Agent Skills for Google products and technologies
This report presents the forensic synthetic code analysis of google/skills, a Python project with 14,739 GitHub stars. SynthScan v2.0 examined 39,830 lines of code across 329 source files, recording 202 pattern matches distributed across 14 syntactic categories. The overall adjusted score of 8.6 places this repository in the Low 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).
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.
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.
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.
The scanner identified 202 distinct pattern matches across 14 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | skills/ads/google-ads-api-quickstart/SKILL.md | 88 | ## Step 1: Obtain Google Ads API Credentials | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/SKILL.md | 173 | ## Step 2: Choose Your Integration Strategy | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/SKILL.md | 255 | ## Step 4: Troubleshooting Common Errors | COMMENT |
| LOW | …lls/ads/google-ads-api-quickstart/references/python.md | 19 | ## Step 1: Environment & Installation | COMMENT |
| LOW | …lls/ads/google-ads-api-quickstart/references/python.md | 39 | ## Step 2: Configuration (`google-ads.yaml` & Alternate Methods) | COMMENT |
| LOW | …lls/ads/google-ads-api-quickstart/references/python.md | 66 | ## Step 3: Write the Quickstart Script | COMMENT |
| LOW | …lls/ads/google-ads-api-quickstart/references/python.md | 132 | ## Step 4: Run the Script | COMMENT |
| LOW | …lls/ads/google-ads-api-quickstart/references/python.md | 146 | ## Step 5: Verification & Troubleshooting | COMMENT |
| LOW | …lls/ads/google-ads-api-quickstart/references/dotnet.md | 9 | ## Step 1: Installation | COMMENT |
| LOW | …lls/ads/google-ads-api-quickstart/references/dotnet.md | 15 | ## Step 2: Configuration (Runtime Initialization) | COMMENT |
| LOW | …lls/ads/google-ads-api-quickstart/references/dotnet.md | 29 | ## Step 3: Write and Run the Quickstart Script | COMMENT |
| LOW | …lls/ads/google-ads-api-quickstart/references/dotnet.md | 88 | ## Step 4: Verification | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/php.md | 9 | ## Step 1: Installation | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/php.md | 15 | ## Step 2: Configuration (`google_ads_php.ini`) | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/php.md | 41 | ## Step 3: Write and Run the Quickstart Script | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/java.md | 12 | ## Step 1: Installation & Dependency Management | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/java.md | 37 | ## Step 2: Configuration (`ads.properties`) | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/java.md | 67 | ## Step 3: Write the Quickstart Script | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/java.md | 143 | ## Step 4: Compile and Run | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/java.md | 162 | ## Step 5: Verification & Troubleshooting | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/ruby.md | 9 | ## Step 1: Installation | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/ruby.md | 15 | ## Step 2: Configuration (`google_ads_config.rb`) | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/ruby.md | 40 | ## Step 3: Write and Run the Quickstart Script | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/perl.md | 9 | ## Step 1: Installation | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/perl.md | 15 | ## Step 2: Configuration (`googleads.properties`) | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/perl.md | 34 | ## Step 3: Write and Run the Quickstart Script | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/rest.md | 7 | ## Step 1: Obtain a Short-Lived Access Token | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/rest.md | 54 | ## Step 2: Make the HTTP POST Request to Retrieve Campaigns | COMMENT |
