AI Slop Code RIsk Monitor

googleapis/google-cloud-go

Google Cloud Client Libraries for Go.

17.8 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for googleapis/google-cloud-go, a Go project with 4,518 GitHub stars. SynthScan examined 8,691,591 lines of code across 24813 source files, recording 116816 pattern matches distributed across 16 syntactic categories. The legacy adjusted pattern signal is 17.8 (Elevated 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.

17.8
Adjusted Signal
17.8
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
4.5K
Stars
Go
Language
8.7M
Lines of Code
24.8K
Files
116.8K
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 58.9/100 · HIGH

Can maintainers explain intent, assumptions, and trade-offs? 116763 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 52 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 49.1/100 · MEDIUM

Which changes need focused human review? 116816 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 14HIGH 23MEDIUM 130LOW 116649

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 116816 distinct pattern matches across 16 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.

TODO Padding72606 hits · 111470 pts
SeverityFileLineSnippetContext
LOWCHANGES.md2538 // TODO: Handle error.COMMENT
LOWCHANGES.md2563 // TODO: Handle error.COMMENT
LOWCHANGES.md2568 // TODO: Handle error.COMMENT
LOWCHANGES.md2580 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go36 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go53 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go70 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go85 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go107 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go117 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go132 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go142 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go157 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go167 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go182 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go197 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go219 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go229 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go244 // TODO: Handle error.COMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go254 // TODO: Handle error.COMMENT
LOW…iv1beta3/metrics_v1_beta3_client_example_go123_test.go37 // TODO: Handle error.COMMENT
LOW…iv1beta3/metrics_v1_beta3_client_example_go123_test.go47 // TODO: Handle error and break/return/continue. Iteration will stop after any error.COMMENT
LOW…iv1beta3/metrics_v1_beta3_client_example_go123_test.go63 // TODO: Handle error.COMMENT
LOW…iv1beta3/metrics_v1_beta3_client_example_go123_test.go73 // TODO: Handle error and break/return/continue. Iteration will stop after any error.COMMENT
LOW…w/apiv1beta3/snapshots_v1_beta3_client_example_test.go35 // TODO: Handle error.COMMENT
LOW…w/apiv1beta3/snapshots_v1_beta3_client_example_test.go52 // TODO: Handle error.COMMENT
LOW…w/apiv1beta3/snapshots_v1_beta3_client_example_test.go69 // TODO: Handle error.COMMENT
LOW…w/apiv1beta3/snapshots_v1_beta3_client_example_test.go79 // TODO: Handle error.COMMENT
LOW…w/apiv1beta3/snapshots_v1_beta3_client_example_test.go94 // TODO: Handle error.COMMENT
LOW…w/apiv1beta3/snapshots_v1_beta3_client_example_test.go104 // TODO: Handle error.COMMENT
LOW…w/apiv1beta3/snapshots_v1_beta3_client_example_test.go119 // TODO: Handle error.COMMENT
LOW…w/apiv1beta3/snapshots_v1_beta3_client_example_test.go129 // TODO: Handle error.COMMENT
LOW…v1beta3/messages_v1_beta3_client_example_go123_test.go37 // TODO: Handle error.COMMENT
LOW…v1beta3/messages_v1_beta3_client_example_go123_test.go47 // TODO: Handle error and break/return/continue. Iteration will stop after any error.COMMENT
LOW…ow/apiv1beta3/messages_v1_beta3_client_example_test.go36 // TODO: Handle error.COMMENT
LOW…ow/apiv1beta3/messages_v1_beta3_client_example_test.go53 // TODO: Handle error.COMMENT
LOW…ow/apiv1beta3/messages_v1_beta3_client_example_test.go70 // TODO: Handle error.COMMENT
LOW…ow/apiv1beta3/messages_v1_beta3_client_example_test.go85 // TODO: Handle error.COMMENT
LOWdataflow/apiv1beta3/templates_client_example_test.go35 // TODO: Handle error.COMMENT
LOWdataflow/apiv1beta3/templates_client_example_test.go52 // TODO: Handle error.COMMENT
LOWdataflow/apiv1beta3/templates_client_example_test.go69 // TODO: Handle error.COMMENT
LOWdataflow/apiv1beta3/templates_client_example_test.go79 // TODO: Handle error.COMMENT
LOWdataflow/apiv1beta3/templates_client_example_test.go94 // TODO: Handle error.COMMENT
LOWdataflow/apiv1beta3/templates_client_example_test.go104 // TODO: Handle error.COMMENT
LOWdataflow/apiv1beta3/templates_client_example_test.go119 // TODO: Handle error.COMMENT
LOWdataflow/apiv1beta3/templates_client_example_test.go129 // TODO: Handle error.COMMENT
