Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-27 23:06 UTC

flwrlabs / flower

Flower: A Friendly Federated AI Framework

Python · Jupyter NotebookApache-2.0★ 7,149 stars⑂ 1,230 forkssince Feb 2020View on GitHub ↗

KindNetwork serviceCommand-line toolLibraryMobile applicationhow this is determined

flwrlabs/flower holds a health index of 96 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. 3 contributors account for most of its recent work.

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.

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 83 is calibrated to 96 on the published index scale (record calibration 2026-08-02).

Ownership

Flower LabsOrganization · verified domain

31 followers3 public repossince Jan 2023

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

Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish	Tags
PyPI	devtoolpoints to another repo — not scored	0.0.2	49	3	2070 days ago	—
PyPI	flwr-datasets	0.6.1	13,802	9	19 days ago	artificial-intelligence dataset federated-ai federated-analytics federated-datasets federated-evaluation federated-learning flower machine-learning
PyPI	flwr	1.38.0	74,715	67	5 days ago	artificial-intelligence federated-ai federated-analytics federated-evaluation federated-learning flower machine-learning

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

36/36	Push recency — last push 0 days ago
36/36	Commit cadence — 52/52 weeks with commits
18/18	Commit volume — 1,702 commits in the last year
0/10	OpenSSF Scorecard: Maintained — no data

Inputs used

commits_last_year	1,702
human_commit_share	1
days_since_last_push	0
active_weeks_last_year	52

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 55 releases published
36/36	Release recency — latest release 5 days ago
27/27	Release cadence — a release every ~13.9 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	55
latest_release_tag	framework-1.38.0
releases_from_tags	no
days_since_latest_release	5
mean_days_between_releases	13.9

Community & Adoption

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

90Excellent · 17% of overall

Popularity & adoption

94Exceptional

How it's scored

60/60	Stars — 7,149 stars
25/25	Forks — 1,230 forks
9/15	Watchers — 42 watchers

Inputs used

forks	1,230
stars	7,149
watchers	42
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

92Excellent

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (Apache-2.0)
18/18	CONTRIBUTING guide
13.5/13.5	Code of conduct
0/7.2	Issue template
6.3/6.3	PR template

Inputs used

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

Ecosystem adoption (downloads)

82Excellent

How it's scored

66/80	Monthly downloads — 88,517 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	flwr-datasets, flwr
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	88,517
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)

76Good

How it's scored

36/54	Bus factor — 3 contributor(s) cover half of all commits
18.5/22.5	Commit distribution — top contributor authored 18% of commits
13.5/13.5	Contributor breadth — 98 contributors
0/10	OpenSSF Scorecard: Contributors — no data

Inputs used

bus_factor	3
contributors_sampled	98
top_contributor_share	0.179

Issue & PR responsiveness

76Good

How it's scored

39.1/42	Issue resolution — 93% of issues closed
25.6/30	PR acceptance — 5,972/6,999 decided PRs merged
0/13	Newcomer PR acceptance — 0/4 first-time contributors' PRs merged in 30d
0/15	OpenSSF Scorecard: Code-Review — no data

Inputs used

merged_prs	5,972
open_issues	46
closed_issues	630
prs_merged_7d	43
prs_decided_7d	47
prs_merged_30d	53
prs_decided_30d	59
issue_closed_ratio	0.932
closed_unmerged_prs	1,027
first_time_authors_30d	3
first_time_prs_merged_30d	0
first_time_prs_decided_30d	4

Ownership & stewardship

73Good

How it's scored

30/30	Ownership backing — organization-owned
20/20	Verified domain
10.8/25	Owner reach — 31 followers of flwrlabs
11.8/25	Track record — 3 public repos, account ~3 yr old

Inputs used

followers	31
owner_type	Organization
is_verified	yes
owner_login	flwrlabs
public_repos	3
account_age_days	1,360

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 2 package(s) on pypi
35/35	Publish recency — latest publish 5 days ago
20/20	Version history — 67 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	flwr-datasets, flwr
ecosystems	pypi
any_deprecated	no
min_days_since_publish	5

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 19% of overall

Engineering practices

100Exceptional

How it's scored

24/24	CI workflows — 25 workflow(s)
24/24	Tests present
16/16	Linter config — datasets/pyproject.toml ([tool.ruff], [tool.pylint], [tool.black], [tool.isort]), dev/pyproject.toml ([tool.pylint], [tool.black], [tool.isort]), framework/pyproject.toml ([tool.ruff], [tool.pylint], [tool.black], [tool.isort])
9.6/9.6	Pre-commit hooks
6.4/6.4	.editorconfig
0/20	OpenSSF Scorecard: CI-Tests — no data

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	yes
has_linter_config	yes
has_precommit_config	yes

Documentation

65Good

How it's scored

30/30	README
0/25	Documentation directory
15/15	Documentation / homepage site — https://flower.ai
10/10	Repository description
10/10	Topics — 20 topics
0/10	Wiki

Inputs used

topics	flower, federated-learning, federated-learning-framework, federated-analytics, fleet-learning, fleet-intelligence, deep-learning, machine-learning, pytorch, scikit-learn, tensorflow, framework, grpc, python, ai, artificial-intelligence, raspberry-pi, android, cpp, ios
has_wiki	no
homepage	https://flower.ai
docs_site	https://flower.ai
has_readme	yes
has_docs_dir	no
has_description	yes

Security

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

52Moderate · 16% of overall

Security posture

50Moderate

How it's scored

0/30	Security policy (SECURITY.md)
25/25	Dependabot config
25/25	Dependency lockfiles — uv.lock
0/20	CodeQL workflow

Inputs used

source	file_signals
lockfiles	uv.lock
manifests	agent/pyproject.toml, datasets/pyproject.toml, dev/pyproject.toml, framework/pyproject.toml
has_codeql_workflow	no
has_security_policy	no
has_dependabot_config	yes

Dependency advisories

58Moderate

How it's scored

6.2/35	Direct dependencies free of known advisories — 2 affected: pyyaml 5.1.1 (critical 9.8), setuptools 41.0.1 (high 8.8)
25/25	Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
27.3/40	No advisories left outstanding — 2 advisory-carrying package(s) unaddressed past 90 days; oldest published 2,412 days ago

Inputs used

source	osv
advisories	14
affected_packages	2
assessed_packages	5
unassessed_packages	0
affected_by_severity	critical 1, high 1
direct_affected_packages	2

Matched the pypi:devtool@0.0.2 runtime dependency closure — what installing the published package pulls in — 5 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.

85Excellent · 4% of overall

Agent context & guidance

85Excellent

How it's scored

45/45	Agent instructions — AGENTS.md, framework/AGENTS.md
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
llms_txt_url	—
legible_history_share	1
agent_instruction_files	AGENTS.md, framework/AGENTS.md
agent_instruction_max_bytes	8,345

Verify loop (build / test / typecheck)

88Excellent

How it's scored

18/18	One-command bootstrap — agent/docs/Makefile, baselines/docs/Makefile, datasets/docs/Makefile, examples/docs/Makefile, framework/docs/Makefile, hub/docs/Makefile, model/docs/Makefile
22/22	Automated tests
11/11	Lint / format config — datasets/pyproject.toml ([tool.ruff], [tool.pylint], [tool.black], [tool.isort]), dev/pyproject.toml ([tool.pylint], [tool.black], [tool.isort]), framework/pyproject.toml ([tool.ruff], [tool.pylint], [tool.black], [tool.isort])
11/11	Static type checking — framework/py/flwr/py.typed
10/10	Reproducible environment — devcontainer, Dockerfile, lockfile
2/10	Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
5/8	Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10	OpenSSF Scorecard: Pinned-Dependencies — no data

Inputs used

has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	agent/docs/Makefile, baselines/docs/Makefile, datasets/docs/Makefile, examples/docs/Makefile, framework/docs/Makefile, hub/docs/Makefile, model/docs/Makefile
has_devcontainer	yes
has_linter_config	yes
typecheck_configs	framework/py/flwr/py.typed
agent_commit_share	0.01
toolchain_manifests	examples/android-kotlin/client/app/build.gradle, examples/android-kotlin/client/build.gradle, examples/android-kotlin/client/flower_tflite/build.gradle, examples/android/client/app/build.gradle, examples/android/client/build.gradle, examples/android/client/transfer_api/build.gradle, framework/kotlin/build.gradle.kts, framework/kotlin/flwr/build.gradle.kts
dependency_bot_commit_share	0

Code legibility for models

81Excellent

How it's scored

27/45	Type-checkable code — Python with type-check config (framework/py/flwr/py.typed)
54.4/55	Manageable file sizes — 19/1,686 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	928,302
source_files_sampled	1,686
oversized_source_files	19

