# googleapis/google-cloud-python — health index 83/100 (Good)

> Inspection of the public repository googleapis/google-cloud-python by inspect.software. It holds a health index of 83 out of 100, placing it in the Good band. The index is a signal derived from publicly visible practice, not a warranty, a security audit, or an endorsement, and it is independent of payment.

- Repository: https://github.com/googleapis/google-cloud-python/tree/main/packages/googleapis-common-protos
- Report page: https://inspect.software/software/googleapis/google-cloud-python
- Full JSON report: https://inspect.software/api/repositories/googleapis/google-cloud-python/report
- Badge: https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/googleapis/google-cloud-python.svg
- Inspected: 2026-07-16
- Methodology: metrics 1.13.0, report schema 0.11.0 (https://inspect.software/methodology.md)

## Category summary

| Category | Weight | Index | Band |
|---|---|---|---|
| Vitality | 22% | 100/100 | Excellent |
| Community & Adoption | 18% | 96/100 | Excellent |
| Sustainability & Governance | 24% | 83/100 | Good |
| Engineering Quality | 20% | 86/100 | Excellent |
| Security | 16% | 40/100 | At risk |
| AI Readiness | not counted | 67/100 | Moderate |

## Repository facts

| Field | Value |
|---|---|
| Description | Google Cloud Client Libraries for Python |
| Homepage | https://docs.cloud.google.com/python/docs/reference |
| Primary language | Python |
| License | Apache-2.0 |
| Stars | 5,346 |
| Forks | 1,729 |
| Created | 2014-01-28 |
| Last push | 2026-07-16 |
| Latest release | google-shopping-merchant-products-v1.8.0 |
| Commits (last year) | 3,746 |
| Bus factor | 4 |
| Topics | python |

## Vitality — 100/100 (Excellent)

Is the project alive — is code being written and are releases shipping? Weight: 22% of the overall index.

### Development activity — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Push recency | met | 36 / 36 | last push 0 days ago |
| Commit cadence | met | 36 / 36 | 52/52 weeks with commits |
| Commit volume | met | 18 / 18 | 3746 commits in the last year |
| OpenSSF Scorecard: Maintained | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Release discipline — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Ships releases | met | 27 / 27 | 100 releases published |
| Release recency | met | 36 / 36 | latest release 0 days ago |
| Release cadence | met | 27 / 27 | a release every ~0 days |
| OpenSSF Scorecard: Signed-Releases | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Abandonment — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Project is still maintained | met | 100 / 100 | maintenance record not established from the collected data |

## Community & Adoption — 96/100 (Excellent)

Does the project have users, downloads, attention, and a welcoming setup for contributors? Weight: 18% of the overall index.

### Popularity & adoption — 99/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Stars | met | 60 / 60 | 5,346 stars |
| Forks | met | 25 / 25 | 1,729 forks |
| Watchers | partial | 13.6 / 15 | 281 watchers |

### Community health — 92/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| README | met | 22.5 / 22.5 | — |
| License | met | 22.5 / 22.5 | recognized license (Apache-2.0) |
| CONTRIBUTING guide | met | 18 / 18 | — |
| Code of conduct | met | 13.5 / 13.5 | — |
| Issue template | not met | 0 / 7.2 | — |
| PR template | met | 6.3 / 6.3 | — |

## Sustainability & Governance — 83/100 (Good)

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep? Weight: 24% of the overall index.

### Maintainer resilience (bus factor) — 81/100 (Good)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Bus factor | partial | 43.2 / 54 | 4 contributor(s) cover half of all commits |
| Commit distribution | partial | 16.1 / 22.5 | top contributor authored 28% of commits |
| Contributor breadth | met | 13.5 / 13.5 | 100 contributors |
| OpenSSF Scorecard: Contributors | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Issue & PR responsiveness — 87/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Issue resolution | partial | 42.8 / 46.8 | 92% of issues closed |
| PR acceptance | partial | 30.8 / 38.2 | 9546/11842 decided PRs merged |
| OpenSSF Scorecard: Code-Review | excluded | 0 / 15 | OpenSSF Scorecard unavailable |

### Ownership & stewardship — 80/100 (Good)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Ownership backing | met | 30 / 30 | organization-owned |
| Verified domain | not met | 0 / 20 | — |
| Owner reach | met | 25 / 25 | 6,600 followers of googleapis |
| Track record | met | 25 / 25 | 899 public repos, account ~10 yr old |

## Engineering Quality — 86/100 (Excellent)

Are baseline engineering and documentation practices in place? Weight: 20% of the overall index.

### Engineering practices — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| CI workflows | met | 24 / 24 | 15 workflow(s) |
| Tests present | met | 24 / 24 | — |
| Linter config | met | 16 / 16 | .flake8, .pylintrc, biome.json, tox.ini |
| Pre-commit hooks | met | 9.6 / 9.6 | — |
| .editorconfig | met | 6.4 / 6.4 | — |
| OpenSSF Scorecard: CI-Tests | excluded | 0 / 20 | OpenSSF Scorecard unavailable |

### Documentation — 65/100 (Moderate)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| README | met | 30 / 30 | — |
| Documentation directory | not met | 0 / 25 | — |
| Documentation / homepage site | met | 15 / 15 | https://docs.cloud.google.com/python/docs/reference |
| Repository description | met | 10 / 10 | — |
| Topics | met | 10 / 10 | 1 topics |
| Wiki | not met | 0 / 10 | — |

## Security — 40/100 (At risk)

Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure? Weight: 16% of the overall index.

### Security posture — 40/100 (At risk)

Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Security policy (SECURITY.md) | met | 30 / 30 | — |
| Dependabot config | not met | 0 / 25 | — |
| Dependency lockfiles | excluded | 0 / 25 | no dependency manifests — not applicable |
| CodeQL workflow | not met | 0 / 20 | — |

### High-Risk Jurisdiction Exposure — 100/100 (Excellent)

Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Policy exposure multiplier | met | 100 / 100 | no confirmed policy-scope location match |

## AI Readiness — 67/100 (Moderate)

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

### Agent context & guidance — 1/100 (Critical)

Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Agent instructions | not met | 0 / 45 | no CLAUDE.md / AGENTS.md / editor rules |
| Machine-readable docs (llms.txt) | not met | 0 / 15 | — |
| Legible commit history | excluded | 0 / 40 | no data |

