Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-27 12:42 UTC

apache / iceberg-python

PyIceberg

PythonApache-2.0★ 1,121 stars⑂ 564 forkssince Aug 2023View on GitHub ↗

KindCommand-line toolLibraryhow this is determined

#apache #hacktoberfest #iceberg #pyiceberg

apache/iceberg-python holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (92/100) and lowest on Community & Adoption (82/100). It was last updated 1 day ago. 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 87 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

The Apache Software FoundationOrganization · verified domain

23,994 followers3,163 public repossince Jan 2009

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
PyPI	pyiceberg	0.11.1	38,788,064	63	177 days ago

Metrics by category

Vitality

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

92Excellent · 21% of overall

Development activity

99Exceptional

How it's scored

36/36	Push recency — last push 1 days ago
34.6/36	Commit cadence — 50/52 weeks with commits
18/18	Commit volume — 877 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	877
human_commit_share	0.44
days_since_last_push	1
active_weeks_last_year	50

Release discipline

82Excellent

How it's scored

27/27	Ships releases — 14 releases published
27/36	Release recency — latest release 177 days ago
19.8/27	Release cadence — a release every ~62.3 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	14
latest_release_tag	pyiceberg-0.11.1
releases_from_tags	no
days_since_latest_release	177
mean_days_between_releases	62.3

Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

82Excellent · 17% of overall

Popularity & adoption

80Excellent

How it's scored

49.5/60	Stars — 1,121 stars
22.9/25	Forks — 564 forks
8/15	Watchers — 29 watchers

Inputs used

forks	564
stars	1,121
watchers	29
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

72Good

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (Apache-2.0)
0/18	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	0
has_contributing	no
has_issue_template	no
has_code_of_conduct	yes
readme_badge_services	—
has_pull_request_template	yes

Ecosystem adoption (downloads)

100Exceptional

How it's scored

80/80	Monthly downloads — 38,788,064 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	pyiceberg
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	38,788,064
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?

86Excellent · 23% of overall

Maintainer resilience (bus factor)

74Good

How it's scored

36/54	Bus factor — 3 contributor(s) cover half of all commits
14.5/22.5	Commit distribution — top contributor authored 36% of commits
13.5/13.5	Contributor breadth — 99 contributors
10/10	OpenSSF Scorecard: Contributors — project has 24 contributing companies or organizations

Inputs used

bus_factor	3
contributors_sampled	99
top_contributor_share	0.355

Issue & PR responsiveness

77Good

How it's scored

35.7/42	Issue resolution — 85% of issues closed
24.4/30	PR acceptance — 2,278/2,801 decided PRs merged
2.2/13	Newcomer PR acceptance — 2/12 first-time contributors' PRs merged in 30d
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed

Inputs used

merged_prs	2,278
open_issues	145
closed_issues	817
prs_merged_7d	9
prs_decided_7d	22
prs_merged_30d	22
prs_decided_30d	45
issue_closed_ratio	0.849
closed_unmerged_prs	523
first_time_authors_30d	11
first_time_prs_merged_30d	2
first_time_prs_decided_30d	12

Ownership & stewardship

100Exceptional

How it's scored

30/30	Ownership backing — organization-owned
20/20	Verified domain
25/25	Owner reach — 23,994 followers of apache
25/25	Track record — 3,163 public repos, account ~17 yr old

Inputs used

followers	23,994
owner_type	Organization
is_verified	yes
owner_login	apache
public_repos	3,163
account_age_days	6,430

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 177 days ago
20/20	Version history — 63 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	pyiceberg
ecosystems	pypi
any_deprecated	no
min_days_since_publish	177

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 19% of overall

Engineering practices

94Exceptional

How it's scored

24/24	CI workflows — 14 workflow(s)
24/24	Tests present
16/16	Linter config — ruff.toml
9.6/9.6	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	yes

Documentation

75Good

How it's scored

30/30	README
0/25	Documentation directory
15/15	Documentation / homepage site — https://py.iceberg.apache.org/
10/10	Repository description
10/10	Topics — 4 topics
10/10	Wiki

Inputs used

topics	apache, hacktoberfest, iceberg, pyiceberg
has_wiki	yes
homepage	https://py.iceberg.apache.org/
docs_site	https://py.iceberg.apache.org/
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?

