Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-21 20:49 UTC

opengeos / geoai

GeoAI: Artificial Intelligence for Geospatial Data

PythonMIT★ 3,387 stars⑂ 480 forkssince Aug 2023View on GitHub ↗

KindCommand-line toolMCP serverLibraryhow this is determined

#ai #data-science #geoai #geopython #geospatial #jupyter #python #deep-learning #earth-observation #pytorch #remote-sensing #segmentation

opengeos/geoai holds a health index of 93 out of 100, placing it in the Exceptional band. It scores highest on Engineering Quality (96/100) and lowest on Security (54/100). It was last updated today. A single contributor accounts 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 79 is calibrated to 93 on the published index scale (record calibration 2026-08-02).

Ownership

Open Geospatial SolutionsOrganization

4,088 followers174 public repossince Apr 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	geoai-py	0.43.1	-	90	0 days ago	geoai

Metrics by category

Vitality

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

92Excellent · 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 — 380 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	380
human_commit_share	0.86
days_since_last_push	0
active_weeks_last_year	44

Release discipline

90Excellent

How it's scored

27/27	Ships releases — 94 releases published
36/36	Release recency — latest release 0 days ago
27/27	Release cadence — a release every ~13.4 days
0/10	OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.

Inputs used

releases_count	94
latest_release_tag	v0.43.1
releases_from_tags	no
days_since_latest_release	0
mean_days_between_releases	13.4

Community & Adoption

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

80Excellent · 17% of overall

Popularity & adoption

89Excellent

How it's scored

57.3/60	Stars — 3,387 stars
22.3/25	Forks — 480 forks
9/15	Watchers — 43 watchers

Inputs used

forks	480
stars	3,387
watchers	43
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

70Good

How it's scored

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

Inputs used

has_readme	yes
has_license	yes
readme_badges	7
has_contributing	yes
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	shields.io
has_pull_request_template	no

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

72Good · 23% of overall

Maintainer resilience (bus factor)

35Weak

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
2.6/22.5	Commit distribution — top contributor authored 88% of commits
13.5/13.5	Contributor breadth — 27 contributors
10/10	OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations

Inputs used

bus_factor	1
contributors_sampled	27
top_contributor_share	0.885

Issue & PR responsiveness

91Excellent

How it's scored

40.7/42	Issue resolution — 97% of issues closed
26.7/30	PR acceptance — 520/584 decided PRs merged
13/13	Newcomer PR acceptance — 3/3 first-time contributors' PRs merged in 30d
10.5/15	OpenSSF Scorecard: Code-Review — Found 18/23 approved changesets -- score normalized to 7

Inputs used

merged_prs	520
open_issues	7
closed_issues	226
prs_merged_7d	5
prs_decided_7d	5
prs_merged_30d	10
prs_decided_30d	10
issue_closed_ratio	0.97
closed_unmerged_prs	64
first_time_authors_30d	3
first_time_prs_merged_30d	3
first_time_prs_decided_30d	3

Ownership & stewardship

75Good

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
25/25	Owner reach — 4,088 followers of opengeos
19.9/25	Track record — 174 public repos, account ~3 yr old

Inputs used

followers	4,088
owner_type	Organization
is_verified	no
owner_login	opengeos
public_repos	174
account_age_days	1,266

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 0 days ago
20/20	Version history — 90 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	geoai-py
ecosystems	pypi
any_deprecated	no
min_days_since_publish	0

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall

Engineering practices

100Exceptional

How it's scored

24/24	CI workflows — 14 workflow(s)
24/24	Tests present
16/16	Linter config — geoai-mcp-server/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.flake8])
9.6/9.6	Pre-commit hooks
6.4/6.4	.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	yes
has_linter_config	yes
has_precommit_config	yes

Documentation

90Excellent

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://opengeoai.org
10/10	Repository description
10/10	Topics — 12 topics
0/10	Wiki

Inputs used

topics	ai, data-science, geoai, geopython, geospatial, jupyter, python, deep-learning, earth-observation, pytorch, remote-sensing, segmentation
has_wiki	no
homepage	https://opengeoai.org
docs_site	https://opengeoai.org
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?

