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AI Slop Code RIsk Monitor

msitarzewski/agency-agents

A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is a specialized expert with personality, processes, and proven deliverables.

16.8 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for msitarzewski/agency-agents, a Shell project with 158,701 GitHub stars. SynthScan examined 94,855 lines of code across 376 source files, recording 749 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 16.8 (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.

16.8
Adjusted Signal
16.8
Raw Pattern Score
100%
Time Factor
2026-10-07
Last Push
158.7K
Stars
Shell
Language
94.9K
Lines of Code
376
Files
749
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 51.7/100 · HIGH

Can maintainers explain intent, assumptions, and trade-offs? 672 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 12.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 105 finding(s).

PR Review Velocity Impact 37.5/100 · MEDIUM

Which changes need focused human review? 749 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 71LOW 678

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 749 distinct pattern matches across 11 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.

Structural Annotation Overuse589 hits · 1276 pts
SeverityFileLineSnippetContext
LOW⚡research/research-synthesist.md83### Step 1: Frame the QuestionCOMMENT
LOW⚡research/research-synthesist.md87### Step 2: Search SystematicallyCOMMENT
LOW⚡research/research-synthesist.md91### Step 3: Evaluate Each SourceCOMMENT
LOW⚡research/research-synthesist.md95### Step 4: Synthesize and Report ConfidenceCOMMENT
LOWdesign/design-ui-finish-gate-reviewer.md85### Step 1: Establish the Product LensCOMMENT
LOWdesign/design-ui-finish-gate-reviewer.md98### Step 2: Gather Comparable EvidenceCOMMENT
LOWdesign/design-ui-finish-gate-reviewer.md106### Step 3: Write the Design ContractCOMMENT
LOWdesign/design-ui-finish-gate-reviewer.md125### Step 4: Review the ImplementationCOMMENT
LOWdesign/design-ui-finish-gate-reviewer.md141### Step 5: Return the Finish GateCOMMENT
LOW⚡design/design-ux-architect.md304### Step 1: Analyze Project RequirementsCOMMENT
LOW⚡design/design-ux-architect.md314### Step 2: Create Technical FoundationCOMMENT
LOW⚡design/design-ux-architect.md320### Step 3: UX Structure PlanningCOMMENT
LOW⚡design/design-ux-architect.md326### Step 4: Developer Handoff DocumentationCOMMENT
LOW⚡design/design-whimsy-injector.md378### Step 1: Brand Personality AnalysisCOMMENT
LOW⚡design/design-whimsy-injector.md385### Step 2: Whimsy Strategy DevelopmentCOMMENT
LOW⚡design/design-whimsy-injector.md391### Step 3: Implementation DesignCOMMENT
LOW⚡design/design-whimsy-injector.md397### Step 4: Testing and RefinementCOMMENT
LOW⚡design/design-ux-researcher.md166### Step 1: Research PlanningCOMMENT
LOW⚡design/design-ux-researcher.md174### Step 2: Data CollectionCOMMENT
LOW⚡design/design-ux-researcher.md180### Step 3: Analysis and SynthesisCOMMENT
LOW⚡design/design-ux-researcher.md186### Step 4: Insights and RecommendationsCOMMENT
LOW⚡design/design-brand-guardian.md172### Step 1: Brand Discovery and StrategyCOMMENT
LOW⚡design/design-brand-guardian.md179### Step 2: Foundation DevelopmentCOMMENT
LOW⚡design/design-brand-guardian.md185### Step 3: System CreationCOMMENT
LOW⚡design/design-brand-guardian.md191### Step 4: Implementation and ProtectionCOMMENT
LOW⚡design/design-ui-designer.md230### Step 1: Design System FoundationCOMMENT
LOW⚡design/design-ui-designer.md237### Step 2: Component ArchitectureCOMMENT
LOW⚡design/design-ui-designer.md243### Step 3: Visual Hierarchy SystemCOMMENT
LOW⚡design/design-ui-designer.md249### Step 4: Developer HandoffCOMMENT
LOW⚡design/design-image-prompt-engineer.md139### Step 1: Concept IntakeCOMMENT
LOW⚡design/design-image-prompt-engineer.md145### Step 2: Reference AnalysisCOMMENT
LOW⚡design/design-image-prompt-engineer.md151### Step 3: Prompt ConstructionCOMMENT
