Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-17 18:03 UTC

googleapis / google-cloud-python

Google Cloud Client Libraries for Python

PythonApache-2.0★ 5,385 stars⑂ 1,769 forkssince Jan 2014View on GitHub ↗
KindCommand-line toolLibraryhow this is determined
#python

googleapis/google-cloud-python holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (100/100) and lowest on Security (52/100). It was last updated today. 5 contributors account for most of its recent work.

98
overall / 100
Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

98
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 87 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

Google APIsOrganization
6,829 followers1,141 public repossince Jan 2016

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIdb-dtypes1.7.131,912,5792971 days agosqlpandas
PyPIbigquery-magics0.15.1-2342 days ago—
PyPIgapic-generator1.39.03,72219022 days ago—
PyPIgoogle-apps-card0.7.0-15106 days ago—
PyPIgoogle-apps-chat0.10.5-3822 days ago—
PyPIgoogle-apps-meet0.5.0-21106 days ago—
PyPIgoogle-ads-admanager0.10.4289,075222 days ago—
PyPIdjango-google-spanner5.1.0-1613 days ago—

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

100Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 3,527 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year3,527
human_commit_share0.83
days_since_last_push0
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 2 days ago
27/27Release cadence — a release every ~0 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_taggoogle-cloud-visionai-v0.5.2
releases_from_tagsno
days_since_latest_release2
mean_days_between_releases0

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

97Exceptional · 17% of overall

Popularity & adoption

99Exceptional
How it's scored
60/60Stars — 5,385 stars
25/25Forks — 1,769 forks
13.6/15Watchers — 283 watchers
Inputs used
forks1,769
stars5,385
watchers283
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services—
has_pull_request_templateyes

Ecosystem adoption (downloads)

100Exceptional
How it's scored
80/80Monthly downloads — 32,205,376 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesdb-dtypes, bigquery-magics, gapic-generator, google-apps-card, google-apps-chat, google-apps-meet, google-ads-admanager, django-google-spanner
dependents—
ecosystemspypi
total_downloads—
monthly_downloads32,205,376
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

86Excellent · 23% of overall

Maintainer resilience (bus factor)

88Excellent
How it's scored
45.9/54Bus factor — 5 contributor(s) cover half of all commits
19.5/22.5Commit distribution — top contributor authored 13% of commits
13.5/13.5Contributor breadth — 95 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor5
contributors_sampled95
top_contributor_share0.132

Issue & PR responsiveness

79Good
How it's scored
38.6/42Issue resolution — 92% of issues closed
24/30PR acceptance — 9,902/12,379 decided PRs merged
4.3/13Newcomer PR acceptance — 1/3 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs9,902
open_issues440
closed_issues4,980
prs_merged_7d28
prs_decided_7d43
prs_merged_30d35
prs_decided_30d52
issue_closed_ratio0.919
closed_unmerged_prs2,477
first_time_authors_30d2
first_time_prs_merged_30d1
first_time_prs_decided_30d3

Ownership & stewardship

80Excellent
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 6,829 followers of googleapis
25/25Track record — 1,141 public repos, account ~10 yr old
Inputs used
followers6,829
owner_typeOrganization
is_verifiedno
owner_logingoogleapis
public_repos1,141
account_age_days3,893

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 8 package(s) on pypi
35/35Publish recency — latest publish 2 days ago
20/20Version history — 190 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesdb-dtypes, bigquery-magics, gapic-generator, google-apps-card, google-apps-chat, google-apps-meet, google-ads-admanager, django-google-spanner
ecosystemspypi
any_deprecatedno
min_days_since_publish2

Engineering Quality

Are baseline engineering and documentation practices in place?