LOWdataflow/apiv1beta3/doc.go49// // TODO: Handle error.COMMENT
LOWdataflow/apiv1beta3/doc.go67// // TODO: Handle error.COMMENT
LOW…aflow/apiv1beta3/flex_templates_client_example_test.go35 // TODO: Handle error.COMMENT
LOW…aflow/apiv1beta3/flex_templates_client_example_test.go52 // TODO: Handle error.COMMENT
LOW…aflow/apiv1beta3/flex_templates_client_example_test.go69 // TODO: Handle error.COMMENT
LOW…aflow/apiv1beta3/flex_templates_client_example_test.go79 // TODO: Handle error.COMMENT
LOW…low/apiv1beta3/metrics_v1_beta3_client_example_test.go36 // TODO: Handle error.COMMENT
LOW…low/apiv1beta3/metrics_v1_beta3_client_example_test.go53 // TODO: Handle error.COMMENT
LOW…low/apiv1beta3/metrics_v1_beta3_client_example_test.go70 // TODO: Handle error.COMMENT
LOW…low/apiv1beta3/metrics_v1_beta3_client_example_test.go85 // TODO: Handle error.COMMENT
LOW…low/apiv1beta3/metrics_v1_beta3_client_example_test.go107 // TODO: Handle error.COMMENT
LOW…low/apiv1beta3/metrics_v1_beta3_client_example_test.go117 // TODO: Handle error.COMMENT
LOW…low/apiv1beta3/metrics_v1_beta3_client_example_test.go132 // TODO: Handle error.COMMENT
LOW…low/apiv1beta3/metrics_v1_beta3_client_example_test.go147 // TODO: Handle error.COMMENT
72546 more matches not shown…
Over-Commented Block43606 hits · 41824 pts
SeverityFileLineSnippetContext
LOWlibrarian.yaml1# Copyright 2026 Google LLCCOMMENT
LOWdoc.go1// Copyright 2014 Google LLCCOMMENT
LOW…taflow/apiv1beta3/jobs_v1_beta3_client_example_test.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/version.go1// Copyright 2026 Google LLCCOMMENT
LOW…iv1beta3/metrics_v1_beta3_client_example_go123_test.go1// Copyright 2026 Google LLCCOMMENT
LOW…w/apiv1beta3/snapshots_v1_beta3_client_example_test.go1// Copyright 2026 Google LLCCOMMENT
LOW…v1beta3/messages_v1_beta3_client_example_go123_test.go1// Copyright 2026 Google LLCCOMMENT
LOW…flow/apiv1beta3/templates_client_example_go123_test.go1// Copyright 2026 Google LLCCOMMENT
LOW…ow/apiv1beta3/messages_v1_beta3_client_example_test.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/jobs_v1_beta3_client.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/jobs_v1_beta3_client.go161func (c *JobsV1Beta3Client) setGoogleClientInfo(keyval ...string) {COMMENT
LOWdataflow/apiv1beta3/jobs_v1_beta3_client.go181// Do not enter confidential information when you supply string values usingCOMMENT
LOWdataflow/apiv1beta3/jobs_v1_beta3_client.go201// projects.locations.jobs.update with a [regional endpoint]COMMENT
LOWdataflow/apiv1beta3/jobs_v1_beta3_client.go941COMMENT
LOWdataflow/apiv1beta3/templates_client_example_test.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/messages_v1_beta3_client.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/messages_v1_beta3_client.go121}COMMENT
LOW…1beta3/snapshots_v1_beta3_client_example_go123_test.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/templates_client.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/templates_client.go141// To create a job, we recommend using projects.locations.templates.createCOMMENT
LOWdataflow/apiv1beta3/templates_client.go161// GetTemplate get the template associated with a template.COMMENT
LOWdataflow/apiv1beta3/doc.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/doc.go21//COMMENT
LOWdataflow/apiv1beta3/doc.go41// ctx := context.Background()COMMENT
LOWdataflow/apiv1beta3/doc.go61// req := &dataflowpb.DeleteSnapshotRequest{COMMENT
LOWdataflow/apiv1beta3/doc.go81// [Timeouts and Cancellation]: https://pkg.go.dev/cloud.google.com/go#hdr-Timeouts_and_CancellationCOMMENT
LOW…apiv1beta3/flex_templates_client_example_go123_test.go1// Copyright 2026 Google LLCCOMMENT
LOW…aflow/apiv1beta3/flex_templates_client_example_test.go1// Copyright 2026 Google LLCCOMMENT
LOW…low/apiv1beta3/metrics_v1_beta3_client_example_test.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/auxiliary.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/metrics_v1_beta3_client.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/metrics_v1_beta3_client.go141// To request the status of a job, we recommend usingCOMMENT
LOWdataflow/apiv1beta3/helpers.go1// Copyright 2026 Google LLCCOMMENT
LOW…/apiv1beta3/jobs_v1_beta3_client_example_go123_test.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/flex_templates_client.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/snapshots_v1_beta3_client.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/dataflowpb/snapshots.pb.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/dataflowpb/metrics_grpc.pb.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/dataflowpb/metrics_grpc.pb.go41COMMENT