Machine-readable interfaces

80Excellent

How it's scored

40/40	API schema (OpenAPI/GraphQL/proto) — examples/android-kotlin/client/flower_tflite/src/main/proto/transport.proto, examples/android/client/app/src/main/proto/transport.proto, examples/ios/FLiOS/CoreMLProto/ArrayFeatureExtractor.proto, examples/ios/FLiOS/CoreMLProto/AudioFeaturePrint.proto, examples/ios/FLiOS/CoreMLProto/BayesianProbitRegressor.proto, examples/ios/FLiOS/CoreMLProto/CategoricalMapping.proto, examples/ios/FLiOS/CoreMLProto/CustomModel.proto, examples/ios/FLiOS/CoreMLProto/DataStructures.proto, examples/ios/FLiOS/CoreMLProto/DictVectorizer.proto, examples/ios/FLiOS/CoreMLProto/FeatureTypes.proto, examples/ios/FLiOS/CoreMLProto/FeatureVectorizer.proto, examples/ios/FLiOS/CoreMLProto/GLMClassifier.proto, examples/ios/FLiOS/CoreMLProto/GLMRegressor.proto, examples/ios/FLiOS/CoreMLProto/Gazetteer.proto, examples/ios/FLiOS/CoreMLProto/Identity.proto, examples/ios/FLiOS/CoreMLProto/Imputer.proto, examples/ios/FLiOS/CoreMLProto/ItemSimilarityRecommender.proto, examples/ios/FLiOS/CoreMLProto/LinkedModel.proto, examples/ios/FLiOS/CoreMLProto/MIL.proto, examples/ios/FLiOS/CoreMLProto/Model.proto, examples/ios/FLiOS/CoreMLProto/NearestNeighbors.proto, examples/ios/FLiOS/CoreMLProto/NeuralNetwork.proto, examples/ios/FLiOS/CoreMLProto/NonMaximumSuppression.proto, examples/ios/FLiOS/CoreMLProto/Normalizer.proto, examples/ios/FLiOS/CoreMLProto/OneHotEncoder.proto, examples/ios/FLiOS/CoreMLProto/Parameters.proto, examples/ios/FLiOS/CoreMLProto/SVM.proto, examples/ios/FLiOS/CoreMLProto/Scaler.proto, examples/ios/FLiOS/CoreMLProto/SoundAnalysisPreprocessing.proto, examples/ios/FLiOS/CoreMLProto/TextClassifier.proto, examples/ios/FLiOS/CoreMLProto/TreeEnsemble.proto, examples/ios/FLiOS/CoreMLProto/VisionFeaturePrint.proto, examples/ios/FLiOS/CoreMLProto/WordEmbedding.proto, examples/ios/FLiOS/CoreMLProto/WordTagger.proto, framework/proto/flwr/proto/control.proto, framework/proto/flwr/proto/error.proto, framework/proto/flwr/proto/fab.proto, framework/proto/flwr/proto/federation.proto, framework/proto/flwr/proto/federation_config.proto, framework/proto/flwr/proto/fleet.proto, framework/proto/flwr/proto/grpcadapter.proto, framework/proto/flwr/proto/heartbeat.proto, framework/proto/flwr/proto/log.proto, framework/proto/flwr/proto/message.proto, framework/proto/flwr/proto/node.proto, framework/proto/flwr/proto/recorddict.proto, framework/proto/flwr/proto/run.proto, framework/proto/flwr/proto/runseries.proto, framework/proto/flwr/proto/runtime.proto, framework/proto/flwr/proto/task.proto, framework/proto/flwr/proto/transport.proto
0/20	MCP server
40/40	Runnable examples — examples, notebooks

Inputs used

example_dirs	examples, notebooks
has_mcp_signal	no
api_schema_files	examples/android-kotlin/client/flower_tflite/src/main/proto/transport.proto, examples/android/client/app/src/main/proto/transport.proto, examples/ios/FLiOS/CoreMLProto/ArrayFeatureExtractor.proto, examples/ios/FLiOS/CoreMLProto/AudioFeaturePrint.proto, examples/ios/FLiOS/CoreMLProto/BayesianProbitRegressor.proto, examples/ios/FLiOS/CoreMLProto/CategoricalMapping.proto, examples/ios/FLiOS/CoreMLProto/CustomModel.proto, examples/ios/FLiOS/CoreMLProto/DataStructures.proto, examples/ios/FLiOS/CoreMLProto/DictVectorizer.proto, examples/ios/FLiOS/CoreMLProto/FeatureTypes.proto, examples/ios/FLiOS/CoreMLProto/FeatureVectorizer.proto, examples/ios/FLiOS/CoreMLProto/GLMClassifier.proto, examples/ios/FLiOS/CoreMLProto/GLMRegressor.proto, examples/ios/FLiOS/CoreMLProto/Gazetteer.proto, examples/ios/FLiOS/CoreMLProto/Identity.proto, examples/ios/FLiOS/CoreMLProto/Imputer.proto, examples/ios/FLiOS/CoreMLProto/ItemSimilarityRecommender.proto, examples/ios/FLiOS/CoreMLProto/LinkedModel.proto, examples/ios/FLiOS/CoreMLProto/MIL.proto, examples/ios/FLiOS/CoreMLProto/Model.proto, examples/ios/FLiOS/CoreMLProto/NearestNeighbors.proto, examples/ios/FLiOS/CoreMLProto/NeuralNetwork.proto, examples/ios/FLiOS/CoreMLProto/NonMaximumSuppression.proto, examples/ios/FLiOS/CoreMLProto/Normalizer.proto, examples/ios/FLiOS/CoreMLProto/OneHotEncoder.proto, examples/ios/FLiOS/CoreMLProto/Parameters.proto, examples/ios/FLiOS/CoreMLProto/SVM.proto, examples/ios/FLiOS/CoreMLProto/Scaler.proto, examples/ios/FLiOS/CoreMLProto/SoundAnalysisPreprocessing.proto, examples/ios/FLiOS/CoreMLProto/TextClassifier.proto, examples/ios/FLiOS/CoreMLProto/TreeEnsemble.proto, examples/ios/FLiOS/CoreMLProto/VisionFeaturePrint.proto, examples/ios/FLiOS/CoreMLProto/WordEmbedding.proto, examples/ios/FLiOS/CoreMLProto/WordTagger.proto, framework/proto/flwr/proto/control.proto, framework/proto/flwr/proto/error.proto, framework/proto/flwr/proto/fab.proto, framework/proto/flwr/proto/federation.proto, framework/proto/flwr/proto/federation_config.proto, framework/proto/flwr/proto/fleet.proto, framework/proto/flwr/proto/grpcadapter.proto, framework/proto/flwr/proto/heartbeat.proto, framework/proto/flwr/proto/log.proto, framework/proto/flwr/proto/message.proto, framework/proto/flwr/proto/node.proto, framework/proto/flwr/proto/recorddict.proto, framework/proto/flwr/proto/run.proto, framework/proto/flwr/proto/runseries.proto, framework/proto/flwr/proto/runtime.proto, framework/proto/flwr/proto/task.proto, framework/proto/flwr/proto/transport.proto
interfaces_expected_of	network-service

Key facts

7,149GitHub stars

98contributors

1,702commits, last 12 months

0days since last push

55releases

3bus factor

46open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
pypi package 'devtool' points at a different repository (https://github.com/guchengxi1994/dev-tool-for-python); excluded from ecosystem scoring
Could not fetch pypi package 'flower-agent-docs' from its registry
OpenSSF Scorecard did not return a usable result (killed by SIGKILL — most likely the container's memory limit; 2026/09/27 23:05:00 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

More detail

Star and fork history 0 ★ / 1,230 ⇿

0Stars

1,230Forks

46Releases

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.

Major 1Minor 27Patch 5

Each point covers 5 days.

Direct dependencies 38

Registry	Package	Version constraint	Manifest
PyPI	furo	`==2024.8.6`	agent/pyproject.toml
PyPI	myst-parser	`==3.0.1`	agent/pyproject.toml
PyPI	sphinx	`==7.4.7`	agent/pyproject.toml
PyPI	sphinx-substitution-extensions	`==2022.2.16`	agent/pyproject.toml
PyPI	numpy	`>=1.26.0,<3.0.0`	datasets/pyproject.toml
PyPI	datasets	`>=4.0.0,<5.0.0`	datasets/pyproject.toml
PyPI	tqdm	`>=4.66.1,<5.0.0`	datasets/pyproject.toml
PyPI	rich	`>=14.0.0,<15.0.0`	datasets/pyproject.toml
PyPI	matplotlib	`>=3.7.5,<4.0.0`	datasets/pyproject.toml
PyPI	seaborn	`>=0.13.0,<0.14.0`	datasets/pyproject.toml
PyPI	black	`==25.11.0`	dev/pyproject.toml
PyPI	grpcio-tools	`==1.70.0`	dev/pyproject.toml
PyPI	mypy-protobuf	`==3.6.0`	dev/pyproject.toml
PyPI	PyYAML	`>=6.0.2,<7.0.0`	dev/pyproject.toml
PyPI	numpy	`>=1.26.0,<3.0.0`	framework/pyproject.toml
PyPI	grpcio	`>=1.70.0,<2.0.0`	framework/pyproject.toml
PyPI	grpcio-health-checking	`>=1.70.0,<2.0.0`	framework/pyproject.toml
PyPI	protobuf	`>=5.28.0,<7.0.0`	framework/pyproject.toml
PyPI	cryptography	`>=46.0.7,<47.0.0`	framework/pyproject.toml
PyPI	pycryptodome	`>=3.18.0,<4.0.0`	framework/pyproject.toml
PyPI	iterators	`>=0.0.2,<0.0.3`	framework/pyproject.toml
PyPI	typer	`>=0.13.0,<0.21.0`	framework/pyproject.toml
PyPI	uv	`>=0.11.15,<0.12.0`	framework/pyproject.toml
PyPI	tomli	`>=2.0.1,<3.0.0`	framework/pyproject.toml
PyPI	tomli-w	`>=1.0.0,<2.0.0`	framework/pyproject.toml
PyPI	pathspec	`>=1.0.4,<2.0.0`	framework/pyproject.toml
PyPI	prompt-toolkit	`>=3.0.52,<4.0.0`	framework/pyproject.toml
PyPI	rich	`>=14.0.0,<15.0.0`	framework/pyproject.toml
PyPI	pyyaml	`>=6.0.2,<7.0.0`	framework/pyproject.toml
PyPI	requests	`>=2.33.0,<3.0.0`	framework/pyproject.toml
PyPI	httpx	`>=0.28.1,<1.0.0`	framework/pyproject.toml
PyPI	click	`>=8.0.0,<9.0.0`	framework/pyproject.toml
PyPI	packaging	`>=24.0,<26.0`	framework/pyproject.toml
PyPI	SQLAlchemy	`>=2.0.45,<3.0.0`	framework/pyproject.toml
PyPI	alembic	`>=1.18.1,<2.0.0`	framework/pyproject.toml
PyPI	uvicorn	`>=0.49.0,<0.50.0`	framework/pyproject.toml
PyPI	fastapi	`>=0.138.0,<0.139.0`	framework/pyproject.toml
PyPI	starlette	`>=1.3.1,<1.4.0`	framework/pyproject.toml

