Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-28 23:00 UTC

tomasfarias / airflow-dbt-python

A collection of Airflow operators, hooks, and utilities to elevate dbt to a first-class citizen of Airflow.

PythonMIT★ 215 stars⑂ 42 forkssince May 2021View on GitHub ↗

#airflow #python3 #dbt #python #airflow-operators #analytics #data-engineering #airflow-hook

tomasfarias/airflow-dbt-python holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Engineering Quality (92/100) and lowest on Security (39/100). It was last updated today. A single contributor accounts for most of its recent work.

overall / 100

Good

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.

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)

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

Ownership

Tomás Farías SantanaPersonal account

49 followers82 public repossince Apr 2016

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish
PyPI	airflow-dbt-python	3.6.2	61,747	81	0 days ago

Metrics by category

Vitality

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

77Good · 21% of overall

Development activity

69Good

How it's scored

36/36	Push recency — last push 0 days ago
6.2/36	Commit cadence — 9/52 weeks with commits
17.2/18	Commit volume — 81 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 13 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	81
human_commit_share	1
days_since_last_push	0
active_weeks_last_year	9

Release discipline

90Excellent

How it's scored

27/27	Ships releases — 55 releases published
36/36	Release recency — latest release 0 days ago
27/27	Release cadence — a release every ~44.3 days
0/10	OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.

Inputs used

releases_count	55
latest_release_tag	v3.6.2
releases_from_tags	no
days_since_latest_release	0
mean_days_between_releases	44.3

Community & Adoption

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

59Moderate · 17% of overall

Popularity & adoption

53Moderate

How it's scored

37.8/60	Stars — 215 stars
13.4/25	Forks — 42 forks
1.7/15	Watchers — 3 watchers

Inputs used

forks	42
stars	215
watchers	3
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

50Moderate

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (MIT)
0/18	CONTRIBUTING guide
0/13.5	Code of conduct
0/7.2	Issue template
0/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
readme_badges	5
has_contributing	no
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	github.com, readthedocs.org, shields.io
has_pull_request_template	no

Ecosystem adoption (downloads)

80Excellent

How it's scored

63.9/80	Monthly downloads — 61,747 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	airflow-dbt-python
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	61,747
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?

60Moderate · 23% of overall

Maintainer resilience (bus factor)

22At Risk

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
2.6/22.5	Commit distribution — top contributor authored 88% of commits
10.8/13.5	Contributor breadth — 8 contributors
0/10	OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0

Inputs used

bus_factor	1
contributors_sampled	8
top_contributor_share	0.885

Issue & PR responsiveness

74Good

How it's scored

35.1/42	Issue resolution — 84% of issues closed
27.8/30	PR acceptance — 88/95 decided PRs merged
0/13	Newcomer PR acceptance — no first-time contributor's PR decided in 30d
1.5/15	OpenSSF Scorecard: Code-Review — Found 2/11 approved changesets -- score normalized to 1

Inputs used

merged_prs	88
open_issues	13
closed_issues	66
prs_merged_7d	1
prs_decided_7d	2
prs_merged_30d	2
prs_decided_30d	3
issue_closed_ratio	0.835
closed_unmerged_prs	7
first_time_authors_30d	0
first_time_prs_merged_30d	0
first_time_prs_decided_30d	0

Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

59Moderate

How it's scored

10/30	Ownership backing — personal (user) account
0/20	Verified domain — not applicable to user accounts
12.2/25	Owner reach — 49 followers of tomasfarias
25/25	Track record — 82 public repos, account ~10 yr old

Inputs used

followers	49
owner_type	User
is_verified	—
owner_login	tomasfarias
public_repos	82
account_age_days	3,804

Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 0 days ago
20/20	Version history — 81 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	airflow-dbt-python
ecosystems	pypi
any_deprecated	no
min_days_since_publish	0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

86Excellent

How it's scored

24/24	CI workflows — 3 workflow(s)
24/24	Tests present
16/16	Linter config — pyproject.toml ([tool.ruff])
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
12/20	OpenSSF Scorecard: CI-Tests — 4 out of 6 merged PRs checked by a CI test -- score normalized to 6

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	yes

Documentation

100Exceptional

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://airflow-dbt-python.readthedocs.io
10/10	Repository description
10/10	Topics — 8 topics
10/10	Wiki