LOWdataflow/apiv1beta3/dataflowpb/metrics_grpc.pb.go101// All implementations should embed UnimplementedMetricsV1Beta3ServerCOMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go1// Copyright 2026 Google LLCCOMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go121// Describes the overall state of aCOMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go141 // service, and only as a transition from `JOB_STATE_RUNNING`.COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go161 // `JOB_STATE_DRAINED` indicates that the job has been drained.COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go261 // and may contain additional information.COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go501}COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go561// Deprecated: Use ListJobsRequest_Filter.Descriptor instead.COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go581 // any given time. Jobs in different regions can have the same name.COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go601 //COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go621 // terminate the job if it hasn't already reached a terminal state.COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go641 // If this field is set, the service will ensure its uniqueness.COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go661 // storage.googleapis.com/{bucket}/{object}COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go681 // JOB_VIEW_DESCRIPTION or JOB_VIEW_ALL.COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go1001type RuntimeUpdatableParams struct {COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go2041type DisplayData struct {COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go2061 // *DisplayData_TimestampValueCOMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go2261COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go2281//COMMENT
LOWdataflow/apiv1beta3/dataflowpb/jobs.pb.go2621 ProjectId string `protobuf:"bytes,1,opt,name=project_id,json=projectId,proto3" json:"project_id,omitempty"`COMMENT
LOWdataflow/apiv1beta3/dataflowpb/metrics.pb.go1// Copyright 2026 Google LLCCOMMENT
43546 more matches not shown…
Example Usage Blocks377 hits · 566 pts
SeverityFileLineSnippetContext
LOWdataflow/apiv1beta3/doc.go36// # Example usageCOMMENT
LOWmaps/areainsights/apiv1/doc.go36// # Example usageCOMMENT
LOWmaps/solar/apiv1/doc.go34// # Example usageCOMMENT
LOWmaps/navconnect/apiv1/doc.go34// # Example usageCOMMENT
LOWmaps/mapmanagement/apiv2beta/doc.go39// # Example usageCOMMENT
LOWmaps/mapmanagement/apiv2/doc.go37// # Example usageCOMMENT
LOWmaps/addressvalidation/apiv1/doc.go37// # Example usageCOMMENT
LOWmaps/places/apiv1/doc.go37// # Example usageCOMMENT
LOWmaps/fleetengine/delivery/apiv1/doc.go38// # Example usageCOMMENT
LOWmaps/fleetengine/apiv1/doc.go38// # Example usageCOMMENT
LOWmaps/routeoptimization/apiv1/doc.go38// # Example usageCOMMENT
LOWmaps/isochrones/apiv1/doc.go34// # Example usageCOMMENT
LOWmaps/routing/apiv2/doc.go34// # Example usageCOMMENT
LOWmaps/geocode/apiv4/doc.go36// # Example usageCOMMENT
LOWresourcemanager/apiv3/doc.go35// # Example usageCOMMENT
LOWresourcemanager/apiv2/doc.go35// # Example usageCOMMENT
LOWessentialcontacts/apiv1/doc.go32// # Example usageCOMMENT
LOWcommerce/consumer/procurement/apiv1/doc.go35// # Example usageCOMMENT
LOWorgpolicy/apiv2/doc.go35// # Example usageCOMMENT
LOWworkstations/apiv1beta/doc.go37// # Example usageCOMMENT
LOWworkstations/apiv1/doc.go35// # Example usageCOMMENT
LOWwebrisk/apiv1beta1/doc.go34// # Example usageCOMMENT
LOWwebrisk/apiv1/doc.go32// # Example usageCOMMENT
LOWdatastream/apiv1/doc.go32// # Example usageCOMMENT
LOWdatastream/apiv1alpha1/doc.go34// # Example usageCOMMENT
LOWbinaryauthorization/apiv1beta1/doc.go39// # Example usageCOMMENT
LOWbinaryauthorization/apiv1/doc.go37// # Example usageCOMMENT
LOWservicehealth/apiv1/doc.go35// # Example usageCOMMENT
LOWapihub/apiv1/doc.go32// # Example usageCOMMENT
LOWapigeeregistry/apiv1/doc.go32// # Example usageCOMMENT
LOWlicensemanager/apiv1/doc.go35// # Example usageCOMMENT
LOWbeyondcorp/appgateways/apiv1/doc.go39// # Example usageCOMMENT
LOWbeyondcorp/appconnectors/apiv1/doc.go39// # Example usageCOMMENT
LOWbeyondcorp/clientconnectorservices/apiv1/doc.go37// # Example usageCOMMENT
LOWbeyondcorp/clientgateways/apiv1/doc.go37// # Example usageCOMMENT
LOWbeyondcorp/appconnections/apiv1/doc.go39// # Example usageCOMMENT
LOWdeveloperconnect/apiv1/doc.go34// # Example usageCOMMENT
LOWftp/apiv1/doc.go37// # Example usageCOMMENT
LOWkms/inventory/apiv1/doc.go32// # Example usageCOMMENT
LOWkms/apiv1/doc.go35// # Example usageCOMMENT
LOWstoragebatchoperations/apiv1/doc.go32// # Example usageCOMMENT
LOWconfidentialcomputing/apiv1/doc.go34// # Example usageCOMMENT
LOWconfidentialcomputing/apiv1alpha1/doc.go34// # Example usageCOMMENT
LOWvideo/transcoder/apiv1/doc.go36// # Example usageCOMMENT
LOWvideo/stitcher/apiv1/doc.go32// # Example usageCOMMENT
LOWvideo/livestream/apiv1/doc.go32// # Example usageCOMMENT
LOWprivilegedaccessmanager/apiv1/doc.go46// # Example usageCOMMENT
LOWnetworkservices/apiv1beta1/doc.go34// # Example usageCOMMENT
LOWnetworkservices/apiv1/doc.go32// # Example usageCOMMENT
