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AI Slop Code RIsk Monitor

vudovn/ag-kit

5.2 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for vudovn/ag-kit, a TypeScript project with 8,189 GitHub stars. SynthScan examined 67,520 lines of code across 375 source files, recording 195 pattern matches distributed across 13 syntactic categories. The legacy adjusted pattern signal is 5.2 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

5.2
Adjusted Signal
5.2
Raw Pattern Score
100%
Time Factor
2026-10-01
Last Push
8.2K
Stars
TypeScript
Language
67.5K
Lines of Code
375
Files
195
Pattern Hits
2026-10-12
Scan Date
0.07
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 11.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 113 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.0/100 · LOW

Are imports declared and package/API names verified? 46 finding(s).

Agent Over-Engineering Ratio 9.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 60 finding(s).

PR Review Velocity Impact 22.4/100 · LOW

Which changes need focused human review? 195 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 27MEDIUM 6LOW 162

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 195 distinct pattern matches across 13 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.

Empty Error Handlers16 hits · 80 pts
SeverityFileLineSnippetContext
HIGH.agents/scripts/auto_preview.py59except:CODE
HIGH.agents/scripts/auto_preview.py121except:CODE
HIGH.agents/skills/mobile-design/scripts/mobile_audit.py450except:CODE
HIGH.agents/skills/mobile-design/scripts/mobile_audit.py413except:CODE
HIGH.agents/skills/seo-fundamentals/scripts/seo_checker.py29except:CODE
HIGH…/skills/vulnerability-scanner/scripts/security_scan.py27except AttributeError:CODE
HIGH…/skills/vulnerability-scanner/scripts/security_scan.py128except (tokenize.TokenError, IndentationError):CODE
HIGH…nts/skills/database-design/scripts/schema_validator.py25except:CODE
HIGH…gents/skills/i18n-localization/scripts/i18n_checker.py123except OSError:CODE
HIGH.agents/skills/testing-patterns/scripts/test_runner.py23except:CODE
HIGH.agents/skills/testing-patterns/scripts/test_runner.py66except:CODE
HIGH.agents/skills/frontend-design/scripts/ux_audit.py308except: passCODE
HIGH.agents/skills/api-patterns/scripts/api_validator.py15except AttributeError:CODE
HIGH.agents/skills/geo-fundamentals/scripts/geo_checker.py29except AttributeError:CODE
HIGH.agents/skills/lint-and-validate/scripts/lint_runner.py25except:CODE
HIGH.agents/skills/lint-and-validate/scripts/lint_runner.py55except:CODE
Structural Annotation Overuse38 hits · 62 pts
SeverityFileLineSnippetContext
LOW.agents/workflows/orchestrate.md119### Step 1: Analyze Task DomainsCOMMENT
LOW.agents/workflows/orchestrate.md134### Step 2: Phase DetectionCOMMENT
LOW.agents/workflows/orchestrate.md141### Step 3: Execute Based on PhaseCOMMENT
LOW.agents/workflows/orchestrate.md183### Step 4: Verification (MANDATORY)COMMENT
LOW.agents/workflows/orchestrate.md190### Step 5: Synthesize ResultsCOMMENT
LOW.agents/agent/project-planner.md180### Step 1: Request AnalysisCOMMENT
LOW.agents/agent/project-planner.md190### Step 2: Component IdentificationCOMMENT
LOW.agents/agent/project-planner.md221### Step 3: Task FormatCOMMENT
