Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-20 08:30 UTC

tensorflow / tfx

TFX is an end-to-end platform for deploying production ML pipelines

PythonApache-2.0★ 2,192 stars⑂ 725 forkssince Feb 2019View on GitHub ↗
KindLibraryCommand-line toolhow this is determined
#tensorflow#machine-learning#apache-beam

tensorflow/tfx holds a health index of 93 out of 100, placing it in the Exceptional band. It scores highest on Engineering Quality (96/100) and lowest on AI Readiness (54/100). It was last updated 1 day ago. 2 contributors account for most of its recent work.

93
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.

93
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 79 is calibrated to 93 on the published index scale (record calibration 2026-08-02).

Ownership

tensorflowOrganization
21,804 followers107 public repossince Nov 2015

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPItfx1.21.016,60510494 days agotensorflowtfx
PyPIml-pipelines-sdk1.21.017,4216994 days agotensorflowtfx

Metrics by category

Vitality

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

74Good · 21% of overall

Development activity

68Good
How it's scored
36/36Push recency — last push 1 days ago
7.6/36Commit cadence — 11/52 weeks with commits
18/18Commit volume — 192 commits in the last year
6/10OpenSSF Scorecard: Maintained — 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6
Inputs used
commits_last_year192
human_commit_share1
days_since_last_push1
active_weeks_last_year11

Release discipline

82Excellent
How it's scored
27/27Ships releases — 100 releases published
27/36Release recency — latest release 94 days ago
19.8/27Release cadence — a release every ~87 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv1.21.0
releases_from_tagsno
days_since_latest_release94
mean_days_between_releases87
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?

84Excellent · 17% of overall

Popularity & adoption

89Excellent
How it's scored
54.2/60Stars — 2,192 stars
23.8/25Forks — 725 forks
10.6/15Watchers — 83 watchers
Inputs used
forks725
stars2,192
watchers83
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
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
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges3
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesbadge.fury.io, shields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

76Good
How it's scored
60.4/80Monthly downloads — 34,026 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagestfx, ml-pipelines-sdk
dependents—
ecosystemspypi
total_downloads—
monthly_downloads34,026
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?

80Excellent · 23% of overall

Maintainer resilience (bus factor)

61Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12/22.5Commit distribution — top contributor authored 47% of commits
13.5/13.5Contributor breadth — 99 contributors
10/10OpenSSF Scorecard: Contributors — project has 17 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled99
top_contributor_share0.468

Issue & PR responsiveness

87Excellent
How it's scored
41.5/42Issue resolution — 99% of issues closed
19.3/30PR acceptance — 3,806/5,927 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs3,806
open_issues10
closed_issues922
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio0.989
closed_unmerged_prs2,121
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.

Ownership & stewardship

80Excellent
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 21,804 followers of tensorflow
25/25Track record — 107 public repos, account ~10 yr old
Inputs used
followers21,804
owner_typeOrganization
is_verifiedno
owner_logintensorflow
public_repos107
account_age_days3,972

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 2 package(s) on pypi
35/35Publish recency — latest publish 94 days ago
20/20Version history — 104 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagestfx, ml-pipelines-sdk
ecosystemspypi
any_deprecatedno
min_days_since_publish94

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 6 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://tensorflow.github.io/tfx/
10/10Repository description
10/10Topics — 3 topics
10/10Wiki
Inputs used
topicstensorflow, machine-learning, apache-beam
has_wikiyes
homepagehttps://tensorflow.github.io/tfx/
docs_sitehttps://tensorflow.github.io/tfx/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

63Moderate · 16% of overall

Security posture

64Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 17 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
4.5/7.5Maintained — 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 137 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.4
Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.

Dependency advisories

58Moderate
How it's scored
15.4/35Direct dependencies free of known advisories — 1 affected: pyarrow 18.1.0 (high 7.0)
8.6/25Indirect dependencies free of known advisories — 1 affected: cryptography 48.0.1 (high 8.2)
34/40No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 214 days ago
Inputs used
sourceosv
advisories8
affected_packages2
assessed_packages181
unassessed_packages0
affected_by_severityhigh 2
direct_affected_packages1
Matched the pypi:tfx@1.21.0 runtime dependency closure — what installing the published package pulls in — 181 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.

