Repository Analysis

googleapis/google-api-go-client

Auto-generated Google APIs for Go.

6.7 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of googleapis/google-api-go-client, a Go project with 4,460 GitHub stars. SynthScan v2.0 examined 5,407,481 lines of code across 1435 source files, recording 50168 pattern matches distributed across 9 syntactic categories. The overall adjusted score of 6.7 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).

6.7
Adjusted Score
6.7
Raw Score
100%
Time Factor
2026-07-14
Last Push
4.5K
Stars
Go
Language
5.4M
Lines of Code
1.4K
Files
50.2K
Pattern Hits
2026-07-14
Scan Date
0.43
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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 0HIGH 618MEDIUM 682LOW 48868

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 50168 distinct pattern matches across 9 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.

Over-Commented Block48231 hits · 28872 pts
SeverityFileLineSnippetContext
LOWdoc.go1// Copyright 2019 Google LLC. All rights reserved.COMMENT
LOWdoc.go21// https://cloud.google.com/docs/authentication/production), or by providing aCOMMENT
LOWdoc.go41// Many parameters are specified using ints. However, underlying APIs mightCOMMENT
LOWdoc.go61//COMMENT
LOWdoc.go81// if gErr, ok := err.(*googleapi.Error); ok {COMMENT
LOWdoc.go101// If an API call returns an Operation, that means it could take some time toCOMMENT
LOWdoc.go121// Initial: time.Second,COMMENT
LOWdoc.go141// }COMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go1// Copyright 2026 Google LLC.COMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go21//COMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go181 // ClaimReview: One or more reviews of this claim (namely, a fact-checkingCOMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go241 // worst to best. Corresponds to `ClaimReview.reviewRating.bestRating`.COMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go281 // Publisher: The publisher of this claim review.COMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go341 // aside from the one specified in `claim_first_appearance`. Corresponds toCOMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go361 // this field to allow you the override the default value, but the onlyCOMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go381}COMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go401 PageUrl string `json:"pageUrl,omitempty"`COMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go461// sult: A claim and its associated information.COMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go481}COMMENT
LOWfactchecktools/v1alpha1/factchecktools-gen.go541}COMMENT
LOWareainsights/v1/areainsights-gen.go1// Copyright 2026 Google LLC.COMMENT
LOWareainsights/v1/areainsights-gen.go21//COMMENT
LOWareainsights/v1/areainsights-gen.go161COMMENT
LOWareainsights/v1/areainsights-gen.go201 // Possible values:COMMENT
LOWareainsights/v1/areainsights-gen.go241// ComputeInsightsResponse: Response for the ComputeInsights RPC.COMMENT
LOWareainsights/v1/areainsights-gen.go301 // used.COMMENT
LOWareainsights/v1/areainsights-gen.go321 // RatingFilter: Optional. Restricts results to places whose average userCOMMENT
LOWareainsights/v1/areainsights-gen.go341 type NoMethod FilterCOMMENT
LOWareainsights/v1/areainsights-gen.go441// counterclockwise ordered sequence. The coordinates form a closed loop andCOMMENT
LOWareainsights/v1/areainsights-gen.go461func (s Polygon) MarshalJSON() ([]byte, error) {COMMENT
LOWareainsights/v1/areainsights-gen.go521 // omitted from API requests. SeeCOMMENT
LOWareainsights/v1/areainsights-gen.go541// "steak_house". Use included_primary_types and excluded_primary_types toCOMMENT