All dependencies 1,000

Full resolved dependency set from the GitHub dependency graph: 96 direct and 904 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	alembic	`1.18.4`	direct
PyPI	alembic	`1.18.5`	direct
PyPI	black	`—`	direct
PyPI	black	`23.1.0`	direct
PyPI	black	`24.2.0`	direct
PyPI	black	`24.3.0`	direct
PyPI	black	`25.11.0`	direct
PyPI	click	`8.1.8`	direct
PyPI	click	`8.3.1`	direct
PyPI	click	`8.4.2`	direct
PyPI	cryptography	`—`	direct
PyPI	cryptography	`41.0.7`	direct
PyPI	cryptography	`42.0.8`	direct
PyPI	cryptography	`44.0.3`	direct
PyPI	cryptography	`46.0.7`	direct
PyPI	datasets	`—`	direct
PyPI	datasets	`2.20.0`	direct
PyPI	datasets	`4.5.0`	direct
PyPI	datasets	`4.7.0`	direct
PyPI	fastapi	`0.138.1`	direct
PyPI	furo	`2024.8.6`	direct
PyPI	grpcio	`1.70.0`	direct
PyPI	grpcio	`1.76.0`	direct
PyPI	grpcio	`1.78.0`	direct
PyPI	grpcio	`1.80.0`	direct
PyPI	grpcio	`1.82.1`	direct
PyPI	grpcio-health-checking	`1.62.3`	direct
PyPI	grpcio-health-checking	`1.71.2`	direct
PyPI	grpcio-health-checking	`1.81.1`	direct
PyPI	grpcio-tools	`1.70.0`	direct
PyPI	httpx	`0.28.1`	direct
PyPI	iterators	`0.0.2`	direct
PyPI	matplotlib	`—`	direct
PyPI	matplotlib	`3.10.8`	direct
PyPI	matplotlib	`3.10.9`	direct
PyPI	matplotlib	`3.5.3`	direct
PyPI	matplotlib	`3.7.1`	direct
PyPI	matplotlib	`3.7.5`	direct
PyPI	mypy-protobuf	`3.6.0`	direct
PyPI	myst-parser	`3.0.1`	direct
PyPI	numpy	`—`	direct
PyPI	numpy	`1.22.0`	direct
PyPI	numpy	`1.23.0`	direct
PyPI	numpy	`1.24.4`	direct
PyPI	numpy	`1.26.4`	direct
PyPI	numpy	`2.0.2`	direct
PyPI	numpy	`2.2.6`	direct
PyPI	numpy	`2.4.2`	direct
PyPI	numpy	`2.4.3`	direct
PyPI	packaging	`25.0`	direct
PyPI	packaging	`26.0`	direct
PyPI	packaging	`26.2`	direct
PyPI	pathspec	`0.12.1`	direct
PyPI	pathspec	`1.0.4`	direct
PyPI	pathspec	`1.1.1`	direct
PyPI	prompt-toolkit	`3.0.52`	direct
PyPI	protobuf	`3.20.3`	direct
PyPI	protobuf	`4.25.9`	direct
PyPI	protobuf	`5.29.6`	direct
PyPI	protobuf	`6.33.5`	direct
PyPI	protobuf	`6.33.6`	direct
PyPI	pycryptodome	`3.23.0`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	requests	`2.32.4`	direct
PyPI	requests	`2.32.5`	direct
PyPI	requests	`2.33.0`	direct
PyPI	requests	`2.34.2`	direct
PyPI	rich	`13.9.4`	direct
PyPI	rich	`14.3.1`	direct
PyPI	rich	`14.3.3`	direct
PyPI	rich	`14.3.4`	direct
PyPI	rich	`15.0.0`	direct
PyPI	seaborn	`—`	direct
PyPI	seaborn	`0.13.2`	direct
PyPI	sphinx	`7.4.7`	direct
PyPI	sphinx-substitution-extensions	`2022.2.16`	direct
PyPI	sqlalchemy	`2.0.45`	direct
PyPI	sqlalchemy	`2.0.48`	direct
PyPI	sqlalchemy	`2.0.51`	direct
PyPI	starlette	`1.3.1`	direct
PyPI	tomli	`2.4.0`	direct
PyPI	tomli	`2.4.1`	direct
PyPI	tomli-w	`1.0.0`	direct
PyPI	tomli-w	`1.2.0`	direct
PyPI	tqdm	`—`	direct
PyPI	tqdm	`4.66.3`	direct
PyPI	tqdm	`4.67.3`	direct
PyPI	tqdm	`4.68.3`	direct
PyPI	tqdm	`4.68.4`	direct
PyPI	typer	`0.12.5`	direct
PyPI	typer	`0.20.1`	direct
PyPI	typer	`0.24.1`	direct
PyPI	typer	`0.9.4`	direct
PyPI	uv	`0.11.17`	direct
PyPI	uv	`0.11.29`	direct
PyPI	uvicorn	`0.49.0`	direct
PyPI	absl-py	`2.3.1`	indirect
PyPI	absl-py	`2.4.0`	indirect
PyPI	absl-py	`2.5.0`	indirect
PyPI	addict	`2.4.0`	indirect
PyPI	aiofiles	`25.1.0`	indirect
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohappyeyeballs	`2.6.2`	indirect
PyPI	aiohttp	`3.13.4`	indirect
PyPI	aiohttp	`3.14.1`	indirect
PyPI	aiosignal	`1.3.1`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	alabaster	`0.7.16`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anthropic	`0.76.0`	indirect
PyPI	antlr4-python3-runtime	`4.9.3`	indirect
PyPI	anyio	`4.12.1`	indirect
PyPI	anytree	`—`	indirect
PyPI	anytree	`2.13.0`	indirect
PyPI	appdirs	`1.4.4`	indirect
PyPI	appnope	`0.1.4`	indirect
PyPI	argon2-cffi	`25.1.0`	indirect
PyPI	argon2-cffi-bindings	`25.1.0`	indirect
PyPI	arrow	`1.4.0`	indirect
PyPI	ast-serialize	`0.6.0`	indirect
PyPI	astroid	`2.6.6`	indirect
PyPI	astroid	`3.0.3`	indirect
PyPI	astroid	`3.3.11`	indirect
PyPI	astroid	`4.0.4`	indirect
PyPI	asttokens	`3.0.1`	indirect
PyPI	asttokens	`3.0.2`	indirect
PyPI	astunparse	`1.6.3`	indirect
PyPI	async-lru	`2.2.0`	indirect
PyPI	atomicwrites	`1.4.1`	indirect
PyPI	attrs	`23.2.0`	indirect
PyPI	attrs	`25.3.0`	indirect
PyPI	attrs	`25.4.0`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	autoray	`—`	indirect
PyPI	babel	`2.18.0`	indirect
PyPI	backoff	`2.2.1`	indirect
PyPI	backports-tarfile	`1.2.0`	indirect
PyPI	beautifulsoup4	`4.14.3`	indirect
PyPI	beautifulsoup4	`4.15.0`	indirect
PyPI	beautysh	`6.4.2`	indirect
PyPI	bitsandbytes	`0.46.1`	indirect
PyPI	bitsandbytes	`0.49.1`	indirect
PyPI	bleach	`6.3.0`	indirect
PyPI	boolean-py	`5.0`	indirect
PyPI	bracex	`2.6`	indirect
PyPI	browser-use	`0.13.1`	indirect
PyPI	browser-use-core	`0.13.1`	indirect
PyPI	browser-use-sdk	`3.4.2`	indirect
PyPI	bubus	`1.5.6`	indirect
PyPI	build	`1.4.0`	indirect
PyPI	catboost	`1.2.8`	indirect
PyPI	cattrs	`24.1.3`	indirect
PyPI	cdp-use	`1.4.5`	indirect
PyPI	certifi	`2026.1.4`	indirect
PyPI	certifi	`2026.2.25`	indirect
PyPI	certifi	`2026.6.17`	indirect
PyPI	certifi	`2026.7.22`	indirect
PyPI	cffi	`1.17.1`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cffi	`2.1.0`	indirect
PyPI	cfgv	`3.5.0`	indirect
PyPI	charset-normalizer	`3.4.4`	indirect
PyPI	charset-normalizer	`3.4.5`	indirect
PyPI	charset-normalizer	`3.4.6`	indirect
PyPI	charset-normalizer	`3.4.9`	indirect
PyPI	check-wheel-contents	`0.6.3`	indirect
PyPI	clang-format	`17.0.6`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	cmake	`4.4.0`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	coloredlogs	`15.0.1`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	contourpy	`1.1.1`	indirect
PyPI	contourpy	`1.3.2`	indirect
PyPI	contourpy	`1.3.3`	indirect
PyPI	courlan	`1.4.0`	indirect
PyPI	coverage	`7.13.4`	indirect
PyPI	cuda-bindings	`12.9.4`	indirect
PyPI	cuda-bindings	`13.3.1`	indirect
PyPI	cuda-pathfinder	`1.4.2`	indirect
PyPI	cuda-pathfinder	`1.5.5`	indirect
PyPI	cuda-toolkit	`13.0.2`	indirect
PyPI	curl-cffi	`0.15.0`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	cython	`—`	indirect
PyPI	cython	`3.2.5`	indirect
PyPI	dateparser	`1.4.0`	indirect
PyPI	debugpy	`1.8.20`	indirect
PyPI	debugpy	`1.8.21`	indirect
PyPI	decorator	`5.2.1`	indirect