| LOW | skills/ads/google-ads-api-quickstart/references/rest.md | 86 | ## Step 3: Parse the JSON Response | COMMENT |
| LOW | skills/ads/data-manager-api-event-ingestion/SKILL.md | 25 | ### Step 1: Identify Use Case & Read Documentation | COMMENT |
| LOW | skills/ads/data-manager-api-event-ingestion/SKILL.md | 38 | ### Step 2: Retrieve Code Sample | COMMENT |
| LOW | skills/ads/data-manager-api-event-ingestion/SKILL.md | 52 | ### Step 3: Retrieve Migration Guides | COMMENT |
| LOW | skills/ads/data-manager-api-event-ingestion/SKILL.md | 75 | ### Step 4: Implementation | COMMENT |
| LOW | skills/ads/data-manager-api-audience-ingestion/SKILL.md | 24 | ### Step 1: Identify Use Case & Read Documentation | COMMENT |
| LOW | skills/ads/data-manager-api-audience-ingestion/SKILL.md | 37 | ### Step 2: Retrieve Code Sample | COMMENT |
| LOW | skills/ads/data-manager-api-audience-ingestion/SKILL.md | 51 | ### Step 3: Retrieve Migration Guides | COMMENT |
| LOW | skills/ads/data-manager-api-audience-ingestion/SKILL.md | 67 | ### Step 4: Implementation | COMMENT |
| LOW | skills/ads/google-ads-api-mcp-setup/SKILL.md | 40 | ## Step 1: Validate Your Google Ads API Credentials | COMMENT |
| LOW | skills/ads/google-ads-api-mcp-setup/SKILL.md | 58 | ## Step 2: Install Prerequisites (Python & pipx) | COMMENT |
| LOW | skills/ads/google-ads-api-mcp-setup/SKILL.md | 109 | ## Step 3: Install the Google Ads MCP Server | COMMENT |
| LOW | skills/ads/google-ads-api-mcp-setup/SKILL.md | 169 | ## Step 4: Configure Environment Variables | COMMENT |
| LOW | skills/ads/google-ads-api-mcp-setup/SKILL.md | 213 | ## Step 5: Integrate with Your AI Developer Tool | COMMENT |
| LOW | skills/ads/google-ads-api-mcp-setup/SKILL.md | 362 | ## Step 6: Verify the Integration (Testing) | COMMENT |
| LOW | skills/ads/google-ads-api-mcp-setup/SKILL.md | 424 | ## Step 7: Available MCP Tools & Usage Guide | COMMENT |
| LOW | …ervability/references/vpc-flow-logs-cost-estimation.md | 22 | ### Step 1: Scope & Capabilities (Boundaries) | COMMENT |
| LOW | …ervability/references/vpc-flow-logs-cost-estimation.md | 43 | ### Step 2: Configuration Defaults | COMMENT |
| LOW | …ervability/references/vpc-flow-logs-cost-estimation.md | 52 | ### Step 3: Resource Resolution (Discover Target Subnets) | COMMENT |
| LOW | …ervability/references/vpc-flow-logs-cost-estimation.md | 96 | ### Step 4: Retrieve Metrics (Batch Query) | COMMENT |
| LOW | …ervability/references/vpc-flow-logs-cost-estimation.md | 158 | ### Step 5: Cost Calculations (CLI Calculator) | COMMENT |
| LOW | …ervability/references/vpc-flow-logs-cost-estimation.md | 230 | ### Step 6: Format Report | COMMENT |
| LOW | …ud/google-cloud-global-frontend-configuration/SKILL.md | 35 | ### Step 1: Basics | COMMENT |
| LOW | …ud/google-cloud-global-frontend-configuration/SKILL.md | 42 | ### Step 2: Origin Configuration | COMMENT |
| LOW | …ud/google-cloud-global-frontend-configuration/SKILL.md | 57 | ### Step 3: Traffic Management & Extensibility | COMMENT |
| LOW | …ud/google-cloud-global-frontend-configuration/SKILL.md | 61 | ### Step 4: Caching (Cloud CDN) | COMMENT |
| LOW | …ud/google-cloud-global-frontend-configuration/SKILL.md | 87 | ### Step 5: Security (Cloud Armor) | COMMENT |
| LOW | …ud/google-cloud-global-frontend-configuration/SKILL.md | 105 | ### Step 6: Review & Deploy | COMMENT |
| LOW | …l-frontend-configuration/references/drift-detection.md | 18 | ### Step 1: Generate Infrastructure Preview | COMMENT |