LOWareainsights/v1/areainsights-gen.go561 // IncludedPrimaryTypes: Optional. Included primary Place types.COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go1// Copyright 2026 Google LLC.COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go21//COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go41//COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go181}COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go201 DisplayName string `json:"displayName,omitempty"`COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go221 // required IAM permissions.COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go281// GoogleCloudBillingBudgetsV1CustomPeriod: All date times begin at 12 AM USCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go301}COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go321 // January 1, February 1, March 1, and so on.COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go341 // "EXCLUDE_ALL_CREDITS" - All types of credit are added to the net cost toCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go361 // account, regardless of which project the usage occurred on.COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go381 // the field is omitted, the report includes usage from the parent account andCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go401COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go421 // ForceSendFields is a list of field names (e.g. "Budgets") to unconditionallyCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go441type GoogleCloudBillingBudgetsV1NotificationsRule struct {COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go461 // notification channels before you link them to a budget_. For guidance onCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go481 // enable at least one of the email notification options, either using theCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go501 // By default, fields with empty or default values are omitted from APICOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go521// sent to the email recipients you specify in the NotificationsRuleCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go541 // budget's time period is a Filter.calendar_period. It cannot be set inCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go581// defining duplicated empty messages in your APIs. A typical example is to useCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go601 // or 0 to specify a year by itself or a year and month where the day isn'tCOMMENT
LOWbillingbudgets/v1beta1/billingbudgets-gen.go1// Copyright 2026 Google LLC.COMMENT
LOWbillingbudgets/v1beta1/billingbudgets-gen.go21//COMMENT
LOWbillingbudgets/v1beta1/billingbudgets-gen.go41//COMMENT
LOWbillingbudgets/v1beta1/billingbudgets-gen.go181}COMMENT
LOWbillingbudgets/v1beta1/billingbudgets-gen.go201 // MonitoringNotificationChannels: Optional. Targets to send notifications toCOMMENT
48171 more matches not shown…
Synthetic Comment Markers618 hits · 4632 pts
SeverityFileLineSnippetContext
HIGHfactchecktools/v1alpha1/factchecktools-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHareainsights/v1/areainsights-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHbillingbudgets/v1/billingbudgets-gen.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHbillingbudgets/v1beta1/billingbudgets-gen.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHdataflow/v1b3/dataflow-gen.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGH…veloperreporting/v1beta1/playdeveloperreporting-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGH…eloperreporting/v1alpha1/playdeveloperreporting-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHiamcredentials/v1/iamcredentials-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHprivateca/v1/privateca-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHprivateca/v1beta1/privateca-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHsolar/v1/solar-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHcloudfunctions/v1/cloudfunctions-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHcloudfunctions/v1beta2/cloudfunctions-gen.go59// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHcloudfunctions/v2beta/cloudfunctions-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHcloudfunctions/v2/cloudfunctions-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHcloudfunctions/v2alpha/cloudfunctions-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHessentialcontacts/v1/essentialcontacts-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHorgpolicy/v2/orgpolicy-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHremotebuildexecution/v1/remotebuildexecution-gen.go59// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGH…motebuildexecution/v1alpha/remotebuildexecution-gen.go59// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHremotebuildexecution/v2/remotebuildexecution-gen.go59// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHurlshortener/v1/urlshortener-gen.go58// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHworkstations/v1/workstations-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHworkstations/v1beta/workstations-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHwebrisk/v1/webrisk-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHkeep/v1/keep-gen.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHdatastream/v1/datastream-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHdatastream/v1alpha1/datastream-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHservicenetworking/v1/servicenetworking-gen.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHservicenetworking/v1beta/servicenetworking-gen.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHbinaryauthorization/v1/binaryauthorization-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHbinaryauthorization/v1beta1/binaryauthorization-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHarea120tables/v1alpha1/area120tables-gen.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHconnectors/v1/connectors-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHconnectors/v2/connectors-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHapihub/v1/apihub-gen.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHapigeeregistry/v1/apigeeregistry-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHbeyondcorp/v1/beyondcorp-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHbeyondcorp/v1alpha/beyondcorp-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHtoolresults/v1beta3/toolresults-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHtoolresults/v1/toolresults-gen.go59// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHclouderrorreporting/v1beta1/clouderrorreporting-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHcivicinfo/v2/civicinfo-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGH…usinessverifications/v1/mybusinessverifications-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHdeveloperconnect/v1/developerconnect-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHdatapipelines/v1/datapipelines-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHfirebasedynamiclinks/v1/firebasedynamiclinks-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHruntimeconfig/v1/runtimeconfig-gen.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHruntimeconfig/v1beta1/runtimeconfig-gen.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHstoragebatchoperations/v1/storagebatchoperations-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHtracing/v2/tracing-gen.go62// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHadexchangebuyer2/v2beta1/adexchangebuyer2-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHfirebasecrashlytics/v1alpha/firebasecrashlytics-gen.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHsaasservicemgmt/v1/saasservicemgmt-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHsaasservicemgmt/v1beta1/saasservicemgmt-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHproximitybeacon/v1beta1/proximitybeacon-gen.go59// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHresourcesettings/v1/resourcesettings-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHdatalineage/v1/datalineage-gen.go60// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHlibraryagent/v1/libraryagent-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHacmedns/v1/acmedns-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
558 more matches not shown…
Self-Referential Comments609 hits · 1830 pts
SeverityFileLineSnippetContext
MEDIUMfactchecktools/v1alpha1/factchecktools-gen.go22// # Creating a clientCOMMENT
MEDIUMareainsights/v1/areainsights-gen.go22// # Creating a clientCOMMENT
MEDIUMbillingbudgets/v1/billingbudgets-gen.go22// # Creating a clientCOMMENT
MEDIUMbillingbudgets/v1beta1/billingbudgets-gen.go22// # Creating a clientCOMMENT