LOWnetapp/apiv1/doc.go36// # Example usageCOMMENT
LOWaiplatform/apiv1beta1/doc.go37// # Example usageCOMMENT
LOWaiplatform/apiv1/doc.go35// # Example usageCOMMENT
LOWdiscoveryengine/apiv1alpha/doc.go36// # Example usageCOMMENT
LOWdiscoveryengine/apiv1beta/doc.go36// # Example usageCOMMENT
LOWdiscoveryengine/apiv1/doc.go34// # Example usageCOMMENT
LOWservicemanagement/apiv1/doc.go36// # Example usageCOMMENT
LOWshopping/css/apiv1/doc.go37// # Example usageCOMMENT
LOWshopping/merchant/datasources/apiv1beta/doc.go36// # Example usageCOMMENT
LOWshopping/merchant/datasources/apiv1/doc.go34// # Example usageCOMMENT
LOWshopping/merchant/products/apiv1beta/doc.go36// # Example usageCOMMENT
317 more matches not shown…
Modern AI Meta-Vocabulary87 hits · 270 pts
SeverityFileLineSnippetContext
MEDIUMaiplatform/apiv1beta1/vertex_rag_client.go203// AskContexts agentic Retrieval Ask API for RAG.COMMENT
MEDIUMaiplatform/apiv1beta1/vertex_rag_client.go1131// AskContexts agentic Retrieval Ask API for RAG.COMMENT
MEDIUMaiplatform/apiv1/vertex_rag_client.go179// AskContexts agentic Retrieval Ask API for RAG.COMMENT
MEDIUMbigtable/client.go270 // Session data-plane backend construction has two guardrails so itCOMMENT
MEDIUMbigtable/client.go288 // When both guardrails pass, wire AddSessionLoadListener so theCOMMENT
MEDIUMbigtable/internal/accelerator/adapters/mutate_row.go67 // Bare minimum scaffold.COMMENT
MEDIUM…/apiv1beta/agentidentitypb/auth_provider_service.pb.go1638 // with to produce this AccessSummary. Will typically be an agentic spiffe idCOMMENT
MEDIUM…tity/apiv1/agentidentitypb/auth_provider_service.pb.go1638 // with to produce this AccessSummary. Will typically be an agentic spiffe idCOMMENT
MEDIUMces/apiv1beta/agent_client.go1705// ListGuardrails lists guardrails in the given app.COMMENT
MEDIUMces/apiv1beta/agent_client.go5839// ListGuardrails lists guardrails in the given app.COMMENT
MEDIUMces/apiv1beta/cespb/app_version.pb.go52 // Optional. List of guardrails in the app.COMMENT
MEDIUMces/apiv1beta/cespb/app_version.pb.go295 6, // 4: google.cloud.ces.v1beta.AppSnapshot.guardrails:type_name -> google.cloud.ces.v1beta.GuardrailCODE
MEDIUMces/apiv1beta/cespb/evaluation.pb.go5738 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`.COMMENT
MEDIUMces/apiv1beta/cespb/guardrail.pb.go302 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUMces/apiv1beta/cespb/app.pb.go637 // Individual resources (e.g. agents, guardrails) can override theseCOMMENT
MEDIUMces/apiv1beta/cespb/app.pb.go653 // Optional. List of guardrails for the app.COMMENT
MEDIUMces/apiv1beta/cespb/app.pb.go655 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUMces/apiv1beta/cespb/agent_service_grpc.pb.go152 // Lists guardrails in the given app.COMMENT
MEDIUMces/apiv1beta/cespb/agent_service_grpc.pb.go729 // Lists guardrails in the given app.COMMENT
MEDIUMces/apiv1beta/cespb/session_service.pb.go905 // Context messages for external supervision guardrails.COMMENT
MEDIUMces/apiv1beta/cespb/agent_service.pb.go2715 // Required. The resource name of the app to list guardrails from.COMMENT
MEDIUMces/apiv1beta/cespb/agent_service.pb.go2726 // Optional. Filter to be applied when listing the guardrails.COMMENT
MEDIUMces/apiv1beta/cespb/agent_service.pb.go2805 // The list of guardrails.COMMENT
MEDIUMces/apiv1beta/cespb/agent_service.pb.go6764 98, // 25: google.cloud.ces.v1beta.ListGuardrailsResponse.guardrails:type_name -> google.cloud.ces.v1beta.GuardrailCODE
MEDIUMces/apiv1beta/cespb/agent.pb.go107 // Optional. List of guardrails for the agent.COMMENT
MEDIUMces/apiv1beta/cespb/agent.pb.go109 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUMces/apiv1/agent_client.go1613// ListGuardrails lists guardrails in the given app.COMMENT
MEDIUMces/apiv1/agent_client.go5527// ListGuardrails lists guardrails in the given app.COMMENT
MEDIUMces/apiv1/cespb/app_version.pb.go52 // Optional. List of guardrails in the app.COMMENT
MEDIUMces/apiv1/cespb/app_version.pb.go295 6, // 4: google.cloud.ces.v1.AppSnapshot.guardrails:type_name -> google.cloud.ces.v1.GuardrailCODE
MEDIUMces/apiv1/cespb/guardrail.pb.go302 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUMces/apiv1/cespb/app.pb.go470 // Individual resources (e.g. agents, guardrails) can override theseCOMMENT
MEDIUMces/apiv1/cespb/app.pb.go486 // Optional. List of guardrails for the app.COMMENT
MEDIUMces/apiv1/cespb/app.pb.go488 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUMces/apiv1/cespb/agent_service_grpc.pb.go145 // Lists guardrails in the given app.COMMENT
MEDIUMces/apiv1/cespb/agent_service_grpc.pb.go689 // Lists guardrails in the given app.COMMENT
MEDIUMces/apiv1/cespb/session_service.pb.go905 // Context messages for external supervision guardrails.COMMENT
MEDIUMces/apiv1/cespb/agent_service.pb.go2578 // Required. The resource name of the app to list guardrails from.COMMENT
MEDIUMces/apiv1/cespb/agent_service.pb.go2589 // Optional. Filter to be applied when listing the guardrails.COMMENT
