Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-27 12:28 UTC

GoogleCloudPlatform / opentelemetry-operations-python

OpenTelemetry Python exporters for Google Cloud Monitoring and Trace

PythonApache-2.0★ 83 stars⑂ 47 forkssince Mar 2020View on GitHub ↗

GoogleCloudPlatform/opentelemetry-operations-python holds a health index of 91 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (90/100) and lowest on Security (69/100). It was last updated 7 days ago. A single contributor accounts for most of its recent work.

91
overall / 100
Excellent

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.

91
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 77 is calibrated to 91 on the published index scale (record calibration 2026-08-02).

Ownership

21,783 followers1,508 public repossince Nov 2012

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPItest-commonpoints to another repo — not scored1.3.0.post341191719 days agotest
PyPIopentelemetry-propagator-gcp1.15.01,901,616167 days ago
PyPIopentelemetry-exporter-gcp-trace1.15.015,023,693177 days ago
PyPIopentelemetry-exporter-gcp-logging1.15.0a012,095,53177 days ago
PyPIopentelemetry-exporter-gcp-monitoring1.15.0a010,176,338167 days ago

Metrics by category

Vitality

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

78Good · 21% of overall
How it's scored
36/36Push recencylast push 7 days ago
8.3/36Commit cadence12/52 weeks with commits
14.4/18Commit volume39 commits in the last year
10/10OpenSSF Scorecard: Maintained14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year39
human_commit_share0.98
days_since_last_push7
active_weeks_last_year12
How it's scored
27/27Ships releases27 releases published
36/36Release recencylatest release 7 days ago
19.8/27Release cadencea release every ~115.3 days
0/10OpenSSF Scorecard: Signed-Releasesno data
Inputs used
releases_count27
latest_release_tagv1.15.0
releases_from_tagsno
days_since_latest_release7
mean_days_between_releases115.3
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

76Good · 17% of overall
How it's scored
31/60Stars83 stars
13.9/25Forks47 forks
8.4/15Watchers33 watchers
Inputs used
forks47
stars83
watchers33
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges1
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesreadthedocs.org
has_pull_request_templateno
How it's scored
80/80Monthly downloads39,197,178 downloads/month across pypi
0/20Registry dependentsnot reported by this ecosystem
Inputs used
packagesopentelemetry-propagator-gcp, opentelemetry-exporter-gcp-trace, opentelemetry-exporter-gcp-logging, opentelemetry-exporter-gcp-monitoring
dependents
ecosystemspypi
total_downloads
monthly_downloads39,197,178
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?

72Good · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
6.7/22.5Commit distributiontop contributor authored 70% of commits
13.5/13.5Contributor breadth23 contributors
10/10OpenSSF Scorecard: Contributorsproject has 6 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled23
top_contributor_share0.703
How it's scored
34.5/42Issue resolution82% of issues closed
20.3/30PR acceptance258/381 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
15/15OpenSSF Scorecard: Code-Reviewall changesets reviewed
Inputs used
merged_prs258
open_issues22
closed_issues101
prs_merged_7d0
prs_decided_7d0
prs_merged_30d8
prs_decided_30d8
issue_closed_ratio0.821
closed_unmerged_prs123
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backingorganization-owned
0/20Verified domain
25/25Owner reach21,783 followers of GoogleCloudPlatform
25/25Track record1,508 public repos, account ~13 yr old
Inputs used
followers21,783
owner_typeOrganization
is_verifiedno
owner_loginGoogleCloudPlatform
public_repos1,508
account_age_days5,032

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable4 package(s) on pypi
35/35Publish recencylatest publish 7 days ago
20/20Version history17 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagesopentelemetry-propagator-gcp, opentelemetry-exporter-gcp-trace, opentelemetry-exporter-gcp-logging, opentelemetry-exporter-gcp-monitoring
ecosystemspypi
any_deprecatedno
min_days_since_publish7

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall
How it's scored
24/24CI workflows2 workflow(s)
24/24Tests present
16/16Linter config.flake8, .pylintrc, pyproject.toml ([tool.black]), tox.ini
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests23 out of 23 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://google-cloud-opentelemetry.readthedocs.io/en/stable/
10/10Repository description
10/10Topics3 topics
10/10Wiki
Inputs used
topicsopentelemetry, opentelemetry-python, python
has_wikiyes
homepagehttps://google-cloud-opentelemetry.readthedocs.io/en/stable/
docs_sitehttps://google-cloud-opentelemetry.readthedocs.io/en/stable/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

69Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
0.8/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
2.5/2.5CI-Tests23 out of 23 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Reviewall changesets reviewed
2.5/2.5Contributorsproject has 6 contributing companies or organizations
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
7.5/7.5Maintained14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packagingno data
0/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
3.5/5SASTSAST tool detected but not run on all commits
5/5Security-Policysecurity policy file detected
0/7.5Signed-Releasesno data
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities133 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.1
Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisoriesno direct dependency carries a known advisory
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
0/40No advisories left outstandingno advisory carries a publication date
Inputs used
sourceosv
advisories510
affected_packages80
assessed_packages549
unassessed_packages4
affected_by_severitycritical 8, high 21, moderate 18, low 1, unknown 32
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 549 resolved dependencies against OSV. 4 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. 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.