PyPI	decorator	`5.3.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	devtool	`0.0.0`	indirect
PyPI	dill	`0.4.0`	indirect
PyPI	dill	`0.4.1`	indirect
PyPI	distlib	`0.4.0`	indirect
PyPI	distlib	`0.4.3`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dm-tree	`0.1.10`	indirect
PyPI	docformatter	`1.7.5`	indirect
PyPI	docopt	`0.6.2`	indirect
PyPI	docsig	`0.84.0`	indirect
PyPI	docstrfmt	`2.0.3.dev0`	indirect
PyPI	docstring-parser	`0.18.0`	indirect
PyPI	docutils	`0.21.2`	indirect
PyPI	docutils-stubs	`0.0.22`	indirect
PyPI	dp-accounting	`0.6.0`	indirect
PyPI	easydict	`1.11`	indirect
PyPI	editorconfig	`0.17.1`	indirect
PyPI	evaluate	`—`	indirect
PyPI	evaluate	`0.3.0`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	execnet	`2.1.2`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	faiss-cpu	`—`	indirect
PyPI	fastai	`—`	indirect
PyPI	fastai	`2.8.7`	indirect
PyPI	fastcore	`—`	indirect
PyPI	fastjsonschema	`2.21.2`	indirect
PyPI	fastprogress	`1.0.5`	indirect
PyPI	fds-e2-tensorflow	`0.1.0`	indirect
PyPI	fds-e2e-pytorch	`0.1.0`	indirect
PyPI	fds-e2e-sklearn	`0.1.0`	indirect
PyPI	fetch-use	`0.4.0`	indirect
PyPI	fhconfparser	`2024.1`	indirect
PyPI	filelock	`3.16.1`	indirect
PyPI	filelock	`3.20.3`	indirect
PyPI	filelock	`3.25.0`	indirect
PyPI	filelock	`3.25.2`	indirect
PyPI	filelock	`3.30.2`	indirect
PyPI	flake8	`—`	indirect
PyPI	flake8	`3.9.2`	indirect
PyPI	flake8	`5.0.4`	indirect
PyPI	flatbuffers	`25.12.19`	indirect
PyPI	flax	`0.10.2`	indirect
PyPI	flower-agent-docs	`0.1.0`	indirect
PyPI	flwr	`—`	indirect
PyPI	flwr	`1.11.1`	indirect
PyPI	flwr	`1.17.0`	indirect
PyPI	flwr	`1.23.0`	indirect
PyPI	flwr	`1.39.0`	indirect
PyPI	flwr	`1.5.0`	indirect
PyPI	flwr	`1.9.0`	indirect
PyPI	flwr-datasets	`—`	indirect
PyPI	flwr-datasets	`0.6.1`	indirect
PyPI	fonttools	`4.57.0`	indirect
PyPI	fonttools	`4.61.1`	indirect
PyPI	fonttools	`4.62.1`	indirect
PyPI	fonttools	`4.63.0`	indirect
PyPI	fqdn	`1.5.1`	indirect
PyPI	frozenlist	`1.5.0`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fschat	`0.2.35`	indirect
PyPI	fsspec	`2025.10.0`	indirect
PyPI	fsspec	`2025.3.0`	indirect
PyPI	fsspec	`2026.2.0`	indirect
PyPI	fsspec	`2026.6.0`	indirect
PyPI	gast	`0.7.0`	indirect
PyPI	gitdb	`4.0.12`	indirect
PyPI	gitpython	`3.1.50`	indirect
PyPI	google-api-core	`2.29.0`	indirect
PyPI	google-api-python-client	`2.188.0`	indirect
PyPI	google-auth	`2.48.0`	indirect
PyPI	google-auth	`2.56.0`	indirect
PyPI	google-auth-httplib2	`0.4.0`	indirect
PyPI	google-auth-oauthlib	`1.0.0`	indirect
PyPI	google-auth-oauthlib	`1.2.4`	indirect
PyPI	google-genai	`1.65.0`	indirect
PyPI	google-pasta	`0.2.0`	indirect
PyPI	googleapis-common-protos	`1.75.0`	indirect
PyPI	greenlet	`3.3.2`	indirect
PyPI	greenlet	`3.5.3`	indirect
PyPI	groq	`1.0.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h5py	`—`	indirect
PyPI	h5py	`3.14.0`	indirect
PyPI	h5py	`3.15.1`	indirect
PyPI	h5py	`3.16.0`	indirect
PyPI	hatchling	`—`	indirect
PyPI	hf-transfer	`0.1.8`	indirect
PyPI	hf-transfer	`0.1.9`	indirect
PyPI	hf-xet	`1.2.0`	indirect
PyPI	hf-xet	`1.4.2`	indirect
PyPI	htmldate	`1.10.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httplib2	`0.31.2`	indirect
PyPI	httptools	`0.8.0`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	huggingface-hub	`1.3.7`	indirect
PyPI	huggingface-hub	`1.7.1`	indirect
PyPI	hydra-core	`—`	indirect
PyPI	hydra-core	`1.3.2`	indirect
PyPI	hydra-core	`1.3.4`	indirect
PyPI	id	`1.6.1`	indirect
PyPI	identify	`2.6.17`	indirect
PyPI	idna	`3.11`	indirect
PyPI	idna	`3.15`	indirect
PyPI	idna	`3.17`	indirect
PyPI	idna	`3.18`	indirect
PyPI	imageio	`2.35.1`	indirect
PyPI	imagesize	`2.0.0`	indirect
PyPI	imbalanced-learn	`—`	indirect
PyPI	importlib-metadata	`8.7.1`	indirect
PyPI	importlib-metadata	`9.0.0`	indirect
PyPI	importlib-resources	`6.4.5`	indirect
PyPI	iniconfig	`2.1.0`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	inquirerpy	`0.3.4`	indirect
PyPI	ipykernel	`—`	indirect
PyPI	ipykernel	`6.31.0`	indirect
PyPI	ipykernel	`7.2.0`	indirect
PyPI	ipython	`8.39.0`	indirect
PyPI	ipython	`9.10.0`	indirect
PyPI	ipython	`9.11.0`	indirect
PyPI	ipython-pygments-lexers	`1.1.1`	indirect
PyPI	isoduration	`20.11.0`	indirect
PyPI	isort	`—`	indirect
PyPI	isort	`5.11.5`	indirect
PyPI	isort	`5.13.2`	indirect
PyPI	jaraco-classes	`3.4.0`	indirect
PyPI	jaraco-context	`6.1.0`	indirect
PyPI	jaraco-functools	`4.4.0`	indirect
PyPI	jax	`0.4.31`	indirect
PyPI	jax	`0.4.36`	indirect
PyPI	jaxlib	`0.4.31`	indirect
PyPI	jaxlib	`0.4.36`	indirect
PyPI	jedi	`0.19.2`	indirect
PyPI	jedi	`0.20.0`	indirect
PyPI	jeepney	`0.9.0`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.15.0`	indirect
PyPI	joblib	`1.4.2`	indirect
PyPI	joblib	`1.5.3`	indirect
PyPI	json5	`0.13.0`	indirect
PyPI	jsonpointer	`3.0.0`	indirect
PyPI	jsonschema	`4.23.0`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-specifications	`2023.12.1`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	jupyter-client	`8.8.0`	indirect
PyPI	jupyter-client	`8.9.1`	indirect
PyPI	jupyter-core	`5.9.1`	indirect
PyPI	jupyter-events	`0.12.0`	indirect
PyPI	jupyter-lsp	`2.3.0`	indirect
PyPI	jupyter-server	`2.20.0`	indirect
PyPI	jupyter-server-terminals	`0.5.4`	indirect
PyPI	jupyterlab	`4.5.7`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	jupyterlab-server	`2.28.0`	indirect
PyPI	justext	`3.0.2`	indirect
PyPI	keras	`2.14.0`	indirect
PyPI	keras	`3.10.0`	indirect
PyPI	keras	`3.14.1`	indirect
PyPI	keyring	`25.7.0`	indirect
PyPI	kiwisolver	`1.4.7`	indirect
PyPI	kiwisolver	`1.4.9`	indirect
PyPI	kiwisolver	`1.5.0`	indirect
PyPI	lark	`1.3.1`	indirect
PyPI	lazy-object-proxy	`1.10.0`	indirect
PyPI	lazy-object-proxy	`1.12.0`	indirect
PyPI	lerobot	`—`	indirect
PyPI	libclang	`18.1.1`	indirect
PyPI	libcst	`1.8.6`	indirect
PyPI	librt	`0.13.0`	indirect
PyPI	license-expression	`30.4.4`	indirect
PyPI	licensecheck	`2025.1.0`	indirect
PyPI	lifelines	`—`	indirect
PyPI	lit	`18.1.8`	indirect
PyPI	loguru	`0.7.3`	indirect
PyPI	lxml	`6.1.1`	indirect
PyPI	lxml-html-clean	`0.4.5`	indirect
PyPI	mako	`1.3.12`	indirect
PyPI	markdown	`3.10.1`	indirect
PyPI	markdown	`3.10.2`	indirect
PyPI	markdown	`3.9`	indirect
PyPI	markdown-it-py	`3.0.0`	indirect
PyPI	markdown-it-py	`4.0.0`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markdownify	`1.2.2`	indirect
