Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-11 14:24 UTC

OpenSTEF / openstef

Automated Machine Learning pipelines. Builds the Open Short Term Energy Forecasting package.

PythonMPL-2.0★ 168 stars⑂ 57 forkssince Feb 2021View on GitHub ↗

#forecasting #energy #python #data-science #machine-learning #time-series #energy-forecasting

OpenSTEF/openstef holds a health index of 95 out of 100, placing it in the Exceptional band. It scores highest on Vitality (96/100) and lowest on AI Readiness (61/100). 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 82 is calibrated to 95 on the published index scale (record calibration 2026-08-02).

Ownership

OpenSTEFOrganization

92 followers7 public repossince Nov 2021

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	openstef	4.4.1	16,432	252	1 day ago	energy forecasting machinelearning

Metrics by category

Vitality

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

96Exceptional · 21% of overall

Development activity

94Exceptional

How it's scored

36/36	Push recency — last push 0 days ago
30.5/36	Commit cadence — 44/52 weeks with commits
18/18	Commit volume — 232 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 22 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	232
human_commit_share	0.86
days_since_last_push	0
active_weeks_last_year	44

Release discipline

98Exceptional

How it's scored

27/27	Ships releases — 100 releases published
36/36	Release recency — latest release 1 days ago
27/27	Release cadence — a release every ~8.1 days
8/10	OpenSSF Scorecard: Signed-Releases — 4 out of the last 4 releases have a total of 4 signed artifacts.

Inputs used

releases_count	100
latest_release_tag	v4.4.1
releases_from_tags	no
days_since_latest_release	1
mean_days_between_releases	8.1

Community & Adoption

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

72Good · 17% of overall

Popularity & adoption

55Moderate

How it's scored

36.1/60	Stars — 168 stars
14.6/25	Forks — 57 forks
3.9/15	Watchers — 6 watchers

Inputs used

forks	57
stars	168
watchers	6
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 (MPL-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	10
has_contributing	yes
has_issue_template	no
has_code_of_conduct	yes
readme_badge_services	bestpractices.coreinfrastructure.org, shields.io, sonarcloud.io
has_pull_request_template	yes

Ecosystem adoption (downloads)

70Good

How it's scored

56.2/80	Monthly downloads — 16,432 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	openstef
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	16,432
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?

79Good · 23% of overall

Maintainer resilience (bus factor)

77Good

How it's scored

36/54	Bus factor — 3 contributor(s) cover half of all commits
17.5/22.5	Commit distribution — top contributor authored 22% of commits
13.5/13.5	Contributor breadth — 48 contributors
10/10	OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations

Inputs used

bus_factor	3
contributors_sampled	48
top_contributor_share	0.221

Issue & PR responsiveness

83Excellent

How it's scored

35.2/42	Issue resolution — 84% of issues closed
24.4/30	PR acceptance — 706/869 decided PRs merged
9.8/13	Newcomer PR acceptance — 3/4 first-time contributors' PRs merged in 30d
13.5/15	OpenSSF Scorecard: Code-Review — Found 26/27 approved changesets -- score normalized to 9

Inputs used

merged_prs	706
open_issues	33
closed_issues	172
prs_merged_7d	2
prs_decided_7d	3
prs_merged_30d	10
prs_decided_30d	15
issue_closed_ratio	0.839
closed_unmerged_prs	163
first_time_authors_30d	3
first_time_prs_merged_30d	3
first_time_prs_decided_30d	4

Ownership & stewardship

60Moderate

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
14.2/25	Owner reach — 92 followers of OpenSTEF
16.3/25	Track record — 7 public repos, account ~4 yr old

Inputs used

followers	92
owner_type	Organization
is_verified	no
owner_login	OpenSTEF
public_repos	7
account_age_days	1,767

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 1 days ago
20/20	Version history — 252 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	openstef
ecosystems	pypi
any_deprecated	no
min_days_since_publish	1

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall

Engineering practices

84Excellent

How it's scored

24/24	CI workflows — 8 workflow(s)
24/24	Tests present
16/16	Linter config — ruff.toml
0/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	no

Documentation

100Exceptional

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://openstef.github.io/openstef
10/10	Repository description
10/10	Topics — 7 topics
10/10	Wiki

Inputs used

topics	forecasting, energy, python, data-science, machine-learning, time-series, energy-forecasting
has_wiki	yes
homepage	https://openstef.github.io/openstef
docs_site	https://openstef.github.io/openstef
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?