LOW.agents/agent/frontend-specialist.md83### Step 1: Self-Questioning (Internal - Don't show to user)COMMENT
LOW.agents/agent/frontend-specialist.md153### Step 2: Dynamic User Questions (Based on Analysis)COMMENT
LOW.agents/agent/frontend-specialist.md171### Step 3: Design Hypothesis & Style CommitmentCOMMENT
LOW⚡.agents/agent/performance-optimizer.md104### Step 1: MeasureCOMMENT
LOW⚡.agents/agent/performance-optimizer.md113### Step 2: IdentifyCOMMENT
LOW⚡.agents/agent/performance-optimizer.md119### Step 3: Fix & ValidateCOMMENT
LOW.agents/skills/context-compression/SKILL.md108### Step 1: Identify Completed PhasesCOMMENT
LOW.agents/skills/context-compression/SKILL.md116### Step 2: Extract Key InformationCOMMENT
LOW.agents/skills/context-compression/SKILL.md131### Step 3: Write SummaryCOMMENT
LOW.agents/skills/skillify/SKILL.md31### Step 1: Identify the PatternCOMMENT
LOW.agents/skills/skillify/SKILL.md39### Step 2: Generate SKILL.mdCOMMENT
LOW.agents/skills/skillify/SKILL.md77### Step 3: Place the SkillCOMMENT
LOW.agents/skills/skillify/SKILL.md82### Step 4: VerifyCOMMENT
LOW.agents/skills/code-review-graph/SKILL.md87### Step 1: Install the PackageCOMMENT
LOW.agents/skills/code-review-graph/SKILL.md100### Step 2: Configure MCP ClientCOMMENT
LOW.agents/skills/code-review-graph/SKILL.md114### Step 3: Build the Initial GraphCOMMENT
LOW.agents/skills/code-review-graph/SKILL.md127### Step 4: Enable Watch Mode (Recommended)COMMENT
LOW.agents/skills/code-review-graph/SKILL.md140### Step 5: Verify IntegrationCOMMENT
LOW.agents/skills/batch-operations/SKILL.md33### Step 1: Define the PatternCOMMENT
LOW.agents/skills/batch-operations/SKILL.md41### Step 2: Preview Before ExecutingCOMMENT
LOW.agents/skills/batch-operations/SKILL.md55### Step 3: Execute the BatchCOMMENT
LOW.agents/skills/batch-operations/SKILL.md71### Step 4: Verify the BatchCOMMENT
LOW.agents/skills/verify-changes/SKILL.md26### Step 1: Identify What ChangedCOMMENT
LOW.agents/skills/verify-changes/SKILL.md33### Step 2: Determine Verification MethodCOMMENT
LOW.agents/skills/verify-changes/SKILL.md45### Step 3: Execute VerificationCOMMENT
LOW.agents/skills/verify-changes/SKILL.md63### Step 4: Report EvidenceCOMMENT
LOW⚡.agents/skills/simplify-code/SKILL.md91### Step 1: Identify ComplexityCOMMENT
LOW⚡.agents/skills/simplify-code/SKILL.md100### Step 2: Verify UnderstandingCOMMENT
LOW⚡.agents/skills/simplify-code/SKILL.md106### Step 3: Simplify IncrementallyCOMMENT
LOW⚡.agents/skills/simplify-code/SKILL.md115### Step 4: Verify Behavior PreservedCOMMENT
Redundant / Tautological Comments24 hits · 35 pts
SeverityFileLineSnippetContext
LOW.agents/skills/mobile-design/scripts/mobile_audit.py355 # Check if following iOS scale roughlyCOMMENT
LOW.agents/skills/mobile-design/scripts/mobile_audit.py372 # Check if using sp (scale-independent pixels)COMMENT
LOW.agents/skills/mobile-design/scripts/mobile_audit.py379 # Check if font sizes follow modular scaleCOMMENT
LOW.agents/skills/mobile-design/scripts/mobile_audit.py416 # Check if overusing bold (mobile should be regular-dominant)COMMENT
LOW.agents/skills/mobile-design/scripts/mobile_audit.py432 # Check if using light colors in dark mode (bad for OLED)COMMENT