Inputs used

topics	airflow, python3, dbt, python, airflow-operators, analytics, data-engineering, airflow-hook
has_wiki	yes
homepage	https://airflow-dbt-python.readthedocs.io
docs_site	https://airflow-dbt-python.readthedocs.io
has_readme	yes
has_docs_dir	yes
has_description	yes

Security

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

39Weak · 16% of overall

Security posture

32At Risk

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — no data
1.5/2.5	CI-Tests — 4 out of 6 merged PRs checked by a CI test -- score normalized to 6
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5	Code-Review — Found 2/11 approved changesets -- score normalized to 1
0/2.5	Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5	Dependency-Update-Tool — no update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
7.5/7.5	Maintained — 13 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5	Packaging — no data
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 29 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	3.2

Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.

Dependency advisories

66Good

How it's scored

9.5/35	Direct dependencies free of known advisories — 1 affected: apache-airflow 3.3.1 (critical 9.1)
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40	No advisories left outstanding — no advisory has been public longer than 90 days

Inputs used

source	osv
advisories	51
affected_packages	5
assessed_packages	403
unassessed_packages	0
affected_by_severity	critical 2, high 3
direct_affected_packages	1

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 403 resolved dependencies against OSV. 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.

64Moderate · 4% of overall

Agent context & guidance

55Moderate

How it's scored

0/45	Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
15/15	Machine-readable docs (llms.txt) — llms.txt served by the project website (https://docs.aws.amazon.com/llms.txt)
40/40	Legible commit history — 93 of 100 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	yes
llms_txt_url	https://docs.aws.amazon.com/llms.txt
legible_history_share	0.93
agent_instruction_files	—
agent_instruction_max_bytes	—

Verify loop (build / test / typecheck)

61Moderate

How it's scored

18/18	One-command bootstrap — docs/Makefile
22/22	Automated tests
11/11	Lint / format config — pyproject.toml ([tool.ruff])
0/11	Static type checking
10/10	Reproducible environment — lockfile
0/10	Demonstrated agent practice — no agent-authored commits among the last 100
0/8	Automated maintenance — no automated dependency updates observed
0/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0

Inputs used

has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	no
typed_language	no
bootstrap_files	docs/Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0
toolchain_manifests	—
dependency_bot_commit_share	0

Code legibility for models

55Moderate

How it's scored

0/45	Type-checkable code — Python without a type-check config
55/55	Manageable file sizes — 0/72 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	31,052
source_files_sampled	72
oversized_source_files	0

Machine-readable interfaces

100Exceptional

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20	MCP server — not applicable to this kind of software
40/40	Runnable examples — examples

Inputs used

example_dirs	examples
has_mcp_signal	no
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

215GitHub stars

8contributors

81commits, last 12 months

0days since last push

55releases

1bus factor

13open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
deps.dev does not index pypi:airflow-dbt-python@3.6.2; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 42 ⇿

0Stars

42Forks

53Releases

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.

Major 3Minor 14Patch 30

Each point covers 5 days.

OpenSSF Scorecard 3.2 / 10

3.2aggregate

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 · 2026-09-28 23:00 UTC

10	Binary-Artifacts	no binaries found in the repo
n/a	Branch-Protection	internal 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
6	CI-Tests	4 out of 6 merged PRs checked by a CI test -- score normalized to 6
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
1	Code-Review	Found 2/11 approved changesets -- score normalized to 1
0	Contributors	project has 0 contributing companies or organizations -- score normalized to 0
10	Dangerous-Workflow	no dangerous workflow patterns detected
0	Dependency-Update-Tool	no update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	13 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/a	Packaging	packaging workflow not detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
0	SAST	SAST tool is not run on all commits -- score normalized to 0
0	Security-Policy	security policy file not detected
0	Signed-Releases	Project has not signed or included provenance with any releases.
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	29 existing vulnerabilities detected

Direct dependencies 6

Registry	Package	Version constraint	Manifest
PyPI	apache-airflow	`>=2.8,<4.0`	pyproject.toml
PyPI	apache-airflow	`>=2.9,<4.0`	pyproject.toml
PyPI	apache-airflow	`>=3.1,<4.0`	pyproject.toml
PyPI	contextlib-chdir	`==1.0.2`	pyproject.toml
PyPI	dbt-core	`>=1.8.0,<2.0.0`	pyproject.toml
PyPI	packaging	`>=20.0`	pyproject.toml

