Repository Analysis

google/skills

Agent Skills for Google products and technologies

8.6 Low AI signal View on GitHub

Analysis Overview

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).

8.6
Adjusted Score
8.6
Raw Score
100%
Time Factor
2026-07-14
Last Push
14.7K
Stars
Python
Language
39.8K
Lines of Code
329
Files
202
Pattern Hits
2026-07-14
Scan Date
0.01
HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 1HIGH 3MEDIUM 47LOW 151

Directory Score Breakdown

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

Pattern Findings

The scanner identified 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.

Structural Annotation Overuse70 hits · 105 pts
SeverityFileLineSnippetContext
LOWskills/ads/google-ads-api-quickstart/SKILL.md88## Step 1: Obtain Google Ads API CredentialsCOMMENT
LOWskills/ads/google-ads-api-quickstart/SKILL.md173## Step 2: Choose Your Integration StrategyCOMMENT
LOWskills/ads/google-ads-api-quickstart/SKILL.md255## Step 4: Troubleshooting Common ErrorsCOMMENT
LOW…lls/ads/google-ads-api-quickstart/references/python.md19## Step 1: Environment & InstallationCOMMENT
LOW…lls/ads/google-ads-api-quickstart/references/python.md39## Step 2: Configuration (`google-ads.yaml` & Alternate Methods)COMMENT
LOW…lls/ads/google-ads-api-quickstart/references/python.md66## Step 3: Write the Quickstart ScriptCOMMENT
LOW…lls/ads/google-ads-api-quickstart/references/python.md132## Step 4: Run the ScriptCOMMENT
LOW…lls/ads/google-ads-api-quickstart/references/python.md146## Step 5: Verification & TroubleshootingCOMMENT
LOW…lls/ads/google-ads-api-quickstart/references/dotnet.md9## Step 1: InstallationCOMMENT
LOW…lls/ads/google-ads-api-quickstart/references/dotnet.md15## Step 2: Configuration (Runtime Initialization)COMMENT
LOW…lls/ads/google-ads-api-quickstart/references/dotnet.md29## Step 3: Write and Run the Quickstart ScriptCOMMENT
LOW…lls/ads/google-ads-api-quickstart/references/dotnet.md88## Step 4: VerificationCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/php.md9## Step 1: InstallationCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/php.md15## Step 2: Configuration (`google_ads_php.ini`)COMMENT
LOWskills/ads/google-ads-api-quickstart/references/php.md41## Step 3: Write and Run the Quickstart ScriptCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/java.md12## Step 1: Installation & Dependency ManagementCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/java.md37## Step 2: Configuration (`ads.properties`)COMMENT
LOWskills/ads/google-ads-api-quickstart/references/java.md67## Step 3: Write the Quickstart ScriptCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/java.md143## Step 4: Compile and RunCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/java.md162## Step 5: Verification & TroubleshootingCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/ruby.md9## Step 1: InstallationCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/ruby.md15## Step 2: Configuration (`google_ads_config.rb`)COMMENT
LOWskills/ads/google-ads-api-quickstart/references/ruby.md40## Step 3: Write and Run the Quickstart ScriptCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/perl.md9## Step 1: InstallationCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/perl.md15## Step 2: Configuration (`googleads.properties`)COMMENT
LOWskills/ads/google-ads-api-quickstart/references/perl.md34## Step 3: Write and Run the Quickstart ScriptCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/rest.md7## Step 1: Obtain a Short-Lived Access TokenCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/rest.md54## Step 2: Make the HTTP POST Request to Retrieve CampaignsCOMMENT
LOWskills/ads/google-ads-api-quickstart/references/rest.md86## Step 3: Parse the JSON ResponseCOMMENT
LOWskills/ads/data-manager-api-event-ingestion/SKILL.md25### Step 1: Identify Use Case & Read DocumentationCOMMENT