86Excellent · 16% of overall

Security posture

83Excellent

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — branch protection not enabled on development/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
7.5/7.5	Code-Review — all changesets reviewed
2.5/2.5	Contributors — project has 24 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 4 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
4.5/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
5/5	SAST — SAST tool is run on all commits
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — no data
7.5/7.5	Token-Permissions — GitHub workflow tokens follow principle of least privilege
6.8/7.5	Vulnerabilities — 1 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	8.3

Excluded from scoring (no data or not applicable): Signed-Releases. 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	25
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:pyiceberg@0.11.1 runtime dependency closure — what installing the published package pulls in — 25 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.

89Excellent · 4% of overall

Agent context & guidance

85Excellent

How it's scored

45/45	Agent instructions — .github/copilot-instructions.md, AGENTS.md, CLAUDE.md
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 44 of 44 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	.github/copilot-instructions.md, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes	5,923

Verify loop (build / test / typecheck)

91Excellent

How it's scored

18/18	One-command bootstrap — Makefile, vendor/Makefile
22/22	Automated tests
11/11	Lint / format config — ruff.toml
11/11	Static type checking — pyiceberg/py.typed
10/10	Reproducible environment — Dockerfile, lockfile
2/10	Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
8/8	Automated maintenance — 56 of the last 100 commits are automated dependency updates
9/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9

Inputs used

has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	Makefile, vendor/Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	pyiceberg/py.typed
agent_commit_share	0.01
toolchain_manifests	—
dependency_bot_commit_share	0.56

Code legibility for models

78Good

How it's scored

27/45	Type-checkable code — Python with type-check config (pyiceberg/py.typed)
50.5/55	Manageable file sizes — 16/194 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	214,324
source_files_sampled	194
oversized_source_files	16

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 — notebooks

Inputs used

example_dirs	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

1,121GitHub stars

99contributors

877commits, last 12 months

1days since last push

14releases

3bus factor

145open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
First-time contributor figures cover 12 of 28 authors (cap 12)

More detail

Star and fork history 0 ★ / 564 ⇿

0Stars

564Forks

14Releases

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 0Minor 0Patch 0

Each point covers 3 days.

OpenSSF Scorecard 8.3 / 10

8.3aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-08-27 12:41 UTC

10	Binary-Artifacts	no binaries found in the repo
0	Branch-Protection	branch protection not enabled on development/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
10	Code-Review	all changesets reviewed
10	Contributors	project has 24 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 4 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
9	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 9
10	SAST	SAST tool is run on all commits
10	Security-Policy	security policy file detected
n/a	Signed-Releases	no releases found
10	Token-Permissions	GitHub workflow tokens follow principle of least privilege
9	Vulnerabilities	1 existing vulnerabilities detected

Direct dependencies 12

Registry	Package	Version constraint	Manifest
PyPI	mmh3	`>=4.0.0`	pyproject.toml
PyPI	requests	`>=2.20.0`	pyproject.toml
PyPI	click	`>=7.1.1`	pyproject.toml
PyPI	rich	`>=10.11.0`	pyproject.toml
PyPI	strictyaml	`>=1.7.0`	pyproject.toml
PyPI	pydantic	`>=2.0,<3.0,!=2.4.0,!=2.4.1,!=2.12.0,!=2.12.1`	pyproject.toml
PyPI	fsspec	`>=2023.1.0`	pyproject.toml
PyPI	pyparsing	`>=3.1.0`	pyproject.toml
PyPI	tenacity	`>=8.2.3`	pyproject.toml
PyPI	pyroaring	`>=1.0.0`	pyproject.toml
PyPI	cachetools	`>=5.5`	pyproject.toml
PyPI	zstandard	`>=0.13.0`	pyproject.toml