| LOW | …l-frontend-configuration/references/drift-detection.md | 31 | ### Step 2: List Detected Drifts | COMMENT |
| LOW | …l-frontend-configuration/references/drift-detection.md | 44 | ### Step 3: Present Reconciliation Paths | COMMENT |
| LOW | skills/cloud/gke-security/SKILL.md | 116 | #### Step 1: Create the SecretProviderClass | COMMENT |
| 10 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | …d-solution-agentic-ai-bidirectional-streaming/SKILL.md | 15 | # Live bidirectional multimodal streaming agentic AI solution | COMMENT |
| MEDIUM⚡ | …d-solution-agentic-ai-bidirectional-streaming/SKILL.md | 42 | * [Enable live bidirectional multimodal streaming](https://docs.cloud.google.com/architecture/agentic-ai-bidirecti | COMMENT |
| MEDIUM⚡ | …d-solution-agentic-ai-bidirectional-streaming/SKILL.md | 43 | * [Choose your agentic AI architecture components](https://docs.cloud.google.com/architecture/choose-agentic-ai-ar | COMMENT |
| MEDIUM⚡ | …d-solution-agentic-ai-bidirectional-streaming/SKILL.md | 45 | * [Choose a design pattern for your agentic AI system](https://docs.cloud.google.com/architecture/choose-design-pa | COMMENT |
| MEDIUM | …d-solution-agentic-ai-bidirectional-streaming/SKILL.md | 92 | - [Enable live bidirectional multimodal streaming](https://docs.cloud.google.com/architecture/agentic-ai-bidirecti | CODE |
| MEDIUM | …d-solution-agentic-ai-bidirectional-streaming/SKILL.md | 94 | - [Choose your agentic AI architecture components](https://docs.cloud.google.com/architecture/choose-agentic-ai-ar | CODE |
| MEDIUM | …ls/cloud/agent-platform-rag-engine-management/SKILL.md | 13 | # Agent Platform RAG Engine Management | COMMENT |
| MEDIUM | …ls/cloud/agent-platform-rag-engine-management/SKILL.md | 162 | ## 2. Getting / Inspecting an Agent Platform RAG Engine Corpus | COMMENT |
| MEDIUM | …ls/cloud/agent-platform-rag-engine-management/SKILL.md | 222 | # Define the Agent Platform RAG Engine tool pointing to the corpus | COMMENT |
| MEDIUM | …ls/cloud/agent-platform-rag-engine-management/SKILL.md | 237 | # Generate content using the RAG Engine tool | COMMENT |
| MEDIUM | …-platform-eval-flywheel/references/failure_patterns.md | 13 | ### Low `hallucination` or `grounding` Score | COMMENT |
| MEDIUM | …tion-architecture/references/decision-making-guides.md | 5 | | Agentic AI: Architecture | https://docs.cloud.google.com/architecture/choose-agentic-ai-architecture-components.md.txt | CODE |
| MEDIUM | …tion-architecture/references/decision-making-guides.md | 6 | | Agentic AI: Design pattern | https://docs.cloud.google.com/architecture/choose-design-pattern-agentic-ai-system.md.txt | CODE |
| MEDIUM | …olution-architecture/references/architecture-guides.md | 6 | | [AI and ML](#ai-ml) | Design guides, reference architectures, and best practices for AI, MLOps, generative AI, and age | CODE |
| MEDIUM⚡ | …olution-architecture/references/architecture-guides.md | 49 | - [Agentic AI use case: Administer interactive learning](https://docs.cloud.google.com/architecture/agentic-ai-interacti | CODE |
| MEDIUM⚡ | …olution-architecture/references/architecture-guides.md | 50 | - [Agentic AI use case: Automate data science workflows](https://docs.cloud.google.com/architecture/agentic-ai-data-scie | CODE |
| MEDIUM⚡ | …olution-architecture/references/architecture-guides.md | 51 | - [Agentic AI use case: Build a multicloud open data lakehouse](https://docs.cloud.google.com/architecture/agentic-ai-bu | CODE |
| MEDIUM⚡ | …olution-architecture/references/architecture-guides.md | 52 | - [Agentic AI use case: Classify multimodal data](https://docs.cloud.google.com/architecture/agentic-ai-classify-multimo | CODE |