LOWskills/ads/data-manager-api-event-ingestion/SKILL.md38### Step 2: Retrieve Code SampleCOMMENT
LOWskills/ads/data-manager-api-event-ingestion/SKILL.md52### Step 3: Retrieve Migration GuidesCOMMENT
LOWskills/ads/data-manager-api-event-ingestion/SKILL.md75### Step 4: ImplementationCOMMENT
LOWskills/ads/data-manager-api-audience-ingestion/SKILL.md24### Step 1: Identify Use Case & Read DocumentationCOMMENT
LOWskills/ads/data-manager-api-audience-ingestion/SKILL.md37### Step 2: Retrieve Code SampleCOMMENT
LOWskills/ads/data-manager-api-audience-ingestion/SKILL.md51### Step 3: Retrieve Migration GuidesCOMMENT
LOWskills/ads/data-manager-api-audience-ingestion/SKILL.md67### Step 4: ImplementationCOMMENT
LOWskills/ads/google-ads-api-mcp-setup/SKILL.md40## Step 1: Validate Your Google Ads API CredentialsCOMMENT
LOWskills/ads/google-ads-api-mcp-setup/SKILL.md58## Step 2: Install Prerequisites (Python & pipx)COMMENT
LOWskills/ads/google-ads-api-mcp-setup/SKILL.md109## Step 3: Install the Google Ads MCP ServerCOMMENT
LOWskills/ads/google-ads-api-mcp-setup/SKILL.md169## Step 4: Configure Environment VariablesCOMMENT
LOWskills/ads/google-ads-api-mcp-setup/SKILL.md213## Step 5: Integrate with Your AI Developer ToolCOMMENT
LOWskills/ads/google-ads-api-mcp-setup/SKILL.md362## Step 6: Verify the Integration (Testing)COMMENT
LOWskills/ads/google-ads-api-mcp-setup/SKILL.md424## Step 7: Available MCP Tools & Usage GuideCOMMENT
LOW…ervability/references/vpc-flow-logs-cost-estimation.md22### Step 1: Scope & Capabilities (Boundaries)COMMENT
LOW…ervability/references/vpc-flow-logs-cost-estimation.md43### Step 2: Configuration DefaultsCOMMENT
LOW…ervability/references/vpc-flow-logs-cost-estimation.md52### Step 3: Resource Resolution (Discover Target Subnets)COMMENT
LOW…ervability/references/vpc-flow-logs-cost-estimation.md96### Step 4: Retrieve Metrics (Batch Query)COMMENT
LOW…ervability/references/vpc-flow-logs-cost-estimation.md158### Step 5: Cost Calculations (CLI Calculator)COMMENT
LOW…ervability/references/vpc-flow-logs-cost-estimation.md230### Step 6: Format ReportCOMMENT
LOW…ud/google-cloud-global-frontend-configuration/SKILL.md35### Step 1: BasicsCOMMENT
LOW…ud/google-cloud-global-frontend-configuration/SKILL.md42### Step 2: Origin ConfigurationCOMMENT
LOW…ud/google-cloud-global-frontend-configuration/SKILL.md57### Step 3: Traffic Management & ExtensibilityCOMMENT
LOW…ud/google-cloud-global-frontend-configuration/SKILL.md61### Step 4: Caching (Cloud CDN)COMMENT
LOW…ud/google-cloud-global-frontend-configuration/SKILL.md87### Step 5: Security (Cloud Armor)COMMENT
LOW…ud/google-cloud-global-frontend-configuration/SKILL.md105### Step 6: Review & DeployCOMMENT
LOW…l-frontend-configuration/references/drift-detection.md18### Step 1: Generate Infrastructure PreviewCOMMENT
LOW…l-frontend-configuration/references/drift-detection.md31### Step 2: List Detected DriftsCOMMENT
LOW…l-frontend-configuration/references/drift-detection.md44### Step 3: Present Reconciliation PathsCOMMENT
LOWskills/cloud/gke-security/SKILL.md116#### Step 1: Create the SecretProviderClassCOMMENT
10 more matches not shown…
Modern AI Meta-Vocabulary27 hits · 78 pts
SeverityFileLineSnippetContext
MEDIUM…d-solution-agentic-ai-bidirectional-streaming/SKILL.md15# Live bidirectional multimodal streaming agentic AI solutionCOMMENT
MEDIUM…d-solution-agentic-ai-bidirectional-streaming/SKILL.md42 * [Enable live bidirectional multimodal streaming](https://docs.cloud.google.com/architecture/agentic-ai-bidirectiCOMMENT
MEDIUM…d-solution-agentic-ai-bidirectional-streaming/SKILL.md43 * [Choose your agentic AI architecture components](https://docs.cloud.google.com/architecture/choose-agentic-ai-arCOMMENT
MEDIUM…d-solution-agentic-ai-bidirectional-streaming/SKILL.md45 * [Choose a design pattern for your agentic AI system](https://docs.cloud.google.com/architecture/choose-design-paCOMMENT