MEDIUMces/apiv1/cespb/agent_service.pb.go2668 // The list of guardrails.COMMENT
MEDIUMces/apiv1/cespb/agent_service.pb.go4895 74, // 25: google.cloud.ces.v1.ListGuardrailsResponse.guardrails:type_name -> google.cloud.ces.v1.GuardrailCODE
MEDIUMces/apiv1/cespb/agent.pb.go107 // Optional. List of guardrails for the agent.COMMENT
MEDIUMces/apiv1/cespb/agent.pb.go109 // `projects/{project}/locations/{location}/apps/{app}/guardrails/{guardrail}`COMMENT
MEDIUM⚡orchestration/CHANGES.md4## [1.18.0](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.17.0...orchestration/v1.18.0) (2026-0COMMENT
MEDIUM⚡orchestration/CHANGES.md11## [1.17.0](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.16.0...orchestration/v1.17.0) (2026-0COMMENT
MEDIUM⚡orchestration/CHANGES.md18## [1.16.0](https://github.com/googleapis/google-cloud-go/releases/tag/orchestration%2Fv1.16.0) (2026-05-07)COMMENT
MEDIUM⚡orchestration/CHANGES.md20## [1.15.0](https://github.com/googleapis/google-cloud-go/releases/tag/orchestration%2Fv1.15.0) (2026-04-30)COMMENT
MEDIUM⚡orchestration/CHANGES.md22## [1.14.0](https://github.com/googleapis/google-cloud-go/releases/tag/orchestration%2Fv1.14.0) (2026-04-13)COMMENT
MEDIUM⚡orchestration/CHANGES.md24## [1.13.0](https://github.com/googleapis/google-cloud-go/releases/tag/orchestration%2Fv1.13.0) (2026-04-09)COMMENT
MEDIUM⚡orchestration/CHANGES.md26## [1.12.0](https://github.com/googleapis/google-cloud-go/releases/tag/orchestration%2Fv1.12.0) (2026-04-02)COMMENT
MEDIUM⚡orchestration/CHANGES.md28## [1.11.10](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.9...orchestration/v1.11.10) (2025COMMENT
MEDIUM⚡orchestration/CHANGES.md35## [1.11.9](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.8...orchestration/v1.11.9) (2025-0COMMENT
MEDIUM⚡orchestration/CHANGES.md42## [1.11.8](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.7...orchestration/v1.11.8) (2025-0COMMENT
MEDIUM⚡orchestration/CHANGES.md49## [1.11.7](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.6...orchestration/v1.11.7) (2025-0COMMENT
MEDIUM⚡orchestration/CHANGES.md56## [1.11.6](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.5...orchestration/v1.11.6) (2025-0COMMENT
MEDIUM⚡orchestration/CHANGES.md63## [1.11.5](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.4...orchestration/v1.11.5) (2025-0COMMENT
MEDIUM⚡orchestration/CHANGES.md70## [1.11.4](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.3...orchestration/v1.11.4) (2025-0COMMENT
MEDIUM⚡orchestration/CHANGES.md77## [1.11.3](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.2...orchestration/v1.11.3) (2025-0COMMENT
MEDIUM⚡orchestration/CHANGES.md84## [1.11.2](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.1...orchestration/v1.11.2) (2024-1COMMENT
MEDIUM⚡orchestration/CHANGES.md91## [1.11.1](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.0...orchestration/v1.11.1) (2024-1COMMENT
27 more matches not shown…
Hallucination Indicators14 hits · 170 pts
SeverityFileLineSnippetContext
CRITICALbigquery/iterator.go285 bqt, err = src.t.c.bqs.Tables.Get(src.t.ProjectID, src.t.DatasetID, src.t.TableID).CODE
CRITICALbigquery/iterator.go297 call := src.t.c.bqs.Tabledata.List(src.t.ProjectID, src.t.DatasetID, src.t.TableID)CODE
CRITICALbigquery/iterator.go336 call := src.j.c.bqs.Jobs.GetQueryResults(src.j.projectID, src.j.jobID).Location(src.j.location).Context(ctx)CODE
CRITICALbigquery/inserter.go181 call := u.t.c.bqs.Tabledata.InsertAll(u.t.ProjectID, u.t.DatasetID, u.t.TableID, req).Context(ctx)CODE
CRITICALbigquery/dataset.go660 call := it.dataset.c.bqs.Tables.List(it.dataset.ProjectID, it.dataset.DatasetID).CODE
CRITICALbigquery/dataset.go748 call := it.dataset.c.bqs.Models.List(it.dataset.ProjectID, it.dataset.DatasetID).CODE
CRITICALbigquery/dataset.go838 call := it.dataset.c.bqs.Routines.List(it.dataset.ProjectID, it.dataset.DatasetID).CODE
CRITICAL⚡container/container.go226 resp, err := c.svc.Projects.Zones.Clusters.List(c.projectID, zone).Do()CODE
CRITICAL⚡container/container.go235 resp, err := c.svc.Projects.Zones.Clusters.Get(c.projectID, zone, name).Do()CODE
CRITICAL⚡container/container.go244 _, err := c.svc.Projects.Zones.Clusters.Delete(c.projectID, zone, name).Do()CODE
CRITICAL⚡container/container.go253 resp, err := c.svc.Projects.Zones.Operations.List(c.projectID, "-").Do()CODE
CRITICAL⚡container/container.go259 resp, err := c.svc.Projects.Zones.Operations.List(c.projectID, zone).Do()CODE
CRITICAL⚡container/container.go268 resp, err := c.svc.Projects.Zones.Operations.Get(c.projectID, zone, name).Do()CODE
CRITICALprofiler/proftest/proftest.go634 if _, err := tr.ContainerService.Projects.Zones.Clusters.Delete(cfg.ProjectID, cfg.Zone, cfg.ClusterName).Context(ctx).CODE
Synthetic Comment Markers21 hits · 158 pts
SeverityFileLineSnippetContext
HIGHmaps/places/apiv1/placespb/place.pb.go477 // AI-generated summary of the place.COMMENT