| MEDIUM⚡ | …olution-architecture/references/architecture-guides.md | 53 | - [Agentic AI use case: Enable live bidirectional multimodal streaming](https://docs.cloud.google.com/architecture/agent | CODE |
| MEDIUM⚡ | …olution-architecture/references/architecture-guides.md | 54 | - [Agentic AI use case: Multimodal GraphRAG resource orchestration](https://docs.cloud.google.com/architecture/agentic-a | CODE |
| MEDIUM⚡ | …olution-architecture/references/architecture-guides.md | 55 | - [Agentic AI use case: Orchestrate access to disparate enterprise systems](https://docs.cloud.google.com/architecture/a | CODE |
| MEDIUM⚡ | …olution-architecture/references/architecture-guides.md | 56 | - [Agentic AI use case: Orchestrate security operations workflows](https://docs.cloud.google.com/architecture/agentic-ai | CODE |
| MEDIUM⚡ | …olution-architecture/references/architecture-guides.md | 62 | - [Build trusted AI agents with Google Maps Platform](https://docs.cloud.google.com/architecture/agentic-ai-system-with- | CODE |
| MEDIUM⚡ | …olution-architecture/references/architecture-guides.md | 64 | - [Choose a design pattern for your agentic AI system](https://docs.cloud.google.com/architecture/choose-design-pattern- | CODE |
| MEDIUM⚡ | …olution-architecture/references/architecture-guides.md | 65 | - [Choose your agentic AI architecture components](https://docs.cloud.google.com/architecture/choose-agentic-ai-architec | CODE |
| MEDIUM | …olution-architecture/references/architecture-guides.md | 81 | - [Implement agentic analytics workflows for distributed data](https://docs.cloud.google.com/architecture/agentic-ai-cro | CODE |
| MEDIUM | …olution-architecture/references/architecture-guides.md | 86 | - [Multi-tenant agentic AI system](https://docs.cloud.google.com/architecture/multi-tenant-agentic-ai-system.md.txt): De | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …cloud/agent-platform-tuning/scripts/prepare_dataset.py | 118 | except Exception as e: # pylint: disable=broad-exception-caught | CODE |
| LOW | …ervability/references/vpc-flow-logs-cost-estimation.md | 139 | except Exception as e: | CODE |
| MEDIUM | …ervability/references/vpc-flow-logs-cost-estimation.md | 140 | print(f"Error: {e}", file=sys.stderr) | CODE |
| MEDIUM | …-platform-skill-registry/scripts/skill_registry_ops.py | 68 | print(f"Error: {response.status_code} - {response.text}") | CODE |
| MEDIUM | …-platform-skill-registry/scripts/skill_registry_ops.py | 91 | print(f"Error: {response.status_code} - {response.text}") | CODE |
| MEDIUM | …-platform-skill-registry/scripts/skill_registry_ops.py | 112 | print(f"Error: {response.status_code} - {response.text}") | CODE |
| MEDIUM | …-platform-skill-registry/scripts/skill_registry_ops.py | 133 | print(f"Error: {response.status_code} - {response.text}") | CODE |
| MEDIUM | …-platform-skill-registry/scripts/skill_registry_ops.py | 154 | print(f"Error: {response.status_code} - {response.text}") | CODE |
| MEDIUM | …-platform-skill-registry/scripts/skill_registry_ops.py | 215 | print(f"Error: {response.status_code} - {response.text}") | CODE |
| MEDIUM | …-platform-skill-registry/scripts/skill_registry_ops.py | 236 | print(f"Error: {response.status_code} - {response.text}") | CODE |
| MEDIUM | …-platform-skill-registry/scripts/skill_registry_ops.py | 260 | print(f"Error: {response.status_code} - {response.text}") | CODE |
| MEDIUM | …-platform-skill-registry/scripts/skill_registry_ops.py | 282 | print(f"Error: {response.status_code} - {response.text}") | CODE |
| LOW | …gent-platform-eval-flywheel/references/sdk_patterns.md | 241 | except Exception as e: | STRING |
| LOW | …gent-platform-eval-flywheel/scripts/maas_evaluation.py | 37 | except Exception as e: | CODE |