PyPI	markupsafe	`2.1.5`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	matplotlib-inline	`0.2.1`	indirect
PyPI	matplotlib-inline	`0.2.2`	indirect
PyPI	mccabe	`0.6.1`	indirect
PyPI	mccabe	`0.7.0`	indirect
PyPI	mcp	`1.26.0`	indirect
PyPI	mdformat	`1.0.0`	indirect
PyPI	mdformat-beautysh	`1.0.0`	indirect
PyPI	mdformat-frontmatter	`2.0.10`	indirect
PyPI	mdformat-gfm	`1.0.0`	indirect
PyPI	mdit-py-plugins	`0.5.0`	indirect
PyPI	mdit-py-plugins	`0.6.1`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mistune	`3.2.0`	indirect
PyPI	mistune	`3.2.1`	indirect
PyPI	ml-dtypes	`0.2.0`	indirect
PyPI	ml-dtypes	`0.5.4`	indirect
PyPI	mlx	`0.29.4`	indirect
PyPI	mmengine	`—`	indirect
PyPI	mmengine	`0.10.0`	indirect
PyPI	monai	`1.5.2`	indirect
PyPI	more-itertools	`10.8.0`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	mpmath	`1.4.1`	indirect
PyPI	msgpack	`1.1.1`	indirect
PyPI	msgpack	`1.1.2`	indirect
PyPI	msgpack	`1.2.1`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	multiprocess	`0.70.18`	indirect
PyPI	mypy	`—`	indirect
PyPI	mypy	`0.961`	indirect
PyPI	mypy	`1.13.0`	indirect
PyPI	mypy	`1.4.1`	indirect
PyPI	mypy	`1.8.0`	indirect
PyPI	mypy	`2.3.0`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	namex	`0.1.0`	indirect
PyPI	narwhals	`2.24.0`	indirect
PyPI	natsort	`—`	indirect
PyPI	natsort	`8.4.0`	indirect
PyPI	nbclient	`0.10.4`	indirect
PyPI	nbconvert	`7.17.0`	indirect
PyPI	nbconvert	`7.17.1`	indirect
PyPI	nbformat	`5.10.4`	indirect
PyPI	nbsphinx	`0.9.5`	indirect
PyPI	nbstripout	`0.6.1`	indirect
PyPI	nest-asyncio	`1.6.0`	indirect
PyPI	networkx	`3.1`	indirect
PyPI	networkx	`3.4.2`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	nh3	`0.3.3`	indirect
PyPI	nodeenv	`1.10.0`	indirect
PyPI	notebook-shim	`0.2.4`	indirect
PyPI	nvidia-cublas	`13.1.1.3`	indirect
PyPI	nvidia-cublas-cu11	`11.11.3.6`	indirect
PyPI	nvidia-cublas-cu12	`12.1.3.1`	indirect
PyPI	nvidia-cublas-cu12	`12.6.4.1`	indirect
PyPI	nvidia-cublas-cu12	`12.8.4.1`	indirect
PyPI	nvidia-cuda-cupti	`13.0.85`	indirect
PyPI	nvidia-cuda-cupti-cu11	`11.8.87`	indirect
PyPI	nvidia-cuda-cupti-cu12	`12.1.105`	indirect
PyPI	nvidia-cuda-cupti-cu12	`12.6.80`	indirect
PyPI	nvidia-cuda-cupti-cu12	`12.8.90`	indirect
PyPI	nvidia-cuda-nvcc-cu11	`11.8.89`	indirect
PyPI	nvidia-cuda-nvrtc	`13.0.88`	indirect
PyPI	nvidia-cuda-nvrtc-cu12	`12.1.105`	indirect
PyPI	nvidia-cuda-nvrtc-cu12	`12.6.77`	indirect
PyPI	nvidia-cuda-nvrtc-cu12	`12.8.93`	indirect
PyPI	nvidia-cuda-runtime	`13.0.96`	indirect
PyPI	nvidia-cuda-runtime-cu11	`11.8.89`	indirect
PyPI	nvidia-cuda-runtime-cu12	`12.1.105`	indirect
PyPI	nvidia-cuda-runtime-cu12	`12.6.77`	indirect
PyPI	nvidia-cuda-runtime-cu12	`12.8.90`	indirect
PyPI	nvidia-cudnn-cu11	`8.7.0.84`	indirect
PyPI	nvidia-cudnn-cu12	`8.9.2.26`	indirect
PyPI	nvidia-cudnn-cu12	`9.1.0.70`	indirect
PyPI	nvidia-cudnn-cu12	`9.10.2.21`	indirect
PyPI	nvidia-cudnn-cu13	`9.20.0.48`	indirect
PyPI	nvidia-cufft	`12.0.0.61`	indirect
PyPI	nvidia-cufft-cu11	`10.9.0.58`	indirect
PyPI	nvidia-cufft-cu12	`11.0.2.54`	indirect
PyPI	nvidia-cufft-cu12	`11.3.0.4`	indirect
PyPI	nvidia-cufft-cu12	`11.3.3.83`	indirect
PyPI	nvidia-cufile	`1.15.1.6`	indirect
PyPI	nvidia-cufile-cu12	`1.11.1.6`	indirect
PyPI	nvidia-cufile-cu12	`1.13.1.3`	indirect
PyPI	nvidia-curand	`10.4.0.35`	indirect
PyPI	nvidia-curand-cu11	`10.3.0.86`	indirect
PyPI	nvidia-curand-cu12	`10.3.2.106`	indirect
PyPI	nvidia-curand-cu12	`10.3.7.77`	indirect
PyPI	nvidia-curand-cu12	`10.3.9.90`	indirect
PyPI	nvidia-cusolver	`12.0.4.66`	indirect
PyPI	nvidia-cusolver-cu11	`11.4.1.48`	indirect
PyPI	nvidia-cusolver-cu12	`11.4.5.107`	indirect
PyPI	nvidia-cusolver-cu12	`11.7.1.2`	indirect
PyPI	nvidia-cusolver-cu12	`11.7.3.90`	indirect
PyPI	nvidia-cusparse	`12.6.3.3`	indirect
PyPI	nvidia-cusparse-cu11	`11.7.5.86`	indirect
PyPI	nvidia-cusparse-cu12	`12.1.0.106`	indirect
PyPI	nvidia-cusparse-cu12	`12.5.4.2`	indirect
PyPI	nvidia-cusparse-cu12	`12.5.8.93`	indirect
PyPI	nvidia-cusparselt-cu12	`0.7.1`	indirect
PyPI	nvidia-cusparselt-cu13	`0.8.1`	indirect
PyPI	nvidia-nccl-cu11	`2.16.5`	indirect
PyPI	nvidia-nccl-cu12	`2.18.1`	indirect
PyPI	nvidia-nccl-cu12	`2.20.5`	indirect
PyPI	nvidia-nccl-cu12	`2.27.3`	indirect
PyPI	nvidia-nccl-cu12	`2.27.5`	indirect
PyPI	nvidia-nccl-cu13	`2.29.7`	indirect
PyPI	nvidia-nvjitlink	`13.0.88`	indirect
PyPI	nvidia-nvjitlink-cu12	`12.6.85`	indirect
PyPI	nvidia-nvjitlink-cu12	`12.8.93`	indirect
PyPI	nvidia-nvjitlink-cu12	`12.9.86`	indirect
PyPI	nvidia-nvshmem-cu12	`3.4.5`	indirect
PyPI	nvidia-nvshmem-cu13	`3.4.5`	indirect
PyPI	nvidia-nvtx	`13.0.85`	indirect
PyPI	nvidia-nvtx-cu12	`12.1.105`	indirect
PyPI	nvidia-nvtx-cu12	`12.6.77`	indirect
PyPI	nvidia-nvtx-cu12	`12.8.90`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	ollama	`0.6.1`	indirect
PyPI	omegaconf	`2.3.0`	indirect
PyPI	omegaconf	`2.3.1`	indirect
PyPI	opacus	`—`	indirect
PyPI	opacus	`v1.5.4`	indirect
PyPI	openai	`—`	indirect
PyPI	openai	`2.16.0`	indirect
PyPI	opencv-python	`4.7.0.72`	indirect
PyPI	opt-einsum	`3.4.0`	indirect
PyPI	optree	`0.18.0`	indirect
PyPI	optree	`0.19.1`	indirect
PyPI	orjson	`3.11.9`	indirect
PyPI	overrides	`7.7.0`	indirect
PyPI	pandas	`—`	indirect
PyPI	pandas	`1.3.5`	indirect
PyPI	pandas	`1.5.3`	indirect
PyPI	pandas	`2.1.1`	indirect
PyPI	pandas	`2.2.2`	indirect
PyPI	pandas	`2.2.3`	indirect
PyPI	pandas	`2.3.3`	indirect
PyPI	pandas	`3.0.0`	indirect
PyPI	pandas	`3.0.1`	indirect
PyPI	pandas	`3.0.3`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	paracelsus	`0.15.0`	indirect
PyPI	parameterized	`0.9.0`	indirect
PyPI	parso	`0.8.6`	indirect
PyPI	parso	`0.8.7`	indirect
PyPI	peft	`0.14.0`	indirect
PyPI	peft	`0.6.2`	indirect
PyPI	pennylane	`0.41.1`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pfzy	`0.3.4`	indirect
PyPI	pillow	`—`	indirect
PyPI	pillow	`10.2.0`	indirect
PyPI	pillow	`11.3.0`	indirect
PyPI	pillow	`12.2.0`	indirect
PyPI	pillow	`12.3.0`	indirect
PyPI	pipreqs	`0.4.13`	indirect
PyPI	pkgutil-resolve-name	`1.3.10`	indirect
PyPI	platformdirs	`4.10.0`	indirect
PyPI	platformdirs	`4.3.6`	indirect
PyPI	platformdirs	`4.9.4`	indirect
PyPI	pluggy	`0.13.1`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	plum-dispatch	`—`	indirect