All dependencies 403

Full resolved dependency set from the GitHub dependency graph: 4 direct and 399 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	apache-airflow	`3.3.1`	direct
PyPI	contextlib-chdir	`1.0.2`	direct
PyPI	dbt-core	`1.12.3`	direct
PyPI	packaging	`26.3`	direct
PyPI	a2wsgi	`1.10.10`	indirect
PyPI	agate	`1.9.1`	indirect
PyPI	aiofiles	`25.1.0`	indirect
PyPI	aiohappyeyeballs	`2.7.1`	indirect
PyPI	aiohttp	`3.14.3`	indirect
PyPI	aiohttp-cors	`0.8.1`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	aiosmtplib	`5.1.2`	indirect
PyPI	aiosqlite	`0.22.1`	indirect
PyPI	airflow-dbt-python	`3.6.2`	indirect
PyPI	alabaster	`0.7.16`	indirect
PyPI	alembic	`1.19.2`	indirect
PyPI	annotated-doc	`0.0.5`	indirect
PyPI	annotated-types	`0.8.0`	indirect
PyPI	anyio	`4.15.1`	indirect
PyPI	apache-airflow-core	`3.3.1`	indirect
PyPI	apache-airflow-providers-amazon	`9.35.1`	indirect
PyPI	apache-airflow-providers-common-compat	`1.18.0`	indirect
PyPI	apache-airflow-providers-common-io	`1.8.0`	indirect
PyPI	apache-airflow-providers-common-sql	`2.1.1`	indirect
PyPI	apache-airflow-providers-google	`22.1.0`	indirect
PyPI	apache-airflow-providers-http	`6.0.5`	indirect
PyPI	apache-airflow-providers-smtp	`3.0.3`	indirect
PyPI	apache-airflow-providers-ssh	`6.0.1`	indirect
PyPI	apache-airflow-providers-standard	`1.18.0`	indirect
PyPI	apache-airflow-task-sdk	`1.3.1`	indirect
PyPI	argcomplete	`3.7.2`	indirect
PyPI	arrow	`1.4.0`	indirect
PyPI	asgiref	`3.12.1`	indirect
PyPI	asn1crypto	`1.5.1`	indirect
PyPI	ast-serialize	`0.10.0`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	asyncssh	`2.24.0`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	babel	`2.18.0`	indirect
PyPI	backports-datetime-fromisoformat	`2.0.3`	indirect
PyPI	backports-strenum	`1.3.1`	indirect
PyPI	backports-tarfile	`1.2.0`	indirect
PyPI	bcrypt	`5.0.0`	indirect
PyPI	beautifulsoup4	`4.15.0`	indirect
PyPI	boto3	`1.43.89`	indirect
PyPI	boto3-stubs	`1.43.89`	indirect
PyPI	botocore	`1.43.89`	indirect
PyPI	botocore-stubs	`1.43.67`	indirect
PyPI	cachetools	`7.1.8`	indirect
PyPI	cadwyn	`7.0.0`	indirect
PyPI	cattrs	`26.2.0`	indirect
PyPI	certifi	`2025.1.31`	indirect
PyPI	cffi	`2.1.1`	indirect
PyPI	cfgv	`3.5.0`	indirect
PyPI	chardet	`7.6.0`	indirect
PyPI	charset-normalizer	`3.5.1`	indirect
PyPI	click	`8.5.0`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	colorful	`0.5.8`	indirect
PyPI	colorlog	`6.12.0`	indirect
PyPI	coverage	`7.16.0`	indirect
PyPI	cron-descriptor	`2.1.0`	indirect
PyPI	croniter	`6.2.4`	indirect
PyPI	cryptography	`50.0.1`	indirect
PyPI	daff	`1.4.2`	indirect
PyPI	db-dtypes	`1.7.1`	indirect
PyPI	dbt-adapters	`1.24.5`	indirect
PyPI	dbt-bigquery	`1.12.0`	indirect
PyPI	dbt-common	`1.39.0`	indirect
PyPI	dbt-core-experimental-parser	`2.0.0rc1`	indirect
PyPI	dbt-extractor	`0.6.0`	indirect
PyPI	dbt-postgres	`1.11.0`	indirect
PyPI	dbt-protos	`1.0.565`	indirect
PyPI	dbt-redshift	`1.11.1`	indirect
PyPI	dbt-snowflake	`1.12.0`	indirect
PyPI	dbt-spark	`1.11.0`	indirect
PyPI	decorator	`5.3.1`	indirect
PyPI	deepdiff	`8.6.2`	indirect
PyPI	deprecated	`1.3.1`	indirect
PyPI	dill	`0.4.1`	indirect