| LOW | …gent-platform-eval-flywheel/scripts/maas_evaluation.py | 48 | except Exception as e: | CODE |
| LOW | …gent-platform-eval-flywheel/scripts/inspect_results.py | 196 | except Exception as e: | CODE |
| LOW | …t-platform-eval-flywheel/scripts/render_html_report.py | 103 | except Exception as e: | CODE |
| LOW | …m-alert-configuration/scripts/create_online_monitor.py | 160 | except Exception as e: | CODE |
| MEDIUM | …m-alert-configuration/scripts/create_online_monitor.py | 161 | print(f"Error creating online monitor: {e}", file=sys.stderr) | CODE |
| LOW | …latform-alert-configuration/scripts/check_telemetry.py | 99 | except Exception as e: | CODE |
| MEDIUM | …latform-alert-configuration/scripts/check_telemetry.py | 100 | print(f"Error checking telemetry status: {e}", file=sys.stderr) | CODE |
| MEDIUM⚡ | …latform-alert-configuration/scripts/analyze_traffic.py | 300 | print(f"Error: {e}", file=sys.stderr) | CODE |
| LOW⚡ | …latform-alert-configuration/scripts/analyze_traffic.py | 302 | except Exception as e: | CODE |
| MEDIUM⚡ | …latform-alert-configuration/scripts/analyze_traffic.py | 303 | print(f"Error executing live query: {e}", file=sys.stderr) | CODE |
| LOW | …latform-alert-configuration/scripts/analyze_traffic.py | 322 | except Exception as e: | CODE |
| MEDIUM | …latform-alert-configuration/scripts/analyze_traffic.py | 323 | print(f"Error reading metrics data: {e}", file=sys.stderr) | CODE |
| MEDIUM | …latform-alert-configuration/scripts/analyze_traffic.py | 338 | print(f"Error: {e}", file=sys.stderr) | CODE |
| LOW | …latform-alert-configuration/scripts/validate_config.py | 255 | except Exception as e: | CODE |
| LOW | …latform-alert-configuration/scripts/validate_config.py | 359 | except Exception as e: | CODE |
| MEDIUM | …latform-alert-configuration/scripts/validate_config.py | 360 | print(f"Error reading file '{args.file}': {e}", file=sys.stderr) | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …t-platform-eval-flywheel/scripts/render_html_report.py | 39 | def render_loss_analysis_html(response_json_str: str) -> str: | CODE |
| LOW | …m-alert-configuration/scripts/create_online_monitor.py | 55 | def create_agent_online_monitor( | CODE |
| LOW | …rm-alert-configuration/scripts/check_telemetry_test.py | 48 | def test_check_agent_telemetry_enabled(self, mock_client_class): | CODE |
| LOW | …rm-alert-configuration/scripts/check_telemetry_test.py | 75 | def test_check_agent_telemetry_disabled_missing_telemetry_toggle( | CODE |
| LOW | …rm-alert-configuration/scripts/check_telemetry_test.py | 101 | def test_check_agent_telemetry_disabled_missing_capture_toggle( | CODE |
| LOW | …rt-configuration/scripts/create_online_monitor_test.py | 40 | def test_create_agent_online_monitor_already_exists_noop( | CODE |
| LOW | …rt-configuration/scripts/create_online_monitor_test.py | 82 | def test_create_agent_online_monitor_not_exists_creates_new( | CODE |
| LOW | …rt-configuration/scripts/create_online_monitor_test.py | 146 | def test_create_agent_online_monitor_failure(self, mock_client_class): | CODE |
| LOW⚡ | …rm-alert-configuration/scripts/analyze_traffic_test.py | 82 | def test_classify_constant_traffic(self): | CODE |
| LOW⚡ | …rm-alert-configuration/scripts/analyze_traffic_test.py | 89 | def test_classify_very_low_constant_traffic(self): | CODE |
| LOW⚡ | …rm-alert-configuration/scripts/analyze_traffic_test.py | 97 | def test_classify_near_zero_spike_falls_to_steady(self): | CODE |
| LOW⚡ | …rm-alert-configuration/scripts/analyze_traffic_test.py | 105 | def test_classify_single_spike_bursty(self): | CODE |
| LOW | …latform-alert-configuration/scripts/analyze_traffic.py | 50 | def compute_metrics_and_classify(values): | CODE |