PyPI	portalocker	`3.2.0`	indirect
PyPI	posthog	`7.7.0`	indirect
PyPI	pre-commit	`3.5.0`	indirect
PyPI	prometheus-client	`0.24.1`	indirect
PyPI	propcache	`0.4.1`	indirect
PyPI	propcache	`0.5.2`	indirect
PyPI	proto-plus	`1.28.0`	indirect
PyPI	psutil	`—`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	psycopg	`3.3.2`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	py	`1.11.0`	indirect
PyPI	py-spy	`—`	indirect
PyPI	pyarrow	`—`	indirect
PyPI	pyarrow	`23.0.1`	indirect
PyPI	pyarrow	`24.0.0`	indirect
PyPI	pyasn1	`0.6.3`	indirect
PyPI	pyasn1	`0.6.4`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pycodestyle	`2.7.0`	indirect
PyPI	pycparser	`2.23`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic	`2.12.5`	indirect
PyPI	pydantic	`2.4.2`	indirect
PyPI	pydantic-core	`2.10.1`	indirect
PyPI	pydantic-core	`2.41.5`	indirect
PyPI	pydantic-settings	`2.14.2`	indirect
PyPI	pydot	`4.0.1`	indirect
PyPI	pyflakes	`2.3.1`	indirect
PyPI	pygments	`2.19.2`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pyhamcrest	`—`	indirect
PyPI	pyhamcrest	`2.1.0`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pylint	`—`	indirect
PyPI	pylint	`2.8.2`	indirect
PyPI	pylint	`3.0.3`	indirect
PyPI	pylint	`3.2.6`	indirect
PyPI	pylint	`3.3.1`	indirect
PyPI	pylint	`4.0.5`	indirect
PyPI	pyobjc	`12.1`	indirect
PyPI	pyobjc-core	`12.1`	indirect
PyPI	pyobjc-framework-accessibility	`12.1`	indirect
PyPI	pyobjc-framework-accounts	`12.1`	indirect
PyPI	pyobjc-framework-addressbook	`12.1`	indirect
PyPI	pyobjc-framework-adservices	`12.1`	indirect
PyPI	pyobjc-framework-adsupport	`12.1`	indirect
PyPI	pyobjc-framework-applescriptkit	`12.1`	indirect
PyPI	pyobjc-framework-applescriptobjc	`12.1`	indirect
PyPI	pyobjc-framework-applicationservices	`12.1`	indirect
PyPI	pyobjc-framework-apptrackingtransparency	`12.1`	indirect
PyPI	pyobjc-framework-arkit	`12.1`	indirect
PyPI	pyobjc-framework-audiovideobridging	`12.1`	indirect
PyPI	pyobjc-framework-authenticationservices	`12.1`	indirect
PyPI	pyobjc-framework-automaticassessmentconfiguration	`12.1`	indirect
PyPI	pyobjc-framework-automator	`12.1`	indirect
PyPI	pyobjc-framework-avfoundation	`12.1`	indirect
PyPI	pyobjc-framework-avkit	`12.1`	indirect
PyPI	pyobjc-framework-avrouting	`12.1`	indirect
PyPI	pyobjc-framework-backgroundassets	`12.1`	indirect
PyPI	pyobjc-framework-browserenginekit	`12.1`	indirect
PyPI	pyobjc-framework-businesschat	`12.1`	indirect
PyPI	pyobjc-framework-calendarstore	`12.1`	indirect
PyPI	pyobjc-framework-callkit	`12.1`	indirect
PyPI	pyobjc-framework-carbon	`12.1`	indirect
PyPI	pyobjc-framework-cfnetwork	`12.1`	indirect
PyPI	pyobjc-framework-cinematic	`12.1`	indirect
PyPI	pyobjc-framework-classkit	`12.1`	indirect
PyPI	pyobjc-framework-cloudkit	`12.1`	indirect
PyPI	pyobjc-framework-cocoa	`12.1`	indirect
PyPI	pyobjc-framework-collaboration	`12.1`	indirect
PyPI	pyobjc-framework-colorsync	`12.1`	indirect
PyPI	pyobjc-framework-compositorservices	`12.1`	indirect
PyPI	pyobjc-framework-contacts	`12.1`	indirect
PyPI	pyobjc-framework-contactsui	`12.1`	indirect
PyPI	pyobjc-framework-coreaudio	`12.1`	indirect
PyPI	pyobjc-framework-coreaudiokit	`12.1`	indirect
PyPI	pyobjc-framework-corebluetooth	`12.1`	indirect
PyPI	pyobjc-framework-coredata	`12.1`	indirect
PyPI	pyobjc-framework-corehaptics	`12.1`	indirect
PyPI	pyobjc-framework-corelocation	`12.1`	indirect
PyPI	pyobjc-framework-coremedia	`12.1`	indirect
PyPI	pyobjc-framework-coremediaio	`12.1`	indirect
PyPI	pyobjc-framework-coremidi	`12.1`	indirect
PyPI	pyobjc-framework-coreml	`12.1`	indirect
PyPI	pyobjc-framework-coremotion	`12.1`	indirect
PyPI	pyobjc-framework-coreservices	`12.1`	indirect
PyPI	pyobjc-framework-corespotlight	`12.1`	indirect
PyPI	pyobjc-framework-coretext	`12.1`	indirect
PyPI	pyobjc-framework-corewlan	`12.1`	indirect
PyPI	pyobjc-framework-cryptotokenkit	`12.1`	indirect
PyPI	pyobjc-framework-datadetection	`12.1`	indirect
PyPI	pyobjc-framework-devicecheck	`12.1`	indirect
PyPI	pyobjc-framework-devicediscoveryextension	`12.1`	indirect
PyPI	pyobjc-framework-dictionaryservices	`12.1`	indirect
PyPI	pyobjc-framework-discrecording	`12.1`	indirect
PyPI	pyobjc-framework-discrecordingui	`12.1`	indirect
PyPI	pyobjc-framework-diskarbitration	`12.1`	indirect
PyPI	pyobjc-framework-dvdplayback	`12.1`	indirect
PyPI	pyobjc-framework-eventkit	`12.1`	indirect
PyPI	pyobjc-framework-exceptionhandling	`12.1`	indirect
PyPI	pyobjc-framework-executionpolicy	`12.1`	indirect
PyPI	pyobjc-framework-extensionkit	`12.1`	indirect
PyPI	pyobjc-framework-externalaccessory	`12.1`	indirect
PyPI	pyobjc-framework-fileprovider	`12.1`	indirect
PyPI	pyobjc-framework-fileproviderui	`12.1`	indirect
PyPI	pyobjc-framework-findersync	`12.1`	indirect
PyPI	pyobjc-framework-fsevents	`12.1`	indirect
PyPI	pyobjc-framework-fskit	`12.1`	indirect
PyPI	pyobjc-framework-gamecenter	`12.1`	indirect
PyPI	pyobjc-framework-gamecontroller	`12.1`	indirect
PyPI	pyobjc-framework-gamekit	`12.1`	indirect
PyPI	pyobjc-framework-gameplaykit	`12.1`	indirect
PyPI	pyobjc-framework-gamesave	`12.1`	indirect
PyPI	pyobjc-framework-healthkit	`12.1`	indirect
PyPI	pyobjc-framework-imagecapturecore	`12.1`	indirect
PyPI	pyobjc-framework-inputmethodkit	`12.1`	indirect
PyPI	pyobjc-framework-installerplugins	`12.1`	indirect
PyPI	pyobjc-framework-instantmessage	`12.1`	indirect
PyPI	pyobjc-framework-intents	`12.1`	indirect
PyPI	pyobjc-framework-intentsui	`12.1`	indirect
PyPI	pyobjc-framework-iobluetooth	`12.1`	indirect
PyPI	pyobjc-framework-iobluetoothui	`12.1`	indirect
PyPI	pyobjc-framework-iosurface	`12.1`	indirect
PyPI	pyobjc-framework-ituneslibrary	`12.1`	indirect
PyPI	pyobjc-framework-kernelmanagement	`12.1`	indirect
PyPI	pyobjc-framework-latentsemanticmapping	`12.1`	indirect
PyPI	pyobjc-framework-launchservices	`12.1`	indirect
PyPI	pyobjc-framework-libdispatch	`12.1`	indirect
PyPI	pyobjc-framework-libxpc	`12.1`	indirect
PyPI	pyobjc-framework-linkpresentation	`12.1`	indirect
PyPI	pyobjc-framework-localauthentication	`12.1`	indirect
PyPI	pyobjc-framework-localauthenticationembeddedui	`12.1`	indirect
PyPI	pyobjc-framework-mailkit	`12.1`	indirect
PyPI	pyobjc-framework-mapkit	`12.1`	indirect
PyPI	pyobjc-framework-mediaaccessibility	`12.1`	indirect