71Good · 4% of overall
How it's scored
0/45Agent instructionsno CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
39.7/40Legible commit history73 of 98 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share0.745
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrapdocs/Makefile
22/22Automated tests
11/11Lint / format config.flake8, .pylintrc, pyproject.toml ([tool.black]), tox.ini
11/11Static type checkingopentelemetry-exporter-gcp-logging/mypy.ini, opentelemetry-exporter-gcp-monitoring/mypy.ini, opentelemetry-exporter-gcp-monitoring/src/opentelemetry/py.typed, opentelemetry-exporter-gcp-trace/mypy.ini, opentelemetry-exporter-gcp-trace/src/opentelemetry/py.typed, opentelemetry-propagator-gcp/mypy.ini, opentelemetry-propagator-gcp/src/opentelemetry/py.typed
10/10Reproducible environmentDockerfile, lockfile
0/10Demonstrated agent practiceno agent-authored commits among the last 100
8/8Automated maintenance2 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesdocs/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsopentelemetry-exporter-gcp-logging/mypy.ini, opentelemetry-exporter-gcp-monitoring/mypy.ini, opentelemetry-exporter-gcp-monitoring/src/opentelemetry/py.typed, opentelemetry-exporter-gcp-trace/mypy.ini, opentelemetry-exporter-gcp-trace/src/opentelemetry/py.typed, opentelemetry-propagator-gcp/mypy.ini, opentelemetry-propagator-gcp/src/opentelemetry/py.typed
agent_commit_share0
toolchain_manifestssamples/instrumentation-quickstart/integrationtest/go.mod
dependency_bot_commit_share0.02
How it's scored
27/45Type-checkable codePython with type-check config (opentelemetry-exporter-gcp-logging/mypy.ini, opentelemetry-exporter-gcp-monitoring/mypy.ini, opentelemetry-exporter-gcp-monitoring/src/opentelemetry/py.typed, opentelemetry-exporter-gcp-trace/mypy.ini, opentelemetry-exporter-gcp-trace/src/opentelemetry/py.typed, opentelemetry-propagator-gcp/mypy.ini, opentelemetry-propagator-gcp/src/opentelemetry/py.typed)
55/55Manageable file sizes0/64 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes28,707
source_files_sampled64
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)not applicable to this kind of software
0/20MCP servernot applicable to this kind of software
40/40Runnable examplesexamples, samples
Inputs used
example_dirsexamples, samples
has_mcp_signalno
api_schema_files
interfaces_expected_of
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

83GitHub stars
23contributors
39commits, last 12 months
7days since last push
27releases
1bus factor
22open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi package 'test-common' points at a different repository (https://github.com/dante-signal31/test_common_python); excluded from ecosystem scoring
  • Advisory severity resolved for 120 of 258 advisories (lookup cap); the remainder are reported as unknown severity

More detail

Star and fork history 0 ★ / 47 ⇿
0Stars
47Forks
24Releases

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.

010203040504732020-072023-072026-07
Major 1Minor 12Patch 0

Each point covers 6 days.

OpenSSF Scorecard 6.1 / 10
6.1aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-08-27 12:27 UTC