54Moderate · 16% of overall

Security posture

50Moderate

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
2.2/7.5	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
5.2/7.5	Code-Review — Found 18/23 approved changesets -- score normalized to 7
2.5/2.5	Contributors — project has 6 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 13 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
0.5/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 14 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	18
scorecard_version	v5.5.0
checks_inconclusive	0
scorecard_aggregate	5

Dependency advisories

72Good

How it's scored

13.7/35	Direct dependencies free of known advisories — 1 affected: mcp 1.26.0 (high 7.6)
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40	No advisories left outstanding — no advisory has been public longer than 90 days

Inputs used

source	osv
advisories	255
affected_packages	29
assessed_packages	368
unassessed_packages	70
affected_by_severity	critical 4, high 17, moderate 6, unknown 2
direct_affected_packages	1

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 368 resolved dependencies against OSV. 70 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

59Moderate · 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)

62Moderate

How it's scored

0/18	One-command bootstrap
22/22	Automated tests
11/11	Lint / format config — geoai-mcp-server/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.flake8])
0/11	Static type checking
10/10	Reproducible environment — Dockerfile
10/10	Demonstrated agent practice — 6 of the last 100 commits agent-authored or agent-credited
8/8	Automated maintenance — 11 of the last 100 commits are automated dependency updates
1/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1

Inputs used

has_nix	no
has_tests	yes
lockfiles	—
has_dockerfile	yes
typed_language	no
bootstrap_files	—
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0.06
toolchain_manifests	—
dependency_bot_commit_share	0.11

Code legibility for models

51Moderate

How it's scored

0/45	Type-checkable code — Python without a type-check config
50.9/55	Manageable file sizes — 17/228 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	250,788
source_files_sampled	228
oversized_source_files	17

Machine-readable interfaces

100Exceptional

How it's scored

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

Inputs used

example_dirs	examples, notebooks
has_mcp_signal	yes
api_schema_files	—
interfaces_expected_of	—

Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

3,387GitHub stars

27contributors

380commits, last 12 months

0days since last push

94releases

1bus factor

7open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
pypi download statistics for 'geoai-py' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
Could not fetch pypi package 'cli-anything-geoai' from its registry
Could not fetch pypi package 'geoai-mcp-server' from its registry
deps.dev does not index pypi:geoai-py@0.43.1; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 480 ⇿

0Stars

480Forks

91Releases

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 42Patch 49

Each point covers 3 days.

OpenSSF Scorecard 5.0 / 10

5.0aggregate

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 · 2026-09-21 20:48 UTC

10	Binary-Artifacts	no binaries found in the repo
3	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
7	Code-Review	Found 18/23 approved changesets -- score normalized to 7
10	Contributors	project has 6 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 13 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
1	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 1
0	SAST	SAST tool is not run on all commits -- score normalized to 0
0	Security-Policy	security policy file not detected
0	Signed-Releases	Project has not signed or included provenance with any releases.
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	14 existing vulnerabilities detected

Direct dependencies 5

Registry	Package	Version constraint	Manifest
PyPI	mcp	`>=1.0.0,<2.0.0`	geoai-mcp-server/pyproject.toml
PyPI	geoai-py	`>=0.29.0`	geoai-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.0.0`	geoai-mcp-server/pyproject.toml
PyPI	python-dotenv	`>=1.0.0`	geoai-mcp-server/pyproject.toml
PyPI	aiofiles	`>=23.0.0`	geoai-mcp-server/pyproject.toml