LOW⚡design/design-image-prompt-engineer.md157### Step 4: Prompt OptimizationCOMMENT
LOWdesign/design-visual-storyteller.md79### Step 1: Story Strategy DevelopmentCOMMENT
LOW⚡design/design-visual-storyteller.md90### Step 2: Visual Narrative PlanningCOMMENT
LOW⚡design/design-visual-storyteller.md96### Step 3: Content Creation FrameworkCOMMENT
LOW⚡design/design-visual-storyteller.md102### Step 4: Production & OptimizationCOMMENT
LOW⚡sales/sales-coach.md200### Step 1: Observe and DiagnoseCOMMENT
LOW⚡sales/sales-coach.md206### Step 2: Design the Coaching InterventionCOMMENT
LOW⚡sales/sales-coach.md212### Step 3: Coach and ReinforceCOMMENT
LOW⚡sales/sales-coach.md218### Step 4: Measure and AdjustCOMMENT
LOW⚡sales/sales-proposal-strategist.md140### Step 1: Opportunity AnalysisCOMMENT
LOW⚡sales/sales-proposal-strategist.md145### Step 2: Win Theme DevelopmentCOMMENT
LOW⚡sales/sales-proposal-strategist.md150### Step 3: Narrative ArchitectureCOMMENT
LOW⚡sales/sales-proposal-strategist.md156### Step 4: Content Development and RefinementCOMMENT
LOW⚡sales/sales-account-strategist.md156### Step 1: Account IntelligenceCOMMENT
LOW⚡sales/sales-account-strategist.md162### Step 2: Relationship DevelopmentCOMMENT
LOW⚡sales/sales-account-strategist.md168### Step 3: Expansion ExecutionCOMMENT
LOW⚡sales/sales-account-strategist.md174### Step 4: Retention and Growth MeasurementCOMMENT
LOW⚡sales/sales-offer-lead-gen-strategist.md187### Step 1: Offer AuditCOMMENT
LOW⚡sales/sales-offer-lead-gen-strategist.md190### Step 2: Rebuild the Value EquationCOMMENT
LOW⚡sales/sales-offer-lead-gen-strategist.md193### Step 3: Lead Magnet IdeationCOMMENT
LOW⚡sales/sales-offer-lead-gen-strategist.md196### Step 4: Nurture Pipeline Before Magnet LaunchCOMMENT
LOW⚡sales/sales-offer-lead-gen-strategist.md199### Step 5: Channel Selection (One Core Four)COMMENT
LOW⚡sales/sales-offer-lead-gen-strategist.md202### Step 6: Amplifier ActivationCOMMENT
LOW⚡sales/sales-offer-lead-gen-strategist.md205### Step 7: Measure, Iterate, Scale (More → Better → New)COMMENT
LOW⚡sales/sales-pipeline-analyst.md187### Step 1: Data Collection and ValidationCOMMENT
LOW⚡sales/sales-pipeline-analyst.md192### Step 2: Pipeline DiagnosticsCOMMENT
LOW⚡sales/sales-pipeline-analyst.md199### Step 3: Forecast ConstructionCOMMENT
LOW⚡sales/sales-pipeline-analyst.md206### Step 4: Intervention RecommendationsCOMMENT
529 more matches not shown…
Decorative Section Separators58 hits · 194 pts
SeverityFileLineSnippetContext
MEDIUM⚡scripts/install.sh519# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/install.sh521# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/install.sh529# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/install.sh531# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/install.sh596# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/install.sh598# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/install.sh599# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/install.sh603# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh66# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh68# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh101# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh105# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh125# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh127# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh160# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh162# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh308# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh310# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh493# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh495# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh858# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh860# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh1568# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/install.sh1570# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/check-hermes-config-rewrite.py133 # =============================================================================COMMENT