10Binary-Artifactsno binaries found in the repo
1Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests23 out of 23 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
7SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities133 existing vulnerabilities detected
Direct dependencies 16
RegistryPackageVersion constraintManifest
PyPIgoogle-cloud-logging~= 3.0opentelemetry-exporter-gcp-logging/setup.cfg
PyPIopentelemetry-sdk>= 1.39.0opentelemetry-exporter-gcp-logging/setup.cfg
PyPIopentelemetry-api>= 1.39.0opentelemetry-exporter-gcp-logging/setup.cfg
PyPIopentelemetry-resourcedetector-gcp>= 1.5.0dev0, < 1.15opentelemetry-exporter-gcp-logging/setup.cfg
PyPItyping-extensionsopentelemetry-exporter-gcp-logging/setup.cfg
PyPIgoogle-cloud-monitoring~= 2.0opentelemetry-exporter-gcp-monitoring/setup.cfg
PyPIopentelemetry-api~= 1.30opentelemetry-exporter-gcp-monitoring/setup.cfg
PyPIopentelemetry-sdk~= 1.30opentelemetry-exporter-gcp-monitoring/setup.cfg
PyPIopentelemetry-resourcedetector-gcp>= 1.5.0dev0, < 1.15opentelemetry-exporter-gcp-monitoring/setup.cfg
PyPItyping-extensionsopentelemetry-exporter-gcp-monitoring/setup.cfg
PyPIgoogle-cloud-trace~= 1.1opentelemetry-exporter-gcp-trace/setup.cfg
PyPIopentelemetry-api~= 1.30opentelemetry-exporter-gcp-trace/setup.cfg
PyPIopentelemetry-sdk~= 1.30opentelemetry-exporter-gcp-trace/setup.cfg
PyPIopentelemetry-resourcedetector-gcp>= 1.5.0dev0, < 1.15opentelemetry-exporter-gcp-trace/setup.cfg
PyPItyping-extensionsopentelemetry-exporter-gcp-trace/setup.cfg
PyPIopentelemetry-api~= 1.0opentelemetry-propagator-gcp/setup.cfg
All dependencies 553

Full resolved dependency set from the GitHub dependency graph: 27 direct and 526 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIgoogle-cloud-logging3.12.1direct
PyPIgoogle-cloud-monitoring2.22.1direct
PyPIgoogle-cloud-monitoring2.28.0direct
PyPIgoogle-cloud-trace1.11.2direct
PyPIgoogle-cloud-trace1.13.4direct
PyPIgoogle-cloud-trace1.17.0direct
PyPIopentelemetry-api1.24.0direct
PyPIopentelemetry-api1.25.0direct
PyPIopentelemetry-api1.30.0direct
PyPIopentelemetry-api1.37.0direct
PyPIopentelemetry-api1.38.0direct
PyPIopentelemetry-api1.41.0direct
PyPIopentelemetry-api1.41.1direct
PyPIopentelemetry-resourcedetector-gcpdirect
PyPIopentelemetry-resourcedetector-gcp1.10.0a0direct
PyPIopentelemetry-resourcedetector-gcp1.11.0a0direct
PyPIopentelemetry-resourcedetector-gcp1.8.0direct
PyPIopentelemetry-sdk1.24.0direct
PyPIopentelemetry-sdk1.25.0direct
PyPIopentelemetry-sdk1.30.0direct
PyPIopentelemetry-sdk1.37.0direct
PyPIopentelemetry-sdk1.38.0direct
PyPIopentelemetry-sdk1.41.0direct
PyPIopentelemetry-sdk1.41.1direct
PyPItyping-extensions4.10.0direct
PyPItyping-extensions4.12.2direct
PyPItyping-extensions4.15.0direct
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Gogithub.com/fvbommel/sortorderv1.1.0indirect
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Gogithub.com/go-logr/stdrv1.2.2indirect
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Gogithub.com/go-openapi/jsonpointerv0.22.1indirect
Gogithub.com/go-openapi/jsonreferencev0.21.2indirect
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Gogithub.com/go-openapi/swag/netutilsv0.25.1indirect
Gogithub.com/go-openapi/swag/stringutilsv0.25.1indirect
Gogithub.com/go-openapi/swag/typeutilsv0.25.1indirect
Gogithub.com/go-openapi/swag/yamlutilsv0.25.1indirect
Gogithub.com/go-viper/mapstructure/v2v2.4.0indirect
Gogithub.com/gofrs/flockv0.13.0indirect
Gogithub.com/gogo/protobufv1.3.2indirect
Gogithub.com/golang-jwt/jwt/v5v5.3.0indirect
Gogithub.com/golang/protobufv1.5.4indirect
Gogithub.com/google/gnostic-modelsv0.7.0indirect
Gogithub.com/google/go-cmpv0.7.0indirect
Gogithub.com/google/shlexv0.0.0-20191202100458-e7afc7fbc510indirect
Gogithub.com/google/uuidv1.6.0indirect
Gogithub.com/googlecloudplatform/opentelemetry-operations-e2e-testing/quickstarttestv0.0.0-20251208180208-d58ab0851963indirect
Gogithub.com/gorilla/muxv1.8.1indirect
Gogithub.com/gorilla/websocketv1.5.4-0.20250319132907-e064f32e3674indirect
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PyPIzipp3.19.2indirect
PyPIzipp3.23.0indirect
PyPIzipp3.23.1indirect
PyPIzstandard0.25.0indirect
Dependency advisories 80