All dependencies 438

Full resolved dependency set from the GitHub dependency graph: 9 direct and 429 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	aiofiles	`—`	direct
PyPI	geoai-py	`—`	direct
PyPI	geoai-py	`0.37.2`	direct
PyPI	mcp	`—`	direct
PyPI	mcp	`1.26.0`	direct
PyPI	pydantic	`—`	direct
PyPI	pydantic	`2.12.5`	direct
PyPI	python-dotenv	`—`	direct
PyPI	python-dotenv	`1.2.2`	direct
PyPI	absl-py	`2.4.0`	indirect
PyPI	accelerate	`1.13.0`	indirect
PyPI	aenum	`3.1.16`	indirect
PyPI	affine	`2.4.0`	indirect
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohttp	`3.13.5`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	albucore	`0.0.24`	indirect
PyPI	albumentations	`—`	indirect
PyPI	albumentations	`2.0.8`	indirect
PyPI	aniso8601	`10.0.1`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anthropic	`0.85.0`	indirect
PyPI	antlr4-python3-runtime	`4.9.3`	indirect
PyPI	anyio	`4.12.1`	indirect
PyPI	anywidget	`0.9.21`	indirect
PyPI	apsw	`3.51.3.0`	indirect
PyPI	apswutils	`0.1.2`	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-timeout	`5.0.1`	indirect
PyPI	attrs	`25.4.0`	indirect
PyPI	aws-requests-auth	`0.4.3`	indirect
PyPI	beartype	`0.22.9`	indirect
PyPI	beautifulsoup4	`4.14.3`	indirect
PyPI	bitsandbytes	`0.49.2`	indirect
PyPI	bleach	`6.3.0`	indirect
PyPI	blinker	`1.9.0`	indirect
PyPI	blis	`1.3.3`	indirect
PyPI	boto3	`1.42.70`	indirect
PyPI	botocore	`1.42.70`	indirect
PyPI	bqplot	`0.12.45`	indirect
PyPI	branca	`0.8.2`	indirect
PyPI	buildingregulariser	`0.2.4`	indirect
PyPI	bump-my-version	`—`	indirect
PyPI	cachelib	`0.13.0`	indirect
PyPI	cachetools	`7.0.5`	indirect
PyPI	catalogue	`2.0.10`	indirect
PyPI	certifi	`2026.2.25`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	charset-normalizer	`3.4.6`	indirect
PyPI	click	`—`	indirect
PyPI	click	`8.3.1`	indirect
PyPI	click-plugins	`1.1.1.2`	indirect
PyPI	cligj	`0.7.2`	indirect
PyPI	cloudpathlib	`0.23.0`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	color-operations	`0.2.0`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	coloredlogs	`15.0.1`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	confection	`0.1.5`	indirect
PyPI	contextily	`—`	indirect
PyPI	contextily	`1.7.0`	indirect
PyPI	contourpy	`1.3.2`	indirect
PyPI	coverage	`—`	indirect
PyPI	cryptography	`46.0.6`	indirect
PyPI	cuda-bindings	`12.9.4`	indirect
PyPI	cuda-pathfinder	`1.4.3`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	cymem	`2.0.13`	indirect
PyPI	datasets	`—`	indirect
PyPI	datasets	`4.8.2`	indirect
PyPI	decorator	`5.2.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	dill	`0.4.1`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	docstring-parser	`0.17.0`	indirect
PyPI	duckdb	`1.5.0`	indirect
PyPI	einops	`0.8.2`	indirect
PyPI	eval-type-backport	`0.3.1`	indirect
PyPI	ever-beta	`0.5.6`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fastai	`2.8.7`	indirect
PyPI	fastcore	`1.12.26`	indirect
PyPI	fastdownload	`0.0.7`	indirect
PyPI	fastjsonschema	`2.21.2`	indirect
PyPI	fastlite	`0.2.4`	indirect
PyPI	fastprogress	`1.1.5`	indirect
PyPI	fasttransform	`0.0.2`	indirect
PyPI	filelock	`3.25.2`	indirect
PyPI	fiona	`1.10.1`	indirect
PyPI	flake8	`—`	indirect
PyPI	flask	`3.1.3`	indirect
PyPI	flask-caching	`2.3.1`	indirect
PyPI	flask-cors	`6.0.2`	indirect
PyPI	flask-restx	`1.3.2`	indirect
PyPI	flatbuffers	`25.12.19`	indirect
PyPI	folium	`0.20.0`	indirect
PyPI	fonttools	`4.62.1`	indirect
PyPI	fqdn	`1.5.1`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2026.2.0`	indirect
PyPI	gdown	`5.2.1`	indirect
PyPI	geodeep	`0.9.12`	indirect
PyPI	geographiclib	`2.1`	indirect
PyPI	geojson	`3.2.0`	indirect