MEDIUMscripts/check-hermes-config-rewrite.py135 # =============================================================================COMMENT
MEDIUM⚡scripts/test-install.sh147# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/test-install.sh149# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/test-install.sh158# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/test-install.sh160# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh87# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh90# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh122# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh124# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh212# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh220# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh278# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh280# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh307# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh328# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh386# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh388# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh414# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh416# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-install.sh461# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/lib.sh15# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/lib.sh17# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/lib.sh66# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/lib.sh68# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/lib.sh111# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/lib.sh113# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/lib.sh118# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/lib.sh120# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/lib.sh156# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/lib.sh158# ---------------------------------------------------------------------------COMMENT
MEDIUMengineering/engineering-data-engineer.md74# ── Bronze: raw ingest (append-only, schema-on-read) ─────────────────────────COMMENT
MEDIUMengineering/engineering-data-engineer.md83# ── Silver: cleanse, deduplicate, conform ────────────────────────────────────COMMENT
MEDIUMengineering/engineering-data-engineer.md102# ── Gold: aggregated business metric ─────────────────────────────────────────COMMENT
Hyper-Verbose Identifiers35 hits · 36 pts
SeverityFileLineSnippetContext
LOWdesign/design-inclusive-visuals-specialist.md38export function generateInclusiveVideoPrompt(subject: string, action: string, context: string) {CODE
LOWspecialized/recruitment-specialist.md286 def calculate_recruitment_cycle(self, department=None):CODE
LOW…alized/specialized-cultural-intelligence-strategist.md39export function auditWorkflowForExclusion(uiComponent: UIComponent) {CODE
LOWspecialized/specialized-model-qa.md350def variable_stability_report(CODE
LOWspecialized/supply-chain-strategist.md158 def inventory_strategy_report(self):CODE
LOWtesting/testing-workflow-optimizer.md142 def identify_optimization_opportunities(self, process_steps: List[ProcessStep]) -> List[Dict]:CODE
LOWtesting/testing-workflow-optimizer.md190 def design_optimized_workflow(self, current_steps: List[ProcessStep],CODE
LOWtesting/testing-workflow-optimizer.md247 def calculate_improvement_impact(self, current_metrics: WorkflowMetrics,CODE
LOWtesting/testing-workflow-optimizer.md280 def create_implementation_plan(self, opportunities: List[Dict]) -> Dict:CODE
LOWtesting/testing-workflow-optimizer.md308 def generate_automation_strategy(self, process_steps: List[ProcessStep]) -> Dict:CODE
LOWtesting/testing-test-results-analyzer.md136 def predict_defect_prone_areas(self):CODE
LOWtesting/testing-test-results-analyzer.md177 def generate_quality_insights(self):CODE
LOWtesting/testing-tool-evaluator.md92 def _define_evaluation_criteria(self) -> List[EvaluationCriteria]:CODE