### Verify loop (build / test / typecheck) — 100/100 (Excellent)

Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| One-command bootstrap | met | 18 / 18 | packages/bigframes/docs/Makefile, packages/bigframes/noxfile.py, packages/bigframes/samples/polars/noxfile.py, packages/bigquery-magics/noxfile.py, packages/db-dtypes/noxfile.py, packages/django-google-spanner/noxfile.py, packages/gapic-generator/docs/Makefile, packages/gapic-generator/noxfile.py, packages/gapic-generator/tests/integration/goldens/asset/noxfile.py, packages/gapic-generator/tests/integration/goldens/credentials/noxfile.py, packages/gapic-generator/tests/integration/goldens/eventarc/noxfile.py, packages/gapic-generator/tests/integration/goldens/logging/noxfile.py, packages/gapic-generator/tests/integration/goldens/logging_internal/noxfile.py, packages/gapic-generator/tests/integration/goldens/redis/noxfile.py, packages/gapic-generator/tests/integration/goldens/redis_selective/noxfile.py, packages/gapic-generator/tests/integration/goldens/storagebatchoperations/noxfile.py, packages/gcp-sphinx-docfx-yaml/docs/Makefile, packages/gcp-sphinx-docfx-yaml/noxfile.py, packages/gcp-sphinx-docfx-yaml/tests/testdata/non-cloud/docs/Makefile, packages/google-ads-admanager/noxfile.py, packages/google-ads-datamanager/noxfile.py, packages/google-ads-marketingplatform-admin/noxfile.py, packages/google-ai-generativelanguage/noxfile.py, packages/google-analytics-admin/noxfile.py, packages/google-analytics-data/noxfile.py, packages/google-api-core/noxfile.py, packages/google-apps-card/noxfile.py, packages/google-apps-chat/noxfile.py, packages/google-apps-events-subscriptions/noxfile.py, packages/google-apps-meet/noxfile.py, packages/google-apps-script-type/noxfile.py, packages/google-area120-tables/noxfile.py, packages/google-auth-httplib2/noxfile.py, packages/google-auth-oauthlib/noxfile.py, packages/google-auth/noxfile.py, packages/google-auth/system_tests/noxfile.py, packages/google-backstory/noxfile.py, packages/google-cloud-access-approval/noxfile.py, packages/google-cloud-access-context-manager/noxfile.py, packages/google-cloud-advisorynotifications/noxfile.py, packages/google-cloud-agentidentity/noxfile.py, packages/google-cloud-agentidentitycredentials/noxfile.py, packages/google-cloud-agentregistry/noxfile.py, packages/google-cloud-alloydb-connectors/noxfile.py, packages/google-cloud-alloydb/noxfile.py, packages/google-cloud-api-gateway/noxfile.py, packages/google-cloud-api-keys/noxfile.py, packages/google-cloud-apigee-connect/noxfile.py, packages/google-cloud-apigee-registry/noxfile.py, packages/google-cloud-apihub/noxfile.py, packages/google-cloud-apiregistry/noxfile.py, packages/google-cloud-appengine-admin/noxfile.py, packages/google-cloud-appengine-logging/noxfile.py, packages/google-cloud-apphub/noxfile.py, packages/google-cloud-appoptimize/noxfile.py, packages/google-cloud-artifact-registry/noxfile.py, packages/google-cloud-asset/noxfile.py, packages/google-cloud-assured-workloads/noxfile.py, packages/google-cloud-audit-log/noxfile.py, packages/google-cloud-auditmanager/noxfile.py, packages/google-cloud-automl/noxfile.py, packages/google-cloud-backupdr/noxfile.py, packages/google-cloud-bare-metal-solution/noxfile.py, packages/google-cloud-batch/noxfile.py, packages/google-cloud-beyondcorp-appconnections/noxfile.py, packages/google-cloud-beyondcorp-appconnectors/noxfile.py, packages/google-cloud-beyondcorp-appgateways/noxfile.py, packages/google-cloud-beyondcorp-clientconnectorservices/noxfile.py, packages/google-cloud-beyondcorp-clientgateways/noxfile.py, packages/google-cloud-biglake-hive/noxfile.py, packages/google-cloud-biglake/noxfile.py, packages/google-cloud-bigquery-analyticshub/noxfile.py, packages/google-cloud-bigquery-biglake/noxfile.py, packages/google-cloud-bigquery-connection/noxfile.py, packages/google-cloud-bigquery-data-exchange/noxfile.py, packages/google-cloud-bigquery-datapolicies/noxfile.py, packages/google-cloud-bigquery-datatransfer/noxfile.py, packages/google-cloud-bigquery-logging/noxfile.py, packages/google-cloud-bigquery-migration/noxfile.py, packages/google-cloud-bigquery-reservation/noxfile.py, packages/google-cloud-bigquery-storage/noxfile.py, packages/google-cloud-bigquery-storage/samples/pyarrow/noxfile.py, packages/google-cloud-bigquery-storage/samples/quickstart/noxfile.py, packages/google-cloud-bigquery-storage/samples/snippets/noxfile.py, packages/google-cloud-bigquery-storage/samples/to_dataframe/noxfile.py, packages/google-cloud-bigquery/noxfile.py, packages/google-cloud-bigtable/noxfile.py, packages/google-cloud-bigtable/samples/beam/noxfile.py, packages/google-cloud-bigtable/samples/hello/noxfile.py, packages/google-cloud-bigtable/samples/hello_happybase/noxfile.py, packages/google-cloud-bigtable/samples/instanceadmin/noxfile.py, packages/google-cloud-bigtable/samples/metricscaler/noxfile.py, packages/google-cloud-bigtable/samples/quickstart/noxfile.py, packages/google-cloud-bigtable/samples/quickstart_happybase/noxfile.py, packages/google-cloud-bigtable/samples/snippets/data_client/noxfile.py, packages/google-cloud-bigtable/samples/snippets/deletes/noxfile.py, packages/google-cloud-bigtable/samples/snippets/filters/noxfile.py, packages/google-cloud-bigtable/samples/snippets/reads/noxfile.py, packages/google-cloud-bigtable/samples/snippets/writes/noxfile.py, packages/google-cloud-bigtable/samples/tableadmin/noxfile.py, packages/google-cloud-billing-budgets/noxfile.py, packages/google-cloud-billing/noxfile.py, packages/google-cloud-binary-authorization/noxfile.py, packages/google-cloud-build/noxfile.py, packages/google-cloud-capacityplanner/noxfile.py, packages/google-cloud-certificate-manager/noxfile.py, packages/google-cloud-ces/noxfile.py, packages/google-cloud-channel/noxfile.py, packages/google-cloud-chronicle/noxfile.py, packages/google-cloud-cloudcontrolspartner/noxfile.py, packages/google-cloud-cloudsecuritycompliance/noxfile.py, packages/google-cloud-commerce-consumer-procurement/noxfile.py, packages/google-cloud-common/noxfile.py, packages/google-cloud-compute-v1beta/noxfile.py, packages/google-cloud-compute/noxfile.py, packages/google-cloud-confidentialcomputing/noxfile.py, packages/google-cloud-config/noxfile.py, packages/google-cloud-configdelivery/noxfile.py, packages/google-cloud-contact-center-insights/noxfile.py, packages/google-cloud-container/noxfile.py, packages/google-cloud-containeranalysis/noxfile.py, packages/google-cloud-contentwarehouse/noxfile.py, packages/google-cloud-core/noxfile.py, packages/google-cloud-data-fusion/noxfile.py, packages/google-cloud-data-qna/noxfile.py, packages/google-cloud-databasecenter/noxfile.py, packages/google-cloud-datacatalog-lineage-configmanagement/noxfile.py, packages/google-cloud-datacatalog-lineage/noxfile.py, packages/google-cloud-datacatalog/noxfile.py, packages/google-cloud-dataflow-client/noxfile.py, packages/google-cloud-dataform/noxfile.py, packages/google-cloud-datalabeling/noxfile.py, packages/google-cloud-dataplex/noxfile.py, packages/google-cloud-dataproc-metastore/noxfile.py, packages/google-cloud-dataproc/noxfile.py, packages/google-cloud-datastore/noxfile.py, packages/google-cloud-datastream/noxfile.py, packages/google-cloud-deploy/noxfile.py, packages/google-cloud-developerconnect/noxfile.py, packages/google-cloud-devicestreaming/noxfile.py, packages/google-cloud-dialogflow-cx/noxfile.py, packages/google-cloud-dialogflow/noxfile.py, packages/google-cloud-discoveryengine/noxfile.py, packages/google-cloud-dlp/noxfile.py, packages/google-cloud-dms/noxfile.py, packages/google-cloud-dns/noxfile.py, packages/google-cloud-documentai-toolbox/noxfile.py, packages/google-cloud-documentai/noxfile.py, packages/google-cloud-domains/noxfile.py, packages/google-cloud-edgecontainer/noxfile.py, packages/google-cloud-edgenetwork/noxfile.py, packages/google-cloud-enterpriseknowledgegraph/noxfile.py, packages/google-cloud-error-reporting/noxfile.py, packages/google-cloud-essential-contacts/noxfile.py, packages/google-cloud-eventarc-publishing/noxfile.py, packages/google-cloud-eventarc/noxfile.py, packages/google-cloud-filestore/noxfile.py, packages/google-cloud-financialservices/noxfile.py, packages/google-cloud-firestore/noxfile.py, packages/google-cloud-functions/noxfile.py, packages/google-cloud-gdchardwaremanagement/noxfile.py, packages/google-cloud-geminidataanalytics/noxfile.py, packages/google-cloud-gke-backup/noxfile.py, packages/google-cloud-gke-connect-gateway/noxfile.py, packages/google-cloud-gke-hub/noxfile.py, packages/google-cloud-gke-multicloud/noxfile.py, packages/google-cloud-gkerecommender/noxfile.py, packages/google-cloud-gsuiteaddons/noxfile.py, packages/google-cloud-hypercomputecluster/noxfile.py, packages/google-cloud-iam-logging/noxfile.py, packages/google-cloud-iam/noxfile.py, packages/google-cloud-iamconnectorcredentials/noxfile.py, packages/google-cloud-iap/noxfile.py, packages/google-cloud-ids/noxfile.py, packages/google-cloud-kms-inventory/noxfile.py, packages/google-cloud-kms/noxfile.py, packages/google-cloud-language/noxfile.py, packages/google-cloud-licensemanager/noxfile.py, packages/google-cloud-life-sciences/noxfile.py, packages/google-cloud-locationfinder/noxfile.py, packages/google-cloud-logging/noxfile.py, packages/google-cloud-lustre/noxfile.py, packages/google-cloud-maintenance-api/noxfile.py, packages/google-cloud-managed-identities/noxfile.py, packages/google-cloud-managedkafka-schemaregistry/noxfile.py, packages/google-cloud-managedkafka/noxfile.py, packages/google-cloud-media-translation/noxfile.py, packages/google-cloud-memcache/noxfile.py, packages/google-cloud-memorystore/noxfile.py, packages/google-cloud-migrationcenter/noxfile.py, packages/google-cloud-modelarmor/noxfile.py, packages/google-cloud-monitoring-dashboards/noxfile.py, packages/google-cloud-monitoring-metrics-scopes/noxfile.py, packages/google-cloud-monitoring/noxfile.py, packages/google-cloud-ndb/docs/Makefile, packages/google-cloud-ndb/noxfile.py, packages/google-cloud-netapp/noxfile.py, packages/google-cloud-network-connectivity/noxfile.py, packages/google-cloud-network-management/noxfile.py, packages/google-cloud-network-security/noxfile.py, packages/google-cloud-network-services/noxfile.py, packages/google-cloud-notebooks/noxfile.py, packages/google-cloud-optimization/noxfile.py, packages/google-cloud-oracledatabase/noxfile.py, packages/google-cloud-orchestration-airflow/noxfile.py, packages/google-cloud-org-policy/noxfile.py, packages/google-cloud-os-config/noxfile.py, packages/google-cloud-os-login/noxfile.py, packages/google-cloud-parallelstore/noxfile.py, packages/google-cloud-parametermanager/noxfile.py, packages/google-cloud-phishing-protection/noxfile.py, packages/google-cloud-policy-troubleshooter/noxfile.py, packages/google-cloud-policysimulator/noxfile.py, packages/google-cloud-policytroubleshooter-iam/noxfile.py, packages/google-cloud-private-ca/noxfile.py, packages/google-cloud-private-catalog/noxfile.py, packages/google-cloud-privilegedaccessmanager/noxfile.py, packages/google-cloud-pubsub/noxfile.py, packages/google-cloud-quotas/noxfile.py, packages/google-cloud-rapidmigrationassessment/noxfile.py, packages/google-cloud-recaptcha-enterprise/noxfile.py |
| Automated tests | met | 22 / 22 | — |
| Lint / format config | met | 11 / 11 | .flake8, .pylintrc, biome.json, tox.ini |
| Static type checking | met | 11 / 11 | mypy.ini, packages/bigframes/bigframes/display/table_widget_angular/tsconfig.json, packages/bigframes/bigframes/py.typed, packages/bigframes/mypy.ini, packages/bigframes/third_party/bigframes_vendored/py.typed, packages/bigframes/third_party/bigframes_vendored/sqlglot/py.typed, packages/bigquery-magics/mypy.ini, packages/gapic-generator/mypy.ini, packages/gapic-generator/tests/integration/goldens/asset/google/cloud/asset/py.typed, packages/gapic-generator/tests/integration/goldens/asset/google/cloud/asset_v1/py.typed, packages/gapic-generator/tests/integration/goldens/credentials/google/iam/credentials/py.typed, packages/gapic-generator/tests/integration/goldens/credentials/google/iam/credentials_v1/py.typed, packages/gapic-generator/tests/integration/goldens/eventarc/google/cloud/eventarc_v1/py.typed, packages/gapic-generator/tests/integration/goldens/logging/google/cloud/logging/py.typed, packages/gapic-generator/tests/integration/goldens/logging/google/cloud/logging_v2/py.typed, packages/gapic-generator/tests/integration/goldens/logging_internal/google/cloud/logging/py.typed, packages/gapic-generator/tests/integration/goldens/logging_internal/google/cloud/logging_v2/py.typed, packages/gapic-generator/tests/integration/goldens/redis/google/cloud/redis/py.typed, packages/gapic-generator/tests/integration/goldens/redis/google/cloud/redis_v1/py.typed, packages/gapic-generator/tests/integration/goldens/redis_selective/google/cloud/redis/py.typed, packages/gapic-generator/tests/integration/goldens/redis_selective/google/cloud/redis_v1/py.typed, packages/gapic-generator/tests/integration/goldens/storagebatchoperations/google/cloud/storagebatchoperations/py.typed, packages/gapic-generator/tests/integration/goldens/storagebatchoperations/google/cloud/storagebatchoperations_v1/py.typed, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-auto/google/cloud/texttospeech/py.typed, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-auto/google/cloud/texttospeech_v1/py.typed, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-auto/google/cloud/texttospeech_v1beta1/py.typed, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-combo/google/pubsub/py.typed, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-combo/google/pubsub_v1/py.typed, packages/google-ads-admanager/google/ads/admanager/py.typed, packages/google-ads-admanager/google/ads/admanager_v1/py.typed, packages/google-ads-datamanager/google/ads/datamanager/py.typed, packages/google-ads-datamanager/google/ads/datamanager_v1/py.typed, packages/google-ads-marketingplatform-admin/google/ads/marketingplatform_admin/py.typed, packages/google-ads-marketingplatform-admin/google/ads/marketingplatform_admin_v1alpha/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage_v1/