91Excellent · 19% of overall

Engineering practices

92Excellent
How it's scored
24/24CI workflows — 18 workflow(s)
24/24Tests present
16/16Linter config — .flake8, .pylintrc, packages/django-google-spanner/pyproject.toml ([tool.black]), packages/django-google-spanner/setup.cfg ([flake8], [isort]), tox.ini
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.cloud.google.com/python/docs/reference
10/10Repository description
10/10Topics — 1 topics
0/10Wiki
Inputs used
topicspython
has_wikino
homepagehttps://docs.cloud.google.com/python/docs/reference
docs_sitehttps://docs.cloud.google.com/python/docs/reference
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

52Moderate · 16% of overall

Security posture

40Weak
How it's scored
30/30Security policy (SECURITY.md)
0/25Dependabot config
0/25Dependency lockfiles — no dependency manifests — not applicable
0/20CodeQL workflow
Inputs used
sourcefile_signals
lockfiles—
manifests—
has_codeql_workflowno
has_security_policyyes
has_dependabot_configno
Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages6
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:db-dtypes@1.7.1 runtime dependency closure — what installing the published package pulls in — 6 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

92Excellent · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — GEMINI.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 82 of 83 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.988
agent_instruction_filesGEMINI.md
agent_instruction_max_bytes2,278

Verify loop (build / test / typecheck)

100Exceptional
How it's scored
18/18One-command bootstrap — 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-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-apptopology/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-bigquery/samples/desktopapp/noxfile.py, packages/google-cloud-bigquery/samples/geography/noxfile.py, packages/google-cloud-bigquery/samples/magics/noxfile.py, packages/google-cloud-bigquery/samples/notebooks/noxfile.py, packages/google-cloud-bigquery/samples/snippets/noxfile.py, packages/google-cloud-bigtable/noxfile.py, packages/google-cloud-bigtable/samples/data_client_async/snippets/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/beam/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/hello/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/hello_happybase/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/instanceadmin/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/metricscaler/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/quickstart/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/quickstart_happybase/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/snippets/deletes/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/snippets/filters/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/snippets/reads/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/snippets/writes/noxfile.py, packages/google-cloud-bigtable/samples/legacy_client/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-commerceproducer/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-ftp/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-productregistry/noxfile.py, packages/google-cloud-pubsub/noxfile.py, packages/google-cloud-quotas/noxfile.py, packages/google-cloud-rapidmigrationassessment/noxfile.py
22/22Automated tests
11/11Lint / format config — .flake8, .pylintrc, packages/django-google-spanner/pyproject.toml ([tool.black]), packages/django-google-spanner/setup.cfg ([flake8], [isort]), tox.ini
11/11Static type checking — 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, 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10/10Reproducible environment — Dockerfile
10/10Demonstrated agent practice — 6 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 8 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfiles—
has_dockerfileyes
typed_languageno
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agent_commit_share0.06
toolchain_manifests—
dependency_bot_commit_share0.08

Code legibility for models

77Good
How it's scored
27/45Type-checkable code — Python with type-check config (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, 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50.1/55Manageable file sizes — 2,757/30,930 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes6,322,724
source_files_sampled30,930
oversized_source_files2,757

Machine-readable interfaces

100Exceptional
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — 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
20/20MCP server
40/40Runnable examples — examples, samples
Inputs used
example_dirsexamples, samples
has_mcp_signalyes
api_schema_filespackages/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
interfaces_expected_of—

Key facts

5,385GitHub stars
95contributors
3,527commits, last 12 months
0days since last push
100releases
5bus factor
440open issues
—package ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 14 authors (cap 12)
  • File tree truncated by GitHub API; file-based signals may be incomplete
  • pypi download statistics for 'bigquery-magics' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download statistics for 'google-apps-card' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download statistics for 'google-apps-chat' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download statistics for 'google-apps-meet' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download statistics for 'django-google-spanner' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • OpenSSF Scorecard timed out after 240s; skipping Scorecard checks

More detail

Star and fork history 0 ★ / 1,769 ⇿
0Stars
1,769Forks
88Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

6008001,0001,2001,4001,6001,8001,769212019-032022-122026-09
Major 0Minor 0Patch 0

Each point covers 7 days.