LOWtesting/testing-tool-evaluator.md239 def calculate_total_cost_ownership(self, tool_config: Dict, years: int = 3) -> Dict:CODE
LOWtesting/testing-tool-evaluator.md269 def generate_comparison_report(self, tool_evaluations: List[ToolScoring]) -> Dict:CODE
LOWsupport/support-legal-compliance-checker.md167 def generate_data_collection_section(self):CODE
LOWsupport/support-legal-compliance-checker.md204 def generate_user_rights_section(self):STRING
LOWsupport/support-legal-compliance-checker.md243 def validate_policy_compliance(self):STRING
LOWsupport/support-analytics-reporter.md103def customer_segmentation_analysis(df):CODE
LOWsupport/support-analytics-reporter.md154def generate_customer_insights(rfm_df):CODE
LOWsupport/support-support-responder.md223 def generate_improvement_recommendations(self):CODE
LOWsupport/support-support-responder.md262 def create_proactive_outreach_list(self):CODE
LOWsupport/support-support-responder.md332 def generate_article_template(self, issue_type):CODE
LOWsupport/support-support-responder.md415 def create_interactive_troubleshooter(self, issue_category):CODE
LOWsupport/support-finance-tracker.md257 def investment_analysis_report(self, project_name, initial_investment, annual_cash_flows, project_life):CODE
LOWsupport/support-finance-tracker.md280 def get_investment_recommendation(self, npv, irr, payback, risk_score):CODE
LOW⚡scripts/test-hermes-plugin.py110 def test_success_returns_child_result_without_toolsets_option(self):CODE
LOW⚡scripts/test-hermes-plugin.py118 def test_failed_child_returns_safe_fallback(self):CODE
LOW⚡scripts/test-hermes-plugin.py126 def test_launch_exception_returns_safe_fallback(self):CODE
LOW⚡scripts/test-hermes-plugin.py132 def test_unconfirmed_cancellation_is_truthfully_pending_without_fallback(self):CODE
LOWscripts/test-hermes-plugin.py144 def test_confirmed_cancellation_returns_fallback(self):CODE
LOWscripts/test-hermes-plugin.py156 def test_large_specialist_context_is_marked_and_bounded(self):CODE
LOWengineering/engineering-universal-document-compiler.md259export function executeReorderTransaction(CODE
LOWengineering/engineering-email-intelligence-engineer.md210def extract_structured_context(thread_graph):CODE
LOW…gineering/engineering-voice-ai-integration-engineer.md493def build_llm_handoff_payload(transcript: dict, task: str = "summarize") -> dict:CODE
Over-Commented Block30 hits · 27 pts
SeverityFileLineSnippetContext
LOWspecialized/government-digital-presales-consultant.md181### 5.1 Implementation MethodologyCOMMENT
LOWintegrations/mcp-memory/setup.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/test-convert-fence-model.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/install.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/install.sh21# aider -- Copy the CONVENTIONS.md roster index to current directoryCOMMENT
LOWscripts/install.sh41# --link Symlink instead of copy (updates propagate)COMMENT
LOWscripts/install.sh341 fiCOMMENT
LOWscripts/check-divisions.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/check-tools.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/test-lint-fences.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/test-install.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/test-install.sh301 && pass "Windsurf --path installs into the requested directory" \COMMENT
LOWscripts/test-install.sh321# --jobs 1 is deliberate. Workers are still spawned through the same xargs/shCOMMENT
LOWscripts/lint-agents.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/lib.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/lib.sh81# whitespace after the run); 1 otherwise, including non-fence lines (callersCOMMENT
LOWscripts/check-hermes-config-rewrite.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/convert.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/convert.sh21# qwen — Qwen Code SubAgent files (~/.qwen/agents/*.md)COMMENT
LOWscripts/convert.sh661# Write Aider/Windsurf headers onceCOMMENT
LOWscripts/convert.sh741COMMENT