54Moderate · 4% of overall

Agent context & guidance

16Critical
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
16.5/40Legible commit history — 31 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.31
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

55Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
11/11Static type checking — tfx/py.typed
10/10Reproducible environment — Dockerfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfiles—
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configstfx/py.typed
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (tfx/py.typed)
54.8/55Manageable file sizes — 4/983 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes79,808
source_files_sampled983
oversized_source_files4

Machine-readable interfaces

100Exceptional
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — tfx/dsl/component/experimental/annotations_test_proto.proto, tfx/examples/custom_components/presto_example_gen/proto/presto_config.proto, tfx/extensions/experimental/kfp_compatibility/proto/kfp_component_spec.proto, tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/proto/elwc_config.proto, tfx/proto/bulk_inferrer.proto, tfx/proto/distribution_validator.proto, tfx/proto/evaluator.proto, tfx/proto/example_diff.proto, tfx/proto/example_gen.proto, tfx/proto/infra_validator.proto, tfx/proto/orchestration/driver_output.proto, tfx/proto/orchestration/executable_spec.proto, tfx/proto/orchestration/execution_hook.proto, tfx/proto/orchestration/execution_invocation.proto, tfx/proto/orchestration/execution_result.proto, tfx/proto/orchestration/execution_watcher.proto, tfx/proto/orchestration/garbage_collection_policy.proto, tfx/proto/orchestration/local_deployment_config.proto, tfx/proto/orchestration/metadata.proto, tfx/proto/orchestration/pipeline.proto, tfx/proto/orchestration/placeholder.proto, tfx/proto/orchestration/platform_config.proto, tfx/proto/orchestration/run_state.proto, tfx/proto/pusher.proto, tfx/proto/range_config.proto, tfx/proto/trainer.proto, tfx/proto/transform.proto, tfx/proto/tuner.proto, tfx/utils/testdata/bar.proto, tfx/utils/testdata/foo.proto
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — example, examples, notebooks
Inputs used
example_dirsexample, examples, notebooks
has_mcp_signalno
api_schema_filestfx/dsl/component/experimental/annotations_test_proto.proto, tfx/examples/custom_components/presto_example_gen/proto/presto_config.proto, tfx/extensions/experimental/kfp_compatibility/proto/kfp_component_spec.proto, tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/proto/elwc_config.proto, tfx/proto/bulk_inferrer.proto, tfx/proto/distribution_validator.proto, tfx/proto/evaluator.proto, tfx/proto/example_diff.proto, tfx/proto/example_gen.proto, tfx/proto/infra_validator.proto, tfx/proto/orchestration/driver_output.proto, tfx/proto/orchestration/executable_spec.proto, tfx/proto/orchestration/execution_hook.proto, tfx/proto/orchestration/execution_invocation.proto, tfx/proto/orchestration/execution_result.proto, tfx/proto/orchestration/execution_watcher.proto, tfx/proto/orchestration/garbage_collection_policy.proto, tfx/proto/orchestration/local_deployment_config.proto, tfx/proto/orchestration/metadata.proto, tfx/proto/orchestration/pipeline.proto, tfx/proto/orchestration/placeholder.proto, tfx/proto/orchestration/platform_config.proto, tfx/proto/orchestration/run_state.proto, tfx/proto/pusher.proto, tfx/proto/range_config.proto, tfx/proto/trainer.proto, tfx/proto/transform.proto, tfx/proto/tuner.proto, tfx/utils/testdata/bar.proto, tfx/utils/testdata/foo.proto
interfaces_expected_of—
Excluded from scoring (no data or not applicable): MCP server. Remaining weights renormalized.

Key facts

2,192GitHub stars
99contributors
192commits, last 12 months
1days since last push
100releases
2bus factor
10open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'tfx-dev' from its registry

More detail

Star and fork history 0 ★ / 725 ⇿
0Stars
725Forks
100Releases

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.

0125250375500625750710122019-022022-112026-08
Major 1Minor 30Patch 31

Each point covers 7 days.

OpenSSF Scorecard 6.4 / 10
6.4aggregate

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 · 2026-09-20 08:29 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests6 out of 6 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 17 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
6Maintained8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities137 existing vulnerabilities detected
All dependencies 406