MEDIUM…d-solution-agentic-ai-bidirectional-streaming/SKILL.md92 - [Enable live bidirectional multimodal streaming](https://docs.cloud.google.com/architecture/agentic-ai-bidirectiCODE
MEDIUM…d-solution-agentic-ai-bidirectional-streaming/SKILL.md94 - [Choose your agentic AI architecture components](https://docs.cloud.google.com/architecture/choose-agentic-ai-arCODE
MEDIUM…ls/cloud/agent-platform-rag-engine-management/SKILL.md13# Agent Platform RAG Engine ManagementCOMMENT
MEDIUM…ls/cloud/agent-platform-rag-engine-management/SKILL.md162## 2. Getting / Inspecting an Agent Platform RAG Engine CorpusCOMMENT
MEDIUM…ls/cloud/agent-platform-rag-engine-management/SKILL.md222# Define the Agent Platform RAG Engine tool pointing to the corpusCOMMENT
MEDIUM…ls/cloud/agent-platform-rag-engine-management/SKILL.md237# Generate content using the RAG Engine toolCOMMENT
MEDIUM…-platform-eval-flywheel/references/failure_patterns.md13### Low `hallucination` or `grounding` ScoreCOMMENT
MEDIUM…tion-architecture/references/decision-making-guides.md5| Agentic AI: Architecture | https://docs.cloud.google.com/architecture/choose-agentic-ai-architecture-components.md.txtCODE
MEDIUM…tion-architecture/references/decision-making-guides.md6| Agentic AI: Design pattern | https://docs.cloud.google.com/architecture/choose-design-pattern-agentic-ai-system.md.txtCODE
MEDIUM…olution-architecture/references/architecture-guides.md6| [AI and ML](#ai-ml) | Design guides, reference architectures, and best practices for AI, MLOps, generative AI, and ageCODE
MEDIUM…olution-architecture/references/architecture-guides.md49- [Agentic AI use case: Administer interactive learning](https://docs.cloud.google.com/architecture/agentic-ai-interactiCODE
MEDIUM…olution-architecture/references/architecture-guides.md50- [Agentic AI use case: Automate data science workflows](https://docs.cloud.google.com/architecture/agentic-ai-data-scieCODE
MEDIUM…olution-architecture/references/architecture-guides.md51- [Agentic AI use case: Build a multicloud open data lakehouse](https://docs.cloud.google.com/architecture/agentic-ai-buCODE
MEDIUM…olution-architecture/references/architecture-guides.md52- [Agentic AI use case: Classify multimodal data](https://docs.cloud.google.com/architecture/agentic-ai-classify-multimoCODE
MEDIUM…olution-architecture/references/architecture-guides.md53- [Agentic AI use case: Enable live bidirectional multimodal streaming](https://docs.cloud.google.com/architecture/agentCODE
MEDIUM…olution-architecture/references/architecture-guides.md54- [Agentic AI use case: Multimodal GraphRAG resource orchestration](https://docs.cloud.google.com/architecture/agentic-aCODE
MEDIUM…olution-architecture/references/architecture-guides.md55- [Agentic AI use case: Orchestrate access to disparate enterprise systems](https://docs.cloud.google.com/architecture/aCODE
MEDIUM…olution-architecture/references/architecture-guides.md56- [Agentic AI use case: Orchestrate security operations workflows](https://docs.cloud.google.com/architecture/agentic-aiCODE
MEDIUM…olution-architecture/references/architecture-guides.md62- [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.md64- [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.md65- [Choose your agentic AI architecture components](https://docs.cloud.google.com/architecture/choose-agentic-ai-architecCODE
MEDIUM…olution-architecture/references/architecture-guides.md81- [Implement agentic analytics workflows for distributed data](https://docs.cloud.google.com/architecture/agentic-ai-croCODE
MEDIUM…olution-architecture/references/architecture-guides.md86- [Multi-tenant agentic AI system](https://docs.cloud.google.com/architecture/multi-tenant-agentic-ai-system.md.txt): DeCODE
Excessive Try-Catch Wrapping30 hits · 49 pts
SeverityFileLineSnippetContext
LOW…cloud/agent-platform-tuning/scripts/prepare_dataset.py118 except Exception as e: # pylint: disable=broad-exception-caughtCODE