Direct dependencies 6
RegistryPackageVersion constraintManifest
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PyPIprotobuf>= 6.33.5, < 8.0.0packages/google-api-core/pyproject.toml
PyPIproto-plus>= 1.26.1, < 2.0.0packages/google-api-core/pyproject.toml
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PyPIrequests>= 2.33.0, < 3.0.0packages/google-api-core/pyproject.toml
PyPIopentelemetry-api>= 1.44.0, < 2.0.0packages/google-api-core/pyproject.toml
All dependencies 288

Full resolved dependency set from the GitHub dependency graph: 20 direct and 268 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIgoogle-auth—direct
PyPIgoogle-auth2.41.1direct
PyPIgoogle-auth2.52.0direct
PyPIgoogle-auth2.56.2direct
PyPIgoogleapis-common-protos—direct
PyPIgoogleapis-common-protos1.70.0direct
PyPIgoogleapis-common-protos1.75.0direct
PyPIopentelemetry-api—direct
PyPIopentelemetry-api1.44.0direct
PyPIproto-plus—direct
PyPIproto-plus1.26.1direct
PyPIproto-plus1.28.0direct
PyPIproto-plus1.28.2direct
PyPIprotobuf—direct
PyPIprotobuf7.34.1direct
PyPIprotobuf7.35.1direct
PyPIrequests—direct
PyPIrequests2.33.0direct
PyPIrequests2.33.1direct
PyPIrequests2.34.2direct
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttp—indirect
PyPIaiohttp3.14.3indirect
PyPIaioresponses—indirect
PyPIaiosignal1.4.0indirect
PyPIalabaster—indirect
PyPIalembic—indirect
PyPIalembic1.18.5indirect
PyPIapache-beam2.71.0indirect
PyPIargcomplete3.6.3indirect
PyPIasync-timeout5.0.1indirect
PyPIattrs25.4.0indirect
PyPIattrs26.1.0indirect
PyPIauditwheel—indirect
PyPIbackoff2.2.1indirect
PyPIbackports-asyncio-runner1.2.0indirect
PyPIbigframes—indirect
PyPIbigquery-magics—indirect
PyPIbigquery-magics0.10.3indirect
PyPIblack—indirect
PyPIbuild1.5.0indirect
PyPIcertifi2025.10.5indirect
PyPIcertifi2026.4.22indirect
PyPIcertifi2026.7.22indirect
PyPIcffi2.0.0indirect
PyPIcffi2.1.0indirect
PyPIcharset-normalizer3.4.3indirect
PyPIcharset-normalizer3.4.7indirect
PyPIcharset-normalizer3.4.9indirect
PyPIclick—indirect
PyPIclick7.0.0indirect
PyPIclick8.3.0indirect
PyPIclick8.3.3indirect
PyPIclick8.4.2indirect
PyPIclick-plugins1.1.1.2indirect
PyPIcligj0.7.2indirect
PyPIcmake4.3.2indirect
PyPIcolorlog6.10.1indirect
PyPIcryptography—indirect
PyPIcryptography50.0.0indirect
PyPIdb-dtypes—indirect
PyPIdb-dtypes1.4.3indirect
PyPIdb-dtypes1.6.0indirect
PyPIdelocate—indirect
PyPIdistlib0.4.0indirect
PyPIdjango—indirect
PyPIexceptiongroup1.3.1indirect
PyPIfastavro—indirect
PyPIfilelock3.29.0indirect
PyPIfiona1.10.1indirect
PyPIflask—indirect
PyPIfreezegun—indirect
PyPIfrozenlist1.8.0indirect
PyPIgcp-docuploader—indirect
PyPIgeojson3.2.0indirect
PyPIgeopandas—indirect
PyPIgeopandas1.1.2indirect
PyPIgoogle-api-core—indirect
PyPIgoogle-api-core2.28.0indirect
PyPIgoogle-api-core2.30.3indirect
PyPIgoogle-api-core2.33.0indirect
PyPIgoogle-api-python-client—indirect
PyPIgoogle-apps-card—indirect
PyPIgoogle-apps-script-type—indirect
PyPIgoogle-auth-oauthlib—indirect
PyPIgoogle-auth-oauthlib1.2.2indirect
PyPIgoogle-cloud-access-context-manager—indirect
