AI Slop Code RIsk Monitor

googleapis/google-api-go-client

Auto-generated Google APIs for Go.

6.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for googleapis/google-api-go-client, a Go project with 4,485 GitHub stars. SynthScan examined 5,640,168 lines of code across 1471 source files, recording 52237 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 6.7 (Moderate pattern signal); it is not an authorship estimate.

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

6.7
Adjusted Signal
6.7
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
4.5K
Stars
Go
Language
5.6M
Lines of Code
1.5K
Files
52.2K
Pattern Hits
2026-10-12
Scan Date
0.43
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 28.5/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 52211 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 26 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 39.6/100 · MEDIUM

Which changes need focused human review? 52237 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 636MEDIUM 717LOW 50884

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 52237 distinct pattern matches across 9 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block50228 hits · 29988 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 // compute the actual spend against the budget amount, such as projects,COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go221 NotificationsRule *GoogleCloudBillingBudgetsV1NotificationsRule `json:"notificationsRule,omitempty"`COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go241 // `UpdateBudget` request (e.g., setting `input_state` toCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go281 LastPeriodAmount *GoogleCloudBillingBudgetsV1LastPeriodAmount `json:"lastPeriodAmount,omitempty"`COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go301func (s GoogleCloudBillingBudgetsV1BudgetAmount) MarshalJSON() ([]byte, error) {COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go321 // NullFields is a list of field names (e.g. "EndDate") to include in APICOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go341 // `spend_cap` is set, must be `MONTH` (or `usage_period` left unset, whichCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go361 // CreditTypesTreatment: Optional. If not set, default behavior isCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go381 // Labels: Optional. A single label and value pair specifying that usage fromCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go401 // empty.COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go421 // unconditionally include in API requests. By default, fields with empty orCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go441// are no other options yet. LastPeriodAmount cannot be set for a budgetCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go481 // IAM roles for the target account. Must be `false` (or unset) whenCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go501 // alert email recipientsCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go521 // default IAM recipients or Cloud Monitoring email notification channels. ToCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go561 // for mutation: - `CONFIGURED`: Must be set when creating a spend capCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go581 // start.COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go601 return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields)COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go621 // `spend_cap` is set on the budget, must be `CURRENT_SPEND` orCOMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go681COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go721type GoogleTypeMoney struct {COMMENT
LOWbillingbudgets/v1/billingbudgets-gen.go1241}COMMENT
LOWbillingbudgets/v1beta1/billingbudgets-gen.go1// Copyright 2026 Google LLC.COMMENT
50168 more matches not shown…
Synthetic Comment Markers636 hits · 4762 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.go80// 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
HIGHagenciesandbrands/v1/agenciesandbrands-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
HIGHftp/v1/ftp-gen.go75// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHftp/v1alpha/ftp-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.go80// Always reference these packages, just in case the auto-generated codeCOMMENT
HIGHsaasservicemgmt/v1beta1/saasservicemgmt-gen.go80// 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
576 more matches not shown…
Self-Referential Comments625 hits · 1878 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
MEDIUMagenciesandbrands/v1/agenciesandbrands-gen.go22// # Creating a clientCOMMENT
MEDIUM…usinessverifications/v1/mybusinessverifications-gen.go22// # Creating a clientCOMMENT
MEDIUMdeveloperconnect/v1/developerconnect-gen.go22// # Creating a clientCOMMENT