LOW.agents/skills/mobile-design/scripts/mobile_audit.py609 # Check if using Hermes engine (should be default in modern RN)COMMENT
LOW.agents/skills/seo-fundamentals/scripts/seo_checker.py89 # Check if it's likely a pageCOMMENT
LOW.agents/skills/testing-patterns/scripts/test_runner.py179 # Print output (truncated)COMMENT
LOW…ts/skills/nextjs-react-expert/scripts/convert_rules.py179 # Write fileSTRING
LOW…ts/skills/nextjs-react-expert/scripts/convert_rules.py196 # Check if rules directory existsCOMMENT
LOW…xtjs-react-expert/scripts/react_performance_checker.py121 # Check if it's imported statically somewhereCOMMENT
LOW…xtjs-react-expert/scripts/react_performance_checker.py176 # Check if component receives propsCOMMENT
LOW.agents/skills/frontend-design/scripts/ux_audit.py140 # Check if last nav item is important (contact, login, etc.)COMMENT
LOW.agents/skills/frontend-design/scripts/ux_audit.py336 # Check if h1 exists for main contentCOMMENT
LOW.agents/skills/frontend-design/scripts/ux_audit.py351 # Check if sizes follow a modular scale roughlyCOMMENT
LOW.agents/skills/frontend-design/scripts/ux_audit.py399 # Check if natural (Y > X) or multiple layersCOMMENT
LOW.agents/skills/frontend-design/scripts/ux_audit.py421 # Check if there's variety in shadow opacities for different elevationsCOMMENT
LOW.agents/skills/frontend-design/scripts/ux_audit.py435 # Check if hero section exists without gradientCOMMENT
LOW.agents/skills/frontend-design/scripts/ux_audit.py556 # Check if using HSL for palette (recommended in color-system.md)COMMENT
LOW.agents/skills/frontend-design/scripts/ux_audit.py605 # Check if using expensive properties in scroll handlersCOMMENT
LOW.agents/skills/frontend-design/scripts/ux_audit.py658 # Check if animation serves purpose (not just decoration)COMMENT
LOW.agents/skills/frontend-design/scripts/ux_audit.py665 # Check if animations are functionalCOMMENT
LOW.agents/skills/api-patterns/scripts/api_validator.py185 # Print resultsCOMMENT
LOW.agents/skills/geo-fundamentals/scripts/geo_checker.py235 # Print resultsCOMMENT
Magic Placeholder Names7 hits · 34 pts
SeverityFileLineSnippetContext
HIGHREADME-VI.md75`check:antigravity` chỉ đọc, không thay đổi file. MCP example mặc định chứa `YOUR_API_KEY`, vì vậy doctor thông thường sCODE
HIGHMIGRATION.md67- a warning for `YOUR_API_KEY` is expected until the MCP example is configured;CODE
HIGHREADME.md75`check:antigravity` is read-only. The default MCP example contains `YOUR_API_KEY`, so the normal doctor reports a warninCODE
HIGH.agents/mcp_config.json9 "YOUR_API_KEY"CODE
HIGH.agents/README.md53`mcp_config.json` is a workspace example. Replace `YOUR_API_KEY` before enabling the server and keep real credentials ouCODE
HIGH.agents/hooks/README.md57Apply only after replacing placeholders such as `YOUR_API_KEY`:CODE
HIGH⚡.agents/scripts/tests/test_toolkit.py53TOKEN = 'YOUR_API_KEY'STRING
Hyper-Verbose Identifiers24 hits · 30 pts
SeverityFileLineSnippetContext
LOW.agents/scripts/validate_kit.py327def validate_architecture_counts(root: Path, findings: list[Finding]) -> None:CODE
LOW⚡.agents/scripts/tests/test_toolkit.py39 def test_toolkit_self_validation_passes(self):CODE
LOW⚡.agents/scripts/tests/test_toolkit.py44 def test_mcp_config_is_valid_json(self):CODE