MEDIUMdataflow/v1b3/dataflow-gen.go22// # Creating a clientCOMMENT
MEDIUM…veloperreporting/v1beta1/playdeveloperreporting-gen.go22// # Creating a clientCOMMENT
MEDIUM…eloperreporting/v1alpha1/playdeveloperreporting-gen.go22// # Creating a clientCOMMENT
MEDIUMiamcredentials/v1/iamcredentials-gen.go22// # Creating a clientCOMMENT
MEDIUMprivateca/v1/privateca-gen.go22// # Creating a clientCOMMENT
MEDIUMprivateca/v1beta1/privateca-gen.go22// # Creating a clientCOMMENT
MEDIUMsolar/v1/solar-gen.go22// # Creating a clientCOMMENT
MEDIUMcloudfunctions/v1/cloudfunctions-gen.go22// # Creating a clientCOMMENT
MEDIUMcloudfunctions/v1beta2/cloudfunctions-gen.go11// # Creating a clientCOMMENT
MEDIUMcloudfunctions/v2beta/cloudfunctions-gen.go22// # Creating a clientCOMMENT
MEDIUMcloudfunctions/v2/cloudfunctions-gen.go22// # Creating a clientCOMMENT
MEDIUMcloudfunctions/v2alpha/cloudfunctions-gen.go22// # Creating a clientCOMMENT
MEDIUMessentialcontacts/v1/essentialcontacts-gen.go22// # Creating a clientCOMMENT
MEDIUMorgpolicy/v2/orgpolicy-gen.go22// # Creating a clientCOMMENT
MEDIUMremotebuildexecution/v1/remotebuildexecution-gen.go11// # Creating a clientCOMMENT
MEDIUM…motebuildexecution/v1alpha/remotebuildexecution-gen.go11// # Creating a clientCOMMENT
MEDIUMremotebuildexecution/v2/remotebuildexecution-gen.go11// # Creating a clientCOMMENT
MEDIUMurlshortener/v1/urlshortener-gen.go11// # Creating a clientCOMMENT
MEDIUMworkstations/v1/workstations-gen.go22// # Creating a clientCOMMENT
MEDIUMworkstations/v1beta/workstations-gen.go22// # Creating a clientCOMMENT
MEDIUMwebrisk/v1/webrisk-gen.go22// # Creating a clientCOMMENT
MEDIUMkeep/v1/keep-gen.go22// # Creating a clientCOMMENT
MEDIUMdatastream/v1/datastream-gen.go22// # Creating a clientCOMMENT
MEDIUMdatastream/v1alpha1/datastream-gen.go22// # Creating a clientCOMMENT
MEDIUMservicenetworking/v1/servicenetworking-gen.go22// # Creating a clientCOMMENT
MEDIUMservicenetworking/v1beta/servicenetworking-gen.go22// # Creating a clientCOMMENT
MEDIUMbinaryauthorization/v1/binaryauthorization-gen.go22// # Creating a clientCOMMENT
MEDIUMbinaryauthorization/v1beta1/binaryauthorization-gen.go22// # Creating a clientCOMMENT
MEDIUMarea120tables/v1alpha1/area120tables-gen.go22// # Creating a clientCOMMENT
MEDIUMconnectors/v1/connectors-gen.go22// # Creating a clientCOMMENT
MEDIUMconnectors/v2/connectors-gen.go22// # Creating a clientCOMMENT
MEDIUMapihub/v1/apihub-gen.go22// # Creating a clientCOMMENT
MEDIUMapigeeregistry/v1/apigeeregistry-gen.go22// # Creating a clientCOMMENT
MEDIUMbeyondcorp/v1/beyondcorp-gen.go22// # Creating a clientCOMMENT
MEDIUMbeyondcorp/v1alpha/beyondcorp-gen.go22// # Creating a clientCOMMENT
MEDIUMtoolresults/v1beta3/toolresults-gen.go22// # Creating a clientCOMMENT
MEDIUMtoolresults/v1/toolresults-gen.go11// # Creating a clientCOMMENT
MEDIUMclouderrorreporting/v1beta1/clouderrorreporting-gen.go22// # Creating a clientCOMMENT
MEDIUMcivicinfo/v2/civicinfo-gen.go22// # Creating a clientCOMMENT
MEDIUM…usinessverifications/v1/mybusinessverifications-gen.go22// # Creating a clientCOMMENT
MEDIUMdeveloperconnect/v1/developerconnect-gen.go22// # Creating a clientCOMMENT
MEDIUMdatapipelines/v1/datapipelines-gen.go22// # Creating a clientCOMMENT
MEDIUMfirebasedynamiclinks/v1/firebasedynamiclinks-gen.go22// # Creating a clientCOMMENT
MEDIUMruntimeconfig/v1/runtimeconfig-gen.go22// # Creating a clientCOMMENT
MEDIUMruntimeconfig/v1beta1/runtimeconfig-gen.go22// # Creating a clientCOMMENT
MEDIUMstoragebatchoperations/v1/storagebatchoperations-gen.go22// # Creating a clientCOMMENT
MEDIUMtracing/v2/tracing-gen.go11// # Creating a clientCOMMENT
MEDIUMadexchangebuyer2/v2beta1/adexchangebuyer2-gen.go22// # Creating a clientCOMMENT
MEDIUMfirebasecrashlytics/v1alpha/firebasecrashlytics-gen.go22// # Creating a clientCOMMENT
MEDIUMsaasservicemgmt/v1/saasservicemgmt-gen.go22// # Creating a clientCOMMENT
MEDIUMsaasservicemgmt/v1beta1/saasservicemgmt-gen.go22// # Creating a clientCOMMENT
MEDIUMproximitybeacon/v1beta1/proximitybeacon-gen.go11// # Creating a clientCOMMENT
MEDIUMresourcesettings/v1/resourcesettings-gen.go22// # Creating a clientCOMMENT
MEDIUMdatalineage/v1/datalineage-gen.go11// # Creating a clientCOMMENT