PyPI	geopandas	`—`	indirect
PyPI	geopandas	`1.1.3`	indirect
PyPI	geopy	`2.4.1`	indirect
PyPI	gitdb	`4.0.12`	indirect
PyPI	gitpython	`3.1.46`	indirect
PyPI	grpcio	`1.78.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	hf-xet	`1.4.2`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httptools	`0.7.1`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	huggingface-hub	`—`	indirect
PyPI	huggingface-hub	`1.7.1`	indirect
PyPI	humanfriendly	`10.0`	indirect
PyPI	hydra-core	`1.3.2`	indirect
PyPI	idna	`3.11`	indirect
PyPI	imageio	`2.37.3`	indirect
PyPI	importlib-metadata	`8.7.1`	indirect
PyPI	importlib-resources	`6.5.2`	indirect
PyPI	ipyevents	`2.0.4`	indirect
PyPI	ipyfilechooser	`0.6.0`	indirect
PyPI	ipykernel	`—`	indirect
PyPI	ipyleaflet	`0.20.0`	indirect
PyPI	ipython	`8.38.0`	indirect
PyPI	ipython-pygments-lexers	`1.1.1`	indirect
PyPI	ipytree	`0.2.2`	indirect
PyPI	ipyvue	`1.12.0`	indirect
PyPI	ipyvuetify	`1.11.3`	indirect
PyPI	ipywidgets	`8.1.8`	indirect
PyPI	isoduration	`20.11.0`	indirect
PyPI	isort	`—`	indirect
PyPI	itsdangerous	`2.2.0`	indirect
PyPI	jedi	`0.19.2`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.13.0`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joblib	`1.5.3`	indirect
PyPI	jsonargparse	`4.47.0`	indirect
PyPI	jsonnet	`0.21.0`	indirect
PyPI	jsonpointer	`3.0.0`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	jupyter-client	`8.8.0`	indirect
PyPI	jupyter-core	`5.9.1`	indirect
PyPI	jupyter-events	`0.12.0`	indirect
PyPI	jupyter-leaflet	`0.20.0`	indirect
PyPI	jupyter-server	`2.17.0`	indirect
PyPI	jupyter-server-proxy	`—`	indirect
PyPI	jupyter-server-proxy	`4.4.0`	indirect
PyPI	jupyter-server-terminals	`0.5.4`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	jupyterlab-widgets	`3.0.16`	indirect
PyPI	kiwisolver	`1.5.0`	indirect
PyPI	kornia	`0.8.2`	indirect
PyPI	kornia-rs	`0.1.10`	indirect
PyPI	lark	`1.3.1`	indirect
PyPI	laspy	`—`	indirect
PyPI	lazy-loader	`0.5`	indirect
PyPI	leafmap	`—`	indirect
PyPI	leafmap	`0.60.4`	indirect
PyPI	lightly	`1.5.22`	indirect
PyPI	lightly-train	`0.14.2`	indirect
PyPI	lightly-utils	`0.0.2`	indirect
PyPI	lightning	`2.6.1`	indirect
PyPI	lightning-utilities	`0.15.3`	indirect
PyPI	livereload	`—`	indirect
PyPI	localtileserver	`—`	indirect
PyPI	localtileserver	`0.11.0`	indirect
PyPI	mapclassify	`—`	indirect
PyPI	mapclassify	`2.8.1`	indirect
PyPI	maplibre	`—`	indirect
PyPI	maplibre	`0.3.6`	indirect
PyPI	markdown	`3.10.2`	indirect
PyPI	markdown-it-py	`4.0.0`	indirect
PyPI	markdownify	`1.2.2`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	matplotlib	`3.10.8`	indirect
PyPI	matplotlib-inline	`0.2.1`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mercantile	`1.2.1`	indirect
PyPI	mistune	`3.2.0`	indirect
PyPI	mkdocs	`—`	indirect
PyPI	mkdocs-git-revision-date-localized-plugin	`—`	indirect
PyPI	mkdocs-git-revision-date-plugin	`—`	indirect
PyPI	mkdocs-jupyter	`—`	indirect
PyPI	mkdocs-material	`—`	indirect
PyPI	mkdocs-pdf-export-plugin	`—`	indirect
PyPI	mkdocstrings	`—`	indirect
PyPI	mkdocstrings-crystal	`—`	indirect
PyPI	mkdocstrings-python	`—`	indirect
PyPI	ml-dtypes	`0.5.4`	indirect
PyPI	morecantile	`6.2.0`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	multiclean	`0.2.0`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	multiprocess	`0.70.19`	indirect
PyPI	murmurhash	`1.0.15`	indirect
PyPI	mystmd	`—`	indirect
PyPI	narwhals	`2.18.0`	indirect
PyPI	nbclient	`0.10.4`	indirect
PyPI	nbconvert	`—`	indirect
PyPI	nbconvert	`7.17.0`	indirect
PyPI	nbformat	`—`	indirect
PyPI	nbformat	`5.10.4`	indirect
PyPI	networkx	`3.4.2`	indirect
PyPI	numexpr	`2.14.1`	indirect
PyPI	numpy	`—`	indirect