All dependencies 296

Full resolved dependency set from the GitHub dependency graph: 12 direct and 284 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	cachetools	`7.1.7`	direct
PyPI	click	`8.4.2`	direct
PyPI	fsspec	`2026.4.0`	direct
PyPI	mmh3	`5.2.1`	direct
PyPI	pydantic	`2.13.4`	direct
PyPI	pyparsing	`3.3.2`	direct
PyPI	pyroaring	`1.1.0`	direct
PyPI	requests	`2.34.2`	direct
PyPI	rich	`15.0.0`	direct
PyPI	strictyaml	`1.7.3`	direct
PyPI	tenacity	`9.1.4`	direct
PyPI	zstandard	`0.25.0`	direct
PyPI	adlfs	`2026.8.0`	indirect
PyPI	aiobotocore	`3.8.0`	indirect
PyPI	aiohappyeyeballs	`2.6.2`	indirect
PyPI	aiohttp	`3.14.3`	indirect
PyPI	aioitertools	`0.13.0`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	alabaster	`0.7.16`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	antlr4-python3-runtime	`4.13.2`	indirect
PyPI	anyio	`4.14.1`	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	asttokens	`3.0.1`	indirect
PyPI	async-lru	`2.3.0`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	aws-sam-translator	`1.110.0`	indirect
PyPI	aws-xray-sdk	`2.15.0`	indirect
PyPI	azure-core	`1.41.0`	indirect
PyPI	azure-identity	`1.25.3`	indirect
PyPI	azure-storage-blob	`12.30.0`	indirect
PyPI	babel	`2.18.0`	indirect
PyPI	backports-tarfile	`1.2.0`	indirect
PyPI	backrefs	`7.0`	indirect
PyPI	beautifulsoup4	`4.15.0`	indirect
PyPI	bleach	`6.4.0`	indirect
PyPI	blinker	`1.9.0`	indirect
PyPI	bodo	`2026.8`	indirect
PyPI	boto3	`1.43.46`	indirect
PyPI	botocore	`1.43.46`	indirect
PyPI	build	`1.5.0`	indirect
PyPI	certifi	`2026.6.17`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cfn-lint	`1.52.1`	indirect
PyPI	charset-normalizer	`3.4.7`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	coverage	`7.14.3`	indirect
PyPI	cramjam	`2.11.0`	indirect
PyPI	cryptography	`50.0.0`	indirect
PyPI	cython	`3.2.9`	indirect
PyPI	daft	`0.7.24`	indirect
PyPI	datafusion	`53.0.0`	indirect
PyPI	debugpy	`1.8.21`	indirect
PyPI	decorator	`5.3.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	deptry	`0.25.1`	indirect
PyPI	distlib	`0.4.3`	indirect
PyPI	docker	`7.1.0`	indirect
PyPI	docutils	`0.23`	indirect
PyPI	domdf-python-tools	`3.10.0`	indirect
PyPI	duckdb	`1.5.5`	indirect
PyPI	entrypoints	`0.4`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fastavro	`1.12.2`	indirect
PyPI	fastjsonschema	`2.21.2`	indirect
PyPI	filelock	`3.29.4`	indirect
PyPI	flask	`3.1.3`	indirect
PyPI	flask-cors	`6.0.5`	indirect
PyPI	fqdn	`1.5.1`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	gcsfs	`2026.6.0`	indirect
PyPI	geoarrow-c	`0.3.1`	indirect
PyPI	geoarrow-pyarrow	`0.2.0`	indirect
PyPI	geoarrow-types	`0.3.0`	indirect
PyPI	ghp-import	`2.1.0`	indirect
PyPI	google-api-core	`2.31.0`	indirect
PyPI	google-auth	`2.56.3`	indirect
PyPI	google-auth-oauthlib	`1.4.0`	indirect
PyPI	google-cloud-bigquery	`3.43.0`	indirect
PyPI	google-cloud-core	`2.6.0`	indirect
PyPI	google-cloud-storage	`3.12.0`	indirect
PyPI	google-cloud-storage-control	`1.12.0`	indirect
PyPI	google-crc32c	`1.8.0`	indirect
PyPI	google-resumable-media	`2.10.0`	indirect
PyPI	googleapis-common-protos	`1.75.0`	indirect
PyPI	graphql-core	`3.2.11`	indirect
PyPI	greenlet	`3.5.3`	indirect
PyPI	griffe	`2.1.0`	indirect
PyPI	griffecli	`2.1.0`	indirect