MEDIUMlibraryagent/v1/libraryagent-gen.go22// # Creating a clientCOMMENT
MEDIUMacmedns/v1/acmedns-gen.go22// # Creating a clientCOMMENT
549 more matches not shown…
Example Usage Blocks609 hits · 913 pts
SeverityFileLineSnippetContext
LOWfactchecktools/v1alpha1/factchecktools-gen.go24// Usage example:COMMENT
LOWareainsights/v1/areainsights-gen.go24// Usage example:COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go24// Usage example:COMMENT
LOWbillingbudgets/v1beta1/billingbudgets-gen.go24// Usage example:COMMENT
LOWdataflow/v1b3/dataflow-gen.go24// Usage example:COMMENT
LOW…veloperreporting/v1beta1/playdeveloperreporting-gen.go24// Usage example:COMMENT
LOW…eloperreporting/v1alpha1/playdeveloperreporting-gen.go24// Usage example:COMMENT
LOWiamcredentials/v1/iamcredentials-gen.go24// Usage example:COMMENT
LOWprivateca/v1/privateca-gen.go24// Usage example:COMMENT
LOWprivateca/v1beta1/privateca-gen.go24// Usage example:COMMENT
LOWsolar/v1/solar-gen.go24// Usage example:COMMENT
LOWcloudfunctions/v1/cloudfunctions-gen.go24// Usage example:COMMENT
LOWcloudfunctions/v1beta2/cloudfunctions-gen.go13// Usage example:COMMENT
LOWcloudfunctions/v2beta/cloudfunctions-gen.go24// Usage example:COMMENT
LOWcloudfunctions/v2/cloudfunctions-gen.go24// Usage example:COMMENT
LOWcloudfunctions/v2alpha/cloudfunctions-gen.go24// Usage example:COMMENT
LOWessentialcontacts/v1/essentialcontacts-gen.go24// Usage example:COMMENT
LOWorgpolicy/v2/orgpolicy-gen.go24// Usage example:COMMENT
LOWremotebuildexecution/v1/remotebuildexecution-gen.go13// Usage example:COMMENT
LOW…motebuildexecution/v1alpha/remotebuildexecution-gen.go13// Usage example:COMMENT
LOWremotebuildexecution/v2/remotebuildexecution-gen.go13// Usage example:COMMENT
LOWurlshortener/v1/urlshortener-gen.go13// Usage example:COMMENT
LOWworkstations/v1/workstations-gen.go24// Usage example:COMMENT
LOWworkstations/v1beta/workstations-gen.go24// Usage example:COMMENT
LOWwebrisk/v1/webrisk-gen.go24// Usage example:COMMENT
LOWkeep/v1/keep-gen.go24// Usage example:COMMENT
LOWdatastream/v1/datastream-gen.go24// Usage example:COMMENT
LOWdatastream/v1alpha1/datastream-gen.go24// Usage example:COMMENT
LOWservicenetworking/v1/servicenetworking-gen.go24// Usage example:COMMENT
LOWservicenetworking/v1beta/servicenetworking-gen.go24// Usage example:COMMENT
LOWbinaryauthorization/v1/binaryauthorization-gen.go24// Usage example:COMMENT
LOWbinaryauthorization/v1beta1/binaryauthorization-gen.go24// Usage example:COMMENT
LOWarea120tables/v1alpha1/area120tables-gen.go24// Usage example:COMMENT
LOWconnectors/v1/connectors-gen.go24// Usage example:COMMENT
LOWconnectors/v2/connectors-gen.go24// Usage example:COMMENT
LOWapihub/v1/apihub-gen.go24// Usage example:COMMENT
LOWapigeeregistry/v1/apigeeregistry-gen.go24// Usage example:COMMENT
LOWbeyondcorp/v1/beyondcorp-gen.go24// Usage example:COMMENT
LOWbeyondcorp/v1alpha/beyondcorp-gen.go24// Usage example:COMMENT
LOWtoolresults/v1beta3/toolresults-gen.go24// Usage example:COMMENT
LOWtoolresults/v1/toolresults-gen.go13// Usage example:COMMENT
LOWclouderrorreporting/v1beta1/clouderrorreporting-gen.go24// Usage example:COMMENT
LOWcivicinfo/v2/civicinfo-gen.go24// Usage example:COMMENT
LOW…usinessverifications/v1/mybusinessverifications-gen.go24// Usage example:COMMENT
LOWdeveloperconnect/v1/developerconnect-gen.go24// Usage example:COMMENT
LOWdatapipelines/v1/datapipelines-gen.go24// Usage example:COMMENT
LOWfirebasedynamiclinks/v1/firebasedynamiclinks-gen.go24// Usage example:COMMENT
LOWruntimeconfig/v1/runtimeconfig-gen.go24// Usage example:COMMENT
LOWruntimeconfig/v1beta1/runtimeconfig-gen.go24// Usage example:COMMENT
LOWstoragebatchoperations/v1/storagebatchoperations-gen.go24// Usage example:COMMENT
LOWtracing/v2/tracing-gen.go13// Usage example:COMMENT
LOWadexchangebuyer2/v2beta1/adexchangebuyer2-gen.go24// Usage example:COMMENT
LOWfirebasecrashlytics/v1alpha/firebasecrashlytics-gen.go24// Usage example:COMMENT
LOWsaasservicemgmt/v1/saasservicemgmt-gen.go24// Usage example:COMMENT
LOWsaasservicemgmt/v1beta1/saasservicemgmt-gen.go24// Usage example:COMMENT
LOWproximitybeacon/v1beta1/proximitybeacon-gen.go13// Usage example:COMMENT