Full resolved dependency set from the GitHub dependency graph: 0 direct and 406 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIlazy-object-proxy1.10.0indirect
PyPIlibclang18.1.1indirect
PyPIlimits3.13.0indirect
PyPIlinkify-it-py2.0.3indirect
PyPIlockfile0.12.2indirect
PyPIlxml5.3.0indirect
PyPImako1.3.5indirect
PyPImarkdown—indirect
PyPImarkdown3.7indirect
PyPImarkdown-grid-tables—indirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkupsafe3.0.1indirect
PyPImarshmallow3.22.0indirect
PyPImarshmallow-oneofschema3.1.1indirect
PyPImarshmallow-sqlalchemy0.28.2indirect
PyPImatplotlib3.7.1indirect
PyPImatplotlib-inline0.1.7indirect
PyPImdit-py-plugins0.4.2indirect
PyPImdurl0.1.2indirect
PyPImethodtools0.4.7indirect
PyPImistune3.0.2indirect
PyPImkdocs—indirect
PyPImkdocs-autorefs—indirect
PyPImkdocs-caption—indirect
PyPImkdocs-jupyter—indirect
PyPImkdocs-material—indirect
PyPImkdocstrings—indirect
PyPIml-dtypes0.5.4indirect
PyPIml-metadata—indirect
PyPImmh2.2indirect
PyPImmh35.2.1indirect
PyPImore-itertools10.5.0indirect
PyPImsgpack1.1.0indirect
PyPImultidict6.1.0indirect
PyPImysql-connector-python9.1.0indirect
PyPImysqlclient2.2.4indirect
PyPInbclient0.10.0indirect
PyPInbconvert7.16.4indirect
PyPInbformat5.10.4indirect
PyPInest-asyncio1.6.0indirect
PyPInltk—indirect
PyPInltk3.9.1indirect
PyPInodeenv1.9.1indirect
PyPInotebook7.2.2indirect
PyPInotebook-shim0.2.4indirect
PyPInumpy1.26.4indirect
PyPIoauth2client4.1.3indirect
PyPIoauthlib3.2.2indirect
PyPIobjsize0.6.1indirect
PyPIopentelemetry-api1.41.1indirect
PyPIopentelemetry-exporter-otlp1.41.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.41.1indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.41.1indirect
PyPIopentelemetry-exporter-otlp-proto-http1.41.1indirect
PyPIopentelemetry-proto1.41.1indirect
PyPIopentelemetry-sdk1.41.1indirect
PyPIopentelemetry-semantic-conventions0.62b1indirect
PyPIopt-einsum3.4.0indirect
PyPIoptax0.2.2indirect
PyPIorbax-checkpoint0.5.16indirect
PyPIordered-set4.1.0indirect
PyPIorjson3.10.11indirect
PyPIorjson3.11.8indirect
PyPIoverrides7.7.0indirect
PyPIpackaging24.2indirect
PyPIpandas2.2.3indirect
PyPIpandocfilters1.5.1indirect
PyPIparso0.8.4indirect
PyPIpathspec0.12.1indirect
PyPIpendulum3.0.0indirect
PyPIpexpect4.9.0indirect
PyPIpickleshare0.7.5indirect
PyPIpillow—indirect
PyPIpillow12.1.1indirect
PyPIpip—indirect
PyPIplatformdirs4.3.6indirect
PyPIpluggy1.5.0indirect
PyPIportalocker2.10.1indirect
PyPIportpicker1.6.0indirect
PyPIpre-commit4.0.1indirect
PyPIpresto-python-client0.7.0indirect
PyPIprison0.2.1indirect
PyPIprometheus-client0.21.0indirect
PyPIpromise2.3indirect
PyPIprompt-toolkit3.0.48indirect
PyPIpropcache0.5.2indirect
PyPIproto-plus1.28.0indirect
PyPIprotobuf6.31.1indirect
PyPIpsutil6.0.0indirect
PyPIptyprocess0.7.0indirect
PyPIpyarrow18.1.0indirect
PyPIpyarrow-hotfix0.6indirect
PyPIpyasn1—indirect
PyPIpyasn10.6.1indirect
PyPIpyasn1-modules0.4.1indirect
PyPIpybind112.13.6indirect
PyPIpycparser2.22indirect
PyPIpydantic2.9.2indirect
PyPIpydantic-core2.23.4indirect
PyPIpydot1.4.2indirect
PyPIpyfarmhash0.3.2indirect
PyPIpygments2.18.0indirect
PyPIpygments2.19.1indirect
PyPIpyjsparser2.7.1indirect
PyPIpyjwt—indirect
PyPIpyjwt2.9.0indirect
PyPIpymongo4.10.1indirect
PyPIpyopenssl26.0.0indirect
PyPIpyparsing3.1.4indirect
PyPIpytest8.0.0indirect
PyPIpytest-subtests0.13.1indirect