74Good · 16% of overall

Security posture

68Good

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0.8/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5	CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5	Code-Review — Found 26/27 approved changesets -- score normalized to 9
2.5/2.5	Contributors — project has 15 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
7.5/7.5	Maintained — 30 commit(s) and 22 issue activity found in the last 90 days -- score normalized to 10
0/5	Packaging — no data
5/5	Pinned-Dependencies — all dependencies are pinned
4.5/5	SAST — SAST tool detected but not run on all commits
5/5	Security-Policy — security policy file detected
6/7.5	Signed-Releases — 4 out of the last 4 releases have a total of 4 signed artifacts.
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 52 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	6.8

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

Dependency advisories

100Exceptional

How it's scored

35/35	Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25	Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40	No advisories left outstanding — no advisory carries a publication date

Inputs used

source	osv
advisories	0
affected_packages	0
assessed_packages	63
unassessed_packages	0
affected_by_severity	none
direct_affected_packages	0

Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:openstef@4.4.1 runtime dependency closure — what installing the published package pulls in — 63 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.

61Moderate · 4% of overall

Agent context & guidance

40Weak

How it's scored

0/45	Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 86 of 86 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	—
agent_instruction_max_bytes	—

Verify loop (build / test / typecheck)

65Good

How it's scored

0/18	One-command bootstrap
22/22	Automated tests
11/11	Lint / format config — ruff.toml
0/11	Static type checking
10/10	Reproducible environment — lockfile
4/10	Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited
8/8	Automated maintenance — 14 of the last 100 commits are automated dependency updates
10/10	OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned

Inputs used

has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	no
typed_language	no
bootstrap_files	—
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0.02
toolchain_manifests	—
dependency_bot_commit_share	0.14

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 — 0/424 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	40,325
source_files_sampled	424
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, notebooks

Inputs used

example_dirs	examples, notebooks
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

168GitHub stars

48contributors

232commits, last 12 months

0days since last push

100releases

3bus factor

33open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 57 ⇿

0Stars

57Forks

98Releases

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 1Minor 2Patch 50

Each point covers 6 days.

OpenSSF Scorecard 6.8 / 10

6.8aggregate

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 · 2026-09-11 14:24 UTC

10	Binary-Artifacts	no binaries found in the repo
1	Branch-Protection	branch protection is not maximal on development and all release branches
10	CI-Tests	30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
9	Code-Review	Found 26/27 approved changesets -- score normalized to 9
10	Contributors	project has 15 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 22 issue activity found in the last 90 days -- score normalized to 10
n/a	Packaging	packaging workflow not detected
10	Pinned-Dependencies	all dependencies are pinned
9	SAST	SAST tool detected but not run on all commits
10	Security-Policy	security policy file detected
8	Signed-Releases	4 out of the last 4 releases have a total of 4 signed artifacts.
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	52 existing vulnerabilities detected

Direct dependencies 2

Registry	Package	Version constraint	Manifest
PyPI	openstef-core	`—`	pyproject.toml
PyPI	openstef-models	`—`	pyproject.toml