LOWscripts/test-convert-outputs.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/test-convert-outputs.sh21# Layer B — drift (needs the committed manifest):COMMENT
LOWscripts/test-convert-outputs.sh121for line in open(os.environ["SOURCES"], encoding="utf-8"):COMMENT
LOWscripts/test-convert-outputs.sh321if colour_bad > 3:COMMENT
LOWscripts/check-runbooks.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/check-agent-originality.sh1#!/usr/bin/env bashCOMMENT
LOWengineering/engineering-llm-post-training-engineer.md61COMMENT
LOWstrategy/nexus-strategy.md821### 15.2 NEXUS-Sprint Activation (Feature/MVP)COMMENT
LOWstrategy/nexus-strategy.md841COMMENT
Modern AI Meta-Vocabulary9 hits · 21 pts
SeverityFileLineSnippetContext
MEDIUMsecurity/security-architect.md168 # 1. Auth handled by dependency injection — fails before handler runsCOMMENT
MEDIUMspecialized/ma-integration-manager.md362### Integration Health Dashboard — RAG CriteriaCOMMENT
MEDIUMscripts/install.sh4# install.sh -- Install The Agency agents into your local agentic tool(s).COMMENT
MEDIUMengineering/engineering-knowledge-graph-engineer.md241### Subgraph Retrieval (RAG context assembly)STRING
MEDIUMengineering/engineering-rag-pipeline-engineer.md9# RAG Pipeline EngineerCOMMENT
MEDIUMengineering/engineering-rag-pipeline-engineer.md49### Agentic RAGCOMMENT
MEDIUMengineering/engineering-rag-pipeline-engineer.md288### LangGraph Agentic RAG NodeSTRING
MEDIUMstrategy/nexus-strategy.md155. [Phase 2 — Foundation & Scaffolding](#5-phase-2--foundation--scaffolding)CODE
MEDIUMstrategy/coordination/handoff-templates.md3> Standardized templates for every type of agent-to-agent handoff in the NEXUS pipeline. Consistent handoffs prevent conCODE
Excessive Try-Catch Wrapping12 hits · 13 pts
SeverityFileLineSnippetContext
LOWspecialized/specialized-model-qa.md238 except Exception:CODE
LOWspecialized/specialized-model-qa.md278 except Exception:CODE
LOWscripts/build-hermes-plugin.py331 except Exception:CODE
LOWscripts/build-hermes-plugin.py404 except Exception as exc:CODE
LOWscripts/build-hermes-plugin.py445 except Exception as exc: # pragma: no cover - depends on Hermes runtimeCODE
LOWscripts/test-convert-outputs.sh211 except Exception as e:CODE
LOWscripts/test-convert-outputs.sh252 except Exception as e:CODE
LOWscripts/test-convert-outputs.sh270 except Exception as e:CODE
LOWscripts/test-convert-outputs.sh314 except Exception:CODE
LOWscripts/test-convert-outputs.sh450 except Exception:CODE
LOWscripts/test-convert-outputs.sh517 except Exception:CODE
MEDIUMengineering/engineering-mobile-app-builder.md125 print("Error loading products: \(error)")CODE
AI Slop Vocabulary3 hits · 10 pts
SeverityFileLineSnippetContext
MEDIUM⚡scripts/lib.sh166 # the alt-screen/stty takeover). Used by the install-script test harness.COMMENT
MEDIUMscripts/convert.sh201 # frontmatter (strict kebab-case, validated by the harness) and the personaCOMMENT
MEDIUMscripts/convert.sh563 # ZCode agent format (Z.ai GLM harness): .md with YAML frontmatter inCOMMENT
Example Usage Blocks5 hits · 7 pts
SeverityFileLineSnippetContext
LOWintegrations/mcp-memory/setup.sh5# Usage:COMMENT
LOWscripts/install.sh10# Usage:COMMENT
LOWscripts/convert.sh10# Usage:COMMENT
LOWscripts/test-convert-outputs.sh38# Usage:COMMENT
LOWscripts/check-agent-originality.sh13# Usage:COMMENT
Unused Imports4 hits · 4 pts
SeverityFileLineSnippetContext
LOWscripts/check-hermes-config-rewrite.py10CODE
LOWscripts/test-hermes-plugin.py4CODE
LOWscripts/build-hermes-plugin.py9CODE
LOWscripts/check-hermes-plugin.py3CODE
Fake / Example Data3 hits · 3 pts
SeverityFileLineSnippetContext
LOWsecurity/security-senior-secops.md756 const res = await loginAs("user@example.com", "password");CODE
LOWengineering/engineering-universal-document-compiler.md101 semanticPredicate: string; // e.g. "/work/[company='Acme Corp']/role"CODE
LOWengineering/engineering-technical-writer.md171 line1: "123 Main St"CODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWintegrations/mcp-memory/setup.sh36# Check if an MCP client config exists in common locationsCOMMENT