PyPI	pyobjc-framework-mediaextension	`12.1`	indirect
PyPI	pyobjc-framework-medialibrary	`12.1`	indirect
PyPI	pyobjc-framework-mediaplayer	`12.1`	indirect
PyPI	pyobjc-framework-mediatoolbox	`12.1`	indirect
PyPI	pyobjc-framework-metal	`12.1`	indirect
PyPI	pyobjc-framework-metalfx	`12.1`	indirect
PyPI	pyobjc-framework-metalkit	`12.1`	indirect
PyPI	pyobjc-framework-metalperformanceshaders	`12.1`	indirect
PyPI	pyobjc-framework-metalperformanceshadersgraph	`12.1`	indirect
PyPI	pyobjc-framework-metrickit	`12.1`	indirect
PyPI	pyobjc-framework-mlcompute	`12.1`	indirect
PyPI	pyobjc-framework-modelio	`12.1`	indirect
PyPI	pyobjc-framework-multipeerconnectivity	`12.1`	indirect
PyPI	pyobjc-framework-naturallanguage	`12.1`	indirect
PyPI	pyobjc-framework-netfs	`12.1`	indirect
PyPI	pyobjc-framework-network	`12.1`	indirect
PyPI	pyobjc-framework-networkextension	`12.1`	indirect
PyPI	pyobjc-framework-notificationcenter	`12.1`	indirect
PyPI	pyobjc-framework-opendirectory	`12.1`	indirect
PyPI	pyobjc-framework-osakit	`12.1`	indirect
PyPI	pyobjc-framework-oslog	`12.1`	indirect
PyPI	pyobjc-framework-passkit	`12.1`	indirect
PyPI	pyobjc-framework-pencilkit	`12.1`	indirect
PyPI	pyobjc-framework-phase	`12.1`	indirect
PyPI	pyobjc-framework-photos	`12.1`	indirect
PyPI	pyobjc-framework-photosui	`12.1`	indirect
PyPI	pyobjc-framework-preferencepanes	`12.1`	indirect
PyPI	pyobjc-framework-pushkit	`12.1`	indirect
PyPI	pyobjc-framework-quartz	`12.1`	indirect
PyPI	pyobjc-framework-quicklookthumbnailing	`12.1`	indirect
PyPI	pyobjc-framework-replaykit	`12.1`	indirect
PyPI	pyobjc-framework-safariservices	`12.1`	indirect
PyPI	pyobjc-framework-safetykit	`12.1`	indirect
PyPI	pyobjc-framework-scenekit	`12.1`	indirect
PyPI	pyobjc-framework-screencapturekit	`12.1`	indirect
PyPI	pyobjc-framework-screensaver	`12.1`	indirect
PyPI	pyobjc-framework-screentime	`12.1`	indirect
PyPI	pyobjc-framework-scriptingbridge	`12.1`	indirect
PyPI	pyobjc-framework-searchkit	`12.1`	indirect
PyPI	pyobjc-framework-security	`12.1`	indirect
PyPI	pyobjc-framework-securityfoundation	`12.1`	indirect
PyPI	pyobjc-framework-securityinterface	`12.1`	indirect
PyPI	pyobjc-framework-securityui	`12.1`	indirect
PyPI	pyobjc-framework-sensitivecontentanalysis	`12.1`	indirect
PyPI	pyobjc-framework-servicemanagement	`12.1`	indirect
PyPI	pyobjc-framework-sharedwithyou	`12.1`	indirect
PyPI	pyobjc-framework-sharedwithyoucore	`12.1`	indirect
PyPI	pyobjc-framework-shazamkit	`12.1`	indirect
PyPI	pyobjc-framework-social	`12.1`	indirect
PyPI	pyobjc-framework-soundanalysis	`12.1`	indirect
PyPI	pyobjc-framework-speech	`12.1`	indirect
PyPI	pyobjc-framework-spritekit	`12.1`	indirect
PyPI	pyobjc-framework-storekit	`12.1`	indirect
PyPI	pyobjc-framework-symbols	`12.1`	indirect
PyPI	pyobjc-framework-syncservices	`12.1`	indirect
PyPI	pyobjc-framework-systemconfiguration	`12.1`	indirect
PyPI	pyobjc-framework-systemextensions	`12.1`	indirect
PyPI	pyobjc-framework-threadnetwork	`12.1`	indirect
PyPI	pyobjc-framework-uniformtypeidentifiers	`12.1`	indirect
PyPI	pyobjc-framework-usernotifications	`12.1`	indirect
PyPI	pyobjc-framework-usernotificationsui	`12.1`	indirect
PyPI	pyobjc-framework-videosubscriberaccount	`12.1`	indirect
PyPI	pyobjc-framework-videotoolbox	`12.1`	indirect
PyPI	pyobjc-framework-virtualization	`12.1`	indirect
PyPI	pyobjc-framework-vision	`12.1`	indirect
PyPI	pyobjc-framework-webkit	`12.1`	indirect
PyPI	pyotp	`2.9.0`	indirect
PyPI	pyparsing	`3.1.4`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pypdf	`6.10.2`	indirect
PyPI	pyproject-hooks	`1.2.0`	indirect
PyPI	pyroma	`4.2`	indirect
PyPI	pytest	`—`	indirect
PyPI	pytest	`6.2.4`	indirect
PyPI	pytest	`7.4.4`	indirect
PyPI	pytest	`9.0.3`	indirect
PyPI	pytest-cov	`4.1.0`	indirect
PyPI	pytest-watch	`—`	indirect
PyPI	pytest-watch	`4.2.0`	indirect
PyPI	pytest-watcher	`0.4.3`	indirect
PyPI	pytest-xdist	`3.8.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-discovery	`1.1.0`	indirect
PyPI	python-docx	`1.2.0`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-json-logger	`4.0.0`	indirect
PyPI	python-multipart	`0.0.32`	indirect
PyPI	pytokens	`0.4.1`	indirect
PyPI	pytoolconfig	`1.3.1`	indirect
PyPI	pytorch-lightning	`2.4.0`	indirect
PyPI	pytorch-lightning	`2.5.5`	indirect
PyPI	pytz	`2025.2`	indirect
PyPI	pytz	`2026.2`	indirect
PyPI	pywavelets	`1.4.1`	indirect
PyPI	pywin32	`312`	indirect
PyPI	pywin32-ctypes	`0.2.3`	indirect
PyPI	pywinpty	`3.0.3`	indirect
PyPI	pyyaml-ft	`8.0.0`	indirect
PyPI	pyzmq	`27.1.0`	indirect
PyPI	ray	`2.10.0`	indirect
PyPI	ray	`2.55.1`	indirect
PyPI	readme-renderer	`44.0`	indirect
PyPI	referencing	`0.35.1`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.5.9`	indirect
PyPI	regex	`2026.7.10`	indirect
PyPI	reportlab	`4.4.9`	indirect
PyPI	requests-cache	`1.3.2`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	requirements-parser	`0.13.0`	indirect
PyPI	rfc3339-validator	`0.1.4`	indirect
PyPI	rfc3986	`2.0.0`	indirect
PyPI	rfc3986-validator	`0.1.1`	indirect
PyPI	rfc3987-syntax	`1.1.0`	indirect
PyPI	roman	`5.2`	indirect
PyPI	rope	`1.13.0`	indirect
PyPI	rpds-py	`0.20.1`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	rsa	`4.9.1`	indirect
PyPI	ruamel-yaml	`0.19.1`	indirect
PyPI	ruff	`—`	indirect
PyPI	ruff	`0.0.272`	indirect
PyPI	ruff	`0.1.9`	indirect
PyPI	ruff	`0.14.5`	indirect
PyPI	ruff	`0.4.5`	indirect
PyPI	scikit-image	`—`	indirect
PyPI	scikit-image	`0.18.3`	indirect
PyPI	scikit-learn	`—`	indirect
PyPI	scikit-learn	`1.3.2`	indirect
PyPI	scikit-learn	`1.5.0`	indirect
PyPI	scikit-learn	`1.6.1`	indirect
PyPI	scikit-learn	`1.7.1`	indirect
PyPI	scikit-learn	`1.8.0`	indirect
PyPI	scipy	`—`	indirect
PyPI	scipy	`1.10.1`	indirect
PyPI	scipy	`1.13.0`	indirect
PyPI	scipy	`1.15.3`	indirect
PyPI	scipy	`1.17.0`	indirect
PyPI	scipy	`1.17.1`	indirect
PyPI	scipy	`1.18.0`	indirect
PyPI	screeninfo	`0.8.1`	indirect
PyPI	secretstorage	`3.5.0`	indirect
PyPI	semver	`3.0.2`	indirect
PyPI	send2trash	`2.1.0`	indirect
PyPI	sentence-transformers	`—`	indirect
PyPI	sentencepiece	`0.2.1`	indirect
PyPI	setuptools	`75.3.4`	indirect
PyPI	setuptools	`80.10.2`	indirect
PyPI	setuptools	`82.0.0`	indirect
PyPI	setuptools	`82.0.1`	indirect