All dependencies 456

Full resolved dependency set from the GitHub dependency graph: 4 direct and 452 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	openstef-core	`—`	direct
PyPI	openstef-core	`0.0.0`	direct
PyPI	openstef-models	`—`	direct
PyPI	openstef-models	`0.0.0`	direct
PyPI	a2wsgi	`1.10.10`	indirect
PyPI	accessible-pygments	`0.0.5`	indirect
PyPI	aiobotocore	`3.7.0`	indirect
PyPI	aiohappyeyeballs	`2.6.2`	indirect
PyPI	aiohttp	`3.14.1`	indirect
PyPI	aioitertools	`0.13.0`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	aiosmtplib	`5.1.1`	indirect
PyPI	aiosqlite	`0.21.0`	indirect
PyPI	alabaster	`1.0.0`	indirect
PyPI	alembic	`1.18.4`	indirect
PyPI	amqp	`5.3.1`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	antlr4-python3-runtime	`4.13.2`	indirect
PyPI	anyio	`4.13.0`	indirect
PyPI	apache-airflow	`—`	indirect
PyPI	apache-airflow	`3.3.1`	indirect
PyPI	apache-airflow-core	`3.3.1`	indirect
PyPI	apache-airflow-providers-common-compat	`1.15.0`	indirect
PyPI	apache-airflow-providers-common-io	`1.7.2`	indirect
PyPI	apache-airflow-providers-common-sql	`2.0.0`	indirect
PyPI	apache-airflow-providers-smtp	`3.0.1`	indirect
PyPI	apache-airflow-providers-standard	`1.15.0`	indirect
PyPI	apache-airflow-task-sdk	`1.3.1`	indirect
PyPI	appnope	`0.1.4`	indirect
PyPI	argcomplete	`3.6.3`	indirect
PyPI	argon2-cffi	`25.1.0`	indirect
PyPI	argon2-cffi-bindings	`25.1.0`	indirect
PyPI	arrow	`1.4.0`	indirect
PyPI	asgiref	`3.11.1`	indirect
PyPI	asttokens	`3.0.1`	indirect
PyPI	async-lru	`2.3.0`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	aws-sam-translator	`1.110.0`	indirect
PyPI	aws-xray-sdk	`2.15.0`	indirect
PyPI	babel	`2.18.0`	indirect
PyPI	backoff	`2.2.1`	indirect
PyPI	beautifulsoup4	`4.14.3`	indirect
PyPI	billiard	`4.2.4`	indirect
PyPI	bleach	`6.4.0`	indirect
PyPI	blinker	`1.9.0`	indirect
PyPI	boolean-py	`5.0`	indirect
PyPI	boto3	`1.43.0`	indirect
PyPI	botocore	`1.43.0`	indirect
PyPI	cachetools	`7.1.4`	indirect
PyPI	cadwyn	`7.0.0`	indirect
PyPI	cattrs	`24.1.3`	indirect
PyPI	celery	`—`	indirect
PyPI	celery	`5.6.3`	indirect
PyPI	certifi	`2026.5.20`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cfn-lint	`1.51.2`	indirect
PyPI	charset-normalizer	`3.4.7`	indirect
PyPI	click	`8.4.2`	indirect
PyPI	click-didyoumean	`0.3.1`	indirect
PyPI	click-plugins	`1.1.1.2`	indirect
PyPI	click-repl	`0.3.0`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	coloredlogs	`14.0`	indirect
PyPI	colorlog	`6.10.1`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	configurator	`3.2.0`	indirect
PyPI	contourpy	`1.3.3`	indirect
PyPI	coverage	`7.14.1`	indirect
PyPI	cron-descriptor	`2.0.8`	indirect
PyPI	croniter	`6.2.2`	indirect
PyPI	cryptography	`48.0.1`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	dagster	`—`	indirect
PyPI	dagster	`1.13.21`	indirect
PyPI	dagster-graphql	`1.13.21`	indirect
PyPI	dagster-pipes	`1.13.21`	indirect
PyPI	dagster-shared	`1.13.21`	indirect
PyPI	dagster-webserver	`—`	indirect
PyPI	dagster-webserver	`1.13.21`	indirect
PyPI	databricks-sdk	`0.112.0`	indirect
PyPI	debugpy	`1.8.20`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	depgather	`0.5.0`	indirect
PyPI	deprecated	`1.3.1`	indirect