PyPI	numpy	`2.2.6`	indirect
PyPI	nvidia-cublas-cu12	`12.8.4.1`	indirect
PyPI	nvidia-cuda-cupti-cu12	`12.8.90`	indirect
PyPI	nvidia-cuda-nvrtc-cu12	`12.8.93`	indirect
PyPI	nvidia-cuda-runtime-cu12	`12.8.90`	indirect
PyPI	nvidia-cudnn-cu12	`9.10.2.21`	indirect
PyPI	nvidia-cufft-cu12	`11.3.3.83`	indirect
PyPI	nvidia-cufile-cu12	`1.13.1.3`	indirect
PyPI	nvidia-curand-cu12	`10.3.9.90`	indirect
PyPI	nvidia-cusolver-cu12	`11.7.3.90`	indirect
PyPI	nvidia-cusparse-cu12	`12.5.8.93`	indirect
PyPI	nvidia-cusparselt-cu12	`0.7.1`	indirect
PyPI	nvidia-ml-py	`13.590.48`	indirect
PyPI	nvidia-nccl-cu12	`2.27.5`	indirect
PyPI	nvidia-nvjitlink-cu12	`12.8.93`	indirect
PyPI	nvidia-nvshmem-cu12	`3.4.5`	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	omnicloudmask	`1.7.1`	indirect
PyPI	omniwatermask	`0.4.3`	indirect
PyPI	onnx	`—`	indirect
PyPI	onnx	`1.21.0`	indirect
PyPI	onnxruntime	`1.23.2`	indirect
PyPI	onnxruntime-gpu	`1.23.2`	indirect
PyPI	openai	`1.109.1`	indirect
PyPI	opencv-python	`4.13.0.92`	indirect
PyPI	opencv-python-headless	`—`	indirect
PyPI	opencv-python-headless	`4.13.0.92`	indirect
PyPI	opensr-model	`1.0.8`	indirect
PyPI	opentelemetry-api	`1.40.0`	indirect
PyPI	opentelemetry-instrumentation	`0.61b0`	indirect
PyPI	opentelemetry-instrumentation-threading	`0.61b0`	indirect
PyPI	opentelemetry-sdk	`1.40.0`	indirect
PyPI	opentelemetry-semantic-conventions	`0.61b0`	indirect
PyPI	osmnx	`2.0.7`	indirect
PyPI	overrides	`7.7.0`	indirect
PyPI	overturemaps	`—`	indirect
PyPI	overturemaps	`0.19.0`	indirect
PyPI	packaging	`26.0`	indirect
PyPI	pandas	`2.3.3`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	parso	`0.8.6`	indirect
PyPI	peft	`0.18.1`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pillow	`12.2.0`	indirect
PyPI	pip	`—`	indirect
PyPI	planetary-computer	`—`	indirect
PyPI	planetary-computer	`1.0.0`	indirect
PyPI	platformdirs	`4.9.4`	indirect
PyPI	plotly	`6.6.0`	indirect
PyPI	plum-dispatch	`2.8.0`	indirect
PyPI	pre-commit	`—`	indirect
PyPI	preshed	`3.0.12`	indirect
PyPI	prettytable	`3.17.0`	indirect
PyPI	prometheus-client	`0.24.1`	indirect
PyPI	prompt-toolkit	`—`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	propcache	`0.4.1`	indirect
PyPI	protobuf	`6.33.5`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	psygnal	`0.15.1`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	pyarrow	`—`	indirect
PyPI	pyarrow	`23.0.1`	indirect
PyPI	pycocotools	`2.0.11`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic-core	`2.41.5`	indirect
PyPI	pydantic-settings	`2.13.1`	indirect
PyPI	pydeprecate	`0.5.0`	indirect
PyPI	pygments	`—`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pyjwt	`2.12.1`	indirect
PyPI	pymdown-extensions	`—`	indirect
PyPI	pyogrio	`0.12.1`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pyproj	`3.7.1`	indirect
PyPI	pyreadline3	`3.5.4`	indirect
PyPI	pysocks	`1.7.1`	indirect
PyPI	pystac	`1.14.3`	indirect
PyPI	pystac-client	`—`	indirect
PyPI	pystac-client	`0.9.0`	indirect
PyPI	python-box	`7.4.1`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-fasthtml	`0.12.50`	indirect
PyPI	python-json-logger	`4.0.0`	indirect
PyPI	python-multipart	`0.0.22`	indirect
PyPI	pytorch-lightning	`2.6.1`	indirect
PyPI	pytz	`2026.1.post1`	indirect
PyPI	pywin32	`311`	indirect
PyPI	pywinpty	`3.0.3`	indirect
PyPI	pyyaml	`6.0.3`	indirect
PyPI	pyzmq	`27.1.0`	indirect
PyPI	rasterio	`—`	indirect
PyPI	rasterio	`1.4.4`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.2.28`	indirect
PyPI	requests	`2.33.1`	indirect
PyPI	rfc3339-validator	`0.1.4`	indirect
PyPI	rfc3986-validator	`0.1.1`	indirect
PyPI	rfc3987-syntax	`1.1.0`	indirect