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage_v1alpha/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage_v1beta/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage_v1beta2/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage_v1beta3/py.typed, packages/google-analytics-admin/google/analytics/admin/py.typed, packages/google-analytics-admin/google/analytics/admin_v1alpha/py.typed, packages/google-analytics-admin/google/analytics/admin_v1beta/py.typed, packages/google-analytics-data/google/analytics/data/py.typed, packages/google-analytics-data/google/analytics/data_v1alpha/py.typed, packages/google-analytics-data/google/analytics/data_v1beta/py.typed, packages/google-api-core/google/api_core/py.typed, packages/google-apps-card/google/apps/card/py.typed, packages/google-apps-card/google/apps/card_v1/py.typed, packages/google-apps-chat/google/apps/chat/py.typed, packages/google-apps-chat/google/apps/chat_v1/py.typed, packages/google-apps-events-subscriptions/google/apps/events_subscriptions/py.typed, packages/google-apps-events-subscriptions/google/apps/events_subscriptions_v1/py.typed, packages/google-apps-events-subscriptions/google/apps/events_subscriptions_v1beta/py.typed, packages/google-apps-meet/google/apps/meet/py.typed, packages/google-apps-meet/google/apps/meet_v2/py.typed, packages/google-apps-meet/google/apps/meet_v2beta/py.typed, packages/google-apps-script-type/google/apps/script/type/calendar/py.typed, packages/google-apps-script-type/google/apps/script/type/docs/py.typed, packages/google-apps-script-type/google/apps/script/type/drive/py.typed, packages/google-apps-script-type/google/apps/script/type/gmail/py.typed, packages/google-apps-script-type/google/apps/script/type/py.typed, packages/google-apps-script-type/google/apps/script/type/sheets/py.typed, packages/google-apps-script-type/google/apps/script/type/slides/py.typed, packages/google-area120-tables/google/area120/tables/py.typed, packages/google-area120-tables/google/area120/tables_v1alpha1/py.typed, packages/google-auth/google/auth/py.typed, packages/google-auth/google/oauth2/py.typed, packages/google-auth/mypy.ini, packages/google-backstory/google/backstory/py.typed, packages/google-cloud-access-approval/google/cloud/accessapproval/py.typed, packages/google-cloud-access-approval/google/cloud/accessapproval_v1/py.typed, packages/google-cloud-advisorynotifications/google/cloud/advisorynotifications/py.typed, packages/google-cloud-advisorynotifications/google/cloud/advisorynotifications_v1/py.typed, packages/google-cloud-agentidentity/google/cloud/agentidentity/py.typed, packages/google-cloud-agentidentity/google/cloud/agentidentity_v1/py.typed, packages/google-cloud-agentidentity/google/cloud/agentidentity_v1beta/py.typed, packages/google-cloud-agentidentitycredentials/google/cloud/agentidentitycredentials/py.typed, packages/google-cloud-agentidentitycredentials/google/cloud/agentidentitycredentials_v1/py.typed, packages/google-cloud-agentregistry/google/cloud/agentregistry/py.typed, packages/google-cloud-agentregistry/google/cloud/agentregistry_v1/py.typed, packages/google-cloud-alloydb-connectors/google/cloud/alloydb/connectors/py.typed, packages/google-cloud-alloydb-connectors/google/cloud/alloydb/connectors_v1/py.typed, packages/google-cloud-alloydb-connectors/google/cloud/alloydb/connectors_v1alpha/py.typed, packages/google-cloud-alloydb-connectors/google/cloud/alloydb/connectors_v1beta/py.typed, packages/google-cloud-alloydb/google/cloud/alloydb/py.typed, packages/google-cloud-alloydb/google/cloud/alloydb_v1/py.typed, packages/google-cloud-alloydb/google/cloud/alloydb_v1alpha/py.typed, packages/google-cloud-alloydb/google/cloud/alloydb_v1beta/py.typed, packages/google-cloud-api-gateway/google/cloud/apigateway/py.typed, packages/google-cloud-api-gateway/google/cloud/apigateway_v1/py.typed, packages/google-cloud-api-keys/google/cloud/api_keys/py.typed, packages/google-cloud-api-keys/google/cloud/api_keys_v2/py.typed, packages/google-cloud-apigee-connect/google/cloud/apigeeconnect/py.typed, packages/google-cloud-apigee-connect/google/cloud/apigeeconnect_v1/py.typed, packages/google-cloud-apigee-registry/google/cloud/apigee_registry/py.typed, packages/google-cloud-apigee-registry/google/cloud/apigee_registry_v1/py.typed, packages/google-cloud-apigee-registry/mypy.ini, packages/google-cloud-apihub/google/cloud/apihub/py.typed, packages/google-cloud-apihub/google/cloud/apihub_v1/py.typed, packages/google-cloud-apiregistry/google/cloud/apiregistry/py.typed, packages/google-cloud-apiregistry/google/cloud/apiregistry_v1beta/py.typed, packages/google-cloud-appengine-admin/google/cloud/appengine_admin/py.typed, packages/google-cloud-appengine-admin/google/cloud/appengine_admin_v1/py.typed, packages/google-cloud-appengine-logging/google/cloud/appengine_logging/py.typed, packages/google-cloud-appengine-logging/google/cloud/appengine_logging_v1/py.typed, packages/google-cloud-apphub/google/cloud/apphub/py.typed, packages/google-cloud-apphub/google/cloud/apphub_v1/py.typed, packages/google-cloud-appoptimize/google/cloud/appoptimize/py.typed, packages/google-cloud-appoptimize/google/cloud/appoptimize_v1beta/py.typed, packages/google-cloud-artifact-registry/google/cloud/artifactregistry/py.typed, packages/google-cloud-artifact-registry/google/cloud/artifactregistry_v1/py.typed, packages/google-cloud-artifact-registry/google/cloud/artifactregistry_v1beta2/py.typed, packages/google-cloud-asset/google/cloud/asset/py.typed, packages/google-cloud-asset/google/cloud/asset_v1/py.typed, packages/google-cloud-asset/google/cloud/asset_v1p1beta1/py.typed, packages/google-cloud-asset/google/cloud/asset_v1p2beta1/py.typed, packages/google-cloud-asset/google/cloud/asset_v1p5beta1/py.typed, packages/google-cloud-assured-workloads/google/cloud/assuredworkloads/py.typed, packages/google-cloud-assured-workloads/google/cloud/assuredworkloads_v1/py.typed, packages/google-cloud-assured-workloads/google/cloud/assuredworkloads_v1beta1/py.typed, packages/google-cloud-auditmanager/google/cloud/auditmanager/py.typed, packages/google-cloud-auditmanager/google/cloud/auditmanager_v1/py.typed, packages/google-cloud-automl/google/cloud/automl/py.typed, packages/google-cloud-automl/google/cloud/automl_v1/py.typed, packages/google-cloud-automl/google/cloud/automl_v1beta1/py.typed, packages/google-cloud-backupdr/google/cloud/backupdr/py.typed, packages/google-cloud-backupdr/google/cloud/backupdr_v1/py.typed, packages/google-cloud-bare-metal-solution/google/cloud/bare_metal_solution/py.typed, packages/google-cloud-bare-metal-solution/google/cloud/bare_metal_solution_v2/py.typed, packages/google-cloud-batch/google/cloud/batch/py.typed, packages/google-cloud-batch/google/cloud/batch_v1/py.typed, packages/google-cloud-batch/google/cloud/batch_v1alpha/py.typed, packages/google-cloud-beyondcorp-appconnections/google/cloud/beyondcorp_appconnections/py.typed, packages/google-cloud-beyondcorp-appconnections/google/cloud/beyondcorp_appconnections_v1/py.typed, packages/google-cloud-beyondcorp-appconnectors/google/cloud/beyondcorp_appconnectors/py.typed, packages/google-cloud-beyondcorp-appconnectors/google/cloud/beyondcorp_appconnectors_v1/py.typed, packages/google-cloud-beyondcorp-appgateways/google/cloud/beyondcorp_appgateways/py.typed, packages/google-cloud-beyondcorp-appgateways/google/cloud/beyondcorp_appgateways_v1/py.typed, packages/google-cloud-beyondcorp-clientconnectorservices/google/cloud/beyondcorp_clientconnectorservices/py.typed, packages/google-cloud-beyondcorp-clientconnectorservices/google/cloud/beyondcorp_clientconnectorservices_v1/py.typed, packages/google-cloud-beyondcorp-clientgateways/google/cloud/beyondcorp_clientgateways/py.typed, packages/google-cloud-beyondcorp-clientgateways/google/cloud/beyondcorp_clientgateways_v1/py.typed, packages/google-cloud-biglake-hive/google/cloud/biglake_hive/py.typed, packages/google-cloud-biglake-hive/google/cloud/biglake_hive_v1beta/py.typed, packages/google-cloud-biglake/google/cloud/biglake/py.typed, packages/google-cloud-biglake/google/cloud/biglake_v1/py.typed, packages/google-cloud-bigquery-analyticshub/google/cloud/bigquery_analyticshub/py.typed, packages/google-cloud-bigquery-analyticshub/google/cloud/bigquery_analyticshub_v1/py.typed, packages/google-cloud-bigquery-biglake/google/cloud/bigquery_biglake/py.typed, packages/google-cloud-bigquery-biglake/google/cloud/bigquery_biglake_v1/py.typed, packages/google-cloud-bigquery-biglake/google/cloud/bigquery_biglake_v1alpha1/py.typed, packages/google-cloud-bigquery-connection/google/cloud/bigquery_connection/py.typed, packages/google-cloud-bigquery-connection/google/cloud/bigquery_connection_v1/py.typed, packages/google-cloud-bigquery-data-exchange/google/cloud/bigquery_data_exchange/py.typed, packages/google-cloud-bigquery-data-exchange/google/cloud/bigquery_data_exchange_v1beta1/py.typed, packages/google-cloud-bigquery-datapolicies/google/cloud/bigquery_datapolicies/py.typed, packages/google-cloud-bigquery-datapolicies/google/cloud/bigquery_datapolicies_v1/py.typed, packages/google-cloud-bigquery-datapolicies/google/cloud/bigquery_datapolicies_v1beta1/py.typed, packages/google-cloud-bigquery-datapolicies/google/cloud/bigquery_datapolicies_v2/py.typed, packages/google-cloud-bigquery-datapolicies/google/cloud/bigquery_datapolicies_v2beta1/py.typed, packages/google-cloud-bigquery-datatransfer/google/cloud/bigquery_datatransfer/py.typed, packages/google-cloud-bigquery-datatransfer/google/cloud/bigquery_datatransfer_v1/py.typed, packages/google-cloud-bigquery-logging/google/cloud/bigquery_logging/py.typed, packages/google-cloud-bigquery-logging/google/cloud/bigquery_logging_v1/py.typed, packages/google-cloud-bigquery-migration/google/cloud/bigquery_migration/py.typed, packages/google-cloud-bigquery-migration/google/cloud/bigquery_migration_v2/py.typed, packages/google-cloud-bigquery-migration/google/cloud/bigquery_migration_v2alpha/py.typed, packages/google-cloud-bigquery-reservation/google/cloud/bigquery_reservation/py.typed, packages/google-cloud-bigquery-reservation/google/cloud/bigquery_reservation_v1/py.typed, packages/google-cloud-bigquery-storage/google/cloud/bigquery_storage/py.typed, packages/google-cloud-bigquery-storage/google/cloud/bigquery_storage_v1/py.typed, packages/google-cloud-bigquery-storage/google/cloud/bigquery_storage_v1alpha/py.typed, packages/google-cloud-bigquery-storage/google/cloud/bigquery_storage_v1beta/py.typed, packages/google-cloud-bigquery-storage/google/cloud/bigquery_storage_v1beta2/py.typed, packages/google-cloud-bigquery/google/cloud/bigquery/py.typed, packages/google-cloud-bigtable/google/cloud/bigtable/py.typed, packages/google-cloud-bigtable/google/cloud/bigtable_admin/py.typed, packages/google-cloud-bigtable/google/cloud/bigtable_admin_v2/py.typed, packages/google-cloud-bigtable/google/cloud/bigtable_v2/py.typed, packages/google-cloud-billing-budgets/google/cloud/billing/budgets/py.typed, packages/google-cloud-billing-budgets/google/cloud/billing/budgets_v1/py.typed, packages/google-cloud-billing-budgets/google/cloud/billing/budgets_v1beta1/py.typed, packages/google-cloud-billing/google/cloud/billing/py.typed, packages/google-cloud-billing/google/cloud/billing_v1/py.typed, packages/google-cloud-binary-authorization/google/cloud/binaryauthorization/py.typed, packages/google-cloud-binary-authorization/google/cloud/binaryauthorization_v1/py.typed, packages/google-cloud-binary-authorization/google/cloud/binaryauthorization_v1beta1/py.typed, packages/google-cloud-build/google/cloud/devtools/cloudbuild/py.typed, packages/google-cloud-build/google/cloud/devtools/cloudbuild_v1/py.typed, packages/google-cloud-build/google/cloud/devtools/cloudbuild_v2/py.typed, packages/google-cloud-capacityplanner/google/cloud/capacityplanner/py.typed, packages/google-cloud-capacityplanner/google/cloud/capacityplanner_v1beta/py.typed, packages/google-cloud-certificate-manager/google/cloud/certificate_manager/py.typed, packages/google-cloud-certificate-manager/google/cloud/certificate_manager_v1/py.typed, packages/google-cloud-ces/google/cloud/ces/py.typed, packages/google-cloud-ces/google/cloud/ces_v1/py.typed, packages/google-cloud-ces/google/cloud/ces_v1beta/py.typed, packages/google-cloud-ces/mypy.ini, packages/google-cloud-channel/google/cloud/channel/py.typed, packages/google-cloud-channel/google/cloud/channel_v1/py.typed, packages/google-cloud-chronicle/google/cloud/chronicle/py.typed, packages/google-cloud-chronicle/google/cloud/chronicle_v1/py.typed, packages/google-cloud-cloudcontrolspartner/google/cloud/cloudcontrolspartner/py.typed, packages/google-cloud-cloudcontrolspartner/google/cloud/cloudcontrolspartner_v1/py.typed, packages/google-cloud-cloudcontrolspartner/google/cloud/cloudcontrolspartner_v1beta/py.typed, packages/google-cloud-cloudsecuritycompliance/google/cloud/cloudsecuritycompliance/py.typed, packages/google-cloud-cloudsecuritycompliance/google/cloud/cloudsecuritycompliance_v1/py.typed, packages/google-cloud-commerce-consumer-procurement/google/cloud/commerce_consumer_procurement/py.typed, packages/google-cloud-commerce-consumer-procurement/google/cloud/commerce_consumer_procurement_v1/py.typed, packages/google-cloud-commerce-consumer-procurement/google/cloud/commerce_consumer_procurement_v1alpha1/py.typed, packages/google-cloud-common/google/cloud/common/py.typed, packages/google-cloud-compute-v1beta/google/cloud/compute_v1beta/py.typed, packages/google-cloud-compute/google/cloud/compute/py.typed, packages/google-cloud-compute/google/cloud/compute_v1/py.typed, packages/google-cloud-confidentialcomputing/google/cloud/confidentialcomputing/py.typed, packages/google-cloud-confidentialcomputing/google/cloud/confidentialcomputing_v1/py.typed, packages/google-cloud-config/google/cloud/config/py.typed, packages/google-cloud-config/google/cloud/config_v1/py.typed, packages/google-cloud-configdelivery/google/cloud/configdelivery/py.typed, packages/google-cloud-configdelivery/google/cloud/configdelivery_v1/py.typed, packages/google-cloud-configdelivery/google/cloud/configdelivery_v1alpha/py.typed, packages/google-cloud-configdelivery/google/cloud/configdelivery_v1beta/py.typed, packages/google-cloud-contact-center-insights/google/cloud/contact_center_insights/py.typed, packages/google-cloud-contact-center-insights/google/cloud/contact_center_insights_v1/py.typed, packages/google-cloud-container/google/cloud/container/py.typed, packages/google-cloud-container/google/cloud/container_v1/py.typed, packages/google-cloud-container/google/cloud/container_v1beta1/py.typed, packages/google-cloud-containeranalysis/google/cloud/devtools/containeranalysis/py.typed, packages/google-cloud-containeranalysis/google/cloud/devtools/containeranalysis_v1/py.typed, packages/google-cloud-contentwarehouse/google/cloud/contentwarehouse/py.typed, packages/google-cloud-contentwarehouse/google/cloud/contentwarehouse_v1/py.typed, packages/google-cloud-core/google/cloud/_helpers/py.typed, packages/google-cloud-core/google/cloud/_http/py.typed, packages/google-cloud-core/google/cloud/_testing/py.typed, packages/google-cloud-core/google/cloud/client/py.typed, packages/google-cloud-core/google/cloud/environment_vars/py.typed, packages/google-cloud-core/google/cloud/exceptions/py.typed, packages/google-cloud-core/google/cloud/obsolete/py.typed, packages/google-cloud-core/google/cloud/operation/py.typed, packages/google-cloud-core/mypy.ini, packages/google-cloud-data-fusion/google/cloud/data_fusion/py.typed, packages/google-cloud-data-fusion/google/cloud/data_fusion_v1/py.typed, packages/google-cloud-data-qna/google/cloud/dataqna/py.typed, packages/google-cloud-data-qna/google/cloud/dataqna_v1alpha/py.typed, packages/google-cloud-databasecenter/google/cloud/databasecenter/py.typed, packages/google-cloud-databasecenter/google/cloud/databasecenter_v1beta/py.typed, packages/google-cloud-datacatalog-lineage-configmanagement/google/cloud/datacatalog_lineage_configmanagement/py.typed, packages/google-cloud-datacatalog-lineage-configmanagement/google/cloud/datacatalog_lineage_configmanagement_v1/py.typed, packages/google-cloud-datacatalog-lineage/google/cloud/datacatalog_lineage/py.typed, packages/google-cloud-datacatalog-lineage/google/cloud/datacatalog_lineage_v1/py.typed, packages/google-cloud-datacatalog/google/cloud/datacatalog/py.typed, packages/google-cloud-datacatalog/google/cloud/datacatalog_v1/py.typed, packages/google-cloud-datacatalog/google/cloud/datacatalog_v1beta1/py.typed, packages/google-cloud-dataflow-client/google/cloud/dataflow/py.typed, packages/google-cloud-dataflow-client/google/cloud/dataflow_v1beta3/py.typed, packages/google-cloud-dataform/google/cloud/dataform/py.typed, packages/google-cloud-dataform/google/cloud/dataform_v1/py.typed, packages/google-cloud-dataform/google/cloud/dataform_v1beta1/py.typed, packages/google-cloud-datalabeling/google/cloud/datalabeling/py.typed, packages/google-cloud-datalabeling/google/cloud/datalabeling_v1beta1/py.typed, packages/google-cloud-dataplex/google/cloud/dataplex/py.typed, packages/google-cloud-dataplex/google/cloud/dataplex_v1/py.typed, packages/google-cloud-dataproc-metastore/google/cloud/metastore/py.typed, packages/google-cloud-dataproc-metastore/google/cloud/metastore_v1/py.typed, packages/google-cloud-dataproc-metastore/google/cloud/metastore_v1alpha/py.typed, packages/google-cloud-dataproc-metastore/google/cloud/metastore_v1beta/py.typed, packages/google-cloud-dataproc/google/cloud/dataproc/py.typed, packages/google-cloud-dataproc/google/cloud/dataproc_v1/py.typed, packages/google-cloud-datastore/google/cloud/datastore/py.typed, packages/google-cloud-datastore/google/cloud/datastore_admin/py.typed, packages/google-cloud-datastore/google/cloud/datastore_admin_v1/py.typed, packages/google-cloud-datastore/google/cloud/datastore_v1/py.typed, packages/google-cloud-datastream/google/cloud/datastream/py.typed, packages/google-cloud-datastream/google/cloud/datastream_v1/py.typed, packages/google-cloud-datastream/google/cloud/datastream_v1alpha1/py.typed, packages/google-cloud-deploy/google/cloud/deploy/py.typed, packages/google-cloud-deploy/google/cloud/deploy_v1/py.typed, packages/google-cloud-developerconnect/google/cloud/developerconnect/py.typed, packages/google-cloud-developerconnect/google/cloud/developerconnect_v1/py.typed, packages/google-cloud-devicestreaming/google/cloud/devicestreaming/py.typed, packages/google-cloud-devicestreaming/google/cloud/devicestreaming_v1/py.typed, packages/google-cloud-dialogflow-cx/google/cloud/dialogflowcx/py.typed, packages/google-cloud-dialogflow-cx/google/cloud/dialogflowcx_v3/py.typed, packages/google-cloud-dialogflow-cx/google/cloud/dialogflowcx_v3beta1/py.typed, packages/google-cloud-dialogflow/google/cloud/dialogflow/py.typed, packages/google-cloud-dialogflow/google/cloud/dialogflow_v2/py.typed, packages/google-cloud-dialogflow/google/cloud/dialogflow_v2beta1/py.typed, packages/google-cloud-discoveryengine/google/cloud/discoveryengine/py.typed, packages/google-cloud-discoveryengine/google/cloud/discoveryengine_v1/py.typed, packages/google-cloud-discoveryengine/google/cloud/discoveryengine_v1alpha/py.typed, packages/google-cloud-discoveryengine/google/cloud/discoveryengine_v1beta/py.typed, packages/google-cloud-dlp/google/cloud/dlp/py.typed, packages/google-cloud-dlp/google/cloud/dlp_v2/py.typed, packages/google-cloud-dms/google/cloud/clouddms/py.typed, packages/google-cloud-dms/google/cloud/clouddms_v1/py.typed, packages/google-cloud-documentai-toolbox/google/cloud/documentai_toolbox/py.typed, packages/google-cloud-documentai/google/cloud/documentai/py.typed, packages/google-cloud-documentai/google/cloud/documentai_v1/py.typed, packages/google-cloud-documentai/google/cloud/documentai_v1beta3/py.typed, packages/google-cloud-domains/google/cloud/domains/py.typed, packages/google-cloud-domains/google/cloud/domains_v1/py.typed, packages/google-cloud-domains/google/cloud/domains_v1beta1/py.typed, packages/google-cloud-edgecontainer/google/cloud/edgecontainer/py.typed, packages/google-cloud-edgecontainer/google/cloud/edgecontainer_v1/py.typed, packages/google-cloud-edgenetwork/google/cloud/edgenetwork/py.typed, packages/google-cloud-edgenetwork/google/cloud/edgenetwork_v1/py.typed, packages/google-cloud-enterpriseknowledgegraph/google/cloud/enterpriseknowledgegraph/py.typed, packages/google-cloud-enterpriseknowledgegraph/google/cloud/enterpriseknowledgegraph_v1/py.typed, packages/google-cloud-error-reporting/google/cloud/errorreporting/py.typed, packages/google-cloud-error-reporting/google/cloud/errorreporting_v1beta1/py.typed, packages/google-cloud-essential-contacts/google/cloud/essential_contacts/py.typed, packages/google-cloud-essential-contacts/google/cloud/essential_contacts_v1/py.typed, packages/google-cloud-eventarc-publishing/google/cloud/eventarc_publishing/py.typed, packages/google-cloud-eventarc-publishing/google/cloud/eventarc_publishing_v1/py.typed, packages/google-cloud-eventarc/google/cloud/eventarc/py.typed, packages/google-cloud-eventarc/google/cloud/eventarc_v1/py.typed, packages/google-cloud-filestore/google/cloud/filestore/py.typed, packages/google-cloud-filestore/google/cloud/filestore_v1/py.typed, packages/google-cloud-financialservices/google/cloud/financialservices/py.typed, packages/google-cloud-financialservices/google/cloud/financialservices_v1/py.typed, packages/google-cloud-firestore/google/cloud/firestore/py.typed, packages/google-cloud-firestore/google/cloud/firestore_admin/py.typed, packages/google-cloud-firestore/google/cloud/firestore_admin_v1/py.typed, packages/google-cloud-firestore/google/cloud/firestore_bundle/py.typed, packages/google-cloud-firestore/google/cloud/firestore_v1/py.typed, packages/google-cloud-functions/google/cloud/functions/py.typed, packages/google-cloud-functions/google/cloud/functions_v1/py.typed, packages/google-cloud-functions/google/cloud/functions_v2/py.typed, packages/google-cloud-gdchardwaremanagement/google/cloud/gdchardwaremanagement/py.typed, packages/google-cloud-gdchardwaremanagement/google/cloud/gdchardwaremanagement_v1alpha/py.typed, packages/google-cloud-geminidataanalytics/google/cloud/geminidataanalytics/py.typed, packages/google-cloud-geminidataanalytics/google/cloud/geminidataanalytics_v1/py.typed, packages/google-cloud-geminidataanalytics/google/cloud/geminidataanalytics_v1alpha/py.typed, packages/google-cloud-geminidataanalytics/google/cloud/geminidataanalytics_v1beta/py.typed, packages/google-cloud-gke-backup/google/cloud/gke_backup/py.typed, packages/google-cloud-gke-backup/google/cloud/gke_backup_v1/py.typed, packages/google-cloud-gke-connect-gateway/google/cloud/gkeconnect/gateway/py.typed, packages/google-cloud-gke-connect-gateway/google/cloud/gkeconnect/gateway_v1/py.typed, packages/google-cloud-gke-connect-gateway/google/cloud/gkeconnect/gateway_v1beta1/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub_v1/configmanagement_v1/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub_v1/multiclusteringress_v1/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub_v1/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub_v1/rbacrolebindingactuation_v1/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub_v1beta1/py.typed, packages/google-cloud-gke-multicloud/google/cloud/gke_multicloud/py.typed, packages/google-cloud-gke-multicloud/google/cloud/gke_multicloud_v1/py.typed, packages/google-cloud-gkerecommender/google/cloud/gkerecommender/py.typed, packages/google-cloud-gkerecommender/google/cloud/gkerecommender_v1/py.typed, packages/google-cloud-gsuiteaddons/google/cloud/gsuiteaddons/py.typed, packages/google-cloud-gsuiteaddons/google/cloud/gsuiteaddons_v1/py.typed, packages/google-cloud-hypercomputecluster/google/cloud/hypercomputecluster/py.typed, packages/google-cloud-hypercomputecluster/google/cloud/hypercomputecluster_v1/py.typed, packages/google-cloud-hypercomputecluster/google/cloud/hypercomputecluster_v1beta/py.typed, packages/google-cloud-iam-logging/google/cloud/iam_logging/py.typed, packages/google-cloud-iam-logging/google/cloud/iam_logging_v1/py.typed, packages/google-cloud-iam/google/cloud/iam/py.typed, packages/google-cloud-iam/google/cloud/iam_admin/py.typed, packages/google-cloud-iam/google/cloud/iam_admin_v1/py.typed, packages/google-cloud-iam/google/cloud/iam_credentials/py.typed, packages/google-cloud-iam/google/cloud/iam_credentials_v1/py.typed, packages/google-cloud-iam/google/cloud/iam_v2/py.typed, packages/google-cloud-iam/google/cloud/iam_v2beta/py.typed, packages/google-cloud-iam/google/cloud/iam_v3/py.typed, packages/google-cloud-iam/google/cloud/iam_v3beta/py.typed, packages/google-cloud-iamconnectorcredentials/google/cloud/iamconnectorcredentials/py.typed, packages/google-cloud-iamconnectorcredentials/google/cloud/iamconnectorcredentials_v1alpha/py.typed, packages/google-cloud-iap/google/cloud/iap/py.typed, packages/google-cloud-iap/google/cloud/iap_v1/py.typed, packages/google-cloud-ids/google/cloud/ids/py.typed, packages/google-cloud-ids/google/cloud/ids_v1/py.typed, packages/google-cloud-kms-inventory/google/cloud/kms_inventory/py.typed, packages/google-cloud-kms-inventory/google/cloud/kms_inventory_v1/py.typed, packages/google-cloud-kms/google/cloud/kms/py.typed, packages/google-cloud-kms/google/cloud/kms_v1/py.typed, packages/google-cloud-language/google/cloud/language/py.typed, packages/google-cloud-language/google/cloud/language_v1/py.typed, packages/google-cloud-language/google/cloud/language_v1beta2/py.typed, packages/google-cloud-language/google/cloud/language_v2/py.typed, packages/google-cloud-licensemanager/google/cloud/licensemanager/py.typed, packages/google-cloud-licensemanager/google/cloud/licensemanager_v1/py.typed, packages/google-cloud-life-sciences/google/cloud/lifesciences/py.typed, packages/google-cloud-life-sciences/google/cloud/lifesciences_v2beta/py.typed, packages/google-cloud-locationfinder/google/cloud/locationfinder/py.typed, packages/google-cloud-locationfinder/google/cloud/locationfinder_v1/py.typed, packages/google-cloud-logging/google/cloud/logging/py.typed, packages/google-cloud-logging/google/cloud/logging_v2/py.typed, packages/google-cloud-lustre/google/cloud/lustre/py.typed, packages/google-cloud-lustre/google/cloud/lustre_v1/py.typed, packages/google-cloud-maintenance-api/google/cloud/maintenance_api/py.typed, packages/google-cloud-maintenance-api/google/cloud/maintenance_api_v1/py.typed, packages/google-cloud-maintenance-api/google/cloud/maintenance_api_v1beta/py.typed, packages/google-cloud-managed-identities/google/cloud/managedidentities/py.typed, packages/google-cloud-managed-identities/google/cloud/managedidentities_v1/py.typed, packages/google-cloud-managedkafka-schemaregistry/google/cloud/managedkafka_schemaregistry/py.typed, packages/google-cloud-managedkafka-schemaregistry/google/cloud/managedkafka_schemaregistry_v1/py.typed, packages/google-cloud-managedkafka/google/cloud/managedkafka/py.typed, packages/google-cloud-managedkafka/google/cloud/managedkafka_v1/py.typed, packages/google-cloud-media-translation/google/cloud/mediatranslation/py.typed, packages/google-cloud-media-translation/google/cloud/mediatranslation_v1beta1/py.typed, packages/google-cloud-memcache/google/cloud/memcache/py.typed, packages/google-cloud-memcache/google/cloud/memcache_v1/py.typed, packages/google-cloud-memcache/google/cloud/memcache_v1beta2/py.typed, packages/google-cloud-memorystore/google/cloud/memorystore/py.typed, packages/google-cloud-memorystore/google/cloud/memorystore_v1/py.typed, packages/google-cloud-memorystore/google/cloud/memorystore_v1beta/py.typed, packages/google-cloud-migrationcenter/google/cloud/migrationcenter/py.typed, packages/google-cloud-migrationcenter/google/cloud/migrationcenter_v1/py.typed, packages/google-cloud-modelarmor/google/cloud/modelarmor/py.typed, packages/google-cloud-modelarmor/google/cloud/modelarmor_v1/py.typed, packages/google-cloud-modelarmor/google/cloud/modelarmor_v1beta/py.typed, packages/google-cloud-monitoring-dashboards/google/cloud/monitoring_dashboard/py.typed, packages/google-cloud-monitoring-dashboards/google/cloud/monitoring_dashboard_v1/py.typed, packages/google-cloud-monitoring-dashboards/google/monitoring/dashboard/py.typed, packages/google-cloud-monitoring-dashboards/google/monitoring/dashboard_v1/py.typed, packages/google-cloud-monitoring-metrics-scopes/google/cloud/monitoring_metrics_scope/py.typed, packages/google-cloud-monitoring-metrics-scopes/google/cloud/monitoring_metrics_scope_v1/py.typed, packages/google-cloud-monitoring/google/cloud/monitoring/py.typed, packages/google-cloud-monitoring/google/cloud/monitoring_v3/py.typed, packages/google-cloud-netapp/google/cloud/netapp/py.typed, packages/google-cloud-netapp/google/cloud/netapp_v1/py.typed, packages/google-cloud-network-connectivity/google/cloud/networkconnectivity/py.typed, packages/google-cloud-network-connectivity/google/cloud/networkconnectivity_v1/py.typed, packages/google-cloud-network-connectivity/google/cloud/networkconnectivity_v1alpha1/py.typed, packages/google-cloud-network-connectivity/google/cloud/networkconnectivity_v1beta/py.typed, packages/google-cloud-network-management/google/cloud/network_management/py.typed, packages/google-cloud-network-management/google/cloud/network_management_v1/py.typed, packages/google-cloud-network-security/google/cloud/network_security/py.typed, packages/google-cloud-network-security/google/cloud/network_security_v1/py.typed, packages/google-cloud-network-security/google/cloud/network_security_v1alpha1/py.typed, packages/google-cloud-network-security/google/cloud/network_security_v1beta1/py.typed, packages/google-cloud-network-services/google/cloud/network_services/py.typed, packages/google-cloud-network-services/google/cloud/network_services_v1/py.typed, packages/google-cloud-notebooks/google/cloud/notebooks/py.typed, packages/google-cloud-notebooks/google/cloud/notebooks_v1/py.typed, packages/google-cloud-notebooks/google/cloud/notebooks_v1beta1/py.typed, packages/google-cloud-notebooks/google/cloud/notebooks_v2/py.typed, packages/google-cloud-optimization/google/cloud/optimization/py.typed, packages/google-cloud-optimization/google/cloud/optimization_v1/py.typed, packages/google-cloud-oracledatabase/google/cloud/oracledatabase/py.typed, packages/google-cloud-oracledatabase/google/cloud/oracledatabase_v1/py.typed, packages/google-cloud-orchestration-airflow/google/cloud/orchestration/airflow/service/py.typed, packages/google-cloud-orchestration-airflow/google/cloud/orchestration/airflow/service_v1/py.typed, packages/google-cloud-orchestration-airflow/google/cloud/orchestration/airflow/service_v1beta1/py.typed, packages/google-cloud-org-policy/google/cloud/orgpolicy/py.typed, packages/google-cloud-org-policy/google/cloud/orgpolicy_v2/py.typed, packages/google-cloud-os-config/google/cloud/osconfig/py.typed, packages/google-cloud-os-config/google/cloud/osconfig_v1/py.typed, packages/google-cloud-os-config/google/cloud/osconfig_v1alpha/py.typed, packages/google-cloud-os-login/google/cloud/oslogin/py.typed, packages/google-cloud-os-login/google/cloud/oslogin_v1/common/py.typed, packages/google-cloud-os-login/google/cloud/oslogin_v1/py.typed, packages/google-cloud-parallelstore/google/cloud/parallelstore/py.typed, packages/google-cloud-parallelstore/google/cloud/parallelstore_v1/py.typed, packages/google-cloud-parallelstore/google/cloud/parallelstore_v1beta/py.typed, packages/google-cloud-parametermanager/google/cloud/parametermanager/py.typed, packages/google-cloud-parametermanager/google/cloud/parametermanager_v1/py.typed, packages/google-cloud-phishing-protection/google/cloud/phishingprotection/py.typed, packages/google-cloud-phishing-protection/google/cloud/phishingprotection_v1beta1/py.typed, packages/google-cloud-policy-troubleshooter/google/cloud/policytroubleshooter/py.typed, packages/google-cloud-policy-troubleshooter/google/cloud/policytroubleshooter_v1/py.typed, packages/google-cloud-policysimulator/google/cloud/policysimulator/py.typed, packages/google-cloud-policysimulator/google/cloud/policysimulator_v1/py.typed, packages/google-cloud-policytroubleshooter-iam/google/cloud/policytroubleshooter_iam/py.typed, packages/google-cloud-policytroubleshooter-iam/google/cloud/policytroubleshooter_iam_v3/py.typed, packages/google-cloud-private-ca/google/cloud/security/privateca/py.typed, packages/google-cloud-private-ca/google/cloud/security/privateca_v1/py.typed, packages/google-cloud-private-ca/google/cloud/security/privateca_v1beta1/py.typed, packages/google-cloud-private-catalog/google/cloud/privatecatalog/py.typed, packages/google-cloud-private-catalog/google/cloud/privatecatalog_v1beta1/py.typed, packages/google-cloud-privilegedaccessmanager/google/cloud/privilegedaccessmanager/py.typed, packages/google-cloud-privilegedaccessmanager/google/cloud/privilegedaccessmanager_v1/py.typed, packages/google-cloud-pubsub/google/pubsub/py.typed, packages/google-cloud-pubsub/google/pubsub_v1/py.typed, packages/google-cloud-quotas/google/cloud/cloudquotas/py.typed, packages/google-cloud-quotas/google/cloud/cloudquotas_v1/py.typed, packages/google-cloud-quotas/google/cloud/cloudquotas_v1beta/py.typed, packages/google-cloud-rapidmigrationassessment/google/cloud/rapidmigrationassessment/py.typed, packages/google-cloud-rapidmigrationassessment/google/cloud/rapidmigrationassessment_v1/py.typed, packages/google-cloud-recaptcha-enterprise/google/cloud/recaptchaenterprise/py.typed, packages/google-cloud-recaptcha-enterprise/google/cloud/recaptchaenterprise_v1/py.typed, packages/google-cloud-recommendations-ai/google/cloud/recommendationengine/py.typed, packages/google-cloud-recommendations-ai/google/cloud/recommendationengine_v1beta1/py.typed |
| Reproducible environment | met | 10 / 10 | Dockerfile, lockfile |
| Demonstrated agent practice | excluded | 0 / 10 | no data |
| Automated maintenance | excluded | 0 / 8 | no data |
| OpenSSF Scorecard: Pinned-Dependencies | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Code legibility for models — 77/100 (Good)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Type-checkable code | partial | 27 / 45 | Python with type-check config (mypy.ini, packages/bigframes/bigframes/display/table_widget_angular/tsconfig.json, packages/bigframes/bigframes/py.typed, packages/bigframes/mypy.ini, packages/bigframes/third_party/bigframes_vendored/py.typed, packages/bigframes/third_party/bigframes_vendored/sqlglot/py.typed, packages/bigquery-magics/mypy.ini, packages/gapic-generator/mypy.ini, packages/gapic-generator/tests/integration/goldens/asset/google/cloud/asset/py.typed, packages/gapic-generator/tests/integration/goldens/asset/google/cloud/asset_v1/py.typed, packages/gapic-generator/tests/integration/goldens/credentials/google/iam/credentials/py.typed, packages/gapic-generator/tests/integration/goldens/credentials/google/iam/credentials_v1/py.typed, packages/gapic-generator/tests/integration/goldens/eventarc/google/cloud/eventarc_v1/py.typed, packages/gapic-generator/tests/integration/goldens/logging/google/cloud/logging/py.typed, packages/gapic-generator/tests/integration/goldens/logging/google/cloud/logging_v2/py.typed, packages/gapic-generator/tests/integration/goldens/logging_internal/google/cloud/logging/py.typed, packages/gapic-generator/tests/integration/goldens/logging_internal/google/cloud/logging_v2/py.typed, packages/gapic-generator/tests/integration/goldens/redis/google/cloud/redis/py.typed, packages/gapic-generator/tests/integration/goldens/redis/google/cloud/redis_v1/py.typed, packages/gapic-generator/tests/integration/goldens/redis_selective/google/cloud/redis/py.typed, packages/gapic-generator/tests/integration/goldens/redis_selective/google/cloud/redis_v1/py.typed, packages/gapic-generator/tests/integration/goldens/storagebatchoperations/google/cloud/storagebatchoperations/py.typed, packages/gapic-generator/tests/integration/goldens/storagebatchoperations/google/cloud/storagebatchoperations_v1/py.typed, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-auto/google/cloud/texttospeech/py.typed, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-auto/google/cloud/texttospeech_v1/py.typed, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-auto/google/cloud/texttospeech_v1beta1/py.typed, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-combo/google/pubsub/py.typed, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-combo/google/pubsub_v1/py.typed, packages/google-ads-admanager/google/ads/admanager/py.typed, packages/google-ads-admanager/google/ads/admanager_v1/py.typed, packages/google-ads-datamanager/google/ads/datamanager/py.typed, packages/google-ads-datamanager/google/ads/datamanager_v1/py.typed, packages/google-ads-marketingplatform-admin/google/ads/marketingplatform_admin/py.typed, packages/google-ads-marketingplatform-admin/google/ads/marketingplatform_admin_v1alpha/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage_v1/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage_v1alpha/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage_v1beta/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage_v1beta2/py.typed, packages/google-ai-generativelanguage/google/ai/generativelanguage_v1beta3/py.typed, packages/google-analytics-admin/google/analytics/admin/py.typed, packages/google-analytics-admin/google/analytics/admin_v1alpha/py.typed, packages/google-analytics-admin/google/analytics/admin_v1beta/py.typed, packages/google-analytics-data/google/analytics/data/py.typed, packages/google-analytics-data/google/analytics/data_v1alpha/py.typed, packages/google-analytics-data/google/analytics/data_v1beta/py.typed, packages/google-api-core/google/api_core/py.typed, packages/google-apps-card/google/apps/card/py.typed, packages/google-apps-card/google/apps/card_v1/py.typed, packages/google-apps-chat/google/apps/chat/py.typed, packages/google-apps-chat/google/apps/chat_v1/py.typed, packages/google-apps-events-subscriptions/google/apps/events_subscriptions/py.typed, packages/google-apps-events-subscriptions/google/apps/events_subscriptions_v1/py.typed, packages/google-apps-events-subscriptions/google/apps/events_subscriptions_v1beta/py.typed, packages/google-apps-meet/google/apps/meet/py.typed, packages/google-apps-meet/google/apps/meet_v2/py.typed, packages/google-apps-meet/google/apps/meet_v2beta/py.typed, packages/google-apps-script-type/google/apps/script/type/calendar/py.typed, packages/google-apps-script-type/google/apps/script/type/docs/py.typed, packages/google-apps-script-type/google/apps/script/type/drive/py.typed, packages/google-apps-script-type/google/apps/script/type/gmail/py.typed, packages/google-apps-script-type/google/apps/script/type/py.typed, packages/google-apps-script-type/google/apps/script/type/sheets/py.typed, packages/google-apps-script-type/google/apps/script/type/slides/py.typed, packages/google-area120-tables/google/area120/tables/py.typed, packages/google-area120-tables/google/area120/tables_v1alpha1/py.typed, packages/google-auth/google/auth/py.typed, packages/google-auth/google/oauth2/py.typed, packages/google-auth/mypy.ini, packages/google-backstory/google/backstory/py.typed, packages/google-cloud-access-approval/google/cloud/accessapproval/py.typed, packages/google-cloud-access-approval/google/cloud/accessapproval_v1/py.typed, packages/google-cloud-advisorynotifications/google/cloud/advisorynotifications/py.typed, packages/google-cloud-advisorynotifications/google/cloud/advisorynotifications_v1/py.typed, packages/google-cloud-agentidentity/google/cloud/agentidentity/py.typed, packages/google-cloud-agentidentity/google/cloud/agentidentity_v1/py.typed, packages/google-cloud-agentidentity/google/cloud/agentidentity_v1beta/py.typed, packages/google-cloud-agentidentitycredentials/google/cloud/agentidentitycredentials/py.typed, packages/google-cloud-agentidentitycredentials/google/cloud/agentidentitycredentials_v1/py.typed, packages/google-cloud-agentregistry/google/cloud/agentregistry/py.typed, packages/google-cloud-agentregistry/google/cloud/agentregistry_v1/py.typed, packages/google-cloud-alloydb-connectors/google/cloud/alloydb/connectors/py.typed, packages/google-cloud-alloydb-connectors/google/cloud/alloydb/connectors_v1/py.typed, packages/google-cloud-alloydb-connectors/google/cloud/alloydb/connectors_v1alpha/py.typed, packages/google-cloud-alloydb-connectors/google/cloud/alloydb/connectors_v1beta/py.typed, packages/google-cloud-alloydb/google/cloud/alloydb/py.typed, packages/google-cloud-alloydb/google/cloud/alloydb_v1/py.typed, packages/google-cloud-alloydb/google/cloud/alloydb_v1alpha/py.typed, packages/google-cloud-alloydb/google/cloud/alloydb_v1beta/py.typed, packages/google-cloud-api-gateway/google/cloud/apigateway/py.typed, packages/google-cloud-api-gateway/google/cloud/apigateway_v1/py.typed, packages/google-cloud-api-keys/google/cloud/api_keys/py.typed, packages/google-cloud-api-keys/google/cloud/api_keys_v2/py.typed, packages/google-cloud-apigee-connect/google/cloud/apigeeconnect/py.typed, packages/google-cloud-apigee-connect/google/cloud/apigeeconnect_v1/py.typed, packages/google-cloud-apigee-registry/google/cloud/apigee_registry/py.typed, packages/google-cloud-apigee-registry/google/cloud/apigee_registry_v1/py.typed, packages/google-cloud-apigee-registry/mypy.ini, packages/google-cloud-apihub/google/cloud/apihub/py.typed, packages/google-cloud-apihub/google/cloud/apihub_v1/py.typed, packages/google-cloud-apiregistry/google/cloud/apiregistry/py.typed, packages/google-cloud-apiregistry/google/cloud/apiregistry_v1beta/py.typed, packages/google-cloud-appengine-admin/google/cloud/appengine_admin/py.typed, packages/google-cloud-appengine-admin/google/cloud/appengine_admin_v1/py.typed, packages/google-cloud-appengine-logging/google/cloud/appengine_logging/py.typed, packages/google-cloud-appengine-logging/google/cloud/appengine_logging_v1/py.typed, packages/google-cloud-apphub/google/cloud/apphub/py.typed, packages/google-cloud-apphub/google/cloud/apphub_v1/py.typed, packages/google-cloud-appoptimize/google/cloud/appoptimize/py.typed, packages/google-cloud-appoptimize/google/cloud/appoptimize_v1beta/py.typed, packages/google-cloud-artifact-registry/google/cloud/artifactregistry/py.typed, packages/google-cloud-artifact-registry/google/cloud/artifactregistry_v1/py.typed, packages/google-cloud-artifact-registry/google/cloud/artifactregistry_v1beta2/py.typed, packages/google-cloud-asset/google/cloud/asset/py.typed, packages/google-cloud