PyPI	distlib	`0.4.3`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docstring-parser	`0.18.0`	indirect
PyPI	docutils	`0.21.2`	indirect
PyPI	dulwich	`1.1.0`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	fastapi	`0.136.3`	indirect
PyPI	fastapi-cli	`0.0.32`	indirect
PyPI	fastjsonschema	`2.22.2`	indirect
PyPI	fastuuid	`0.14.0`	indirect
PyPI	filelock	`3.32.5`	indirect
PyPI	freezegun	`1.5.5`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2025.12.0`	indirect
PyPI	future	`1.0.0`	indirect
PyPI	gcloud-aio-auth	`5.5.0`	indirect
PyPI	gcloud-aio-bigquery	`7.1.0`	indirect
PyPI	gcloud-aio-storage	`9.6.4`	indirect
PyPI	gcsfs	`2025.12.0`	indirect
PyPI	google-ads	`31.4.0`	indirect
PyPI	google-analytics-admin	`0.30.1`	indirect
PyPI	google-api-core	`2.36.0`	indirect
PyPI	google-api-python-client	`2.200.0`	indirect
PyPI	google-auth	`2.57.1`	indirect
PyPI	google-auth-httplib2	`0.4.2`	indirect
PyPI	google-auth-oauthlib	`1.4.1`	indirect
PyPI	google-cloud-aiplatform	`1.148.1`	indirect
PyPI	google-cloud-alloydb	`0.11.1`	indirect
PyPI	google-cloud-appengine-logging	`1.10.0`	indirect
PyPI	google-cloud-audit-log	`0.6.2`	indirect
PyPI	google-cloud-automl	`2.20.1`	indirect
PyPI	google-cloud-batch	`0.22.3`	indirect
PyPI	google-cloud-bigquery	`3.45.0`	indirect
PyPI	google-cloud-bigquery-datatransfer	`3.23.0`	indirect
PyPI	google-cloud-bigquery-storage	`2.41.0`	indirect
PyPI	google-cloud-bigtable	`2.44.0`	indirect
PyPI	google-cloud-build	`3.39.0`	indirect
PyPI	google-cloud-compute	`1.52.0`	indirect
PyPI	google-cloud-container	`2.66.0`	indirect
PyPI	google-cloud-core	`2.7.0`	indirect
PyPI	google-cloud-datacatalog	`3.31.0`	indirect
PyPI	google-cloud-dataflow-client	`0.14.0`	indirect
PyPI	google-cloud-dataform	`0.11.3`	indirect
PyPI	google-cloud-dataplex	`2.20.0`	indirect
PyPI	google-cloud-dataproc	`5.30.0`	indirect
PyPI	google-cloud-dataproc-metastore	`1.23.0`	indirect
PyPI	google-cloud-dlp	`3.39.0`	indirect
PyPI	google-cloud-kms	`3.16.0`	indirect
PyPI	google-cloud-language	`2.21.0`	indirect
PyPI	google-cloud-logging	`3.16.3`	indirect
PyPI	google-cloud-managedkafka	`0.4.1`	indirect
PyPI	google-cloud-memcache	`1.16.0`	indirect
PyPI	google-cloud-monitoring	`2.31.0`	indirect
PyPI	google-cloud-orchestration-airflow	`1.22.0`	indirect
PyPI	google-cloud-os-login	`2.22.0`	indirect
PyPI	google-cloud-pubsub	`2.40.0`	indirect
PyPI	google-cloud-redis	`2.22.0`	indirect
PyPI	google-cloud-resource-manager	`1.18.0`	indirect
PyPI	google-cloud-run	`0.16.1`	indirect
PyPI	google-cloud-secret-manager	`2.30.0`	indirect
PyPI	google-cloud-spanner	`3.71.0`	indirect
PyPI	google-cloud-speech	`2.40.0`	indirect
PyPI	google-cloud-storage	`2.19.0`	indirect
PyPI	google-cloud-storage-control	`1.15.0`	indirect
PyPI	google-cloud-storage-transfer	`1.21.0`	indirect
PyPI	google-cloud-tasks	`2.24.0`	indirect
PyPI	google-cloud-texttospeech	`2.37.0`	indirect
PyPI	google-cloud-translate	`3.27.0`	indirect
PyPI	google-cloud-videointelligence	`2.20.0`	indirect
PyPI	google-cloud-vision	`3.15.0`	indirect
PyPI	google-cloud-workflows	`1.23.0`	indirect
PyPI	google-crc32c	`1.8.0`	indirect