PyPIpython-daemon3.0.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-json-logger2.0.7indirect
PyPIpython-nvd30.16.0indirect
PyPIpython-slugify8.0.4indirect
PyPIpython-snappy0.7.1indirect
PyPIpython-snappy0.7.3indirect
PyPIpytz2024.2indirect
PyPIpyyaml6.0.2indirect
PyPIpyzmq26.2.0indirect
PyPIredis5.1.1indirect
PyPIreferencing0.35.1indirect
PyPIregex2024.9.11indirect
PyPIrequests—indirect
PyPIrequests2.32.4indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrich13.9.2indirect
PyPIrich-argparse1.5.2indirect
PyPIrouge-score0.1.2indirect
PyPIrpds-py0.20.0indirect
PyPIrsa4.9indirect
PyPIsacrebleu2.4.3indirect
PyPIscikit-learn1.5.2indirect
PyPIscipy1.11.4indirect
PyPIscipy1.14.1indirect
PyPIsend2trash1.8.3indirect
PyPIsetproctitle1.3.3indirect
PyPIsetuptools—indirect
PyPIsetuptools70indirect
PyPIsetuptools82.0.0indirect
PyPIshapely2.0.6indirect
PyPIsix1.16.0indirect
PyPIslackclient2.9.4indirect
PyPIsniffio1.3.1indirect
PyPIsounddevice0.5.0indirect
PyPIsoupsieve2.6indirect
PyPIsqlalchemy1.4.54indirect
PyPIsqlalchemy-jsonfield1.0.2indirect
PyPIsqlalchemy-utils0.41.2indirect
PyPIsqlparse—indirect
PyPIsqlparse0.5.1indirect
PyPIstatsmodels0.14.0indirect
PyPIstruct2tensor—indirect
PyPItabulate0.9.0indirect
PyPItenacity9.0.0indirect
PyPItensorboard2.17.1indirect
PyPItensorboard-data-server0.7.2indirect
PyPItensorflow2.21.0indirect
PyPItensorflow-cloud0.1.16indirect
PyPItensorflow-data-validation—indirect
PyPItensorflow-datasets4.9.3indirect
PyPItensorflow-estimator2.15.0indirect
PyPItensorflow-hub0.15.0indirect
PyPItensorflow-io0.24.0indirect
PyPItensorflow-io-gcs-filesystem0.24.0indirect
PyPItensorflow-metadata—indirect
PyPItensorflow-model-analysis—indirect
PyPItensorflow-revived-types0.1.1indirect
PyPItensorflow-serving-api2.19.1indirect
PyPItensorflow-transform—indirect
PyPItensorstore0.1.66indirect
PyPItermcolor2.5.0indirect
PyPIterminado0.18.1indirect
PyPItext-unidecode1.3indirect
PyPItf-keras2.21.0indirect
PyPItflite-support0.4.4indirect
PyPItfx-bsl—indirect
PyPIthreadpoolctl3.5.0indirect
PyPItime-machine2.16.0indirect
PyPItinycss21.3.0indirect
PyPItoml0.10.2indirect
PyPItomli2.0.2indirect
PyPItoolz1.0.0indirect
PyPItornado—indirect
PyPItornado6.4.1indirect
PyPItqdm4.66.5indirect
PyPItraitlets5.14.3indirect
PyPItypes-python-dateutil2.9.0.20241003indirect
PyPItyping-extensions4.12.2indirect
PyPItzdata2024.2indirect
PyPItzlocal5.2indirect
PyPIuc-micro-py1.0.3indirect
PyPIunicodecsv0.14.1indirect
PyPIuniversal-pathlib0.2.5indirect
PyPIuri-template1.3.0indirect
PyPIuritemplate3.0.1indirect
PyPIurllib3—indirect
PyPIurllib31.26.20indirect
PyPIvirtualenv20.26.6indirect
PyPIwcwidth0.2.13indirect
PyPIwebcolors24.8.0indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client0.59.0indirect
PyPIwebsockets15.0.1indirect
PyPIwerkzeug2.2.3indirect
PyPIwheel—indirect
PyPIwidgetsnbextension3.6.9indirect
PyPIwirerope0.4.7indirect
PyPIwrapt1.14.1indirect
PyPIwtforms3.1.2indirect
PyPIwurlitzer3.1.1indirect
PyPIyarl1.23.0indirect
PyPIzipp3.20.2indirect
PyPIzstandard0.23.0indirect
Dependency advisories 2

Installing pypi:tfx@1.21.0 pulls in 181 packages, direct and transitive: 2 carry known advisories, of which 1 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
pyarrow18.1.0directhigh223.0.1
cryptography48.0.1indirecthigh650.0.0

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 statistics — PyPI.