LOW…ervability/references/vpc-flow-logs-cost-estimation.md139except Exception as e:CODE
MEDIUM…ervability/references/vpc-flow-logs-cost-estimation.md140 print(f"Error: {e}", file=sys.stderr)CODE
MEDIUM…-platform-skill-registry/scripts/skill_registry_ops.py68 print(f"Error: {response.status_code} - {response.text}")CODE
MEDIUM…-platform-skill-registry/scripts/skill_registry_ops.py91 print(f"Error: {response.status_code} - {response.text}")CODE
MEDIUM…-platform-skill-registry/scripts/skill_registry_ops.py112 print(f"Error: {response.status_code} - {response.text}")CODE
MEDIUM…-platform-skill-registry/scripts/skill_registry_ops.py133 print(f"Error: {response.status_code} - {response.text}")CODE
MEDIUM…-platform-skill-registry/scripts/skill_registry_ops.py154 print(f"Error: {response.status_code} - {response.text}")CODE
MEDIUM…-platform-skill-registry/scripts/skill_registry_ops.py215 print(f"Error: {response.status_code} - {response.text}")CODE
MEDIUM…-platform-skill-registry/scripts/skill_registry_ops.py236 print(f"Error: {response.status_code} - {response.text}")CODE
MEDIUM…-platform-skill-registry/scripts/skill_registry_ops.py260 print(f"Error: {response.status_code} - {response.text}")CODE
MEDIUM…-platform-skill-registry/scripts/skill_registry_ops.py282 print(f"Error: {response.status_code} - {response.text}")CODE
LOW…gent-platform-eval-flywheel/references/sdk_patterns.md241except Exception as e:STRING
LOW…gent-platform-eval-flywheel/scripts/maas_evaluation.py37 except Exception as e:CODE
LOW…gent-platform-eval-flywheel/scripts/maas_evaluation.py48 except Exception as e:CODE
LOW…gent-platform-eval-flywheel/scripts/inspect_results.py196 except Exception as e:CODE
LOW…t-platform-eval-flywheel/scripts/render_html_report.py103 except Exception as e:CODE
LOW…m-alert-configuration/scripts/create_online_monitor.py160 except Exception as e:CODE
MEDIUM…m-alert-configuration/scripts/create_online_monitor.py161 print(f"Error creating online monitor: {e}", file=sys.stderr)CODE
LOW…latform-alert-configuration/scripts/check_telemetry.py99 except Exception as e:CODE
MEDIUM…latform-alert-configuration/scripts/check_telemetry.py100 print(f"Error checking telemetry status: {e}", file=sys.stderr)CODE
MEDIUM…latform-alert-configuration/scripts/analyze_traffic.py300 print(f"Error: {e}", file=sys.stderr)CODE
LOW…latform-alert-configuration/scripts/analyze_traffic.py302 except Exception as e:CODE
MEDIUM…latform-alert-configuration/scripts/analyze_traffic.py303 print(f"Error executing live query: {e}", file=sys.stderr)CODE
LOW…latform-alert-configuration/scripts/analyze_traffic.py322 except Exception as e:CODE
MEDIUM…latform-alert-configuration/scripts/analyze_traffic.py323 print(f"Error reading metrics data: {e}", file=sys.stderr)CODE
MEDIUM…latform-alert-configuration/scripts/analyze_traffic.py338 print(f"Error: {e}", file=sys.stderr)CODE
LOW…latform-alert-configuration/scripts/validate_config.py255 except Exception as e:CODE
LOW…latform-alert-configuration/scripts/validate_config.py359 except Exception as e:CODE
MEDIUM…latform-alert-configuration/scripts/validate_config.py360 print(f"Error reading file '{args.file}': {e}", file=sys.stderr)CODE
Hyper-Verbose Identifiers29 hits · 32 pts
SeverityFileLineSnippetContext
LOW…t-platform-eval-flywheel/scripts/render_html_report.py39def render_loss_analysis_html(response_json_str: str) -> str:CODE
LOW…m-alert-configuration/scripts/create_online_monitor.py55def create_agent_online_monitor(CODE
LOW…rm-alert-configuration/scripts/check_telemetry_test.py48 def test_check_agent_telemetry_enabled(self, mock_client_class):CODE
LOW…rm-alert-configuration/scripts/check_telemetry_test.py75 def test_check_agent_telemetry_disabled_missing_telemetry_toggle(CODE
LOW…rm-alert-configuration/scripts/check_telemetry_test.py101 def test_check_agent_telemetry_disabled_missing_capture_toggle(CODE