PyPI	google-genai	`1.75.0`	indirect
PyPI	google-resumable-media	`2.10.2`	indirect
PyPI	googleapis-common-protos	`1.75.3`	indirect
PyPI	greenback	`1.3.0`	indirect
PyPI	greenlet	`3.5.5`	indirect
PyPI	grpc-google-iam-v1	`0.14.5`	indirect
PyPI	grpc-interceptor	`0.15.4`	indirect
PyPI	grpcio	`1.83.1`	indirect
PyPI	grpcio-gcp	`0.2.2`	indirect
PyPI	grpcio-status	`1.83.1`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	hf-xet	`1.6.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpcore2	`2.12.0`	indirect
PyPI	httplib2	`0.32.0`	indirect
PyPI	httptools	`0.8.0`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	httpx2	`2.12.0`	indirect
PyPI	httpx2-jsfetch	`1.0`	indirect
PyPI	huggingface-hub	`1.30.0`	indirect
PyPI	identify	`2.6.19`	indirect
PyPI	idna	`3.19`	indirect
PyPI	imagesize	`2.0.1`	indirect
PyPI	immutabledict	`4.3.1`	indirect
PyPI	importlib-metadata	`9.0.1`	indirect
PyPI	inflection	`0.5.1`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	invoke	`3.0.3`	indirect
PyPI	isodate	`0.7.2`	indirect
PyPI	isoduration	`20.11.0`	indirect
PyPI	itsdangerous	`2.2.0`	indirect
PyPI	jaraco-classes	`3.4.0`	indirect
PyPI	jaraco-context	`6.1.2`	indirect
PyPI	jaraco-functools	`4.6.0`	indirect
PyPI	jeepney	`0.9.0`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.16.0`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joblib	`1.6.0`	indirect
PyPI	jsonpath-ng	`1.8.0`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	jupyter-core	`5.9.1`	indirect
PyPI	keyring	`25.7.0`	indirect
PyPI	lazy-object-proxy	`1.12.0`	indirect
PyPI	leather	`0.4.1`	indirect
PyPI	libcst	`1.9.0`	indirect
PyPI	librt	`0.15.0`	indirect
PyPI	linkify-it-py	`2.2.0`	indirect
PyPI	litellm	`1.82.6`	indirect
PyPI	lockfile	`0.12.2`	indirect
PyPI	looker-sdk	`26.12.0`	indirect
PyPI	lxml	`6.1.3`	indirect
PyPI	mako	`1.4.1`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	marshmallow	`4.3.1`	indirect
PyPI	mashumaro	`3.17`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	methodtools	`0.4.7`	indirect
PyPI	metricflow	`0.212.0`	indirect
PyPI	mirakuru	`3.0.3`	indirect
PyPI	mmh3	`5.3.0`	indirect
PyPI	mock-gcp	`0.2.0`	indirect
PyPI	more-itertools	`10.8.0`	indirect
PyPI	moto	`5.2.3`	indirect
PyPI	msgpack	`1.2.2`	indirect
PyPI	msgspec	`0.21.1`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	mypy	`2.3.1`	indirect
PyPI	mypy-boto3-s3	`1.43.66`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	narwhals	`2.25.0`	indirect
PyPI	natsort	`8.4.0`	indirect
PyPI	nbformat	`5.11.1`	indirect
PyPI	networkx	`3.4.2`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	nodeenv	`1.10.0`	indirect
PyPI	numpy	`2.2.6`	indirect
PyPI	numpy	`2.4.6`	indirect
PyPI	numpy	`2.5.3`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	openai	`3.8.0`	indirect
PyPI	opencensus	`0.11.4`	indirect
PyPI	opencensus-context	`0.1.3`	indirect
PyPI	opentelemetry-api	`1.44.0`	indirect
PyPI	opentelemetry-exporter-otlp	`1.44.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.44.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.44.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.44.0`	indirect
PyPI	opentelemetry-exporter-prometheus	`0.65b0`	indirect