PyPI	dill	`0.4.1`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docker	`7.1.0`	indirect
PyPI	docstring-parser	`0.18.0`	indirect
PyPI	docutils	`0.22.4`	indirect
PyPI	dom-toml	`2.3.0`	indirect
PyPI	domdf-python-tools	`3.10.0`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	execnet	`2.1.2`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fastapi	`0.136.3`	indirect
PyPI	fastapi-cli	`0.0.27`	indirect
PyPI	fastjsonschema	`2.21.2`	indirect
PyPI	filelock	`3.29.0`	indirect
PyPI	flask	`3.1.3`	indirect
PyPI	flask-cors	`6.0.2`	indirect
PyPI	flatbuffers	`25.12.19`	indirect
PyPI	fonttools	`4.63.0`	indirect
PyPI	fqdn	`1.5.1`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2026.7.0`	indirect
PyPI	gitdb	`4.0.12`	indirect
PyPI	gitpython	`3.1.58`	indirect
PyPI	google-auth	`2.53.0`	indirect
PyPI	googleapis-common-protos	`1.75.0`	indirect
PyPI	gql	`4.0.0`	indirect
PyPI	graphene	`3.4.3`	indirect
PyPI	graphql-core	`3.2.8`	indirect
PyPI	graphql-relay	`3.2.0`	indirect
PyPI	greenback	`1.3.0`	indirect
PyPI	greenlet	`3.5.1`	indirect
PyPI	grpcio	`1.81.0`	indirect
PyPI	grpcio-health-checking	`1.81.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h5py	`3.16.0`	indirect
PyPI	hatchling	`—`	indirect
PyPI	hf-xet	`1.6.0`	indirect
PyPI	holidays	`—`	indirect
PyPI	holidays	`0.103`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httptools	`0.8.0`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	huggingface-hub	`—`	indirect
PyPI	huggingface-hub	`1.30.0`	indirect
PyPI	humanfriendly	`10.0`	indirect
PyPI	id	`1.6.1`	indirect
PyPI	idna	`3.17`	indirect
PyPI	imagesize	`2.0.0`	indirect
PyPI	importlib-metadata	`9.0.0`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	ipykernel	`7.3.0`	indirect
PyPI	ipython	`—`	indirect
PyPI	ipython	`9.17.1`	indirect
PyPI	ipython-pygments-lexers	`1.1.1`	indirect
PyPI	ipywidgets	`8.1.8`	indirect
PyPI	isoduration	`20.11.0`	indirect
PyPI	itsdangerous	`2.2.0`	indirect
PyPI	jedi	`0.20.0`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joblib	`—`	indirect
PyPI	joblib	`1.6.0`	indirect
PyPI	joserfc	`1.6.8`	indirect
PyPI	json5	`0.14.0`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpath-ng	`1.8.0`	indirect
PyPI	jsonpointer	`3.1.1`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-path	`0.5.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	jupyter	`—`	indirect
PyPI	jupyter	`1.1.1`	indirect
PyPI	jupyter-builder	`1.0.2`	indirect
PyPI	jupyter-cache	`—`	indirect
PyPI	jupyter-cache	`1.0.1`	indirect
PyPI	jupyter-client	`8.9.1`	indirect
PyPI	jupyter-console	`6.6.3`	indirect
PyPI	jupyter-core	`5.9.1`	indirect
PyPI	jupyter-events	`0.12.1`	indirect
PyPI	jupyter-lsp	`2.3.1`	indirect
PyPI	jupyter-server	`2.20.0`	indirect
PyPI	jupyter-server-terminals	`0.5.4`	indirect
PyPI	jupyterlab	`4.6.0`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	jupyterlab-server	`2.28.0`	indirect
PyPI	jupyterlab-widgets	`3.0.16`	indirect
PyPI	jupytext	`—`	indirect
PyPI	jupytext	`1.19.5`	indirect
PyPI	kaleido	`—`	indirect
PyPI	kaleido	`0.2.1`	indirect
PyPI	kiwisolver	`1.5.0`	indirect
PyPI	kombu	`5.6.2`	indirect
PyPI	lark	`1.3.1`	indirect
PyPI	lazy-object-proxy	`1.12.0`	indirect
PyPI	libcst	`1.8.6`	indirect
