Repository Analysis

googleapis/google-cloud-go

Google Cloud Client Libraries for Go.

17.9 Moderate AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of googleapis/google-cloud-go, a Go project with 4,474 GitHub stars. SynthScan v2.0 examined 7,928,815 lines of code across 23463 source files, recording 107690 pattern matches distributed across 15 syntactic categories. The overall adjusted score of 17.9 places this repository in the Moderate 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).

17.9
Adjusted Score
17.9
Raw Score
100%
Time Factor
2026-07-14
Last Push
4.5K
Stars
Go
Language
7.9M
Lines of Code
23.5K
Files
107.7K
Pattern Hits
2026-07-14
Scan Date
0.00
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 14HIGH 22MEDIUM 122LOW 107532

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 107690 distinct pattern matches across 15 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.

TODO Padding66148 hits · 101412 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
66088 more matches not shown…
Over-Commented Block40963 hits · 39336 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
LOWdataflow/apiv1beta3/auxiliary_go123.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/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
40903 more matches not shown…
Example Usage Blocks361 hits · 542 pts
SeverityFileLineSnippetContext
LOWdataflow/apiv1beta3/doc.go36// # Example usageCOMMENT
LOWmaps/areainsights/apiv1/doc.go36// # Example usageCOMMENT
LOWmaps/solar/apiv1/doc.go34// # Example usageCOMMENT
LOWmaps/mapmanagement/apiv2beta/doc.go39// # 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.go34// # 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.go37// # Example usageCOMMENT
LOWbeyondcorp/appconnectors/apiv1/doc.go37// # Example usageCOMMENT
LOWbeyondcorp/clientconnectorservices/apiv1/doc.go37// # Example usageCOMMENT
LOWbeyondcorp/clientgateways/apiv1/doc.go37// # Example usageCOMMENT
LOWbeyondcorp/appconnections/apiv1/doc.go37// # Example usageCOMMENT
LOWdeveloperconnect/apiv1/doc.go34// # 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/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
LOWshopping/merchant/products/apiv1/doc.go34// # Example usageCOMMENT
LOWshopping/merchant/lfp/apiv1beta/doc.go36// # Example usageCOMMENT
LOWshopping/merchant/lfp/apiv1/doc.go34// # Example usageCOMMENT
LOWshopping/merchant/conversions/apiv1beta/doc.go36// # Example usageCOMMENT
301 more matches not shown…
Modern AI Meta-Vocabulary81 hits · 252 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
MEDIUMces/apiv1beta/agent_client.go1705// ListGuardrails lists guardrails in the given app.COMMENT
MEDIUMces/apiv1beta/agent_client.go5744// 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.go5435// 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
MEDIUMorchestration/CHANGES.md4## [1.17.0](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.16.0...orchestration/v1.17.0) (2026-0COMMENT
MEDIUMorchestration/CHANGES.md11## [1.16.0](https://github.com/googleapis/google-cloud-go/releases/tag/orchestration%2Fv1.16.0) (2026-05-07)COMMENT
MEDIUMorchestration/CHANGES.md13## [1.15.0](https://github.com/googleapis/google-cloud-go/releases/tag/orchestration%2Fv1.15.0) (2026-04-30)COMMENT
MEDIUMorchestration/CHANGES.md15## [1.14.0](https://github.com/googleapis/google-cloud-go/releases/tag/orchestration%2Fv1.14.0) (2026-04-13)COMMENT
MEDIUMorchestration/CHANGES.md17## [1.13.0](https://github.com/googleapis/google-cloud-go/releases/tag/orchestration%2Fv1.13.0) (2026-04-09)COMMENT
MEDIUMorchestration/CHANGES.md19## [1.12.0](https://github.com/googleapis/google-cloud-go/releases/tag/orchestration%2Fv1.12.0) (2026-04-02)COMMENT
MEDIUMorchestration/CHANGES.md21## [1.11.10](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.9...orchestration/v1.11.10) (2025COMMENT
MEDIUMorchestration/CHANGES.md28## [1.11.9](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.8...orchestration/v1.11.9) (2025-0COMMENT
MEDIUMorchestration/CHANGES.md35## [1.11.8](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.7...orchestration/v1.11.8) (2025-0COMMENT
MEDIUMorchestration/CHANGES.md42## [1.11.7](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.6...orchestration/v1.11.7) (2025-0COMMENT
MEDIUMorchestration/CHANGES.md49## [1.11.6](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.5...orchestration/v1.11.6) (2025-0COMMENT
MEDIUMorchestration/CHANGES.md56## [1.11.5](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.4...orchestration/v1.11.5) (2025-0COMMENT
MEDIUMorchestration/CHANGES.md63## [1.11.4](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.3...orchestration/v1.11.4) (2025-0COMMENT
MEDIUMorchestration/CHANGES.md70## [1.11.3](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.2...orchestration/v1.11.3) (2025-0COMMENT