LOW…rt-configuration/scripts/create_online_monitor_test.py40 def test_create_agent_online_monitor_already_exists_noop(CODE
LOW…rt-configuration/scripts/create_online_monitor_test.py82 def test_create_agent_online_monitor_not_exists_creates_new(CODE
LOW…rt-configuration/scripts/create_online_monitor_test.py146 def test_create_agent_online_monitor_failure(self, mock_client_class):CODE
LOW…rm-alert-configuration/scripts/analyze_traffic_test.py82 def test_classify_constant_traffic(self):CODE
LOW…rm-alert-configuration/scripts/analyze_traffic_test.py89 def test_classify_very_low_constant_traffic(self):CODE
LOW…rm-alert-configuration/scripts/analyze_traffic_test.py97 def test_classify_near_zero_spike_falls_to_steady(self):CODE
LOW…rm-alert-configuration/scripts/analyze_traffic_test.py105 def test_classify_single_spike_bursty(self):CODE
LOW…latform-alert-configuration/scripts/analyze_traffic.py50def compute_metrics_and_classify(values):CODE
LOW…rm-alert-configuration/scripts/validate_config_test.py36 def test_lint_query_unbalanced_parentheses(self):CODE
LOW…rm-alert-configuration/scripts/validate_config_test.py44 def test_lint_query_unbalanced_braces(self):CODE
LOW…rm-alert-configuration/scripts/validate_config_test.py52 def test_lint_query_invalid_window(self):CODE
LOW…rm-alert-configuration/scripts/validate_config_test.py63 def test_lint_query_valid_subquery_intervals(self):CODE
LOW…rm-alert-configuration/scripts/validate_config_test.py81 def test_lint_query_invalid_subquery_intervals(self):CODE
LOW…rm-alert-configuration/scripts/validate_config_test.py102 def test_lint_query_missing_reference(self):CODE
LOW…rm-alert-configuration/scripts/validate_config_test.py109 def test_lint_query_valid_with_filter(self):CODE
LOW…rm-alert-configuration/scripts/validate_config_test.py113 def test_lint_query_valid_with_regex_or_prefix_filter(self):CODE
LOW…rm-alert-configuration/scripts/validate_config_test.py120 def test_scanner_extract_valid_hcl(self):CODE
LOW…rm-alert-configuration/scripts/validate_config_test.py143 def test_scanner_extract_escaped_inline_query(self):STRING
LOW…rm-alert-configuration/scripts/validate_config_test.py184 def test_validator_detects_duplicates(self):STRING
LOW…rm-alert-configuration/scripts/validate_config_test.py218 def test_scanner_extracts_quality_metric_signal_type(self):STRING
LOW…rm-alert-configuration/scripts/validate_config_test.py251 def test_validator_detects_quality_duplicates(self):STRING
LOW…latform-alert-configuration/scripts/validate_config.py241def validate_directory_tf_files(directory, expected_engine_var=None):CODE
LOW…s/analytics/google-analytics-admin-api-basics/SKILL.md196 def sample_list_account_summaries():CODE
LOW…ls/analytics/google-analytics-data-api-basics/SKILL.md229def sample_check_compatibility(property_id: str):CODE
Over-Commented Block22 hits · 22 pts
SeverityFileLineSnippetContext
LOW…-cluster-autoscaler/assets/find-scale-down-blockers.sh1#!/usr/bin/env bashCOMMENT
LOW…gke-cluster-autoscaler/assets/log-autoscaler-events.sh1#!/usr/bin/env bashCOMMENT
LOW…gke-cluster-autoscaler/assets/log-autoscaler-events.sh141elseCOMMENT
LOW…cluster-autoscaler/assets/capacity-buffer-serving.yaml1# Capacity Buffer for a serving ComputeClass — pre-warms node capacity soCOMMENT
LOW…cluster-autoscaler/assets/capacity-buffer-serving.yaml61# apiVersion: apps/v1COMMENT
LOW…loud/gke-golden-path/assets/golden-path-autopilot.yaml141 enabled: trueCOMMENT
LOW…ute-classes/assets/postgres-primary-compute-class.yaml1# EXAMPLE TEMPLATE - DO NOT DEPLOYCOMMENT
LOW…ud/gke-compute-classes/assets/log-autoscaler-events.sh1#!/usr/bin/env bashCOMMENT
LOW…ud/gke-compute-classes/assets/log-autoscaler-events.sh141elseCOMMENT
LOW…te-classes/assets/restrict-computeclass-usage-vap.yaml1# EXAMPLE TEMPLATE - DO NOT DEPLOYCOMMENT
LOW…-compute-classes/assets/system-pool-compute-class.yaml1# EXAMPLE TEMPLATE - DO NOT DEPLOYCOMMENT