LOWresourcesettings/v1/resourcesettings-gen.go24// Usage example:COMMENT
LOWdatalineage/v1/datalineage-gen.go13// Usage example:COMMENT
LOWlibraryagent/v1/libraryagent-gen.go24// Usage example:COMMENT
LOWacmedns/v1/acmedns-gen.go24// Usage example:COMMENT
549 more matches not shown…
Modern AI Meta-Vocabulary37 hits · 108 pts
SeverityFileLineSnippetContext
MEDIUMpagespeedonline/v5/pagespeedonline-gen.go257 // AgenticBrowsing: The agentic browsing category, containing all agenticCOMMENT
MEDIUMpagespeedonline/v5/pagespeedonline-gen.go1118// ability to be rendered by an agentic browsing system.COMMENT
MEDIUMfirebasedataconnect/v1/firebasedataconnect-gen.go3089// or data description. This allows users to scaffold new types and tablesCOMMENT
MEDIUMfirebasedataconnect/v1beta/firebasedataconnect-gen.go3089// or data description. This allows users to scaffold new types and tablesCOMMENT
MEDIUMces/v1/ces-gen.go12565// List: Lists guardrails in the given app.COMMENT
MEDIUMces/v1/ces-gen.go12567// - parent: The resource name of the app to list guardrails from.COMMENT
MEDIUMces/v1/ces-gen.go12575// listing the guardrails. See https://google.aip.dev/160 for more details.COMMENT
MEDIUMces/v1/ces-gen.go490 // Guardrails: Optional. List of guardrails for the agent. Format:COMMENT
MEDIUMces/v1/ces-gen.go491 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUMces/v1/ces-gen.go963 // Guardrails: Optional. List of guardrails for the app. Format:COMMENT
MEDIUMces/v1/ces-gen.go964 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUMces/v1/ces-gen.go977 // Individual resources (e.g. agents, guardrails) can override theseCOMMENT
MEDIUMces/v1/ces-gen.go1046 // Guardrails: Optional. List of guardrails in the app.COMMENT
MEDIUMces/v1/ces-gen.go3725 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUMces/v1/ces-gen.go5484 // Guardrails: The list of guardrails.COMMENT
MEDIUMces/v1/ces-gen.go6924 // Context: Context messages for external supervision guardrails.COMMENT
MEDIUMces/v1/ces-gen.go12292// Do executes the "ces.projects.locations.apps.guardrails.create" call.COMMENT
MEDIUMces/v1/ces-gen.go12408// Do executes the "ces.projects.locations.apps.guardrails.delete" call.COMMENT
MEDIUMces/v1/ces-gen.go12517// Do executes the "ces.projects.locations.apps.guardrails.get" call.COMMENT
MEDIUMces/v1/ces-gen.go12656// Do executes the "ces.projects.locations.apps.guardrails.list" call.COMMENT
MEDIUMces/v1/ces-gen.go12729// `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`.COMMENT
MEDIUMces/v1/ces-gen.go12790// Do executes the "ces.projects.locations.apps.guardrails.patch" call.COMMENT
MEDIUMlogging/v2/logging-api.json10596 "description": "Optional. The ID of the Cloud Trace (https://docs.cloud.google.com/trace/docs) span associatedCODE
MEDIUMsts/v1/sts-api.json345 "description": "Fetches the signing keys for an agentic or managed workload identity pool and retuCODE
MEDIUMsts/v1/sts-api.json371 "description": "Gets the OIDC provider configuration for an agentic or managed workload identity pCODE
MEDIUMsts/v1/sts-api.json371 "description": "Gets the OIDC provider configuration for an agentic or managed workload identity pCODE
MEDIUMsts/v1/sts-api.json409 "description": "Fetches the signing keys for an agentic or managed workload identity pool and retuCODE
MEDIUMsts/v1/sts-api.json435 "description": "Gets the OIDC provider configuration for an agentic or managed workload identity pCODE
MEDIUMsts/v1/sts-api.json435 "description": "Gets the OIDC provider configuration for an agentic or managed workload identity pCODE
MEDIUMsts/v1/sts-gen.go953// GetJwks: Fetches the signing keys for an agentic or managed workloadCOMMENT
MEDIUMsts/v1/sts-gen.go955// (https://tools.ietf.org/html/rfc7517). For now, only agentic system poolsCOMMENT
MEDIUMsts/v1/sts-gen.go1079// GetOpenidConfiguration: Gets the OIDC provider configuration for an agenticCOMMENT
MEDIUMsts/v1/sts-gen.go1083// For now, only agentic system pools are supported. **Preview** This featureCOMMENT
MEDIUMsts/v1/sts-gen.go1208// GetJwks: Fetches the signing keys for an agentic or managed workloadCOMMENT
MEDIUMsts/v1/sts-gen.go1210// (https://tools.ietf.org/html/rfc7517). For now, only agentic system poolsCOMMENT