PyPI	license-expression	`30.4.4`	indirect
PyPI	licensecheck	`2026.0.8`	indirect
PyPI	lightgbm	`—`	indirect
PyPI	lightgbm	`4.7.0`	indirect
PyPI	linkify-it-py	`2.1.0`	indirect
PyPI	lockfile	`0.12.2`	indirect
PyPI	loguru	`0.7.3`	indirect
PyPI	mako	`1.3.12`	indirect
PyPI	markdown	`3.10.2`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	matplotlib	`—`	indirect
PyPI	matplotlib	`3.11.1`	indirect
PyPI	matplotlib-inline	`0.2.2`	indirect
PyPI	mdit-py-plugins	`0.6.1`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	methodtools	`0.4.7`	indirect
PyPI	microsoft-python-type-stubs	`0`	indirect
PyPI	mistune	`3.2.1`	indirect
PyPI	mlflow-skinny	`—`	indirect
PyPI	mlflow-skinny	`3.16.0`	indirect
PyPI	more-itertools	`11.1.0`	indirect
PyPI	moto	`5.2.1`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	msgspec	`0.21.1`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	myst-nb	`—`	indirect
PyPI	myst-nb	`1.4.0`	indirect
PyPI	myst-parser	`5.1.0`	indirect
PyPI	narwhals	`2.21.2`	indirect
PyPI	natsort	`8.4.0`	indirect
PyPI	nbclient	`0.10.4`	indirect
PyPI	nbconvert	`7.17.1`	indirect
PyPI	nbformat	`5.10.4`	indirect
PyPI	nest-asyncio2	`1.7.2`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	notebook	`7.6.0`	indirect
PyPI	notebook-shim	`0.2.4`	indirect
PyPI	numpy	`—`	indirect
PyPI	numpy	`2.5.3`	indirect
PyPI	numpy-typing-compat	`20260602.2.5`	indirect
PyPI	nvidia-cublas-cu12	`—`	indirect
PyPI	nvidia-cublas-cu12	`12.9.2.10`	indirect
PyPI	nvidia-cuda-nvrtc-cu12	`12.9.86`	indirect
PyPI	nvidia-cuda-runtime-cu12	`—`	indirect
PyPI	nvidia-cuda-runtime-cu12	`12.9.79`	indirect
PyPI	nvidia-cudnn-cu12	`—`	indirect
PyPI	nvidia-cudnn-cu12	`9.25.1.1`	indirect
PyPI	nvidia-cufft-cu12	`—`	indirect
PyPI	nvidia-cufft-cu12	`11.4.1.4`	indirect
PyPI	nvidia-curand-cu12	`—`	indirect
PyPI	nvidia-curand-cu12	`10.3.10.19`	indirect
PyPI	nvidia-nccl-cu13	`2.30.7`	indirect
PyPI	nvidia-nvjitlink-cu12	`12.9.86`	indirect
PyPI	onnxruntime	`—`	indirect
PyPI	onnxruntime	`1.29.0`	indirect
PyPI	onnxruntime-gpu	`—`	indirect
PyPI	onnxruntime-gpu	`1.29.0`	indirect
PyPI	openapi-schema-validator	`0.9.0`	indirect
PyPI	openapi-spec-validator	`0.9.0`	indirect
PyPI	openstef	`—`	indirect
PyPI	openstef	`0.0.0`	indirect
PyPI	openstef-beam	`—`	indirect
PyPI	openstef-beam	`0.0.0`	indirect
PyPI	openstef-deployment-examples	`0.0.0`	indirect
PyPI	openstef-docs	`0.0.0`	indirect
PyPI	openstef-examples	`0.0.0`	indirect
PyPI	openstef-foundation-models	`0.0.0`	indirect
PyPI	openstef-meta	`—`	indirect
PyPI	openstef-meta	`0.0.0`	indirect
PyPI	opentelemetry-api	`1.42.1`	indirect
PyPI	opentelemetry-exporter-otlp	`1.42.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.42.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.42.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.42.1`	indirect
PyPI	opentelemetry-proto	`1.42.1`	indirect
PyPI	opentelemetry-sdk	`1.42.1`	indirect
PyPI	opentelemetry-semantic-conventions	`0.63b1`	indirect
PyPI	optuna	`—`	indirect
PyPI	optuna	`4.9.0`	indirect
PyPI	optype	`0.18.0`	indirect
PyPI	outcome	`1.3.0.post0`	indirect
PyPI	packaging	`26.2`	indirect
PyPI	pandas	`—`	indirect
PyPI	pandas	`3.0.5`	indirect