PyPI	opentelemetry-proto	`1.44.0`	indirect
PyPI	opentelemetry-resourcedetector-gcp	`1.14.0`	indirect
PyPI	opentelemetry-sdk	`1.44.0`	indirect
PyPI	opentelemetry-semantic-conventions	`0.65b0`	indirect
PyPI	orderly-set	`5.5.0`	indirect
PyPI	outcome	`1.3.0.post0`	indirect
PyPI	pandas	`2.3.3`	indirect
PyPI	pandas	`3.0.5`	indirect
PyPI	pandas-gbq	`0.35.2`	indirect
PyPI	paramiko	`5.0.0`	indirect
PyPI	parsedatetime	`2.6`	indirect
PyPI	pathlib-abc	`0.5.2`	indirect
PyPI	pathspec	`1.0.4`	indirect
PyPI	pendulum	`3.2.0`	indirect
PyPI	platformdirs	`4.11.7`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	port-for	`1.1.0`	indirect
PyPI	pre-commit	`4.6.2`	indirect
PyPI	prometheus-client	`0.26.0`	indirect
PyPI	propcache	`0.5.2`	indirect
PyPI	proto-plus	`1.28.4`	indirect
PyPI	protobuf	`6.33.6`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	psycopg	`3.3.5`	indirect
PyPI	psycopg2-binary	`2.9.12`	indirect
PyPI	pure-sasl	`0.6.2`	indirect
PyPI	py-spy	`0.4.2`	indirect
PyPI	py4j	`0.10.9.9`	indirect
PyPI	pyarrow	`25.0.1`	indirect
PyPI	pyasn1	`0.6.4`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pyathena	`3.36.0`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic	`2.13.5`	indirect
PyPI	pydantic-core	`2.46.5`	indirect
PyPI	pydantic-extra-types	`2.11.1`	indirect
PyPI	pydantic-settings	`2.15.0`	indirect
PyPI	pydata-google-auth	`1.9.1`	indirect
PyPI	pygments	`2.21.0`	indirect
PyPI	pygtrie	`2.5.0`	indirect
PyPI	pygtrie	`2.6.1`	indirect
PyPI	pyhive	`0.7.0`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pynacl	`1.6.2`	indirect
PyPI	pyodbc	`5.2.0`	indirect
PyPI	pyopenssl	`26.4.0`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pyspark	`4.2.0`	indirect
PyPI	pytest	`9.1.1`	indirect
PyPI	pytest-mock	`3.15.1`	indirect
PyPI	pytest-postgresql	`9.1.0`	indirect
PyPI	python-daemon	`3.1.2`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-discovery	`1.6.0`	indirect
PyPI	python-dotenv	`1.2.3`	indirect
PyPI	python-multipart	`0.0.32`	indirect
PyPI	python-slugify	`8.0.4`	indirect
PyPI	pytimeparse	`1.1.8`	indirect
PyPI	pytz	`2026.3.post1`	indirect
PyPI	pywin32-ctypes	`0.2.3`	indirect
PyPI	pyyaml	`6.0.3`	indirect
PyPI	pyyaml-ft	`8.0.0`	indirect
PyPI	rapidfuzz	`3.14.5`	indirect
PyPI	rapidfuzz	`3.14.6`	indirect
PyPI	ray	`2.58.0`	indirect
PyPI	redshift-connector	`2.1.16`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.9.3`	indirect
PyPI	requests	`2.34.2`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	responses	`0.26.3`	indirect
PyPI	rich	`15.0.0`	indirect
PyPI	rich-argparse	`1.8.0`	indirect
PyPI	rich-toolkit	`0.20.4`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	rpds-py	`2026.6.3`	indirect
PyPI	rsa	`4.9.1`	indirect
PyPI	ruamel-yaml	`0.19.1`	indirect
PyPI	ruff	`0.16.6`	indirect
PyPI	s3transfer	`0.19.2`	indirect
PyPI	sagemaker-studio	`1.0.27`	indirect
PyPI	scikit-learn	`1.5.2`	indirect
PyPI	scikit-learn	`1.9.0`	indirect
PyPI	scipy	`1.15.3`	indirect
PyPI	scipy	`1.17.1`	indirect
PyPI	scipy	`1.18.1`	indirect
PyPI	scramp	`1.4.17`	indirect
PyPI	secretstorage	`3.5.0`	indirect
PyPI	setproctitle	`1.3.7`	indirect