HIGHmaps/places/apiv1/placespb/place.pb.go496 // AI-generated summary of the place using user reviews.COMMENT
HIGHmaps/places/apiv1/placespb/place.pb.go1734// AI-generated summary of the place.COMMENT
HIGHmaps/places/apiv1/placespb/place.pb.go1938// AI-generated summary of the place using user reviews.COMMENT
HIGH…ngine/apiv1beta/discoveryenginepb/search_service.pb.go5153 // document, in the same order as requested inCOMMENT
HIGH…eryengine/apiv1/discoveryenginepb/search_service.pb.go4603 // document, in the same order as requested inCOMMENT
HIGH…ping/merchant/productstudio/apiv1alpha/image_client.go191// of the original image is replaced by an AI generated scene based onCOMMENT
HIGH…ping/merchant/productstudio/apiv1alpha/image_client.go543// of the original image is replaced by an AI generated scene based onCOMMENT
HIGH…ductstudio/apiv1alpha/productstudiopb/image_grpc.pb.go47 // of the original image is replaced by an AI generated scene based onCOMMENT
HIGH…ductstudio/apiv1alpha/productstudiopb/image_grpc.pb.go98 // of the original image is replaced by an AI generated scene based onCOMMENT
HIGHcontainer/apiv1/ListClusters_smoke_test.go15// AUTO-GENERATED CODE. DO NOT EDIT.COMMENT
HIGHspanner/admin/instance/apiv1/instance_admin_client.go623// as requested. The returned long-running operation can be used to track theCOMMENT
HIGHspanner/admin/instance/apiv1/instance_admin_client.go787// as requested. The returned long-running operation can be used to track theCOMMENT
HIGHspanner/admin/instance/apiv1/instance_admin_client.go2993// as requested. The returned long-running operation can be used to track theCOMMENT
HIGHspanner/admin/instance/apiv1/instance_admin_client.go3554// as requested. The returned long-running operation can be used to track theCOMMENT
HIGH…nce/apiv1/instancepb/spanner_instance_admin_grpc.pb.go224 // as requested. The returned long-running operation can be used to track theCOMMENT
HIGH…nce/apiv1/instancepb/spanner_instance_admin_grpc.pb.go343 // as requested. The returned long-running operation can be used to track theCOMMENT
HIGH…nce/apiv1/instancepb/spanner_instance_admin_grpc.pb.go829 // as requested. The returned long-running operation can be used to track theCOMMENT
HIGH…nce/apiv1/instancepb/spanner_instance_admin_grpc.pb.go948 // as requested. The returned long-running operation can be used to track theCOMMENT
HIGHprofiler/profiler.go280// and collects and uploads profiles as requested.COMMENT
HIGHlogging/apiv2/WriteLogEntries_smoke_test.go15// AUTO-GENERATED CODE. DO NOT EDIT.COMMENT
AI Slop Vocabulary34 hits · 98 pts
SeverityFileLineSnippetContext
MEDIUM…ssvalidation/apiv1/addressvalidationpb/usps_data.pb.go160// utilize uspsData as the primary part of the response.COMMENT
MEDIUM…tastream/apiv1/datastreampb/datastream_resources.pb.go591 // Definitely cause issues with the Stream.COMMENT
MEDIUM…am/apiv1alpha1/datastreampb/datastream_resources.pb.go401 // Definitely cause issues with the Stream.COMMENT
MEDIUMvideo/stitcher/apiv1/video_stitcher_client.go310// seamless playback and tracking on native players and monetizeCOMMENT
MEDIUMvideo/stitcher/apiv1/video_stitcher_client.go634// seamless playback and tracking on native players and monetizeCOMMENT
MEDIUMaiplatform/apiv1beta1/aiplatformpb/custom_job.pb.go46// leverage spot resources alongwith regular resources to scheduleCOMMENT
MEDIUMaiplatform/apiv1beta1/aiplatformpb/tool.pb.go1637 // true, Gemini will leverage it to automatically memorize theCOMMENT
MEDIUMaiplatform/apiv1/aiplatformpb/content.pb.go1934 // allows the model to perceive more detail, which can lead to a more nuancedCOMMENT
MEDIUMaiplatform/apiv1/aiplatformpb/custom_job.pb.go46// leverage spot resources alongwith regular resources to scheduleCOMMENT
MEDIUM…gine/apiv1alpha/discoveryenginepb/serving_config.pb.go100 // documents. To leverage this, document embedding is required. The rankingCOMMENT
MEDIUM…ngine/apiv1beta/discoveryenginepb/serving_config.pb.go100 // documents. To leverage this, document embedding is required. The rankingCOMMENT
MEDIUM…eryengine/apiv1/discoveryenginepb/serving_config.pb.go92 // documents. To leverage this, document embedding is required. The rankingCOMMENT
LOW…/snippet_metadata.google.cloud.dialogflow.v2beta1.json8111 "description": "ListSuggestions deprecated: Use inline suggestion, event based suggestion or\nSuggestion* API instCODE
MEDIUMdialogflow/cx/apiv3/cxpb/fulfillment.pb.go93 // If the flag is true, the agent will utilize LLM to generate a textCOMMENT
MEDIUMdialogflow/cx/apiv3beta1/cxpb/fulfillment.pb.go95 // If the flag is true, the agent will utilize LLM to generate a textCOMMENT
MEDIUM…curityscanner/apiv1/websecurityscannerpb/finding.pb.go125 // Output only. The URL containing human-readable payload that user can leverage toCOMMENT
MEDIUM…itycentermanagementpb/security_center_management.pb.go670 // utilize this field.COMMENT
MEDIUMbigquery/table.go1149 // so we alter the payload to clear the message and leverage NullFields to send theCOMMENT