PyPIgoogle-cloud-appengine-logging—indirect
PyPIgoogle-cloud-audit-log—indirect
PyPIgoogle-cloud-bigquery—indirect
PyPIgoogle-cloud-bigquery3.41.0indirect
PyPIgoogle-cloud-bigquery3.44.0indirect
PyPIgoogle-cloud-bigquery3.45.0indirect
PyPIgoogle-cloud-bigquery-storage—indirect
PyPIgoogle-cloud-bigquery-storage2.33.1indirect
PyPIgoogle-cloud-bigquery-storage2.38.0indirect
PyPIgoogle-cloud-bigquery-storage2.41.0indirect
PyPIgoogle-cloud-bigtable2.35.0indirect
PyPIgoogle-cloud-common—indirect
PyPIgoogle-cloud-core—indirect
PyPIgoogle-cloud-core2.4.3indirect
PyPIgoogle-cloud-core2.5.0indirect
PyPIgoogle-cloud-core2.6.0indirect
PyPIgoogle-cloud-datastore—indirect
PyPIgoogle-cloud-documentai—indirect
PyPIgoogle-cloud-happybase0.33.0indirect
PyPIgoogle-cloud-iam—indirect
PyPIgoogle-cloud-kms—indirect
PyPIgoogle-cloud-logging—indirect
PyPIgoogle-cloud-monitoring—indirect
PyPIgoogle-cloud-monitoring2.29.0indirect
PyPIgoogle-cloud-monitoring2.31.0indirect
PyPIgoogle-cloud-org-policy—indirect
PyPIgoogle-cloud-os-config—indirect
PyPIgoogle-cloud-spanner—indirect
PyPIgoogle-cloud-spanner3.69.0indirect
PyPIgoogle-cloud-spanner3.71.0indirect
PyPIgoogle-cloud-storage—indirect
PyPIgoogle-cloud-testutils—indirect
PyPIgoogle-cloud-testutils1.6.4indirect
PyPIgoogle-cloud-testutils1.7.0indirect
PyPIgoogle-cloud-testutils1.8.0indirect
PyPIgoogle-cloud-vision—indirect
PyPIgoogle-crc32c—indirect
PyPIgoogle-crc32c1.7.1indirect
PyPIgoogle-geo-type—indirect
PyPIgoogle-resumable-media—indirect
PyPIgoogle-resumable-media2.7.2indirect
PyPIgoogle-shopping-type—indirect
PyPIgrafeas—indirect
PyPIgreenlet3.5.4indirect
PyPIgrpc-google-iam-v1—indirect
PyPIgrpc-google-iam-v10.14.4indirect
PyPIgrpc-interceptor—indirect
PyPIgrpc-interceptor0.15.4indirect
PyPIgrpcio—indirect
PyPIgrpcio1.75.1indirect
PyPIgrpcio1.80.0indirect
PyPIgrpcio1.83.0indirect
PyPIgrpcio-status—indirect
PyPIgrpcio-status1.83.0indirect
PyPIhttplib2—indirect
PyPIidna3.15indirect
PyPIidna3.18indirect
PyPIimmutabledict—indirect
PyPIinflection—indirect
PyPIinflection0.5.1indirect
PyPIiniconfig2.3.0indirect
PyPIintervaltree—indirect
PyPIipykernel—indirect
PyPIipython—indirect
PyPIipython8.18.1indirect
PyPIipython9.13.0indirect
PyPIipython9.6.0indirect
PyPIipywidgets—indirect
PyPIipywidgets8.1.8indirect
PyPIjinja2—indirect
PyPIjinja23.1.6indirect
PyPIlibcst—indirect
PyPIlibcst1.8.6indirect
PyPImako1.3.12indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib—indirect
PyPImatplotlib3.10.6indirect
PyPImmh3—indirect
PyPImmh35.2.1indirect
PyPImock—indirect
PyPImock5.2.0indirect
PyPImultidict6.7.1indirect
PyPImunch4.0.0indirect
PyPImypy-extensions1.1.0indirect
PyPInox2026.4.10indirect
PyPInumpy—indirect
PyPInumpydoc—indirect
PyPIopentelemetry-instrumentation—indirect
PyPIopentelemetry-instrumentation0.65b0indirect
PyPIopentelemetry-instrumentation-grpc—indirect
PyPIopentelemetry-resourcedetector-gcp—indirect
PyPIopentelemetry-resourcedetector-gcp1.14.0indirect
PyPIopentelemetry-sdk—indirect
PyPIopentelemetry-sdk1.44.0indirect
PyPIopentelemetry-semantic-conventions—indirect