PyPI	rfdetr	`1.6.3`	indirect
PyPI	rich	`14.3.3`	indirect
PyPI	rio-cogeo	`6.0.0`	indirect
PyPI	rio-tiler	`7.9.3`	indirect
PyPI	rioxarray	`—`	indirect
PyPI	rioxarray	`0.19.0`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	rtree	`1.4.1`	indirect
PyPI	s3transfer	`0.16.0`	indirect
PyPI	safetensors	`—`	indirect
PyPI	safetensors	`0.7.0`	indirect
PyPI	scikit-image	`—`	indirect
PyPI	scikit-image	`0.25.2`	indirect
PyPI	scikit-learn	`—`	indirect
PyPI	scikit-learn	`1.7.2`	indirect
PyPI	scipy	`1.15.3`	indirect
PyPI	scooby	`0.11.0`	indirect
PyPI	segmentation-models-pytorch	`0.5.0`	indirect
PyPI	send2trash	`2.1.0`	indirect
PyPI	sentry-sdk	`2.55.0`	indirect
PyPI	server-thread	`0.3.0`	indirect
PyPI	setuptools	`—`	indirect
PyPI	setuptools	`82.0.1`	indirect
PyPI	setuptools-scm	`—`	indirect
PyPI	shapely	`2.1.2`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	simpervisor	`1.0.0`	indirect
PyPI	simsimd	`6.5.16`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	slack-bolt	`1.27.0`	indirect
PyPI	slack-sdk	`3.41.0`	indirect
PyPI	smart-open	`7.5.1`	indirect
PyPI	smmap	`5.0.3`	indirect
PyPI	smoothify	`—`	indirect
PyPI	smoothify	`0.2.1`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	soupsieve	`2.8.3`	indirect
PyPI	spacy	`3.8.11`	indirect
PyPI	spacy-legacy	`3.0.12`	indirect
PyPI	spacy-loggers	`1.0.5`	indirect
PyPI	sphinx	`—`	indirect
PyPI	srsly	`2.5.2`	indirect
PyPI	sse-starlette	`3.3.3`	indirect
PyPI	stack-data	`0.6.3`	indirect
PyPI	starlette	`0.52.1`	indirect
PyPI	strands-agents	`—`	indirect
PyPI	strands-agents	`1.30.0`	indirect
PyPI	strands-agents-tools	`0.2.22`	indirect
PyPI	stringzilla	`4.6.0`	indirect
PyPI	supervision	`0.27.0.post2`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tenacity	`9.1.4`	indirect
PyPI	tensorboard	`2.20.0`	indirect
PyPI	tensorboard-data-server	`0.7.2`	indirect
PyPI	tensorboardx	`2.6.4`	indirect
PyPI	terminado	`0.18.1`	indirect
PyPI	terratorch	`—`	indirect
PyPI	thinc	`8.3.10`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	tifffile	`2025.5.10`	indirect
PyPI	timm	`—`	indirect
PyPI	timm	`1.0.25`	indirect
PyPI	tinycss2	`1.4.0`	indirect
PyPI	tokenizers	`—`	indirect
PyPI	tokenizers	`0.22.2`	indirect
PyPI	torch	`—`	indirect
PyPI	torch	`2.10.0`	indirect
PyPI	torchange	`0.0.4`	indirect
PyPI	torchgeo	`—`	indirect
PyPI	torchgeo	`0.6.2`	indirect
PyPI	torchinfo	`—`	indirect
PyPI	torchinfo	`1.8.0`	indirect
PyPI	torchmetrics	`1.9.0`	indirect
PyPI	torchvision	`0.25.0`	indirect
PyPI	tornado	`6.5.5`	indirect
PyPI	tox	`—`	indirect
PyPI	tqdm	`—`	indirect
PyPI	tqdm	`4.67.3`	indirect
PyPI	traitlets	`5.14.3`	indirect
PyPI	traittypes	`0.2.3`	indirect
PyPI	transformers	`—`	indirect
PyPI	transformers	`5.3.0`	indirect
PyPI	triton	`3.6.0`	indirect
PyPI	twine	`—`	indirect
PyPI	typer	`0.24.1`	indirect
PyPI	typer-slim	`0.24.0`	indirect
PyPI	typeshed-client	`2.9.0`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2025.3`	indirect
PyPI	uri-template	`1.3.0`	indirect
PyPI	urllib3	`2.6.3`	indirect
PyPI	uvicorn	`0.42.0`	indirect
PyPI	uvloop	`0.22.1`	indirect
PyPI	wandb	`0.25.1`	indirect
PyPI	wasabi	`1.1.3`	indirect
PyPI	watchdog	`—`	indirect
PyPI	watchdog	`6.0.0`	indirect
PyPI	watchfiles	`1.1.1`	indirect
PyPI	wcwidth	`0.6.0`	indirect
PyPI	weasel	`0.4.3`	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	wheel	`—`	indirect
PyPI	whitebox	`2.3.6`	indirect
PyPI	whiteboxgui	`2.3.0`	indirect
PyPI	widgetsnbextension	`4.0.15`	indirect
PyPI	wrapt	`1.17.3`	indirect
PyPI	xarray	`2025.6.1`	indirect
PyPI	xxhash	`3.6.0`	indirect
PyPI	xyzservices	`2025.11.0`	indirect
PyPI	yarl	`1.23.0`	indirect
PyPI	zensical	`—`	indirect
PyPI	zipp	`3.23.0`	indirect