MEDIUM…uery/reservation/apiv1/reservationpb/reservation.pb.go451 // training. These jobs will not utilize idle slots from other reservations.COMMENT
MEDIUM…uery/reservation/apiv1/reservationpb/reservation.pb.go2567 // run by this principal utilize the associated reservation. Otherwise, jobsCOMMENT
MEDIUMbigquery/storage/managedwriter/options.go66// when instantiating the Client. Only writes to default streams can leverage theCOMMENT
MEDIUMbigquery/storage/managedwriter/integration_test.go1378 // We expect the fields in the partial schema to leverage nulls rather than default values.COMMENT
MEDIUMbigquery/storage/managedwriter/adapt/protoconversion.go77// Primitive types which can leverage packed encoding when repeated/arrays.COMMENT
MEDIUMbigquery/v2/apiv2/bigquerypb/udf_resource.pb.go41// using legacy SQL. Users of GoogleSQL should leverage either DDL (e.g.COMMENT
MEDIUMstorage/grpc_client.go55 // high throughput and/or leverage many concurrent streamsCOMMENT
MEDIUMstorage/grpc_client.go2299// used to leverage proto.Unmarshal for small bytes fields (i.e. anythingCOMMENT
MEDIUMstorage/client.go117// the storageClient inteface. All implementations must utilize settingsCOMMENT
MEDIUMstorage/grpc_reader.go836// used to leverage proto.Unmarshal for small bytes fields (i.e. anythingCOMMENT
MEDIUMdatastore/integration_test.go45// TODO(djd): Make test entity clean up more robust: some test entities mayCOMMENT
MEDIUMdatastore/admin/apiv1/doc.go20// Accesses the schemaless NoSQL database to provide fully managed, robust,COMMENT
MEDIUMiam/admin/apiv1/adminpb/iam.pb.go622 // input content. Note that current version of the linter does not utilizeCOMMENT
MEDIUMspanner/dynamic_channel_pool_test.go1416 // binding constraint and the assertion is robust to backgroundCOMMENT
LOWprofiler/integration_test.go122# Compile first so each spawned process can just use the same binary.COMMENT
MEDIUM…apiv1beta/geminidataanalyticspb/data_a2a_service.pb.go1651 // Security schemes necessary for the agent to leverage this skill.COMMENT
Fake / Example Data35 hits · 40 pts
SeverityFileLineSnippetContext
LOW…1/addressvalidationpb/address_validation_service.pb.go115// "123 Main Street" in Redwood City, the geocode returned might be ofCOMMENT
LOWbigtable/integration_test.go648 nonsense := []byte("lorem ipsum dolor sit amet, ")CODE
LOWbigtable/integration_test.go648 nonsense := []byte("lorem ipsum dolor sit amet, ")CODE
LOWfirestore/pipeline_integration_test.go694 {Name: "John Doe", Age: 42},CODE
LOWfirestore/pipeline_integration_test.go698 {Name: "Alice", Address: "123 Main St"},CODE
LOWfirestore/pipeline_integration_test.go735 {"name": "John Doe", "age": int64(42)},CODE
LOWfirestore/pipeline_integration_test.go737 {"name": "Alice", "address": "123 Main St"},CODE
LOWfirestore/pipeline_integration_test.go1740 want: map[string]interface{}{"trimmed_name": "John Doe"},CODE
LOWfirestore/pipeline.go877// // Input: { "name": "John Doe Jr.", "parents": { "father": "John Doe Sr.", "mother": "Jane Doe" } }COMMENT
LOWfirestore/pipeline.go880// // Output: { "father": "John Doe Sr.", "mother": "Jane Doe" }COMMENT
LOWauth/example_test.go48 Subject: "user@example.com",CODE
LOWauth/credentials/idtoken/compute_test.go44 w.Write([]byte(`fake_token`))CODE
LOWauth/credentials/idtoken/compute_test.go59 if want := "fake_token"; tok.Value != want {CODE
LOWauth/credentials/idtoken/compute_test.go81 w.Write([]byte(`fake_token`))CODE
LOWauth/credentials/idtoken/compute_test.go96 if want := "fake_token"; tok.Value != want {CODE
LOW…th/credentials/externalaccount/externalaccount_test.go120 subjectToken: "fake_token",CODE
LOW…th/credentials/externalaccount/externalaccount_test.go126 if got, want := r.Form.Get("subject_token"), "fake_token"; got != want {CODE
LOWauth/credentials/downscope/downscope_test.go29 standardRespBody = `{"access_token":"fake_token","expires_in":42,"token_type":"Bearer"}`CODE
LOWauth/credentials/downscope/downscope_test.go83 if want := "fake_token"; tok.Value != want {CODE
LOWauth/credentials/impersonate/example_test.go50 Subject: "admin@example.com",CODE
LOWauth/credentials/impersonate/user_test.go63 subject: "admin@example.com",CODE
LOWauth/credentials/impersonate/user_test.go69 subject: "admin@example.com",CODE
LOW⚡internal/gapicgen/git/git_test.go97 changes: []*ChangeInfo{{Title: "fix: Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod", CODE
LOW⚡internal/gapicgen/git/git_test.go97 changes: []*ChangeInfo{{Title: "fix: Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod", CODE
LOW⚡internal/gapicgen/git/git_test.go99 want: "\nChanges:\n\nfix: Lorem ipsum dolor...\n PiperOrigin-RevId: bar\n\n",CODE
LOW⚡internal/gapicgen/git/git_test.go103 changes: []*ChangeInfo{{Title: "fix: Lorem ipsum dolor", Body: "tempor incididunt ut\n PiperOrigin-RevId: bar"}CODE
LOW⚡internal/gapicgen/git/git_test.go105 want: "\nChanges:\n\nfix: Lorem ipsum dolor\n PiperOrigin-RevId: bar\n\n",CODE
