mod/slash/lib/preset/check/SKILL.md30### Step 2: Load RulesCOMMENT
LOW⚡mod/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
LOW⚡mod/slash/lib/preset/loop/SKILL.md32### Step 2: Clarify IntentCOMMENT
LOW⚡mod/slash/lib/preset/loop/SKILL.md39### Step 3: Configure NotificationCOMMENT
LOW⚡mod/slash/lib/preset/loop/SKILL.md46### Step 4: Create Cron JobCOMMENT
LOW⚡mod/slash/lib/preset/loop/SKILL.md56### Step 5: Execute ImmediatelyCOMMENT
LOW⚡mod/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
LOW⚡mod/slash/lib/preset/goal/SKILL.md17### Step 1: Parse InputCOMMENT
LOW⚡mod/slash/lib/preset/goal/SKILL.md23### Step 2: Manage GoalsCOMMENT
LOW⚡mod/slash/lib/preset/goal/SKILL.md33### Step 3: Report StatusCOMMENT
Empty Error Handlers12 hits · 60 pts
SeverityFileLineSnippetContext
HIGHmod/gpu/lib/py/metal_info.py92except:CODE
HIGHmod/gpu/lib/py/metal_info.py156except:CODE
HIGHmod/gpu/lib/py/metal_info.py205except:CODE
HIGHmod/cpu/lib/py/cpu_io_idle.py283except Exception:CODE
HIGHmod/cpu/lib/py/cpu_freq.py117except:CODE
HIGHmod/cpu/lib/py/cpu_freq.py91except:CODE
HIGHmod/cpu/lib/py/cpu_freq.py107except:CODE
HIGHmod/cpu/lib/py/cpu_stat.py30except:CODE
HIGHmod/cpu/lib/py/cpu_stat.py84except Exception:CODE
HIGHmod/cpu/lib/py/cpu_stat.py95except Exception:CODE
HIGHmod/display/lib/py/display_stat.py31except Exception:CODE
HIGHmod/skill0/lib/skill0/data/meme/scripts/meme_render.py55except Exception:CODE
Over-Commented Block60 hits · 60 pts
SeverityFileLineSnippetContext
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
LOWmod/skill0/lib/skill0/core/score/template/car.score.yml1# car.score.yml — car selectionCOMMENT
LOW…ll0/lib/skill0/core/score/template/plant-cat.score.yml1# plant-cat.score.yml — cat-safe indoor plant selectionCOMMENT
LOWmod/skill0/lib/skill0/core/score/template/job.score.yml1# job.score.yml — job / offer selectionCOMMENT
LOW…l0/lib/skill0/core/score/template/house-rent.score.yml1# house-rent.score.yml — house / apartment selectionCOMMENT
LOW…skill0/lib/skill0/core/score/template/travel.score.yml1# travel.score.yml — travel destination selectionCOMMENT
LOW…core/score/template/travel-vacation-to-china.score.yml1# travel-vacation-to-china.score.yml — China vacation destination selectionCOMMENT
LOW…kill0/lib/skill0/core/score/template/general.score.yml1# general.score.yml — general weighted scoringCOMMENT
LOW…/lib/skill0/core/score/template/plant-indoor.score.yml1# plant-indoor.score.yml — indoor plant selectionCOMMENT
LOW…ib/skill0/core/score/template/travel-weekend.score.yml1# travel-weekend.score.yml — weekend getaway selectionCOMMENT
LOW…b/skill0/core/score/template/gift-girlfriend.score.yml1# gift-girlfriend.score.yml — gift selectionCOMMENT
LOW…l0/lib/skill0/core/score/template/restaurant.score.yml1# restaurant.score.yml — restaurant selectionCOMMENT
LOW…/skill0/lib/skill0/core/naming/naming.score-module.yml1# naming.score-module.ymlCOMMENT
LOW…ll0/lib/skill0/core/naming/naming.trial-run-module.yml1# naming.trial-run-module.ymlCOMMENT
LOWmod/skill0/lib/skill0/core/naming/naming.template.yml1# naming.template.ymlCOMMENT
LOWmod/skill0/lib/skill0/core/naming/naming.template.yml121 misses:COMMENT
LOWmod/skill0/lib/skill0/core/naming/naming.template.yml141# 5. Fill session: all 4 sub-sections (prefer / init_verdicts / scores / final)COMMENT
LOW…0/lib/skill0/core/naming/template/naming-x-cmd-mod.yml1# naming-x-cmd-mod.ymlCOMMENT
LOW…kill0/lib/skill0/core/naming/template/naming-brand.yml1# naming-brand.ymlCOMMENT
LOW…ll0/lib/skill0/core/naming/template/naming-concept.yml1# naming-concept.ymlCOMMENT
LOW…ll0/lib/skill0/core/naming/template/naming-concept.yml21#COMMENT
LOW…lib/skill0/core/naming/template/naming.okr-creator.yml1# naming.okr-creator.ymlCOMMENT
LOWmod/ajv/lib/ajv.ts1#!/usr/bin/env -S deno run --allow-readCOMMENT
Excessive Try-Catch Wrapping30 hits · 36 pts
SeverityFileLineSnippetContext
MEDIUMmod/cpu/lib/py/cpu_io_idle.py152def get_dict_array_value(cf_dict, key):CODE