| LOW⚡ | …rm-alert-configuration/scripts/validate_config_test.py | 36 | def test_lint_query_unbalanced_parentheses(self): | CODE |
| LOW⚡ | …rm-alert-configuration/scripts/validate_config_test.py | 44 | def test_lint_query_unbalanced_braces(self): | CODE |
| LOW⚡ | …rm-alert-configuration/scripts/validate_config_test.py | 52 | def test_lint_query_invalid_window(self): | CODE |
| LOW | …rm-alert-configuration/scripts/validate_config_test.py | 63 | def test_lint_query_valid_subquery_intervals(self): | CODE |
| LOW | …rm-alert-configuration/scripts/validate_config_test.py | 81 | def test_lint_query_invalid_subquery_intervals(self): | CODE |
| LOW⚡ | …rm-alert-configuration/scripts/validate_config_test.py | 102 | def test_lint_query_missing_reference(self): | CODE |
| LOW⚡ | …rm-alert-configuration/scripts/validate_config_test.py | 109 | def test_lint_query_valid_with_filter(self): | CODE |
| LOW⚡ | …rm-alert-configuration/scripts/validate_config_test.py | 113 | def test_lint_query_valid_with_regex_or_prefix_filter(self): | CODE |
| LOW⚡ | …rm-alert-configuration/scripts/validate_config_test.py | 120 | def test_scanner_extract_valid_hcl(self): | CODE |
| LOW | …rm-alert-configuration/scripts/validate_config_test.py | 143 | def test_scanner_extract_escaped_inline_query(self): | STRING |
| LOW | …rm-alert-configuration/scripts/validate_config_test.py | 184 | def test_validator_detects_duplicates(self): | STRING |
| LOW | …rm-alert-configuration/scripts/validate_config_test.py | 218 | def test_scanner_extracts_quality_metric_signal_type(self): | STRING |
| LOW | …rm-alert-configuration/scripts/validate_config_test.py | 251 | def test_validator_detects_quality_duplicates(self): | STRING |
| LOW | …latform-alert-configuration/scripts/validate_config.py | 241 | def validate_directory_tf_files(directory, expected_engine_var=None): | CODE |
| LOW | …s/analytics/google-analytics-admin-api-basics/SKILL.md | 196 | def sample_list_account_summaries(): | CODE |
| LOW | …ls/analytics/google-analytics-data-api-basics/SKILL.md | 229 | def sample_check_compatibility(property_id: str): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …-cluster-autoscaler/assets/find-scale-down-blockers.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | …gke-cluster-autoscaler/assets/log-autoscaler-events.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | …gke-cluster-autoscaler/assets/log-autoscaler-events.sh | 141 | else | COMMENT |
| LOW | …cluster-autoscaler/assets/capacity-buffer-serving.yaml | 1 | # Capacity Buffer for a serving ComputeClass — pre-warms node capacity so | COMMENT |
| LOW | …cluster-autoscaler/assets/capacity-buffer-serving.yaml | 61 | # apiVersion: apps/v1 | COMMENT |
| LOW | …loud/gke-golden-path/assets/golden-path-autopilot.yaml | 141 | enabled: true | COMMENT |
| LOW | …ute-classes/assets/postgres-primary-compute-class.yaml | 1 | # EXAMPLE TEMPLATE - DO NOT DEPLOY | COMMENT |
| LOW | …ud/gke-compute-classes/assets/log-autoscaler-events.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | …ud/gke-compute-classes/assets/log-autoscaler-events.sh | 141 | else | COMMENT |
| LOW | …te-classes/assets/restrict-computeclass-usage-vap.yaml | 1 | # EXAMPLE TEMPLATE - DO NOT DEPLOY | COMMENT |
| LOW | …-compute-classes/assets/system-pool-compute-class.yaml | 1 | # EXAMPLE TEMPLATE - DO NOT DEPLOY | COMMENT |
| LOW | …e-compute-classes/assets/dynamic-rwo-storageclass.yaml | 1 | # EXAMPLE TEMPLATE - DO NOT DEPLOY (adapt, then apply). | COMMENT |
| LOW | …sses/assets/balanced-reserved-zonal-compute-class.yaml | 1 | # EXAMPLE TEMPLATE - DO NOT DEPLOY | COMMENT |
| LOW | …sses/assets/balanced-reserved-zonal-compute-class.yaml | 61 | # spec: | COMMENT |