MEDIUMftp/v1/ftp-gen.go22// # Creating a clientCOMMENT
MEDIUMftp/v1alpha/ftp-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
565 more matches not shown…
Example Usage Blocks625 hits · 938 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
LOWagenciesandbrands/v1/agenciesandbrands-gen.go24// Usage example:COMMENT
LOW…usinessverifications/v1/mybusinessverifications-gen.go24// Usage example:COMMENT
LOWdeveloperconnect/v1/developerconnect-gen.go24// Usage example:COMMENT
LOWftp/v1/ftp-gen.go24// Usage example:COMMENT
LOWftp/v1alpha/ftp-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
565 more matches not shown…
Modern AI Meta-Vocabulary56 hits · 170 pts
SeverityFileLineSnippetContext
MEDIUMservicenetworking/v1/servicenetworking-gen.go4194 // recognized as agentic.COMMENT
MEDIUMservicenetworking/v1/servicenetworking-gen.go4195 // "TRAFFIC_SOURCE_AGENTIC" - This quota limit applies to only agenticCOMMENT
MEDIUMservicenetworking/v1beta/servicenetworking-gen.go3642 // recognized as agentic.COMMENT
MEDIUMservicenetworking/v1beta/servicenetworking-gen.go3643 // "TRAFFIC_SOURCE_AGENTIC" - This quota limit applies to only agenticCOMMENT
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
MEDIUMservicemanagement/v1/servicemanagement-gen.go4044 // recognized as agentic.COMMENT
MEDIUMservicemanagement/v1/servicemanagement-gen.go4045 // "TRAFFIC_SOURCE_AGENTIC" - This quota limit applies to only agenticCOMMENT
MEDIUMagentidentity/v1/agentidentity-gen.go255 // interacted with to produce this access summary. Typically an agentic SPIFFECOMMENT
MEDIUMagentidentity/v1alpha/agentidentity-gen.go259 // interacted with to produce this access summary. Typically an agentic SPIFFECOMMENT
MEDIUMagentidentity/v1beta/agentidentity-gen.go259 // interacted with to produce this access summary. Typically an agentic SPIFFECOMMENT
MEDIUMfirebasedataconnect/v1/firebasedataconnect-gen.go3264// or data description. This allows users to scaffold new types and tablesCOMMENT
MEDIUMfirebasedataconnect/v1beta/firebasedataconnect-gen.go3264// or data description. This allows users to scaffold new types and tablesCOMMENT
MEDIUM⚡ces/v1/ces-gen.go14311// List: Lists guardrails in the given app.COMMENT
MEDIUM⚡ces/v1/ces-gen.go14313// - parent: The resource name of the app to list guardrails from.COMMENT
MEDIUM⚡ces/v1/ces-gen.go14321// listing the guardrails. See https://google.aip.dev/160 for more details.COMMENT
MEDIUMces/v1/ces-gen.go502 // Guardrails: Optional. List of guardrails for the agent. Format:COMMENT
MEDIUMces/v1/ces-gen.go503 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUMces/v1/ces-gen.go1029 // Guardrails: Optional. List of guardrails for the app. Format:COMMENT
MEDIUMces/v1/ces-gen.go1030 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUMces/v1/ces-gen.go1043 // Individual resources (e.g. agents, guardrails) can override theseCOMMENT
MEDIUMces/v1/ces-gen.go1112 // Guardrails: Optional. List of guardrails in the app.COMMENT
MEDIUMces/v1/ces-gen.go4331 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUMces/v1/ces-gen.go6249 // Guardrails: The list of guardrails.COMMENT
MEDIUMces/v1/ces-gen.go14038// Do executes the "ces.projects.locations.apps.guardrails.create" call.COMMENT
MEDIUMces/v1/ces-gen.go14154// Do executes the "ces.projects.locations.apps.guardrails.delete" call.COMMENT
MEDIUMces/v1/ces-gen.go14263// Do executes the "ces.projects.locations.apps.guardrails.get" call.COMMENT
MEDIUMces/v1/ces-gen.go14402// Do executes the "ces.projects.locations.apps.guardrails.list" call.COMMENT
MEDIUMces/v1/ces-gen.go14475// `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`.COMMENT
MEDIUMces/v1/ces-gen.go14536// Do executes the "ces.projects.locations.apps.guardrails.patch" call.COMMENT
MEDIUMserviceusage/v1/serviceusage-gen.go4743 // recognized as agentic.COMMENT
MEDIUMserviceusage/v1/serviceusage-gen.go4744 // "TRAFFIC_SOURCE_AGENTIC" - This quota limit applies to only agenticCOMMENT
MEDIUM⚡serviceusage/v1beta1/serviceusage-gen.go1304 // (e.g. agentic). This is an informational field used to categorize and filterCOMMENT
MEDIUM⚡serviceusage/v1beta1/serviceusage-gen.go1311 // recognized as agentic.COMMENT
MEDIUM⚡serviceusage/v1beta1/serviceusage-gen.go1312 // "TRAFFIC_SOURCE_AGENTIC" - This quota limit applies to only agenticCOMMENT
MEDIUMserviceusage/v1beta1/serviceusage-gen.go5133 // recognized as agentic.COMMENT
MEDIUMserviceusage/v1beta1/serviceusage-gen.go5134 // "TRAFFIC_SOURCE_AGENTIC" - This quota limit applies to only agenticCOMMENT
MEDIUM…consumermanagement/v1/serviceconsumermanagement-gen.go3355 // recognized as agentic.COMMENT
MEDIUM…consumermanagement/v1/serviceconsumermanagement-gen.go3356 // "TRAFFIC_SOURCE_AGENTIC" - This quota limit applies to only agenticCOMMENT