Dependency advisories 29

This repository publishes no package the index resolves, so its own dependency graph was assessed — 368 packages, which also include development and test pins that never ship: 29 carry known advisories, of which 1 are direct. 70 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

Package	Version	Relation	Severity	Advisories	Fixed in
anyio	`4.12.1`	indirect	critical	2	`4.14.2`
cryptography	`46.0.6`	indirect	critical	9	`50.0.0`
gitpython	`3.1.46`	indirect	critical	55	`3.1.60`
pillow	`12.2.0`	indirect	critical	26	`12.3.0`
mcp	`1.26.0`	direct	high	6	`1.28.1`
accelerate	`1.13.0`	indirect	high	2	—
aiohttp	`3.13.5`	indirect	high	28	`3.14.3`
click	`8.3.1`	indirect	high	1	`8.3.3`
gdown	`5.2.1`	indirect	high	2	`5.2.2`
hydra-core	`1.3.2`	indirect	high	2	`1.3.4`
jupyter-server	`2.17.0`	indirect	high	13	`2.21.0`
lightning	`2.6.1`	indirect	high	2	`2022.6.15`
mistune	`3.2.0`	indirect	high	32	`3.3.0`
pyjwt	`2.12.1`	indirect	high	9	`2.13.0`
python-multipart	`0.0.22`	indirect	high	12	`0.0.31`
soupsieve	`2.8.3`	indirect	high	6	`2.9.0`
starlette	`0.52.1`	indirect	high	10	`1.3.1`
torch	`2.10.0`	indirect	high	2	`2.13.0`
tornado	`6.5.5`	indirect	high	11	`6.5.8`
transformers	`5.3.0`	indirect	high	3	`5.10.0`
urllib3	`2.6.3`	indirect	high	4	`2.7.0`
bleach	`6.3.0`	indirect	moderate	3	`6.4.0`
idna	`3.11`	indirect	moderate	2	`3.15`
nbconvert	`7.17.0`	indirect	moderate	4	`7.17.1`
onnx	`1.21.0`	indirect	moderate	4	`1.22.0`
pydantic-settings	`2.13.1`	indirect	moderate	1	`2.14.2`
setuptools	`82.0.1`	indirect	moderate	2	`83.0.0`
datasets	`4.8.2`	indirect	unknown	1	`5.0.1`
pytorch-lightning	`2.6.1`	indirect	unknown	1	`2.6.6`

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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