MEDIUMsts/v1/sts-gen.go1334// GetOpenidConfiguration: Gets the OIDC provider configuration for an agenticCOMMENT
MEDIUMsts/v1/sts-gen.go1338// For now, only agentic system pools are supported. **Preview** This featureCOMMENT
AI Slop Vocabulary28 hits · 77 pts
SeverityFileLineSnippetContext
MEDIUMremotebuildexecution/v1/remotebuildexecution-gen.go2208 // "FORBIDDEN" - Feature is forbidden. Requests attempting to leverageCOMMENT
MEDIUM…motebuildexecution/v1alpha/remotebuildexecution-gen.go2176 // "FORBIDDEN" - Feature is forbidden. Requests attempting to leverageCOMMENT
MEDIUMremotebuildexecution/v2/remotebuildexecution-gen.go2973 // "FORBIDDEN" - Feature is forbidden. Requests attempting to leverageCOMMENT
MEDIUMdatastream/v1/datastream-gen.go4979 // "ERROR" - Definitely cause issues with the Stream.COMMENT
MEDIUMdatastream/v1alpha1/datastream-gen.go2321 // "ERROR" - Definitely cause issues with the Stream.COMMENT
MEDIUMadexchangebuyer2/v2beta1/adexchangebuyer2-gen.go1446 // serving_restrictions will also exist. Note that this may be nuanced withCOMMENT
MEDIUMadexchangebuyer2/v2beta1/adexchangebuyer2-gen.go1493 // nuanced with other contextual restrictions, in which case, it may beCOMMENT
MEDIUMaddressvalidation/v1/addressvalidation-gen.go616// the backup address fields in the response if you utilize uspsData as theCOMMENT
MEDIUMwebsecurityscanner/v1/websecurityscanner-gen.go354 // user can leverage to reproduce the vulnerability.COMMENT
MEDIUMwebsecurityscanner/v1alpha/websecurityscanner-gen.go395 // leverage to reproduce the vulnerability.COMMENT
MEDIUMwebsecurityscanner/v1beta/websecurityscanner-gen.go352 // leverage to reproduce the vulnerability.COMMENT
MEDIUMadmin/directory/v1/admin-api.json7660 "description": "Optional. The condition associated with this role assignment. Note: Feature is available to EnCODE
MEDIUMbigqueryreservation/v1/bigqueryreservation-gen.go257 // for model training. These jobs will not utilize idle slots from otherCOMMENT
MEDIUMbigqueryreservation/v1/bigqueryreservation-gen.go282 // empty, jobs run by this principal will utilize the associated reservation.COMMENT
MEDIUMbigqueryreservation/v1beta1/bigqueryreservation-gen.go222 // BigQuery for model training. These jobs will not utilize idle slotsCOMMENT
MEDIUMbigquery/v2/bigquery-gen.go11561// should leverage either DDL (e.g. CREATE [TEMPORARY] FUNCTION ... ) or theCOMMENT
MEDIUMfirebaseappcheck/v1/firebaseappcheck-api.json2226 "description": "Specifies whether your running app is allowed to have the `UNRECOGNIZED_VERSION` [app recognitCODE
MEDIUMfirebaseappcheck/v1beta/firebaseappcheck-api.json2446 "description": "Specifies whether your running app is allowed to have the `UNRECOGNIZED_VERSION` [app recognitCODE
MEDIUMadexchangebuyer/v1.4/adexchangebuyer-gen.go876 // exist. Note that this may be nuanced with other contextualCOMMENT
MEDIUMadexchangebuyer/v1.4/adexchangebuyer-gen.go911 // exist. Note that this may be nuanced with other contextualCOMMENT
MEDIUMiam/v1/iam-gen.go1571 // UseDefaultSharedCa: Optional. If set to true, the trust domain will utilizeCOMMENT
MEDIUMiam/v1/iam-gen.go1801 // input content. Note that current version of the linter does not utilizeCOMMENT
MEDIUMml/v1/ml-api.json2085 "description": "Immutable. Specifies the command that runs when the container starts. This overrides the contaCODE
MEDIUMdlp/v2/dlp-api.json12947 "description": "Message for detecting output from deidentification transformations such as [`CryptoReplaceFfxFpeCoCODE
MEDIUMfirebaseml/v2beta/firebaseml-gen.go1655 // more nuanced response, but it will also use more tokens. This does notCOMMENT
MEDIUMfirebaseml/v2beta/firebaseml-gen.go4215 // Gemini will leverage it to automatically memorize the interactions betweenCOMMENT
MEDIUMmerchantapi/accounts/v1/merchantapi-api.json4575 "description": "The phone number's extension. The extension is not standardized in ITU recommendations, exceptCODE
MEDIUMmerchantapi/accounts_v1beta/merchantapi-api.json4452 "description": "The phone number's extension. The extension is not standardized in ITU recommendations, exceptCODE
Fake / Example Data23 hits · 28 pts