PyPI	setuptools	`83.0.0`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	smmap	`5.0.2`	indirect
PyPI	smmap	`5.0.3`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	snowballstemmer	`3.0.1`	indirect
PyPI	snowballstemmer	`3.1.1`	indirect
PyPI	soupsieve	`2.8.3`	indirect
PyPI	soupsieve	`2.9.1`	indirect
PyPI	spacy	`3.8.7`	indirect
PyPI	speechbrain	`—`	indirect
PyPI	sphinx-argparse	`0.4.0`	indirect
PyPI	sphinx-basic-ng	`1.0.0b2`	indirect
PyPI	sphinx-click	`6.0.0`	indirect
PyPI	sphinx-copybutton	`0.5.2`	indirect
PyPI	sphinx-design	`0.6.1`	indirect
PyPI	sphinx-intl	`2.2.0`	indirect
PyPI	sphinx-reredirects	`0.1.5`	indirect
PyPI	sphinxcontrib-applehelp	`2.0.0`	indirect
PyPI	sphinxcontrib-devhelp	`2.0.0`	indirect
PyPI	sphinxcontrib-htmlhelp	`2.1.0`	indirect
PyPI	sphinxcontrib-jsmath	`1.0.1`	indirect
PyPI	sphinxcontrib-mermaid	`0.9.2`	indirect
PyPI	sphinxcontrib-qthelp	`2.0.0`	indirect
PyPI	sphinxcontrib-serializinghtml	`2.0.0`	indirect
PyPI	sphinxcontrib-youtube	`1.4.1`	indirect
PyPI	sphinxext-opengraph	`0.9.1`	indirect
PyPI	sse-starlette	`3.4.5`	indirect
PyPI	stack-data	`0.6.3`	indirect
PyPI	sympy	`1.13.3`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tabulate	`0.10.0`	indirect
PyPI	taplo	`0.9.3`	indirect
PyPI	tenacity	`9.1.4`	indirect
PyPI	tensorboard	`—`	indirect
PyPI	tensorboard	`2.14.1`	indirect
PyPI	tensorboard	`2.18.0`	indirect
PyPI	tensorboard	`2.20.0`	indirect
PyPI	tensorboard-data-server	`0.7.2`	indirect
PyPI	tensorflow	`—`	indirect
PyPI	tensorflow	`2.14.0`	indirect
PyPI	tensorflow	`2.20.0`	indirect
PyPI	tensorflow-cpu	`—`	indirect
PyPI	tensorflow-cpu	`2.20.0`	indirect
PyPI	tensorflow-estimator	`2.14.0`	indirect
PyPI	tensorflow-io-gcs-filesystem	`0.34.0`	indirect
PyPI	tensorflow-io-gcs-filesystem	`0.37.1`	indirect
PyPI	tensorflow-macos	`—`	indirect
PyPI	tensorrt	`8.5.3.1`	indirect
PyPI	termcolor	`3.1.0`	indirect
PyPI	termcolor	`3.3.0`	indirect
PyPI	terminado	`0.18.1`	indirect
PyPI	threadpoolctl	`3.5.0`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	tifffile	`2023.7.10`	indirect
PyPI	tinycss2	`1.4.0`	indirect
PyPI	tld	`0.13.2`	indirect
PyPI	tokenize-rt	`6.2.0`	indirect
PyPI	toml	`0.10.2`	indirect
PyPI	tomlkit	`0.14.0`	indirect
PyPI	tomlkit	`0.15.1`	indirect
PyPI	torch	`—`	indirect
PyPI	torch	`2.1.1`	indirect
PyPI	torch	`2.10.0`	indirect
PyPI	torch	`2.12.0`	indirect
PyPI	torch	`2.4.1`	indirect
PyPI	torch	`2.8.0`	indirect
PyPI	torchcodec	`0.10.0`	indirect
PyPI	torchmetrics	`—`	indirect
PyPI	torchmetrics	`1.6.1`	indirect
PyPI	torchvision	`—`	indirect
PyPI	torchvision	`0.11.2`	indirect
PyPI	torchvision	`0.16.1`	indirect
PyPI	torchvision	`0.23.0`	indirect
PyPI	torchvision	`0.25.0`	indirect
PyPI	torchvision	`0.27.0`	indirect
PyPI	tornado	`6.5.5`	indirect
PyPI	tornado	`6.5.6`	indirect
PyPI	tornado	`6.5.7`	indirect
PyPI	trafilatura	`2.1.0`	indirect
PyPI	traitlets	`5.14.3`	indirect
PyPI	traitlets	`5.15.1`	indirect
PyPI	transformers	`—`	indirect
PyPI	transformers	`4.53.0`	indirect
PyPI	triton	`2.0.0`	indirect
PyPI	triton	`2.1.0`	indirect
PyPI	triton	`3.0.0`	indirect
PyPI	triton	`3.4.0`	indirect
PyPI	triton	`3.6.0`	indirect
PyPI	triton	`3.7.0`	indirect
PyPI	trl	`0.8.1`	indirect
PyPI	trove-classifiers	`2026.1.14.14`	indirect
PyPI	twine	`6.2.0`	indirect
PyPI	typer-slim	`0.21.1`	indirect
PyPI	types-dataclasses	`0.6.6`	indirect
PyPI	types-docutils	`0.22.3.20251115`	indirect
PyPI	types-protobuf	`5.29.1.20250403`	indirect
PyPI	types-protobuf	`6.32.1.20260221`	indirect
PyPI	types-pyyaml	`6.0.12.20250915`	indirect
PyPI	types-requests	`—`	indirect
PyPI	types-requests	`2.27.7`	indirect
PyPI	types-requests	`2.31.0.20240125`	indirect
PyPI	types-requests	`2.33.0.20260518`	indirect
PyPI	types-setuptools	`80.9.0.20250822`	indirect
PyPI	types-setuptools	`82.0.0.20260210`	indirect
PyPI	types-six	`—`	indirect
PyPI	types-six	`1.17.0.20260518`	indirect
PyPI	types-urllib3	`1.26.25.14`	indirect
PyPI	typing-extensions	`4.13.2`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-extensions	`4.16.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2025.3`	indirect
PyPI	tzdata	`2026.3`	indirect
PyPI	tzlocal	`5.3.1`	indirect
PyPI	uri-template	`1.3.0`	indirect
PyPI	uritemplate	`4.2.0`	indirect
PyPI	url-normalize	`2.2.1`	indirect
PyPI	urllib3	`2.2.3`	indirect
PyPI	urllib3	`2.6.3`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	uuid7	`0.1.0`	indirect
PyPI	uvloop	`0.22.1`	indirect
PyPI	virtualenv	`—`	indirect
PyPI	virtualenv	`20.36.1`	indirect
PyPI	virtualenv	`20.39.1`	indirect
PyPI	virtualenv	`21.1.0`	indirect
PyPI	wandb	`—`	indirect
PyPI	wandb	`0.17.8`	indirect
PyPI	watchdog	`4.0.2`	indirect
PyPI	watchdog	`6.0.0`	indirect
PyPI	watchfiles	`1.1.1`	indirect
PyPI	wcmatch	`10.1`	indirect
PyPI	wcwidth	`0.6.0`	indirect
PyPI	wcwidth	`0.8.2`	indirect
PyPI	webcolors	`25.10.0`	indirect
PyPI	webencodings	`0.5.1`	indirect
PyPI	websocket-client	`1.9.0`	indirect
PyPI	websockets	`16.0`	indirect
PyPI	werkzeug	`3.1.6`	indirect
PyPI	werkzeug	`3.1.8`	indirect
PyPI	wget	`—`	indirect
PyPI	wget	`3.2`	indirect
PyPI	wheel	`0.46.3`	indirect
PyPI	wheel	`0.47.0`	indirect
PyPI	wheel-filename	`1.4.2`	indirect
PyPI	win32-setctime	`1.2.0`	indirect
PyPI	wrapt	`1.12.1`	indirect
PyPI	wrapt	`1.14.2`	indirect
PyPI	wrapt	`2.1.1`	indirect
PyPI	wrapt	`2.2.2`	indirect
PyPI	wrapt	`2.3.0`	indirect
PyPI	xgboost	`—`	indirect
PyPI	xxhash	`3.6.0`	indirect
PyPI	yapf	`—`	indirect
PyPI	yapf	`0.40.1`	indirect
PyPI	yarg	`0.1.10`	indirect
PyPI	yarl	`1.22.0`	indirect
PyPI	yarl	`1.23.0`	indirect
PyPI	yarl	`1.24.2`	indirect
PyPI	zipp	`3.20.2`	indirect
PyPI	zipp	`3.23.0`	indirect
PyPI	zipp	`3.23.1`	indirect
PyPI	zipp	`4.1.0`	indirect

Dependency advisories 2

Installing pypi:devtool@0.0.2 pulls in 5 packages, direct and transitive: 2 carry known advisories, of which 2 are direct dependencies.

Package	Version	Relation	Severity	Advisories	Fixed in
pyyaml	`5.1.1`	direct	critical	6	`5.2b1`
setuptools	`41.0.1`	direct	high	8	`83.0.0`

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

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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.

Software health index

Score profile

Ownership

Package ecosystems

Metrics by category

Key facts

Data collection warnings

More detail

Feedback

Related records