PyPI	pandas-stubs	`3.0.5.260730`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	parso	`0.8.7`	indirect
PyPI	pastel	`0.2.1`	indirect
PyPI	pathable	`0.6.0`	indirect
PyPI	pathlib-abc	`0.5.2`	indirect
PyPI	pathspec	`1.1.1`	indirect
PyPI	pendulum	`3.2.0`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pillow	`12.2.0`	indirect
PyPI	platformdirs	`4.10.0`	indirect
PyPI	plotly	`—`	indirect
PyPI	plotly	`6.9.0`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	poethepoet	`0.48.0`	indirect
PyPI	prometheus-client	`0.25.0`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	propcache	`0.5.2`	indirect
PyPI	protobuf	`6.33.6`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	pvlib	`—`	indirect
PyPI	pvlib	`0.15.2`	indirect
PyPI	py-partiql-parser	`0.6.3`	indirect
PyPI	pyarrow	`—`	indirect
PyPI	pyarrow	`24.0.0`	indirect
PyPI	pyasn1	`0.6.3`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pycountry	`—`	indirect
PyPI	pycountry	`26.2.16`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic	`—`	indirect
PyPI	pydantic	`2.13.5`	indirect
PyPI	pydantic-core	`2.46.5`	indirect
PyPI	pydantic-extra-types	`—`	indirect
PyPI	pydantic-extra-types	`2.11.1`	indirect
PyPI	pydantic-settings	`—`	indirect
PyPI	pydantic-settings	`2.15.0`	indirect
PyPI	pydata-sphinx-theme	`—`	indirect
PyPI	pydata-sphinx-theme	`0.21.0`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pygtrie	`2.5.0`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pyopenssl	`26.2.0`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pypi-attestations	`0.0.30`	indirect
PyPI	pyproject-fmt	`2.25.1`	indirect
PyPI	pyreadline3	`3.5.6`	indirect
PyPI	pytest	`9.1.1`	indirect
PyPI	pytest-cov	`7.1.0`	indirect
PyPI	pytest-xdist	`3.8.0`	indirect
PyPI	python-daemon	`3.1.2`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-debian	`1.1.0`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-json-logger	`4.1.0`	indirect
PyPI	python-magic	`0.4.27`	indirect
PyPI	python-multipart	`0.0.32`	indirect
PyPI	python-slugify	`8.0.4`	indirect
PyPI	pytz	`2026.2`	indirect
PyPI	pywin32	`311`	indirect
PyPI	pywinpty	`3.0.3`	indirect
PyPI	pyyaml	`—`	indirect
PyPI	pyyaml	`6.0.3`	indirect
PyPI	pyyaml-ft	`8.0.0`	indirect
PyPI	pyzmq	`27.1.0`	indirect
PyPI	redis	`6.4.0`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.5.9`	indirect
PyPI	requests	`2.34.2`	indirect
PyPI	requests-cache	`1.3.2`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	requirements-parser	`0.13.0`	indirect
PyPI	responses	`0.26.1`	indirect
PyPI	reuse	`6.2.0`	indirect
PyPI	rfc3161-client	`1.0.6`	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	rfc8785	`0.1.4`	indirect
PyPI	rich	`15.0.0`	indirect
PyPI	rich-argparse	`1.8.0`	indirect
PyPI	rich-toolkit	`0.20.1`	indirect
PyPI	roman-numerals	`4.1.0`	indirect
PyPI	rpds-py	`2026.5.1`	indirect
PyPI	ruff	`0.15.20`	indirect
PyPI	s3fs	`—`	indirect
PyPI	s3fs	`2026.7.0`	indirect
PyPI	s3transfer	`0.17.1`	indirect
PyPI	scikit-learn	`—`	indirect
PyPI	scikit-learn	`1.7.2`	indirect
PyPI	scipy	`—`	indirect
PyPI	scipy	`1.18.1`	indirect
PyPI	scipy-stubs	`1.18.1.0`	indirect
PyPI	scoringrules	`—`	indirect
PyPI	securesystemslib	`1.4.0`	indirect
PyPI	send2trash	`2.1.0`	indirect