MEDIUMorchestration/CHANGES.md77## [1.11.2](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.1...orchestration/v1.11.2) (2024-1COMMENT
MEDIUMorchestration/CHANGES.md84## [1.11.1](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.11.0...orchestration/v1.11.1) (2024-1COMMENT
MEDIUMorchestration/CHANGES.md92## [1.11.0](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.10.1...orchestration/v1.11.0) (2024-0COMMENT
MEDIUMorchestration/CHANGES.md110## [1.10.1](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.10.0...orchestration/v1.10.1) (2024-0COMMENT
MEDIUMorchestration/CHANGES.md117## [1.10.0](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.9.7...orchestration/v1.10.0) (2024-08COMMENT
MEDIUMorchestration/CHANGES.md124## [1.9.7](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.9.6...orchestration/v1.9.7) (2024-08-0COMMENT
MEDIUMorchestration/CHANGES.md131## [1.9.6](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.9.5...orchestration/v1.9.6) (2024-07-2COMMENT
MEDIUMorchestration/CHANGES.md138## [1.9.5](https://github.com/googleapis/google-cloud-go/compare/orchestration/v1.9.4...orchestration/v1.9.5) (2024-07-1COMMENT
21 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
CRITICALcontainer/container.go226 resp, err := c.svc.Projects.Zones.Clusters.List(c.projectID, zone).Do()CODE
CRITICALcontainer/container.go235 resp, err := c.svc.Projects.Zones.Clusters.Get(c.projectID, zone, name).Do()CODE
CRITICALcontainer/container.go244 _, err := c.svc.Projects.Zones.Clusters.Delete(c.projectID, zone, name).Do()CODE
CRITICALcontainer/container.go253 resp, err := c.svc.Projects.Zones.Operations.List(c.projectID, "-").Do()CODE
CRITICALcontainer/container.go259 resp, err := c.svc.Projects.Zones.Operations.List(c.projectID, zone).Do()CODE
CRITICALcontainer/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 Markers20 hits · 150 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…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.go481// 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.go2912// as requested. The returned long-running operation can be used to track theCOMMENT
HIGHspanner/admin/instance/apiv1/instance_admin_client.go3494// 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 Vocabulary33 hits · 96 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.json7653 "description": "ListSuggestions deprecated: Use inline suggestion, event based suggestion or\nSuggestion* API instCODE
MEDIUMdialogflow/cx/apiv3/cxpb/fulfillment.pb.go89 // If the flag is true, the agent will utilize LLM to generate a textCOMMENT
MEDIUMdialogflow/cx/apiv3beta1/cxpb/fulfillment.pb.go91 // 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.go446 // training. These jobs will not utilize idle slots from other reservations.COMMENT
MEDIUM…uery/reservation/apiv1/reservationpb/reservation.pb.go2454 // run by this principal will utilize the associated reservation. Otherwise,COMMENT
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.go52 // high throughput and/or leverage many concurrent streamsCOMMENT
MEDIUMstorage/grpc_client.go2241// 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.go821// 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.go889 // 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
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.go41 w.Write([]byte(`fake_token`))CODE
LOWauth/credentials/idtoken/compute_test.go56 if want := "fake_token"; tok.Value != want {CODE
LOWauth/credentials/idtoken/compute_test.go75 w.Write([]byte(`fake_token`))CODE
LOWauth/credentials/idtoken/compute_test.go90 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
LOWinternal/gapicgen/git/git_test.go97 changes: []*ChangeInfo{{Title: "fix: Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod", CODE
LOWinternal/gapicgen/git/git_test.go97 changes: []*ChangeInfo{{Title: "fix: Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod", CODE
LOWinternal/gapicgen/git/git_test.go99 want: "\nChanges:\n\nfix: Lorem ipsum dolor...\n PiperOrigin-RevId: bar\n\n",CODE
LOWinternal/gapicgen/git/git_test.go103 changes: []*ChangeInfo{{Title: "fix: Lorem ipsum dolor", Body: "tempor incididunt ut\n PiperOrigin-RevId: bar"}CODE
LOWinternal/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
MEDIUMbigquery/storage/managedwriter/doc.go24# Creating a ClientCOMMENT
MEDIUMbigquery/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.go449// NOTE: This method requires that you specify a response field mask inCOMMENT
LOWmaps/routing/apiv2/routes_client.go542// 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
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWinternal/kokoro/presubmit.sh106 # 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