-asset/google/cloud/asset_v1/py.typed, packages/google-cloud-asset/google/cloud/asset_v1p1beta1/py.typed, packages/google-cloud-asset/google/cloud/asset_v1p2beta1/py.typed, packages/google-cloud-asset/google/cloud/asset_v1p5beta1/py.typed, packages/google-cloud-assured-workloads/google/cloud/assuredworkloads/py.typed, packages/google-cloud-assured-workloads/google/cloud/assuredworkloads_v1/py.typed, packages/google-cloud-assured-workloads/google/cloud/assuredworkloads_v1beta1/py.typed, packages/google-cloud-auditmanager/google/cloud/auditmanager/py.typed, packages/google-cloud-auditmanager/google/cloud/auditmanager_v1/py.typed, packages/google-cloud-automl/google/cloud/automl/py.typed, packages/google-cloud-automl/google/cloud/automl_v1/py.typed, packages/google-cloud-automl/google/cloud/automl_v1beta1/py.typed, packages/google-cloud-backupdr/google/cloud/backupdr/py.typed, packages/google-cloud-backupdr/google/cloud/backupdr_v1/py.typed, packages/google-cloud-bare-metal-solution/google/cloud/bare_metal_solution/py.typed, packages/google-cloud-bare-metal-solution/google/cloud/bare_metal_solution_v2/py.typed, packages/google-cloud-batch/google/cloud/batch/py.typed, packages/google-cloud-batch/google/cloud/batch_v1/py.typed, packages/google-cloud-batch/google/cloud/batch_v1alpha/py.typed, packages/google-cloud-beyondcorp-appconnections/google/cloud/beyondcorp_appconnections/py.typed, packages/google-cloud-beyondcorp-appconnections/google/cloud/beyondcorp_appconnections_v1/py.typed, packages/google-cloud-beyondcorp-appconnectors/google/cloud/beyondcorp_appconnectors/py.typed, packages/google-cloud-beyondcorp-appconnectors/google/cloud/beyondcorp_appconnectors_v1/py.typed, packages/google-cloud-beyondcorp-appgateways/google/cloud/beyondcorp_appgateways/py.typed, packages/google-cloud-beyondcorp-appgateways/google/cloud/beyondcorp_appgateways_v1/py.typed, packages/google-cloud-beyondcorp-clientconnectorservices/google/cloud/beyondcorp_clientconnectorservices/py.typed, packages/google-cloud-beyondcorp-clientconnectorservices/google/cloud/beyondcorp_clientconnectorservices_v1/py.typed, packages/google-cloud-beyondcorp-clientgateways/google/cloud/beyondcorp_clientgateways/py.typed, packages/google-cloud-beyondcorp-clientgateways/google/cloud/beyondcorp_clientgateways_v1/py.typed, packages/google-cloud-biglake-hive/google/cloud/biglake_hive/py.typed, packages/google-cloud-biglake-hive/google/cloud/biglake_hive_v1beta/py.typed, packages/google-cloud-biglake/google/cloud/biglake/py.typed, packages/google-cloud-biglake/google/cloud/biglake_v1/py.typed, packages/google-cloud-bigquery-analyticshub/google/cloud/bigquery_analyticshub/py.typed, packages/google-cloud-bigquery-analyticshub/google/cloud/bigquery_analyticshub_v1/py.typed, packages/google-cloud-bigquery-biglake/google/cloud/bigquery_biglake/py.typed, packages/google-cloud-bigquery-biglake/google/cloud/bigquery_biglake_v1/py.typed, packages/google-cloud-bigquery-biglake/google/cloud/bigquery_biglake_v1alpha1/py.typed, packages/google-cloud-bigquery-connection/google/cloud/bigquery_connection/py.typed, packages/google-cloud-bigquery-connection/google/cloud/bigquery_connection_v1/py.typed, packages/google-cloud-bigquery-data-exchange/google/cloud/bigquery_data_exchange/py.typed, packages/google-cloud-bigquery-data-exchange/google/cloud/bigquery_data_exchange_v1beta1/py.typed, packages/google-cloud-bigquery-datapolicies/google/cloud/bigquery_datapolicies/py.typed, packages/google-cloud-bigquery-datapolicies/google/cloud/bigquery_datapolicies_v1/py.typed, packages/google-cloud-bigquery-datapolicies/google/cloud/bigquery_datapolicies_v1beta1/py.typed, packages/google-cloud-bigquery-datapolicies/google/cloud/bigquery_datapolicies_v2/py.typed, packages/google-cloud-bigquery-datapolicies/google/cloud/bigquery_datapolicies_v2beta1/py.typed, packages/google-cloud-bigquery-datatransfer/google/cloud/bigquery_datatransfer/py.typed, packages/google-cloud-bigquery-datatransfer/google/cloud/bigquery_datatransfer_v1/py.typed, packages/google-cloud-bigquery-logging/google/cloud/bigquery_logging/py.typed, packages/google-cloud-bigquery-logging/google/cloud/bigquery_logging_v1/py.typed, packages/google-cloud-bigquery-migration/google/cloud/bigquery_migration/py.typed, packages/google-cloud-bigquery-migration/google/cloud/bigquery_migration_v2/py.typed, packages/google-cloud-bigquery-migration/google/cloud/bigquery_migration_v2alpha/py.typed, packages/google-cloud-bigquery-reservation/google/cloud/bigquery_reservation/py.typed, packages/google-cloud-bigquery-reservation/google/cloud/bigquery_reservation_v1/py.typed, packages/google-cloud-bigquery-storage/google/cloud/bigquery_storage/py.typed, packages/google-cloud-bigquery-storage/google/cloud/bigquery_storage_v1/py.typed, packages/google-cloud-bigquery-storage/google/cloud/bigquery_storage_v1alpha/py.typed, packages/google-cloud-bigquery-storage/google/cloud/bigquery_storage_v1beta/py.typed, packages/google-cloud-bigquery-storage/google/cloud/bigquery_storage_v1beta2/py.typed, packages/google-cloud-bigquery/google/cloud/bigquery/py.typed, packages/google-cloud-bigtable/google/cloud/bigtable/py.typed, packages/google-cloud-bigtable/google/cloud/bigtable_admin/py.typed, packages/google-cloud-bigtable/google/cloud/bigtable_admin_v2/py.typed, packages/google-cloud-bigtable/google/cloud/bigtable_v2/py.typed, packages/google-cloud-billing-budgets/google/cloud/billing/budgets/py.typed, packages/google-cloud-billing-budgets/google/cloud/billing/budgets_v1/py.typed, packages/google-cloud-billing-budgets/google/cloud/billing/budgets_v1beta1/py.typed, packages/google-cloud-billing/google/cloud/billing/py.typed, packages/google-cloud-billing/google/cloud/billing_v1/py.typed, packages/google-cloud-binary-authorization/google/cloud/binaryauthorization/py.typed, packages/google-cloud-binary-authorization/google/cloud/binaryauthorization_v1/py.typed, packages/google-cloud-binary-authorization/google/cloud/binaryauthorization_v1beta1/py.typed, packages/google-cloud-build/google/cloud/devtools/cloudbuild/py.typed, packages/google-cloud-build/google/cloud/devtools/cloudbuild_v1/py.typed, packages/google-cloud-build/google/cloud/devtools/cloudbuild_v2/py.typed, packages/google-cloud-capacityplanner/google/cloud/capacityplanner/py.typed, packages/google-cloud-capacityplanner/google/cloud/capacityplanner_v1beta/py.typed, packages/google-cloud-certificate-manager/google/cloud/certificate_manager/py.typed, packages/google-cloud-certificate-manager/google/cloud/certificate_manager_v1/py.typed, packages/google-cloud-ces/google/cloud/ces/py.typed, packages/google-cloud-ces/google/cloud/ces_v1/py.typed, packages/google-cloud-ces/google/cloud/ces_v1beta/py.typed, packages/google-cloud-ces/mypy.ini, packages/google-cloud-channel/google/cloud/channel/py.typed, packages/google-cloud-channel/google/cloud/channel_v1/py.typed, packages/google-cloud-chronicle/google/cloud/chronicle/py.typed, packages/google-cloud-chronicle/google/cloud/chronicle_v1/py.typed, packages/google-cloud-cloudcontrolspartner/google/cloud/cloudcontrolspartner/py.typed, packages/google-cloud-cloudcontrolspartner/google/cloud/cloudcontrolspartner_v1/py.typed, packages/google-cloud-cloudcontrolspartner/google/cloud/cloudcontrolspartner_v1beta/py.typed, packages/google-cloud-cloudsecuritycompliance/google/cloud/cloudsecuritycompliance/py.typed, packages/google-cloud-cloudsecuritycompliance/google/cloud/cloudsecuritycompliance_v1/py.typed, packages/google-cloud-commerce-consumer-procurement/google/cloud/commerce_consumer_procurement/py.typed, packages/google-cloud-commerce-consumer-procurement/google/cloud/commerce_consumer_procurement_v1/py.typed, packages/google-cloud-commerce-consumer-procurement/google/cloud/commerce_consumer_procurement_v1alpha1/py.typed, packages/google-cloud-common/google/cloud/common/py.typed, packages/google-cloud-compute-v1beta/google/cloud/compute_v1beta/py.typed, packages/google-cloud-compute/google/cloud/compute/py.typed, packages/google-cloud-compute/google/cloud/compute_v1/py.typed, packages/google-cloud-confidentialcomputing/google/cloud/confidentialcomputing/py.typed, packages/google-cloud-confidentialcomputing/google/cloud/confidentialcomputing_v1/py.typed, packages/google-cloud-config/google/cloud/config/py.typed, packages/google-cloud-config/google/cloud/config_v1/py.typed, packages/google-cloud-configdelivery/google/cloud/configdelivery/py.typed, packages/google-cloud-configdelivery/google/cloud/configdelivery_v1/py.typed, packages/google-cloud-configdelivery/google/cloud/configdelivery_v1alpha/py.typed, packages/google-cloud-configdelivery/google/cloud/configdelivery_v1beta/py.typed, packages/google-cloud-contact-center-insights/google/cloud/contact_center_insights/py.typed, packages/google-cloud-contact-center-insights/google/cloud/contact_center_insights_v1/py.typed, packages/google-cloud-container/google/cloud/container/py.typed, packages/google-cloud-container/google/cloud/container_v1/py.typed, packages/google-cloud-container/google/cloud/container_v1beta1/py.typed, packages/google-cloud-containeranalysis/google/cloud/devtools/containeranalysis/py.typed, packages/google-cloud-containeranalysis/google/cloud/devtools/containeranalysis_v1/py.typed, packages/google-cloud-contentwarehouse/google/cloud/contentwarehouse/py.typed, packages/google-cloud-contentwarehouse/google/cloud/contentwarehouse_v1/py.typed, packages/google-cloud-core/google/cloud/_helpers/py.typed, packages/google-cloud-core/google/cloud/_http/py.typed, packages/google-cloud-core/google/cloud/_testing/py.typed, packages/google-cloud-core/google/cloud/client/py.typed, packages/google-cloud-core/google/cloud/environment_vars/py.typed, packages/google-cloud-core/google/cloud/exceptions/py.typed, packages/google-cloud-core/google/cloud/obsolete/py.typed, packages/google-cloud-core/google/cloud/operation/py.typed, packages/google-cloud-core/mypy.ini, packages/google-cloud-data-fusion/google/cloud/data_fusion/py.typed, packages/google-cloud-data-fusion/google/cloud/data_fusion_v1/py.typed, packages/google-cloud-data-qna/google/cloud/dataqna/py.typed, packages/google-cloud-data-qna/google/cloud/dataqna_v1alpha/py.typed, packages/google-cloud-databasecenter/google/cloud/databasecenter/py.typed, packages/google-cloud-databasecenter/google/cloud/databasecenter_v1beta/py.typed, packages/google-cloud-datacatalog-lineage-configmanagement/google/cloud/datacatalog_lineage_configmanagement/py.typed, packages/google-cloud-datacatalog-lineage-configmanagement/google/cloud/datacatalog_lineage_configmanagement_v1/py.typed, packages/google-cloud-datacatalog-lineage/google/cloud/datacatalog_lineage/py.typed, packages/google-cloud-datacatalog-lineage/google/cloud/datacatalog_lineage_v1/py.typed, packages/google-cloud-datacatalog/google/cloud/datacatalog/py.typed, packages/google-cloud-datacatalog/google/cloud/datacatalog_v1/py.typed, packages/google-cloud-datacatalog/google/cloud/datacatalog_v1beta1/py.typed, packages/google-cloud-dataflow-client/google/cloud/dataflow/py.typed, packages/google-cloud-dataflow-client/google/cloud/dataflow_v1beta3/py.typed, packages/google-cloud-dataform/google/cloud/dataform/py.typed, packages/google-cloud-dataform/google/cloud/dataform_v1/py.typed, packages/google-cloud-dataform/google/cloud/dataform_v1beta1/py.typed, packages/google-cloud-datalabeling/google/cloud/datalabeling/py.typed, packages/google-cloud-datalabeling/google/cloud/datalabeling_v1beta1/py.typed, packages/google-cloud-dataplex/google/cloud/dataplex/py.typed, packages/google-cloud-dataplex/google/cloud/dataplex_v1/py.typed, packages/google-cloud-dataproc-metastore/google/cloud/metastore/py.typed, packages/google-cloud-dataproc-metastore/google/cloud/metastore_v1/py.typed, packages/google-cloud-dataproc-metastore/google/cloud/metastore_v1alpha/py.typed, packages/google-cloud-dataproc-metastore/google/cloud/metastore_v1beta/py.typed, packages/google-cloud-dataproc/google/cloud/dataproc/py.typed, packages/google-cloud-dataproc/google/cloud/dataproc_v1/py.typed, packages/google-cloud-datastore/google/cloud/datastore/py.typed, packages/google-cloud-datastore/google/cloud/datastore_admin/py.typed, packages/google-cloud-datastore/google/cloud/datastore_admin_v1/py.typed, packages/google-cloud-datastore/google/cloud/datastore_v1/py.typed, packages/google-cloud-datastream/google/cloud/datastream/py.typed, packages/google-cloud-datastream/google/cloud/datastream_v1/py.typed, packages/google-cloud-datastream/google/cloud/datastream_v1alpha1/py.typed, packages/google-cloud-deploy/google/cloud/deploy/py.typed, packages/google-cloud-deploy/google/cloud/deploy_v1/py.typed, packages/google-cloud-developerconnect/google/cloud/developerconnect/py.typed, packages/google-cloud-developerconnect/google/cloud/developerconnect_v1/py.typed, packages/google-cloud-devicestreaming/google/cloud/devicestreaming/py.typed, packages/google-cloud-devicestreaming/google/cloud/devicestreaming_v1/py.typed, packages/google-cloud-dialogflow-cx/google/cloud/dialogflowcx/py.typed, packages/google-cloud-dialogflow-cx/google/cloud/dialogflowcx_v3/py.typed, packages/google-cloud-dialogflow-cx/google/cloud/dialogflowcx_v3beta1/py.typed, packages/google-cloud-dialogflow/google/cloud/dialogflow/py.typed, packages/google-cloud-dialogflow/google/cloud/dialogflow_v2/py.typed, packages/google-cloud-dialogflow/google/cloud/dialogflow_v2beta1/py.typed, packages/google-cloud-discoveryengine/google/cloud/discoveryengine/py.typed, packages/google-cloud-discoveryengine/google/cloud/discoveryengine_v1/py.typed, packages/google-cloud-discoveryengine/google/cloud/discoveryengine_v1alpha/py.typed, packages/google-cloud-discoveryengine/google/cloud/discoveryengine_v1beta/py.typed, packages/google-cloud-dlp/google/cloud/dlp/py.typed, packages/google-cloud-dlp/google/cloud/dlp_v2/py.typed, packages/google-cloud-dms/google/cloud/clouddms/py.typed, packages/google-cloud-dms/google/cloud/clouddms_v1/py.typed, packages/google-cloud-documentai-toolbox/google/cloud/documentai_toolbox/py.typed, packages/google-cloud-documentai/google/cloud/documentai/py.typed, packages/google-cloud-documentai/google