LOW⚡.agents/scripts/tests/test_toolkit.py48 def test_security_scanner_ignores_patterns_inside_strings(self):CODE
LOW⚡.agents/scripts/tests/test_toolkit.py61 def test_security_scanner_detects_executable_eval_and_secret(self):CODE
LOW.agents/scripts/tests/test_toolkit.py75 def test_security_scanner_detects_nested_nextjs_header_configuration(self):CODE
LOW⚡.agents/scripts/tests/test_toolkit.py90 def test_dependency_analyzer_flags_missing_lock(self):CODE
LOW⚡.agents/scripts/tests/test_toolkit.py99 def test_bundle_analyzer_flags_oversized_asset(self):CODE
LOW⚡.agents/scripts/tests/test_toolkit.py109 def test_geo_checker_follows_localized_mdx_and_skips_layouts(self):CODE
LOW.agents/scripts/tests/test_toolkit.py139 def test_react_checker_ignores_generated_next_output(self):CODE
LOW.agents/scripts/tests/test_toolkit.py168 def test_runner_finds_embedded_toolkit_for_external_project(self):CODE
LOW.agents/scripts/tests/test_toolkit.py174 def test_all_components_use_strict_semver(self):CODE
LOW⚡.agents/scripts/tests/test_toolkit.py185 def test_component_registry_and_lock_are_synchronized(self):CODE
LOW⚡.agents/scripts/tests/test_toolkit.py191 def test_dependency_graph_is_synchronized(self):CODE
LOW⚡.agents/scripts/tests/test_toolkit.py195 def test_workflow_dependencies_resolve(self):CODE
LOW⚡.agents/scripts/tests/test_toolkit.py205 def test_orchestration_guidance_is_antigravity_first_and_bounded(self):CODE
LOW.agents/scripts/tests/test_toolkit.py220 def test_caret_semver_resolution(self):CODE
LOW.agents/scripts/tests/test_toolkit.py226 def test_memory_topics_are_present(self):CODE
LOW…/skills/vulnerability-scanner/scripts/security_scan.py112def _python_code_without_strings(text: str) -> list[str]:CODE
LOW…/skills/vulnerability-scanner/scripts/security_scan.py133def _generic_code_without_strings(text: str) -> list[str]:CODE
LOW…gents/skills/i18n-localization/scripts/i18n_checker.py73def check_locale_completeness(locale_files: list[Path], root: Path) -> dict[str, Any]:CODE
LOW…xtjs-react-expert/scripts/react_performance_checker.py164 def check_missing_memoization(self):CODE
LOW…ents/skills/lint-and-validate/scripts/type_coverage.py56def _run_typescript_compilers(project: Path) -> list[dict[str, Any]]:CODE
LOW…ents/skills/lint-and-validate/scripts/type_coverage.py87def check_typescript_coverage(project_path: Path) -> dict[str, Any]:CODE
Unused Imports26 hits · 26 pts
SeverityFileLineSnippetContext
LOW.agents/scripts/checklist.py3CODE
LOW.agents/scripts/component_registry.py3CODE
LOW.agents/scripts/dependency_graph.py3CODE
LOW.agents/scripts/generate_manifest.py3CODE
LOW.agents/scripts/generate_manifest.py6CODE
LOW.agents/scripts/auto_preview.py15CODE
LOW.agents/scripts/validation_runner.py3CODE
LOW.agents/scripts/validate_kit.py8CODE
LOW.agents/scripts/validate_kit.py14CODE
LOW.agents/scripts/validate_kit.py24CODE
LOW.agents/scripts/verify_all.py3CODE
LOW.agents/scripts/tests/test_toolkit.py1CODE
LOW…s/vulnerability-scanner/scripts/dependency_analyzer.py3CODE
LOW…s/vulnerability-scanner/scripts/dependency_analyzer.py8CODE
LOW…/skills/vulnerability-scanner/scripts/security_scan.py10CODE
LOW…gents/skills/i18n-localization/scripts/i18n_checker.py3CODE
LOW…gents/skills/i18n-localization/scripts/i18n_checker.py8CODE
LOW…ills/performance-profiling/scripts/lighthouse_audit.py3CODE