PyPIopentelemetry-semantic-conventions0.65b0indirect
PyPIpackaging—indirect
PyPIpackaging25.0indirect
PyPIpackaging26.2indirect
PyPIpackaging26.3indirect
PyPIpandas—indirect
PyPIpandas2.3.3indirect
PyPIpandas-gbq—indirect
PyPIparameterized0.9.0indirect
PyPIpep5170.13.1indirect
PyPIpikepdf—indirect
PyPIpillow—indirect
PyPIpip26.2indirect
PyPIpip-tools7.6.0indirect
PyPIplatformdirs4.9.6indirect
PyPIpluggy1.6.0indirect
PyPIportpicker—indirect
PyPIpropcache0.5.2indirect
PyPIpsutil—indirect
PyPIpyarrow—indirect
PyPIpyarrow23.0.1indirect
PyPIpyarrow24.0.0indirect
PyPIpyasn10.6.3indirect
PyPIpyasn10.6.4indirect
PyPIpyasn1-modules—indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser2.23indirect
PyPIpycparser3.0indirect
PyPIpydata-google-auth—indirect
PyPIpygments2.20.0indirect
PyPIpyjwt—indirect
PyPIpymemcache—indirect
PyPIpyopenssl—indirect
PyPIpypandoc—indirect
PyPIpypandoc1.17indirect
PyPIpyparsing3.2.5indirect
PyPIpyparsing3.3.2indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpytest—indirect
PyPIpytest8.4.2indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio—indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-cov—indirect
PyPIpytest-dependency0.6.1indirect
PyPIpytest-localserver—indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil—indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpytz—indirect
PyPIpytz2025.2indirect
PyPIpyu2f—indirect
PyPIpyyaml—indirect
PyPIpyyaml6.0.3indirect
PyPIrecommonmark—indirect
PyPIredis—indirect
PyPIrequests-oauthlib—indirect
PyPIresponses—indirect
PyPIrsa—indirect
PyPIrsa4.9.1indirect
PyPIruff0.15.12indirect
PyPIsetuptools—indirect
PyPIsetuptools82.0.1indirect
PyPIshapely—indirect
PyPIshapely2.1.2indirect
PyPIsix1.17.0indirect
PyPIspanner-graph-notebook—indirect
PyPIspannerlib-python—indirect
PyPIsphinx—indirect
PyPIsphinx4.5.0indirect
PyPIsphinx9.1.0indirect
PyPIsphinx-docstring-typing—indirect
PyPIsphinx-markdown-builder0.5.5indirect
PyPIsphinx-rtd-theme—indirect
PyPIsphinxcontrib-applehelp1.0.4indirect
PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-devhelp1.0.2indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.0.1indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-napoleon—indirect
PyPIsphinxcontrib-qthelp1.0.3indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml1.1.5indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIsqlalchemy—indirect
PyPIsqlalchemy2.0.51indirect
PyPIsqlparse—indirect
PyPIsqlparse0.6.0indirect
PyPItabulate—indirect
PyPItomli2.4.1indirect
PyPItox—indirect
PyPItqdm—indirect
PyPItqdm4.67.3indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspect0.9.0indirect
PyPIunidecode—indirect
PyPIurllib3—indirect
PyPIurllib32.7.0indirect
PyPIvirtualenv21.3.1indirect
PyPIwheel—indirect
PyPIwheel0.47.0indirect
PyPIwrapt2.3.0indirect
PyPIyarl1.23.0indirect
Dependency advisories 0

Installing pypi:db-dtypes@1.7.1 pulls in 6 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

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Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.