PyPI	griffelib	`2.1.0`	indirect
PyPI	grpc-google-iam-v1	`0.14.4`	indirect
PyPI	grpcio	`1.81.1`	indirect
PyPI	grpcio-status	`1.81.1`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	hf-xet	`1.6.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	huggingface-hub	`1.27.0`	indirect
PyPI	idna	`3.18`	indirect
PyPI	imagesize	`2.0.0`	indirect
PyPI	impi-rt	`2021.17.2`	indirect
PyPI	importlib-metadata	`9.0.0`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	ipykernel	`7.3.0`	indirect
PyPI	ipython	`8.39.0`	indirect
PyPI	ipython	`9.15.0`	indirect
PyPI	ipython-pygments-lexers	`1.1.1`	indirect
PyPI	isodate	`0.7.2`	indirect
PyPI	isoduration	`20.11.0`	indirect
PyPI	itsdangerous	`2.2.0`	indirect
PyPI	jaraco-context	`6.1.2`	indirect
PyPI	jaraco-packaging	`10.4.0`	indirect
PyPI	jedi	`0.20.0`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joserfc	`1.7.2`	indirect
PyPI	json5	`0.15.0`	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-builder	`1.0.2`	indirect
PyPI	jupyter-client	`8.9.1`	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	`4.6.3`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	jupyterlab-server	`2.28.0`	indirect
PyPI	kerberos	`1.3.1`	indirect
PyPI	lark	`1.3.1`	indirect
PyPI	lazy-object-proxy	`1.12.0`	indirect
PyPI	llvmlite	`0.47.0`	indirect
PyPI	markdown	`3.10.2`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	matplotlib-inline	`0.2.2`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mergedeep	`1.3.4`	indirect
PyPI	mistune	`3.3.2`	indirect
PyPI	mkdocs	`1.6.1`	indirect
PyPI	mkdocs-autorefs	`1.4.4`	indirect
PyPI	mkdocs-gen-files	`0.6.1`	indirect
PyPI	mkdocs-get-deps	`0.2.2`	indirect
PyPI	mkdocs-literate-nav	`0.6.3`	indirect
PyPI	mkdocs-material	`9.7.7`	indirect
PyPI	mkdocs-material-extensions	`1.3.1`	indirect
PyPI	mkdocs-section-index	`0.3.12`	indirect
PyPI	mkdocstrings	`1.0.6`	indirect
PyPI	mkdocstrings-python	`2.0.5`	indirect
PyPI	moto	`5.2.2`	indirect
PyPI	mpi4py	`4.1.2`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	msal	`1.37.0`	indirect
PyPI	msal-extensions	`1.3.1`	indirect
PyPI	msgpack	`1.2.1`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	mypy-boto3-dynamodb	`1.43.64`	indirect
PyPI	mypy-boto3-glue	`1.43.72`	indirect
PyPI	natsort	`8.4.0`	indirect
PyPI	nbclient	`0.11.0`	indirect
PyPI	nbconvert	`7.17.1`	indirect
PyPI	nbformat	`5.11.0`	indirect
PyPI	nest-asyncio2	`1.7.2`	indirect
PyPI	networkx	`3.4.2`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	notebook-shim	`0.2.4`	indirect
PyPI	numba	`0.65.1`	indirect
PyPI	numpy	`2.2.6`	indirect
PyPI	numpy	`2.4.6`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	openapi-schema-validator	`0.9.0`	indirect
PyPI	openapi-spec-validator	`0.9.0`	indirect
PyPI	openmpi	`5.0.10`	indirect
PyPI	overrides	`7.7.0`	indirect
PyPI	packaging	`26.2`	indirect
PyPI	paginate	`0.5.7`	indirect
PyPI	pandas	`2.3.3`	indirect
PyPI	pandas	`3.0.3`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	papermill	`2.7.0`	indirect
PyPI	parso	`0.8.7`	indirect
PyPI	pathable	`0.6.0`	indirect
PyPI	pathspec	`1.1.1`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	platformdirs	`4.10.0`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	polars	`1.43.2`	indirect
PyPI	polars-runtime-32	`1.43.2`	indirect