This repository publishes no package the index resolves, so its own dependency graph was assessed — 549 packages, which also include development and test pins that never ship: 80 carry known advisories, of which 0 are direct. 4 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
aiohttp3.13.2indirectcritical643.14.3
authlib1.6.5indirectcritical161.7.1
black22.3.0indirectcritical426.3.1
cryptography46.0.3indirectcritical1350.0.0
github.com/containerd/containerd/v2v2.1.4indirectcritical162.3.2
golang.org/x/cryptov0.43.0indirectcritical310.52.0
google-adk1.17.0indirectcritical22.0.0a2
google.golang.org/grpcv1.76.0indirectcritical41.82.1
aiohttp3.13.5indirecthigh283.14.3
certifi2023.7.22indirecthigh22024.7.4
click8.1.7indirecthigh18.3.3
click8.1.8indirecthigh18.3.3
click8.3.0indirecthigh18.3.3
cryptography47.0.0indirecthigh750.0.0
github.com/docker/cliv28.5.2+incompatibleindirecthigh229.2.0+incompatible
github.com/docker/dockerv28.5.2+incompatibleindirecthigh92.0.0-beta.14
github.com/moby/buildkitv0.25.2indirecthigh80.31.1
github.com/moby/go-archivev0.1.0indirecthigh20.3.0
go.opentelemetry.io/otelv1.38.0indirecthigh21.41.0
go.opentelemetry.io/otel/sdkv1.38.0indirecthigh41.43.0
google-cloud-aiplatform1.124.0indirecthigh41.133.0
google-cloud-aiplatform1.125.0indirecthigh41.133.0
httplib20.31.0indirecthigh20.32.0
langchain-core1.0.3indirecthigh121.2.22
langgraph1.0.2indirecthigh21.0.10rc1
pyjwt2.10.1indirecthigh132.13.0
urllib32.0.6indirecthigh142.7.0
urllib32.2.2indirecthigh122.7.0
urllib32.5.0indirecthigh82.7.0
flask3.0.0indirectmoderate23.1.3
flask3.0.3indirectmoderate23.1.3
flask3.1.2indirectmoderate23.1.3
github.com/in-toto/in-toto-golangv0.9.0indirectmoderate20.11.0
go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttpv1.38.0indirectmoderate21.43.0
go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.38.0indirectmoderate21.43.0
golang.org/x/netv0.46.0indirectmoderate91.27.0-rc.3
idna3.11indirectmoderate23.15
idna3.13indirectmoderate23.15
idna3.4indirectmoderate43.15
idna3.7indirectmoderate23.15
langchain-text-splitters1.0.0indirectmoderate21.1.2
langgraph-checkpoint3.0.1indirectmoderate44.1.1
langgraph-sdk0.2.9indirectmoderate20.3.15
requests2.31.0indirectmoderate62.33.0
requests2.32.3indirectmoderate42.33.0
requests2.32.5indirectmoderate22.33.0
urllib32.6.3indirectmoderate42.7.0
pygments2.19.2indirectlow22.20.0
github.com/docker/compose/v2v2.40.3indirectunknown129.2.0+incompatible
github.com/klauspost/compressv1.18.1indirectunknown11.18.7
golang.org/x/modv0.29.0indirectunknown21.27.0-rc.3
golang.org/x/sysv0.37.0indirectunknown10.44.0
golang.org/x/textv0.30.0indirectunknown10.39.0
jinja23.1.2indirectunknown10
jinja23.1.4indirectunknown6
joserfc1.6.4indirectunknown4
langchain-classic1.0.0indirectunknown2
langsmith0.4.41indirectunknown7
mako1.3.10indirectunknown4
marshmallow3.26.1indirectunknown2
mcp1.20.0indirectunknown6
orjson3.11.4indirectunknown2
protobuf4.24.4indirectunknown4
protobuf5.27.2indirectunknown4
protobuf6.33.0indirectunknown2
pyarrow21.0.0indirectunknown2
pyasn10.5.0indirectunknown8
pyasn10.6.0indirectunknown8
pyasn10.6.1indirectunknown10
python-dotenv1.2.1indirectunknown2
python-multipart0.0.20indirectunknown14
setuptools69.5.1indirectunknown6
sqlparse0.5.3indirectunknown9
starlette0.49.3indirectunknown10
vcrpy8.1.1indirectunknown1
waitress2.1.2indirectunknown4
werkzeug3.0.0indirectunknown14
werkzeug3.0.3indirectunknown10
werkzeug3.1.3indirectunknown6
zipp3.17.0indirectunknown2

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.

Raw JSON report machine-readable

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

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 statisticsPyPI.