/cloud/documentai_v1/py.typed, packages/google-cloud-documentai/google/cloud/documentai_v1beta3/py.typed, packages/google-cloud-domains/google/cloud/domains/py.typed, packages/google-cloud-domains/google/cloud/domains_v1/py.typed, packages/google-cloud-domains/google/cloud/domains_v1beta1/py.typed, packages/google-cloud-edgecontainer/google/cloud/edgecontainer/py.typed, packages/google-cloud-edgecontainer/google/cloud/edgecontainer_v1/py.typed, packages/google-cloud-edgenetwork/google/cloud/edgenetwork/py.typed, packages/google-cloud-edgenetwork/google/cloud/edgenetwork_v1/py.typed, packages/google-cloud-enterpriseknowledgegraph/google/cloud/enterpriseknowledgegraph/py.typed, packages/google-cloud-enterpriseknowledgegraph/google/cloud/enterpriseknowledgegraph_v1/py.typed, packages/google-cloud-error-reporting/google/cloud/errorreporting/py.typed, packages/google-cloud-error-reporting/google/cloud/errorreporting_v1beta1/py.typed, packages/google-cloud-essential-contacts/google/cloud/essential_contacts/py.typed, packages/google-cloud-essential-contacts/google/cloud/essential_contacts_v1/py.typed, packages/google-cloud-eventarc-publishing/google/cloud/eventarc_publishing/py.typed, packages/google-cloud-eventarc-publishing/google/cloud/eventarc_publishing_v1/py.typed, packages/google-cloud-eventarc/google/cloud/eventarc/py.typed, packages/google-cloud-eventarc/google/cloud/eventarc_v1/py.typed, packages/google-cloud-filestore/google/cloud/filestore/py.typed, packages/google-cloud-filestore/google/cloud/filestore_v1/py.typed, packages/google-cloud-financialservices/google/cloud/financialservices/py.typed, packages/google-cloud-financialservices/google/cloud/financialservices_v1/py.typed, packages/google-cloud-firestore/google/cloud/firestore/py.typed, packages/google-cloud-firestore/google/cloud/firestore_admin/py.typed, packages/google-cloud-firestore/google/cloud/firestore_admin_v1/py.typed, packages/google-cloud-firestore/google/cloud/firestore_bundle/py.typed, packages/google-cloud-firestore/google/cloud/firestore_v1/py.typed, packages/google-cloud-functions/google/cloud/functions/py.typed, packages/google-cloud-functions/google/cloud/functions_v1/py.typed, packages/google-cloud-functions/google/cloud/functions_v2/py.typed, packages/google-cloud-gdchardwaremanagement/google/cloud/gdchardwaremanagement/py.typed, packages/google-cloud-gdchardwaremanagement/google/cloud/gdchardwaremanagement_v1alpha/py.typed, packages/google-cloud-geminidataanalytics/google/cloud/geminidataanalytics/py.typed, packages/google-cloud-geminidataanalytics/google/cloud/geminidataanalytics_v1/py.typed, packages/google-cloud-geminidataanalytics/google/cloud/geminidataanalytics_v1alpha/py.typed, packages/google-cloud-geminidataanalytics/google/cloud/geminidataanalytics_v1beta/py.typed, packages/google-cloud-gke-backup/google/cloud/gke_backup/py.typed, packages/google-cloud-gke-backup/google/cloud/gke_backup_v1/py.typed, packages/google-cloud-gke-connect-gateway/google/cloud/gkeconnect/gateway/py.typed, packages/google-cloud-gke-connect-gateway/google/cloud/gkeconnect/gateway_v1/py.typed, packages/google-cloud-gke-connect-gateway/google/cloud/gkeconnect/gateway_v1beta1/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub_v1/configmanagement_v1/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub_v1/multiclusteringress_v1/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub_v1/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub_v1/rbacrolebindingactuation_v1/py.typed, packages/google-cloud-gke-hub/google/cloud/gkehub_v1beta1/py.typed, packages/google-cloud-gke-multicloud/google/cloud/gke_multicloud/py.typed, packages/google-cloud-gke-multicloud/google/cloud/gke_multicloud_v1/py.typed, packages/google-cloud-gkerecommender/google/cloud/gkerecommender/py.typed, packages/google-cloud-gkerecommender/google/cloud/gkerecommender_v1/py.typed, packages/google-cloud-gsuiteaddons/google/cloud/gsuiteaddons/py.typed, packages/google-cloud-gsuiteaddons/google/cloud/gsuiteaddons_v1/py.typed, packages/google-cloud-hypercomputecluster/google/cloud/hypercomputecluster/py.typed, packages/google-cloud-hypercomputecluster/google/cloud/hypercomputecluster_v1/py.typed, packages/google-cloud-hypercomputecluster/google/cloud/hypercomputecluster_v1beta/py.typed, packages/google-cloud-iam-logging/google/cloud/iam_logging/py.typed, packages/google-cloud-iam-logging/google/cloud/iam_logging_v1/py.typed, packages/google-cloud-iam/google/cloud/iam/py.typed, packages/google-cloud-iam/google/cloud/iam_admin/py.typed, packages/google-cloud-iam/google/cloud/iam_admin_v1/py.typed, packages/google-cloud-iam/google/cloud/iam_credentials/py.typed, packages/google-cloud-iam/google/cloud/iam_credentials_v1/py.typed, packages/google-cloud-iam/google/cloud/iam_v2/py.typed, packages/google-cloud-iam/google/cloud/iam_v2beta/py.typed, packages/google-cloud-iam/google/cloud/iam_v3/py.typed, packages/google-cloud-iam/google/cloud/iam_v3beta/py.typed, packages/google-cloud-iamconnectorcredentials/google/cloud/iamconnectorcredentials/py.typed, packages/google-cloud-iamconnectorcredentials/google/cloud/iamconnectorcredentials_v1alpha/py.typed, packages/google-cloud-iap/google/cloud/iap/py.typed, packages/google-cloud-iap/google/cloud/iap_v1/py.typed, packages/google-cloud-ids/google/cloud/ids/py.typed, packages/google-cloud-ids/google/cloud/ids_v1/py.typed, packages/google-cloud-kms-inventory/google/cloud/kms_inventory/py.typed, packages/google-cloud-kms-inventory/google/cloud/kms_inventory_v1/py.typed, packages/google-cloud-kms/google/cloud/kms/py.typed, packages/google-cloud-kms/google/cloud/kms_v1/py.typed, packages/google-cloud-language/google/cloud/language/py.typed, packages/google-cloud-language/google/cloud/language_v1/py.typed, packages/google-cloud-language/google/cloud/language_v1beta2/py.typed, packages/google-cloud-language/google/cloud/language_v2/py.typed, packages/google-cloud-licensemanager/google/cloud/licensemanager/py.typed, packages/google-cloud-licensemanager/google/cloud/licensemanager_v1/py.typed, packages/google-cloud-life-sciences/google/cloud/lifesciences/py.typed, packages/google-cloud-life-sciences/google/cloud/lifesciences_v2beta/py.typed, packages/google-cloud-locationfinder/google/cloud/locationfinder/py.typed, packages/google-cloud-locationfinder/google/cloud/locationfinder_v1/py.typed, packages/google-cloud-logging/google/cloud/logging/py.typed, packages/google-cloud-logging/google/cloud/logging_v2/py.typed, packages/google-cloud-lustre/google/cloud/lustre/py.typed, packages/google-cloud-lustre/google/cloud/lustre_v1/py.typed, packages/google-cloud-maintenance-api/google/cloud/maintenance_api/py.typed, packages/google-cloud-maintenance-api/google/cloud/maintenance_api_v1/py.typed, packages/google-cloud-maintenance-api/google/cloud/maintenance_api_v1beta/py.typed, packages/google-cloud-managed-identities/google/cloud/managedidentities/py.typed, packages/google-cloud-managed-identities/google/cloud/managedidentities_v1/py.typed, packages/google-cloud-managedkafka-schemaregistry/google/cloud/managedkafka_schemaregistry/py.typed, packages/google-cloud-managedkafka-schemaregistry/google/cloud/managedkafka_schemaregistry_v1/py.typed, packages/google-cloud-managedkafka/google/cloud/managedkafka/py.typed, packages/google-cloud-managedkafka/google/cloud/managedkafka_v1/py.typed, packages/google-cloud-media-translation/google/cloud/mediatranslation/py.typed, packages/google-cloud-media-translation/google/cloud/mediatranslation_v1beta1/py.typed, packages/google-cloud-memcache/google/cloud/memcache/py.typed, packages/google-cloud-memcache/google/cloud/memcache_v1/py.typed, packages/google-cloud-memcache/google/cloud/memcache_v1beta2/py.typed, packages/google-cloud-memorystore/google/cloud/memorystore/py.typed, packages/google-cloud-memorystore/google/cloud/memorystore_v1/py.typed, packages/google-cloud-memorystore/google/cloud/memorystore_v1beta/py.typed, packages/google-cloud-migrationcenter/google/cloud/migrationcenter/py.typed, packages/google-cloud-migrationcenter/google/cloud/migrationcenter_v1/py.typed, packages/google-cloud-modelarmor/google/cloud/modelarmor/py.typed, packages/google-cloud-modelarmor/google/cloud/modelarmor_v1/py.typed, packages/google-cloud-modelarmor/google/cloud/modelarmor_v1beta/py.typed, packages/google-cloud-monitoring-dashboards/google/cloud/monitoring_dashboard/py.typed, packages/google-cloud-monitoring-dashboards/google/cloud/monitoring_dashboard_v1/py.typed, packages/google-cloud-monitoring-dashboards/google/monitoring/dashboard/py.typed, packages/google-cloud-monitoring-dashboards/google/monitoring/dashboard_v1/py.typed, packages/google-cloud-monitoring-metrics-scopes/google/cloud/monitoring_metrics_scope/py.typed, packages/google-cloud-monitoring-metrics-scopes/google/cloud/monitoring_metrics_scope_v1/py.typed, packages/google-cloud-monitoring/google/cloud/monitoring/py.typed, packages/google-cloud-monitoring/google/cloud/monitoring_v3/py.typed, packages/google-cloud-netapp/google/cloud/netapp/py.typed, packages/google-cloud-netapp/google/cloud/netapp_v1/py.typed, packages/google-cloud-network-connectivity/google/cloud/networkconnectivity/py.typed, packages/google-cloud-network-connectivity/google/cloud/networkconnectivity_v1/py.typed, packages/google-cloud-network-connectivity/google/cloud/networkconnectivity_v1alpha1/py.typed, packages/google-cloud-network-connectivity/google/cloud/networkconnectivity_v1beta/py.typed, packages/google-cloud-network-management/google/cloud/network_management/py.typed, packages/google-cloud-network-management/google/cloud/network_management_v1/py.typed, packages/google-cloud-network-security/google/cloud/network_security/py.typed, packages/google-cloud-network-security/google/cloud/network_security_v1/py.typed, packages/google-cloud-network-security/google/cloud/network_security_v1alpha1/py.typed, packages/google-cloud-network-security/google/cloud/network_security_v1beta1/py.typed, packages/google-cloud-network-services/google/cloud/network_services/py.typed, packages/google-cloud-network-services/google/cloud/network_services_v1/py.typed, packages/google-cloud-notebooks/google/cloud/notebooks/py.typed, packages/google-cloud-notebooks/google/cloud/notebooks_v1/py.typed, packages/google-cloud-notebooks/google/cloud/notebooks_v1beta1/py.typed, packages/google-cloud-notebooks/google/cloud/notebooks_v2/py.typed, packages/google-cloud-optimization/google/cloud/optimization/py.typed, packages/google-cloud-optimization/google/cloud/optimization_v1/py.typed, packages/google-cloud-oracledatabase/google/cloud/oracledatabase/py.typed, packages/google-cloud-oracledatabase/google/cloud/oracledatabase_v1/py.typed, packages/google-cloud-orchestration-airflow/google/cloud/orchestration/airflow/service/py.typed, packages/google-cloud-orchestration-airflow/google/cloud/orchestration/airflow/service_v1/py.typed, packages/google-cloud-orchestration-airflow/google/cloud/orchestration/airflow/service_v1beta1/py.typed, packages/google-cloud-org-policy/google/cloud/orgpolicy/py.typed, packages/google-cloud-org-policy/google/cloud/orgpolicy_v2/py.typed, packages/google-cloud-os-config/google/cloud/osconfig/py.typed, packages/google-cloud-os-config/google/cloud/osconfig_v1/py.typed, packages/google-cloud-os-config/google/cloud/osconfig_v1alpha/py.typed, packages/google-cloud-os-login/google/cloud/oslogin/py.typed, packages/google-cloud-os-login/google/cloud/oslogin_v1/common/py.typed, packages/google-cloud-os-login/google/cloud/oslogin_v1/py.typed, packages/google-cloud-parallelstore/google/cloud/parallelstore/py.typed, packages/google-cloud-parallelstore/google/cloud/parallelstore_v1/py.typed, packages/google-cloud-parallelstore/google/cloud/parallelstore_v1beta/py.typed, packages/google-cloud-parametermanager/google/cloud/parametermanager/py.typed, packages/google-cloud-parametermanager/google/cloud/parametermanager_v1/py.typed, packages/google-cloud-phishing-protection/google/cloud/phishingprotection/py.typed, packages/google-cloud-phishing-protection/google/cloud/phishingprotection_v1beta1/py.typed, packages/google-cloud-policy-troubleshooter/google/cloud/policytroubleshooter/py.typed, packages/google-cloud-policy-troubleshooter/google/cloud/policytroubleshooter_v1/py.typed, packages/google-cloud-policysimulator/google/cloud/policysimulator/py.typed, packages/google-cloud-policysimulator/google/cloud/policysimulator_v1/py.typed, packages/google-cloud-policytroubleshooter-iam/google/cloud/policytroubleshooter_iam/py.typed, packages/google-cloud-policytroubleshooter-iam/google/cloud/policytroubleshooter_iam_v3/py.typed, packages/google-cloud-private-ca/google/cloud/security/privateca/py.typed, packages/google-cloud-private-ca/google/cloud/security/privateca_v1/py.typed, packages/google-cloud-private-ca/google/cloud/security/privateca_v1beta1/py.typed, packages/google-cloud-private-catalog/google/cloud/privatecatalog/py.typed, packages/google-cloud-private-catalog/google/cloud/privatecatalog_v1beta1/py.typed, packages/google-cloud-privilegedaccessmanager/google/cloud/privilegedaccessmanager/py.typed, packages/google-cloud-privilegedaccessmanager/google/cloud/privilegedaccessmanager_v1/py.typed, packages/google-cloud-pubsub/google/pubsub/py.typed, packages/google-cloud-pubsub/google/pubsub_v1/py.typed, packages/google-cloud-quotas/google/cloud/cloudquotas/py.typed, packages/google-cloud-quotas/google/cloud/cloudquotas_v1/py.typed, packages/google-cloud-quotas/google/cloud/cloudquotas_v1beta/py.typed, packages/google-cloud-rapidmigrationassessment/google/cloud/rapidmigrationassessment/py.typed, packages/google-cloud-rapidmigrationassessment/google/cloud/rapidmigrationassessment_v1/py.typed, packages/google-cloud-recaptcha-enterprise/google/cloud/recaptchaenterprise/py.typed, packages/google-cloud-recaptcha-enterprise/google/cloud/recaptchaenterprise_v1/py.typed, packages/google-cloud-recommendations-ai/google/cloud/recommendationengine/py.typed, packages/google-cloud-recommendations-ai/google/cloud/recommendationengine_v1beta1/py.typed) |
| Manageable file sizes | partial | 49.9 / 55 | 2753/29946 source files over 60KB |