PyPI	prek	`0.4.13`	indirect
PyPI	prometheus-client	`0.25.0`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	propcache	`0.5.2`	indirect
PyPI	properdocs	`1.6.7`	indirect
PyPI	proto-plus	`1.28.0`	indirect
PyPI	protobuf	`7.35.1`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	psycopg2-binary	`2.9.12`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	pure-sasl	`0.6.2`	indirect
PyPI	py-partiql-parser	`0.6.3`	indirect
PyPI	py4j	`0.10.9.9`	indirect
PyPI	pyarrow	`25.0.1`	indirect
PyPI	pyarrow-stubs	`20.0.0.20260625`	indirect
PyPI	pyasn1	`0.6.4`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic-core	`2.46.4`	indirect
PyPI	pydantic-settings	`2.14.2`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pyiceberg	`0.12.0`	indirect
PyPI	pyiceberg-core	`0.10.1`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pymdown-extensions	`11.0.1`	indirect
PyPI	pyproject-hooks	`1.2.0`	indirect
PyPI	pyspark	`4.0.1`	indirect
PyPI	pytest	`9.1.1`	indirect
PyPI	pytest-checkdocs	`2.14.0`	indirect
PyPI	pytest-lazy-fixtures	`1.4.1`	indirect
PyPI	pytest-mock	`3.15.1`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-discovery	`1.4.2`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-json-logger	`4.1.0`	indirect
PyPI	python-snappy	`0.7.3`	indirect
PyPI	pytz	`2026.2`	indirect
PyPI	pywin32	`312`	indirect
PyPI	pywinpty	`3.0.5`	indirect
PyPI	pyyaml	`6.0.3`	indirect
PyPI	pyyaml-env-tag	`1.1`	indirect
PyPI	pyzmq	`27.1.0`	indirect
PyPI	ray	`2.57.0`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.6.28`	indirect
PyPI	requests-mock	`1.12.1`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	requirements-parser	`0.13.1`	indirect
PyPI	responses	`0.26.1`	indirect
PyPI	rfc3339-validator	`0.1.4`	indirect
PyPI	rfc3986-validator	`0.1.1`	indirect
PyPI	rfc3987-syntax	`1.1.0`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	rpds-py	`2026.5.1`	indirect
PyPI	s3fs	`2026.4.0`	indirect
PyPI	s3transfer	`0.19.1`	indirect
PyPI	send2trash	`2.1.0`	indirect
PyPI	setuptools	`84.0.0`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	snowballstemmer	`3.1.1`	indirect
PyPI	soupsieve	`2.8.4`	indirect
PyPI	sphinx	`3.5.3`	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-qthelp	`2.0.0`	indirect
PyPI	sphinxcontrib-serializinghtml	`2.0.0`	indirect
PyPI	sqlalchemy	`2.0.52`	indirect
PyPI	stack-data	`0.6.3`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	terminado	`0.18.1`	indirect
PyPI	thrift	`0.24.0`	indirect
PyPI	thrift-sasl	`0.4.3`	indirect
PyPI	tinycss2	`1.5.1`	indirect
PyPI	tomli	`2.4.1`	indirect
PyPI	tornado	`6.5.7`	indirect
PyPI	tqdm	`4.67.3`	indirect
PyPI	traitlets	`5.15.1`	indirect
PyPI	typing-extensions	`4.16.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2026.2`	indirect
PyPI	uri-template	`1.3.0`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	virtualenv	`21.5.1`	indirect
PyPI	watchdog	`6.0.0`	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	werkzeug	`3.1.8`	indirect
PyPI	wrapt	`2.2.2`	indirect
PyPI	xmltodict	`1.0.4`	indirect
PyPI	yarl	`1.24.2`	indirect
PyPI	zipp	`4.1.0`	indirect

Dependency advisories 0

Installing pypi:pyiceberg@0.11.1 pulls in 25 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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