MEDIUM…mermanagement/v1beta1/serviceconsumermanagement-gen.go3136 // recognized as agentic.COMMENT
MEDIUM…mermanagement/v1beta1/serviceconsumermanagement-gen.go3137 // "TRAFFIC_SOURCE_AGENTIC" - This quota limit applies to only agenticCOMMENT
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.go5058 // "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.json7694 "description": "Optional. The condition associated with this role assignment. Note: Feature is available to EnCODE
MEDIUMbigqueryreservation/v1/bigqueryreservation-gen.go261 // for model training. These jobs will not utilize idle slots from otherCOMMENT
MEDIUMbigqueryreservation/v1/bigqueryreservation-gen.go296 // empty, jobs run by this principal 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.go11954// should leverage either DDL (e.g. CREATE [TEMPORARY] FUNCTION ... ) or theCOMMENT
MEDIUMfirebaseappcheck/v1/firebaseappcheck-api.json2144 "description": "Specifies whether your running app is allowed to have the `UNRECOGNIZED_VERSION` [app recognitCODE
MEDIUMfirebaseappcheck/v1beta/firebaseappcheck-api.json2360 "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.go1766 // input content. Note that current version of the linter does not utilizeCOMMENT
MEDIUMcloudbilling/v1/cloudbilling-gen.go579 // necessary for the agent to leverage this skill. As in the overallCOMMENT
MEDIUMml/v1/ml-api.json2085 "description": "Immutable. Specifies the command that runs when the container starts. This overrides the contaCODE
MEDIUMdlp/v2/dlp-api.json12962 "description": "Message for detecting output from deidentification transformations such as [`CryptoReplaceFfxFpeCoCODE
MEDIUMfirebaseml/v2beta/firebaseml-gen.go1821 // more nuanced response, but it will also use more tokens. This does notCOMMENT
MEDIUMfirebaseml/v2beta/firebaseml-gen.go4511 // Gemini will leverage it to automatically memorize the interactions betweenCOMMENT
MEDIUMmerchantapi/accounts/v1/merchantapi-api.json4585 "description": "The phone number's extension. The extension is not standardized in ITU recommendations, exceptCODE
MEDIUMmerchantapi/accounts_v1beta/merchantapi-api.json4462 "description": "The phone number's extension. The extension is not standardized in ITU recommendations, exceptCODE
Fake / Example Data26 hits · 33 pts
SeverityFileLineSnippetContext
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.go12189// "userByEmail": "user@example.com", } ] } Please referCOMMENT
LOWslides/v1/slides-api.json1545 "placeholder": {CODE
LOWslides/v1/slides-api.json3441 "placeholder": {CODE
LOWandroidenterprise/v1/androidenterprise-api.json5000 "placeholder": {CODE
LOWiam/v1/iam-gen.go3386 // For example: `{"sub": "user@example.com", "iat": 313435}` If the JWT ClaimsCOMMENT
LOWiam/v1/iam-gen.go19581// `projects/-/serviceAccounts/fake@example.com/keys/fake-key`, which doesCOMMENT
LOWiam/v1/iam-gen.go19692// `projects/-/serviceAccounts/fake@example.com/keys/fake-key`, which doesCOMMENT
LOWiam/v1/iam-gen.go19807// `projects/-/serviceAccounts/fake@example.com/keys/fake-key`, which doesCOMMENT
LOWiam/v1/iam-gen.go19922// `projects/-/serviceAccounts/fake@example.com/keys/fake-key`, which doesCOMMENT
LOWiam/v1/iam-api.json4088 "description": "Required. The resource name of the service account key. Use one of the following fCODE
LOWiam/v1/iam-api.json4113 "description": "Required. The resource name of the service account key. Use one of the following fCODE
LOWiam/v1/iam-api.json4141 "description": "Required. The resource name of the service account key. Use one of the following fCODE
LOWiam/v1/iam-api.json4169 "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
LOWvmwareengine/v1/vmwareengine-gen.go1462 // "user@example.com"}` and to specify the service accountCOMMENT
LOWvmwareengine/v1/vmwareengine-gen.go3302// use `{"user": "user@example.com"}` and for specifying service accountCOMMENT
LOWvmwareengine/v1/vmwareengine-gen.go3640 // "user@example.com"}` and to specify the service accountCOMMENT
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.json14374 "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.json8076 "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.json13417 "description": "Specification of the field containing the timestamp of scanned items. Used for data sources liCODE
LOWmerchantapi/datasources/v1/merchantapi-api.json994 "description": "The [supplemental data source](https://developers.google.com/merchant/api/guides/data-sources/api-CODE
LOWmerchantapi/datasources_v1beta/merchantapi-api.json1006 "description": "The [supplemental data source](https://developers.google.com/merchant/api/guides/data-sources/api-CODE
TODO Padding3 hits · 7 pts
SeverityFileLineSnippetContext
LOW⚡idtoken/examples_test.go19 // TODO: Handle error.COMMENT
LOW⚡idtoken/examples_test.go23 // TODO: Handle error.COMMENT
LOW⚡idtoken/examples_test.go27 // TODO: Handle error.COMMENT