LOW…kills/performance-profiling/scripts/bundle_analyzer.py3CODE
LOW…nts/skills/webapp-testing/scripts/playwright_runner.py3CODE
LOW…ts/skills/nextjs-react-expert/scripts/convert_rules.py7CODE
LOW…ts/skills/nextjs-react-expert/scripts/convert_rules.py8CODE
LOW…kills/frontend-design/scripts/accessibility_checker.py8CODE
LOW.agents/skills/geo-fundamentals/scripts/geo_checker.py19CODE
LOW.agents/skills/lint-and-validate/scripts/lint_runner.py18CODE
LOW…ents/skills/lint-and-validate/scripts/type_coverage.py9CODE
Excessive Try-Catch Wrapping20 hits · 22 pts
SeverityFileLineSnippetContext
LOW.agents/scripts/session_manager.py53 except Exception as e:CODE
LOW.agents/scripts/auto_preview.py103 except Exception as e:CODE
MEDIUM.agents/scripts/auto_preview.py30def is_running(pid):CODE
LOW.agents/scripts/validate_kit.py95 except Exception as exc:CODE
LOW.agents/scripts/validate_kit.py223 except Exception as exc:CODE
LOW.agents/skills/seo-fundamentals/scripts/seo_checker.py102 except Exception as e:CODE
LOW…nts/skills/database-design/scripts/schema_validator.py88 except Exception as e:CODE
LOW.agents/skills/testing-patterns/scripts/test_runner.py134 except Exception as e:CODE
MEDIUM.agents/skills/testing-patterns/scripts/test_runner.py197 print(f"Error: {result['error'][:200]}")CODE
LOW…nts/skills/webapp-testing/scripts/playwright_runner.py105 except Exception as exc:CODE
LOW…xtjs-react-expert/scripts/react_performance_checker.py81 except Exception as e:CODE
LOW…xtjs-react-expert/scripts/react_performance_checker.py108 except Exception as e:CODE
LOW…xtjs-react-expert/scripts/react_performance_checker.py140 except Exception as e:CODE
LOW…xtjs-react-expert/scripts/react_performance_checker.py161 except Exception as e:CODE
LOW…xtjs-react-expert/scripts/react_performance_checker.py185 except Exception as e:CODE
LOW…xtjs-react-expert/scripts/react_performance_checker.py206 except Exception as e:CODE
LOW.agents/skills/api-patterns/scripts/api_validator.py89 except Exception as e:CODE
LOW.agents/skills/api-patterns/scripts/api_validator.py157 except Exception as e:CODE
LOW.agents/skills/geo-fundamentals/scripts/geo_checker.py124 except Exception as exc:CODE
LOW.agents/skills/lint-and-validate/scripts/lint_runner.py110 except Exception as e:CODE
Deep Nesting22 hits · 22 pts
SeverityFileLineSnippetContext
LOW.agents/scripts/session_manager.py22CODE
LOW.agents/scripts/session_manager.py67CODE
LOW.agents/scripts/validate_kit.py126CODE
LOW.agents/skills/mobile-design/scripts/mobile_audit.py81CODE
LOW…s/vulnerability-scanner/scripts/dependency_analyzer.py29CODE
LOW…/skills/vulnerability-scanner/scripts/security_scan.py112CODE
LOW…/skills/vulnerability-scanner/scripts/security_scan.py143CODE
LOW…/skills/vulnerability-scanner/scripts/security_scan.py193CODE
LOW…/skills/vulnerability-scanner/scripts/security_scan.py227CODE
LOW…/skills/vulnerability-scanner/scripts/security_scan.py270CODE
LOW…nts/skills/database-design/scripts/schema_validator.py47CODE
LOW…gents/skills/i18n-localization/scripts/i18n_checker.py73CODE
LOW…gents/skills/i18n-localization/scripts/i18n_checker.py135CODE
LOW.agents/skills/testing-patterns/scripts/test_runner.py27CODE
LOW…xtjs-react-expert/scripts/react_performance_checker.py43CODE