### Machine-readable interfaces — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| API schema (OpenAPI/GraphQL/proto) | met | 40 / 40 | packages/gapic-generator/gapic/configurable_snippetgen/snippet_config_language.proto, packages/gapic-generator/gapic/samplegen_utils/snippet_metadata.proto, packages/gapic-generator/tests/fragments/google/api/annotations.proto, packages/gapic-generator/tests/fragments/google/api/client.proto, packages/gapic-generator/tests/fragments/google/api/field_behavior.proto, packages/gapic-generator/tests/fragments/google/api/http.proto, packages/gapic-generator/tests/fragments/google/api/httpbody.proto, packages/gapic-generator/tests/fragments/google/api/routing.proto, packages/gapic-generator/tests/fragments/google/cloud/extended_operations.proto, packages/gapic-generator/tests/fragments/google/cloud/location/locations.proto, packages/gapic-generator/tests/fragments/google/longrunning/operations.proto, packages/gapic-generator/tests/fragments/google/protobuf/any.proto, packages/gapic-generator/tests/fragments/google/protobuf/descriptor.proto, packages/gapic-generator/tests/fragments/google/protobuf/struct.proto, packages/gapic-generator/tests/fragments/google/rpc/status.proto, packages/gapic-generator/tests/fragments/google/type/dayofweek.proto, packages/gapic-generator/tests/fragments/import.proto, packages/gapic-generator/tests/fragments/test_api_version.proto, packages/gapic-generator/tests/fragments/test_compute_operation.proto, packages/gapic-generator/tests/fragments/test_dynamic_routing.proto, packages/gapic-generator/tests/fragments/test_enum_indexed_types.proto, packages/gapic-generator/tests/fragments/test_enum_indexed_types_nonlocal.proto, packages/gapic-generator/tests/fragments/test_extended_operation_forwardcompat_lro.proto, packages/gapic-generator/tests/fragments/test_flattened_value.proto, packages/gapic-generator/tests/fragments/test_google_protobuf_type.proto, packages/gapic-generator/tests/fragments/test_keyword_import.proto, packages/gapic-generator/tests/fragments/test_multiple_required_fields.proto, packages/gapic-generator/tests/fragments/test_nested_messages.proto, packages/gapic-generator/tests/fragments/test_non_primitive_body.proto, packages/gapic-generator/tests/fragments/test_oneof_imported_response.proto, packages/gapic-generator/tests/fragments/test_optional_signature.proto, packages/gapic-generator/tests/fragments/test_pagination_max_results_and_wrapper.proto, packages/gapic-generator/tests/fragments/test_protobuf_type.proto, packages/gapic-generator/tests/fragments/test_recursive_messages.proto, packages/gapic-generator/tests/fragments/test_repeated_double.proto, packages/gapic-generator/tests/fragments/test_required_non_string.proto, packages/gapic-generator/tests/fragments/test_reserved_field_name.proto, packages/gapic-generator/tests/fragments/test_reserved_method_names.proto, packages/gapic-generator/tests/fragments/test_rest_streaming.proto, packages/gapic-generator/tests/snippetgen/snippets.proto, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-combo/google/cloud/pubsub_v1/proto/pubsub.proto, packages/gcp-sphinx-docfx-yaml/tests/testdata/gapic-combo/google/cloud/pubsub_v1/proto/schema.proto, packages/google-cloud-access-context-manager/google/identity/accesscontextmanager/type/device_resources.proto, packages/google-cloud-access-context-manager/google/identity/accesscontextmanager/v1/access_context_manager.proto, packages/google-cloud-access-context-manager/google/identity/accesscontextmanager/v1/access_level.proto, packages/google-cloud-access-context-manager/google/identity/accesscontextmanager/v1/access_policy.proto, packages/google-cloud-access-context-manager/google/identity/accesscontextmanager/v1/gcp_user_access_binding.proto, packages/google-cloud-access-context-manager/google/identity/accesscontextmanager/v1/service_perimeter.proto, packages/google-cloud-audit-log/google/cloud/audit/audit_log.proto, packages/google-cloud-audit-log/google/cloud/audit/bigquery_audit_metadata.proto, packages/google-cloud-bigquery-storage/samples/snippets/customer_record.proto, packages/google-cloud-bigquery-storage/samples/snippets/sample_data.proto, packages/google-cloud-bigquery-storage/tests/system/resources/person.proto, packages/google-cloud-bigtable/samples/testdata/singer.proto, packages/google-cloud-bigtable/tests/unit/data/execute_query/resources/singer.proto, packages/google-cloud-datastore/google/cloud/datastore/_app_engine_key.proto, packages/google-cloud-org-policy/google/cloud/orgpolicy/v1/orgpolicy.proto, packages/google-cloud-pubsub/google/cloud/pubsub_v1/proto/pubsub.proto, packages/google-cloud-pubsub/google/cloud/pubsub_v1/proto/schema.proto |
| MCP server | met | 20 / 20 | — |
| Runnable examples | met | 40 / 40 | example, examples, notebooks, samples |

## Collection warnings

- File tree truncated by GitHub API; file-based signals may be incomplete
- OpenSSF Scorecard timed out after 240s; skipping Scorecard checks

## What this report is

inspect.software measures public repositories against a single published, versioned methodology and reports the result as a 1–100 health index. Findings are signals derived from what is visible in public repository data — they are not a security audit, a warranty, or an endorsement, and no result depends on payment.

- Methodology, formulas and weights: https://inspect.software/methodology.md
- What a result does and does not claim: https://inspect.software/wiki/signals-not-warranties.md
- Rating bands: https://inspect.software/wiki/scoring-bands.md
- Corrections: https://inspect.software/contact.md
- Index of all documents: https://inspect.software/llms.txt