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LOWfactchecktools/v1alpha1/factchecktools-gen.go214 // Name: A person or organization stating the claim. For instance, "John Doe".COMMENT
LOWiamcredentials/v1/iamcredentials-gen.go478 // that contains a JWT Claims Set. For example: `{"sub": "user@example.com",COMMENT
LOWwalletobjects/v1/walletobjects-gen.go2308 // person. E.g. "John Doe" or "Jane Doe".COMMENT
LOWwalletobjects/v1/walletobjects-gen.go2308 // person. E.g. "John Doe" or "Jane Doe".COMMENT
LOWbigquery/v2/bigquery-gen.go11796// "userByEmail": "user@example.com", } ] } Please referCOMMENT
LOWslides/v1/slides-api.json1381 "placeholder": {CODE
LOWslides/v1/slides-api.json3047 "placeholder": {CODE
LOWandroidenterprise/v1/androidenterprise-api.json5014 "placeholder": {CODE
LOWiam/v1/iam-gen.go3416 // For example: `{"sub": "user@example.com", "iat": 313435}` If the JWT ClaimsCOMMENT
LOWiam/v1/iam-gen.go19180// `projects/-/serviceAccounts/fake@example.com/keys/fake-key`, which doesCOMMENT
LOWiam/v1/iam-gen.go19291// `projects/-/serviceAccounts/fake@example.com/keys/fake-key`, which doesCOMMENT
LOWiam/v1/iam-gen.go19406// `projects/-/serviceAccounts/fake@example.com/keys/fake-key`, which doesCOMMENT
LOWiam/v1/iam-gen.go19521// `projects/-/serviceAccounts/fake@example.com/keys/fake-key`, which doesCOMMENT
LOWiam/v1/iam-api.json3976 "description": "Required. The resource name of the service account key. Use one of the following fCODE
LOWiam/v1/iam-api.json4001 "description": "Required. The resource name of the service account key. Use one of the following fCODE
LOWiam/v1/iam-api.json4029 "description": "Required. The resource name of the service account key. Use one of the following fCODE
LOWiam/v1/iam-api.json4057 "description": "Required. The resource name of the service account key. Use one of the following fCODE
LOWmonitoring/v1/monitoring-gen.go1303 // "protoPayload.authenticationInfo.principalEmail='user@example.com'"COMMENT
LOWmonitoring/v1/monitoring-api.json1503 "description": "string filtering the events - event dependant. Example values: \"resource.labels.pod_name = 'pCODE
LOWimpersonate/example_test.go54 Subject: "admin@example.com",CODE
LOWimpersonate/user_test.go51 subject: "admin@example.com",CODE
LOWimpersonate/user_test.go58 subject: "admin@example.com",CODE
LOWimpersonate/impersonate_test.go61 Subject: "admin@example.com",CODE
Slop Phrases10 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMsearchads360/v0/searchads360-api.json14291 "The plan is not enabled and API cannot provide mutation, forecast or stats.",CODE
MEDIUMhealthcare/v1/healthcare-api.json3058 "description": "Bulk exports a Group resource and resources in the member field, including relatedCODE
MEDIUMhealthcare/v1beta1/healthcare-api.json3243 "description": "Bulk exports a Group resource and resources in the member field, including relatedCODE
MEDIUMadmin/directory/v1/admin-api.json8038 "description": "Output only. The customer ID to [retrieve all account users](https://developers.google.com/worCODE
MEDIUMfirebasehosting/v1beta1/firebasehosting-api.json228 "description": "Required. The fully-qualified resource name for the Hosting site, in the format: projeCODE
MEDIUMcustomsearch/v1/customsearch-api.json920 "description": "Metadata and refinements associated with the given search engine, including: * The name of theCODE
MEDIUMml/v1/ml-api.json3283 "description": "Optional. Specifies the type of virtual machine to use for your training job's master worker. CODE
MEDIUMdlp/v2/dlp-api.json13402 "description": "Specification of the field containing the timestamp of scanned items. Used for data sources liCODE
LOWmerchantapi/datasources/v1/merchantapi-api.json988 "description": "The [supplemental data source](https://developers.google.com/merchant/api/guides/data-sources/api-CODE
LOWmerchantapi/datasources_v1beta/merchantapi-api.json1000 "description": "The [supplemental data source](https://developers.google.com/merchant/api/guides/data-sources/api-CODE
TODO Padding3 hits · 7 pts
SeverityFileLineSnippetContext
LOWidtoken/examples_test.go19 // TODO: Handle error.COMMENT
LOWidtoken/examples_test.go23 // TODO: Handle error.COMMENT
LOWidtoken/examples_test.go27 // TODO: Handle error.COMMENT