LOW…xtjs-react-expert/scripts/react_performance_checker.py111CODE
LOW…xtjs-react-expert/scripts/react_performance_checker.py143CODE
LOW…xtjs-react-expert/scripts/react_performance_checker.py164CODE
LOW.agents/skills/api-patterns/scripts/api_validator.py37CODE
LOW.agents/skills/lint-and-validate/scripts/lint_runner.py29CODE
LOW.agents/skills/lint-and-validate/scripts/lint_runner.py72CODE
LOW…ents/skills/lint-and-validate/scripts/type_coverage.py156CODE
Fake / Example Data10 hits · 14 pts
SeverityFileLineSnippetContext
LOW.agents/workflows/test.md121 const credentials = { email: 'test@test.com', password: 'pass123' };CODE
LOW.agents/workflows/test.md132 const credentials = { email: 'test@test.com', password: 'wrong' };CODE
LOW⚡.agents/skills/frontend-design/style-minimalist.md21- DO NOT use generic placeholder names like "John Doe", "Acme Corp", or "Lorem Ipsum". Use realistic, contextual contentCODE
LOW⚡.agents/skills/frontend-design/style-minimalist.md21- DO NOT use generic placeholder names like "John Doe", "Acme Corp", or "Lorem Ipsum". Use realistic, contextual contentCODE
LOW⚡.agents/skills/frontend-design/style-minimalist.md21- DO NOT use generic placeholder names like "John Doe", "Acme Corp", or "Lorem Ipsum". Use realistic, contextual contentCODE
LOW⚡.agents/skills/frontend-design/redesign.md79- **Generic names like "John Doe" or "Jane Smith".** Use diverse, realistic-sounding names.CODE
LOW⚡.agents/skills/frontend-design/redesign.md81- **Placeholder company names like "Acme Corp", "Nexus", "SmartFlow".** Invent contextual, believable brand names.CODE
LOW⚡.agents/skills/frontend-design/redesign.md88- **Lorem Ipsum.** Never use placeholder latin text. Write real draft copy.CODE
LOW.agents/skills/frontend-design/SKILL.md631### 9.D Content & Data ("Jane Doe" Effect)COMMENT
LOW.agents/skills/frontend-design/SKILL.md632* **NO generic names.** "John Doe", "Sarah Chan", "Jack Su" → use creative, realistic, locale-appropriate names.COMMENT
Cross-Language Confusion3 hits · 10 pts
SeverityFileLineSnippetContext
HIGH…nts/skills/webapp-testing/scripts/playwright_runner.py27 return {"url": url, "status": "error", "error": "Playwright is not installed", "fix": "pip install playwright &&CODE
HIGH…nts/skills/webapp-testing/scripts/playwright_runner.py46 const text = (el) => (el.innerText || el.textContent || '').trim();STRING
HIGH…nts/skills/webapp-testing/scripts/playwright_runner.py55 return !el.getAttribute('aria-label') && !el.getAttribute('aria-labelledby') && !(id && docuSTRING
Modern AI Meta-Vocabulary3 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUM.agents/hooks/README.md120- Native `PreToolUse` hooks: <https://codelabs.developers.google.com/secure-agentic-coding>CODE
MEDIUM.agents/skills/intelligent-routing/SKILL.md225### With /orchestrate CommandCOMMENT
MEDIUM.agents/skills/geo-fundamentals/SKILL.md45## 3. RAG Retrieval FactorsCOMMENT
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGH.agents/skills/mobile-design/mobile-performance.md4> **This file covers the #1 area where AI-generated code FAILS.**CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.agents/scripts/session_manager.py58 # Simple count for now, comprehensive tracking would require git diff or extensive historyCOMMENT