PyPI	setuptools	`84.0.0`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	smart-open	`8.0.1`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	snowballstemmer	`3.1.1`	indirect
PyPI	snowflake-connector-python	`4.7.3`	indirect
PyPI	snowplow-tracker	`1.1.0`	indirect
PyPI	sortedcontainers	`2.4.0`	indirect
PyPI	soupsieve	`2.9.2`	indirect
PyPI	sphinx	`7.4.7`	indirect
PyPI	sphinx-copybutton	`0.5.2`	indirect
PyPI	sphinx-rtd-theme	`3.0.2`	indirect
PyPI	sphinxcontrib-applehelp	`2.0.0`	indirect
PyPI	sphinxcontrib-devhelp	`2.0.0`	indirect
PyPI	sphinxcontrib-htmlhelp	`2.1.0`	indirect
PyPI	sphinxcontrib-jquery	`4.1`	indirect
PyPI	sphinxcontrib-jsmath	`1.0.1`	indirect
PyPI	sphinxcontrib-qthelp	`2.0.0`	indirect
PyPI	sphinxcontrib-serializinghtml	`2.0.0`	indirect
PyPI	sqlalchemy	`2.0.52`	indirect
PyPI	sqlalchemy-bigquery	`1.17.2`	indirect
PyPI	sqlalchemy-spanner	`1.20.1`	indirect
PyPI	sqlglot	`30.18.0`	indirect
PyPI	sqlparams	`6.2.0`	indirect
PyPI	sqlparse	`0.6.0`	indirect
PyPI	starlette	`1.6.0`	indirect
PyPI	structlog	`26.1.0`	indirect
PyPI	svcs	`26.2.0`	indirect
PyPI	tabulate	`0.10.0`	indirect
PyPI	tenacity	`9.1.4`	indirect
PyPI	termcolor	`3.3.0`	indirect
PyPI	text-unidecode	`1.3`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	thrift	`0.22.0`	indirect
PyPI	thrift-sasl	`0.4.3`	indirect
PyPI	tiktoken	`0.14.0`	indirect
PyPI	tokenizers	`0.23.2`	indirect
PyPI	tomli	`2.4.1`	indirect
PyPI	tomlkit	`0.15.1`	indirect
PyPI	tqdm	`4.70.0`	indirect
PyPI	traitlets	`5.16.1`	indirect
PyPI	truststore	`0.10.4`	indirect
PyPI	typer	`0.27.2`	indirect
PyPI	types-freezegun	`1.1.10`	indirect
PyPI	types-protobuf	`7.35.1.20260906`	indirect
PyPI	types-pyyaml	`6.0.12.20260906`	indirect
PyPI	types-s3transfer	`0.16.0`	indirect
PyPI	typing-extensions	`4.16.0`	indirect
PyPI	typing-inspection	`0.4.4`	indirect
PyPI	tzdata	`2026.3`	indirect
PyPI	universal-pathlib	`0.3.10`	indirect
PyPI	uritemplate	`4.2.0`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	uuid6	`2025.0.1`	indirect
PyPI	uvicorn	`0.52.4`	indirect
PyPI	uvloop	`0.22.1`	indirect
PyPI	virtualenv	`21.7.8`	indirect
PyPI	watchfiles	`1.2.0`	indirect
PyPI	watchtower	`3.4.0`	indirect
PyPI	websockets	`16.1.1`	indirect
PyPI	werkzeug	`3.1.8`	indirect
PyPI	wirerope	`1.0.0`	indirect
PyPI	wrapt	`2.4.0`	indirect
PyPI	xmltodict	`1.0.4`	indirect
PyPI	yarl	`1.24.5`	indirect
PyPI	zipp	`4.1.0`	indirect

Dependency advisories 5

This repository publishes no package the index resolves, so its own dependency graph was assessed — 403 packages, which also include development and test pins that never ship: 5 carry known advisories, of which 1 are direct.

Package	Version	Relation	Severity	Advisories	Fixed in
apache-airflow	`3.3.1`	direct	critical	3	`3.3.2`
litellm	`1.82.6`	indirect	critical	29	`1.84.0`
apache-airflow-providers-google	`22.1.0`	indirect	high	3	`22.3.0`
dulwich	`1.1.0`	indirect	high	10	`1.2.5`
thrift	`0.22.0`	indirect	high	6	`0.24.0`

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.

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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.

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