PyPI	setproctitle	`1.3.7`	indirect
PyPI	setuptools	`82.0.1`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	sigstore	`4.5.0`	indirect
PyPI	sigstore-models	`0.0.6`	indirect
PyPI	sigstore-rekor-types	`0.0.18`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	smmap	`5.0.3`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	snowballstemmer	`3.1.0`	indirect
PyPI	soupsieve	`2.8.4`	indirect
PyPI	sphinx	`—`	indirect
PyPI	sphinx	`9.1.0`	indirect
PyPI	sphinx-autobuild	`—`	indirect
PyPI	sphinx-autobuild	`2025.8.25`	indirect
PyPI	sphinx-autodoc-typehints	`—`	indirect
PyPI	sphinx-autodoc-typehints	`3.13.5`	indirect
PyPI	sphinx-copybutton	`—`	indirect
PyPI	sphinx-copybutton	`0.5.2`	indirect
PyPI	sphinx-design	`—`	indirect
PyPI	sphinx-design	`0.7.0`	indirect
PyPI	sphinx-gallery	`—`	indirect
PyPI	sphinx-gallery	`0.21.0`	indirect
PyPI	sphinx-prompt	`—`	indirect
PyPI	sphinx-prompt	`1.10.2`	indirect
PyPI	sphinx-pyproject	`—`	indirect
PyPI	sphinx-pyproject	`0.3.0`	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	`—`	indirect
PyPI	sphinxcontrib-mermaid	`2.1.1`	indirect
PyPI	sphinxcontrib-qthelp	`2.0.0`	indirect
PyPI	sphinxcontrib-serializinghtml	`2.0.0`	indirect
PyPI	sqlalchemy	`2.0.51`	indirect
PyPI	sqlparse	`0.5.5`	indirect
PyPI	stack-data	`0.6.3`	indirect
PyPI	starlette	`1.3.1`	indirect
PyPI	structlog	`26.1.0`	indirect
PyPI	svcs	`25.1.0`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tabulate	`0.10.0`	indirect
PyPI	tenacity	`9.1.4`	indirect
PyPI	termcolor	`3.3.0`	indirect
PyPI	terminado	`0.18.1`	indirect
PyPI	text-unidecode	`1.3`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	tinycss2	`1.4.0`	indirect
PyPI	tomli	`2.4.1`	indirect
PyPI	tomlkit	`0.15.0`	indirect
PyPI	toposort	`1.10`	indirect
PyPI	tornado	`6.5.7`	indirect
PyPI	tqdm	`—`	indirect
PyPI	tqdm	`4.70.0`	indirect
PyPI	traitlets	`5.15.0`	indirect
PyPI	tuf	`7.0.0`	indirect
PyPI	ty	`0.0.55`	indirect
PyPI	typer	`0.25.1`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2026.2`	indirect
PyPI	tzlocal	`5.3.1`	indirect
PyPI	uc-micro-py	`2.0.0`	indirect
PyPI	universal-pathlib	`0.3.10`	indirect
PyPI	uri-template	`1.3.0`	indirect
PyPI	url-normalize	`3.0.0`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	uuid6	`2025.0.1`	indirect
PyPI	uvicorn	`0.48.0`	indirect
PyPI	uvloop	`0.22.1`	indirect
PyPI	vine	`5.1.0`	indirect
PyPI	watchdog	`6.0.0`	indirect
PyPI	watchfiles	`1.2.0`	indirect
PyPI	wcwidth	`0.7.0`	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	`3.1.8`	indirect
PyPI	widgetsnbextension	`4.0.15`	indirect
PyPI	win32-setctime	`1.2.0`	indirect
PyPI	wirerope	`1.0.0`	indirect
PyPI	wrapt	`2.2.1`	indirect
PyPI	xgboost	`—`	indirect
PyPI	xgboost	`3.4.1`	indirect
PyPI	xgboost-cpu	`—`	indirect
PyPI	xgboost-cpu	`3.4.1`	indirect
PyPI	xmltodict	`1.0.4`	indirect
PyPI	yarl	`1.24.2`	indirect
PyPI	zipp	`4.1.0`	indirect

Dependency advisories 0

Installing pypi:openstef@4.4.1 pulls in 63 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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

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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.

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