LOW…e-compute-classes/assets/dynamic-rwo-storageclass.yaml1# EXAMPLE TEMPLATE - DO NOT DEPLOY (adapt, then apply).COMMENT
LOW…sses/assets/balanced-reserved-zonal-compute-class.yaml1# EXAMPLE TEMPLATE - DO NOT DEPLOYCOMMENT
LOW…sses/assets/balanced-reserved-zonal-compute-class.yaml61# spec:COMMENT
LOW…m-alert-configuration/scripts/create_online_monitor.py1# Copyright 2026 Google LLCCOMMENT
LOW…rm-alert-configuration/scripts/check_telemetry_test.py1# Copyright 2026 Google LLCCOMMENT
LOW…latform-alert-configuration/scripts/check_telemetry.py1# Copyright 2026 Google LLCCOMMENT
LOW…rt-configuration/scripts/create_online_monitor_test.py1# Copyright 2026 Google LLCCOMMENT
LOW…rm-alert-configuration/scripts/analyze_traffic_test.py1# Copyright 2026 Google LLCCOMMENT
LOW…latform-alert-configuration/scripts/analyze_traffic.py1#!/usr/bin/env python3COMMENT
LOW…rm-alert-configuration/scripts/validate_config_test.py1# Copyright 2026 Google LLCCOMMENT
LOW…latform-alert-configuration/scripts/validate_config.py1#!/usr/bin/env python3COMMENT
Deep Nesting15 hits · 15 pts
SeverityFileLineSnippetContext
LOW…cloud/agent-platform-tuning/scripts/prepare_dataset.py52CODE
LOW…cloud/agent-platform-tuning/scripts/prepare_dataset.py78CODE
LOW…-platform-skill-registry/scripts/skill_registry_ops.py26CODE
LOW…-platform-skill-registry/scripts/skill_registry_ops.py161CODE
LOW…-platform-skill-registry/scripts/skill_registry_ops.py289CODE
LOW…ent-platform-eval-flywheel/scripts/validate_dataset.py135CODE
LOW…ent-platform-eval-flywheel/scripts/validate_dataset.py161CODE
LOW…-platform-eval-flywheel/scripts/endpoint_evaluation.py12CODE
LOW…gent-platform-eval-flywheel/scripts/inspect_results.py46CODE
LOW…ent-platform-eval-flywheel/scripts/parse_adk_traces.py178CODE
LOW…latform-alert-configuration/scripts/analyze_traffic.py255CODE
LOW…latform-alert-configuration/scripts/validate_config.py31CODE
LOW…latform-alert-configuration/scripts/validate_config.py111CODE
LOW…latform-alert-configuration/scripts/validate_config.py241CODE
LOW…latform-alert-configuration/scripts/validate_config.py317CODE
Hallucination Indicators1 hit · 10 pts
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CRITICAL…te-classes/assets/restrict-computeclass-usage-vap.yaml50 variables.podSpec.affinity.nodeAffinity.requiredDuringSchedulingIgnoredDuringExecution.nodeSelectorTerms.exists(tCODE
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HIGH…cloud/agent-platform-tuning/scripts/prepare_dataset.py176 # Use the datasets library to perform the split as requestedCOMMENT
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MEDIUM…sses/assets/balanced-reserved-zonal-compute-class.yaml57# ---------------------------------------------------------------------------COMMENT
MEDIUM…sses/assets/balanced-reserved-zonal-compute-class.yaml73# ---------------------------------------------------------------------------COMMENT
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HIGHskills/cloud/gemini-api/SKILL.md79export GOOGLE_API_KEY='your-api-key'CODE
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HIGH…latform-alert-configuration/scripts/analyze_traffic.py180Queries live Vertex AI reasoning engine request count metrics for 14 days. Args: project_id: The GCP project IDSTRING
Self-Referential Comments1 hit · 3 pts
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MEDIUM…s/cloud/agent-platform-inference/scripts/verify_all.sh4# Create a temporary directory for the virtual environmentCOMMENT
Redundant / Tautological Comments1 hit · 2 pts
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LOW…latform-alert-configuration/scripts/check_telemetry.py34 # Check if agent_resource_name is already a full path or needs formattingCOMMENT
Fake / Example Data1 hit · 1 pts
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LOWskills/cloud/agent-platform-tuning/SKILL.md270> because the dataset file (e.g. `my_data.jsonl` or `dummy_data.jsonl`) cannotCODE