LOW⚡mod/cpu/lib/py/cpu_io_idle.py100 except Exception:CODE
LOW⚡mod/cpu/lib/py/cpu_io_idle.py108 except Exception:CODE
LOW⚡mod/cpu/lib/py/cpu_io_idle.py116 except Exception:CODE
LOW⚡mod/cpu/lib/py/cpu_io_idle.py124 except Exception:CODE
LOW⚡mod/cpu/lib/py/cpu_io_idle.py161 except Exception:CODE
LOW⚡mod/cpu/lib/py/cpu_io_idle.py170 except Exception:CODE
LOW⚡mod/cpu/lib/py/cpu_io_idle.py238 except Exception:CODE
LOW⚡mod/cpu/lib/py/cpu_io_idle.py240 except Exception:CODE
LOWmod/cpu/lib/py/cpu_io_idle.py45 except Exception:CODE
LOWmod/cpu/lib/py/cpu_io_idle.py142 except Exception:CODE
LOWmod/cpu/lib/py/cpu_io_idle.py148 except Exception:CODE
LOWmod/cpu/lib/py/cpu_io_idle.py192 except Exception:CODE
LOWmod/cpu/lib/py/cpu_io_idle.py266 except Exception:CODE
LOWmod/cpu/lib/py/cpu_io_idle.py283 except Exception:CODE
LOWmod/cpu/lib/py/cpu_io_idle.py285 except Exception:CODE
LOWmod/cpu/lib/py/cpu_stat.py84 except Exception:CODE
LOWmod/cpu/lib/py/cpu_stat.py95 except Exception:CODE
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
LOWmod/skill0/lib/skill0/data/meme/scripts/meme_render.py55 except Exception:CODE
MEDIUMmod/skill0/lib/skill0/data/meme/scripts/meme_render.py85 print(f"Error: template '{template_arg}' not found on any mirror", file=sys.stderr)CODE
LOWmod/skill0/lib/skill0/data/meme/scripts/meme_render.py100 except Exception:CODE
MEDIUMmod/skill0/lib/skill0/data/meme/scripts/meme_render.py204 print("Error: could not download image", file=sys.stderr)CODE
Deep Nesting18 hits · 17 pts
SeverityFileLineSnippetContext
LOWmod/ondb/lib/py/ondb_core.py11CODE
LOWmod/ondb/lib/py/ondb_core.py93CODE
LOWmod/ondb/lib/py/ondb_core.py128CODE
LOWmod/cpu/lib/py/cpu_io_idle.py26CODE
LOWmod/cpu/lib/py/cpu_io_idle.py103CODE
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
LOWmod/skill0/lib/skill0/core/score/compute.py51CODE
LOWmod/skill0/lib/skill0/data/meme/scripts/meme_render.py65CODE
LOWmod/skill0/lib/skill0/data/meme/scripts/meme_render.py136CODE
Self-Referential Comments4 hits · 12 pts
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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
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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
LOW⚡mod/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
LOW⚡mod/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
LOW⚡mod/coco/lib/minion/diffmsg.yml27 - <other website reference> # If you don't know, just return an empty listCODE
Cross-Language Confusion2 hits · 10 pts
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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
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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
Slop Phrases5 hits · 7 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
LOWmod/codex/lib/other/ds.models.json56 "instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and yourCODE
LOWmod/codex/lib/other/ds.models.json68 "base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job iCODE
LOWmod/codex/lib/other/ds.models.json123 "instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and yourCODE
LOWmod/codex/lib/other/ds.models.json135 "base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job iCODE
Unused Imports6 hits · 6 pts
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LOWmod/gpu/lib/py/metal_info.py8CODE
LOWmod/gpu/lib/py/metal_info.py8CODE
LOWmod/ondb/lib/py/ondb_core.py2CODE
LOWmod/ondb/lib/py/ontology.py29CODE
LOWmod/display/lib/py/display_stat.py5CODE
LOWmod/skill0/lib/skill0/data/meme/scripts/meme_render.py10CODE
Modern AI Meta-Vocabulary1 hit · 3 pts
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MEDIUMmod/skill0/lib/skill0/SKILL.md24## After scaffolding, prefer x-cmd tools for executionCOMMENT
Modern Structural Boilerplate1 hit · 1 pts
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LOWmod/ondb/lib/py/ontology.py31__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