LOWbigquery/v2/apiv2/bigquerypb/dataset.pb.go1151 // "userByEmail": "user@example.com",COMMENT
LOWstorage/hmac_test.go496 opts: []HMACKeyOption{ForHMACKeyServiceAccountEmail("foo@example.org")},CODE
LOWstorage/hmac_test.go500 "serviceAccountEmail": {"foo@example.org"},CODE
LOWstorage/hmac_test.go515 ForHMACKeyServiceAccountEmail("foo@example.org"),CODE
LOWstorage/hmac_test.go522 "serviceAccountEmail": {"foo@example.org"},CODE
LOWiam/admin/apiv1/adminpb/iam.pb.go2193 // JWT Claims Set. For example: `{"sub": "user@example.com", "iat": 313435}`COMMENT
LOWspanner/oc_test.go110 Kind: &structpb.Value_StringValue{StringValue: "test@test.com"},CODE
LOWspanner/test/opentelemetry/test/ot_metrics_test.go87 Kind: &structpb.Value_StringValue{StringValue: "test@test.com"},CODE
Self-Referential Comments8 hits · 27 pts
SeverityFileLineSnippetContext
MEDIUMfirestore/doc.go30# Creating a ClientCOMMENT
MEDIUMbigquery/doc.go24# Creating a ClientCOMMENT
MEDIUM⚡bigquery/storage/managedwriter/doc.go24# Creating a ClientCOMMENT
MEDIUM⚡bigquery/storage/managedwriter/doc.go34# Defining the Protocol Buffer SchemaCOMMENT
MEDIUMstorage/doc.go25# Creating a ClientCOMMENT
MEDIUMvertexai/internal/import-go-sentencepiece.sh26# Create a temporary directoryCOMMENT
MEDIUMspanner/doc.go28# Creating a ClientCOMMENT
MEDIUMlogging/doc.go23# Creating a ClientCOMMENT
Structural Annotation Overuse12 hits · 18 pts
SeverityFileLineSnippetContext
LOWmaps/routing/apiv2/routes_client.go125// NOTE: This method requires that you specify a response field mask inCOMMENT
LOWmaps/routing/apiv2/routes_client.go166// NOTE: This method requires that you specify a response field mask inCOMMENT
LOWmaps/routing/apiv2/routes_client.go507// NOTE: This method requires that you specify a response field mask inCOMMENT
LOWmaps/routing/apiv2/routes_client.go600// NOTE: This method requires that you specify a response field mask inCOMMENT
LOW.github/workflows/apidiff.yml93 # Step 1: Run apidiff to detect breaking changes.COMMENT
LOW.github/workflows/apidiff.yml116 # Step 2: Conditionally fail the job for GA APIs.COMMENT
LOW.github/workflows/apidiff.yml137 # Step 3: Add a "breaking change" label.COMMENT
LOW.github/workflows/apidiff.yml152 # Step 4: For non-GA APIs, post the breaking change details as a comment.COMMENT
LOWpubsublite/pscompat/kafka_migration.go126 // Step 1: read all PSL committed offsets for the subscription.COMMENT
LOWpubsublite/pscompat/kafka_migration.go152 // Step 2: resolve publish_time for the PSL offset via ComputeMessageStats.COMMENT
LOWpubsublite/pscompat/kafka_migration.go188 // Step 3: look up Kafka offset >= timestamp.COMMENT
LOWpubsublite/pscompat/kafka_migration.go230 // Step 4: batch commit.COMMENT
Magic Placeholder Names2 hits · 15 pts
SeverityFileLineSnippetContext
HIGH…ationenginepb/prediction_apikey_registry_service.pb.go269 // `projects/*/locations/global/catalogs/default_catalog/eventStores/default_event_store/predictionApiKeyRegistrations/COMMENT
HIGH…ationenginepb/prediction_apikey_registry_service.pb.go269 // `projects/*/locations/global/catalogs/default_catalog/eventStores/default_event_store/predictionApiKeyRegistrations/COMMENT
Verbosity Indicators8 hits · 12 pts
SeverityFileLineSnippetContext
LOW.github/workflows/apidiff.yml93 # Step 1: Run apidiff to detect breaking changes.COMMENT
LOW.github/workflows/apidiff.yml116 # Step 2: Conditionally fail the job for GA APIs.COMMENT
LOW.github/workflows/apidiff.yml137 # Step 3: Add a "breaking change" label.COMMENT
LOW.github/workflows/apidiff.yml152 # Step 4: For non-GA APIs, post the breaking change details as a comment.COMMENT
LOWpubsublite/pscompat/kafka_migration.go126 // Step 1: read all PSL committed offsets for the subscription.COMMENT
LOWpubsublite/pscompat/kafka_migration.go152 // Step 2: resolve publish_time for the PSL offset via ComputeMessageStats.COMMENT
LOWpubsublite/pscompat/kafka_migration.go188 // Step 3: look up Kafka offset >= timestamp.COMMENT
LOWpubsublite/pscompat/kafka_migration.go230 // Step 4: batch commit.COMMENT
Slop Phrases3 hits · 6 pts
SeverityFileLineSnippetContext
LOWinternal/kokoro/continuous.sh29# tests (like profiler's) silently skipped, so make sure you know what you areCOMMENT
MEDIUMvertexai/genai/client_test.go640 {"(don't|do not) have", "As an AI language model, I do not have physical needs"},CODE
MEDIUMvisionai/apiv1/visionaipb/lva.pb.go880 // The name of the stream input (as discussed above).COMMENT
Decorative Section Separators1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMbigtable/open_test.go475// ─── Session-backend-wired tests ──────────────────────────────────────COMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWinternal/kokoro/presubmit.sh110 # Check if "." is in the list of changed directories, which means the rootCOMMENT
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWhttpreplay/cmd/httpr/examples/python/httpr-demo.py1CODE