| LOW | …m-alert-configuration/scripts/create_online_monitor.py | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | …rm-alert-configuration/scripts/check_telemetry_test.py | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | …latform-alert-configuration/scripts/check_telemetry.py | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | …rt-configuration/scripts/create_online_monitor_test.py | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | …rm-alert-configuration/scripts/analyze_traffic_test.py | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | …latform-alert-configuration/scripts/analyze_traffic.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | …rm-alert-configuration/scripts/validate_config_test.py | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | …latform-alert-configuration/scripts/validate_config.py | 1 | #!/usr/bin/env python3 | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …cloud/agent-platform-tuning/scripts/prepare_dataset.py | 52 | CODE | |
| LOW | …cloud/agent-platform-tuning/scripts/prepare_dataset.py | 78 | CODE | |
| LOW | …-platform-skill-registry/scripts/skill_registry_ops.py | 26 | CODE | |
| LOW | …-platform-skill-registry/scripts/skill_registry_ops.py | 161 | CODE | |
| LOW | …-platform-skill-registry/scripts/skill_registry_ops.py | 289 | CODE | |
| LOW | …ent-platform-eval-flywheel/scripts/validate_dataset.py | 135 | CODE | |
| LOW | …ent-platform-eval-flywheel/scripts/validate_dataset.py | 161 | CODE | |
| LOW | …-platform-eval-flywheel/scripts/endpoint_evaluation.py | 12 | CODE | |
| LOW | …gent-platform-eval-flywheel/scripts/inspect_results.py | 46 | CODE | |
| LOW | …ent-platform-eval-flywheel/scripts/parse_adk_traces.py | 178 | CODE | |
| LOW | …latform-alert-configuration/scripts/analyze_traffic.py | 255 | CODE | |
| LOW | …latform-alert-configuration/scripts/validate_config.py | 31 | CODE | |
| LOW | …latform-alert-configuration/scripts/validate_config.py | 111 | CODE | |
| LOW | …latform-alert-configuration/scripts/validate_config.py | 241 | CODE | |
| LOW | …latform-alert-configuration/scripts/validate_config.py | 317 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| CRITICAL | …te-classes/assets/restrict-computeclass-usage-vap.yaml | 50 | variables.podSpec.affinity.nodeAffinity.requiredDuringSchedulingIgnoredDuringExecution.nodeSelectorTerms.exists(t | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …cloud/agent-platform-tuning/scripts/prepare_dataset.py | 176 | # Use the datasets library to perform the split as requested | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | …sses/assets/balanced-reserved-zonal-compute-class.yaml | 57 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …sses/assets/balanced-reserved-zonal-compute-class.yaml | 73 | # --------------------------------------------------------------------------- | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | skills/cloud/gemini-api/SKILL.md | 79 | export GOOGLE_API_KEY='your-api-key' | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …latform-alert-configuration/scripts/analyze_traffic.py | 180 | Queries live Vertex AI reasoning engine request count metrics for 14 days. Args: project_id: The GCP project ID | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | …s/cloud/agent-platform-inference/scripts/verify_all.sh | 4 | # Create a temporary directory for the virtual environment | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …latform-alert-configuration/scripts/check_telemetry.py | 34 | # Check if agent_resource_name is already a full path or needs formatting | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | skills/cloud/agent-platform-tuning/SKILL.md | 270 | > because the dataset file (e.g. `my_data.jsonl` or `dummy_data.jsonl`) cannot | CODE |