Public record
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-17 21:50 UTC

giswqs / geospatial

A Python package for installing commonly used packages for geospatial analysis and data visualization with only one command.

Dockerfile · PythonMIT★ 426 stars⑂ 44 forkssince May 2020View on GitHub ↗
#python#geospatial#gis#remote-sensing#image-processing#jupyter#xarray#geemap#leafmap#geopandas#rasterio

giswqs/geospatial holds a health index of 68 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (100/100) and lowest on AI Readiness (36/100). It was last updated today. A single contributor accounts for most of its recent work.

68
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

68
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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.

Ownership

Open Geospatial SolutionsOrganization
3,826 followers166 public repossince Apr 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIgeospatialpoints to another repo — not scored0.12.02,2133710 days agogeospatial

Metrics by category

Vitality

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

69Moderate · 22% of overall

Development activity

53Moderate
How it's scored
36/36Push recency — last push 0 days ago
4.2/36Commit cadence — 6/52 weeks with commits
12.2/18Commit volume — 22 commits in the last year
1/10OpenSSF Scorecard: Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
Inputs used
commits_last_year22
human_commit_share—
days_since_last_push0
active_weeks_last_year6

Release discipline

92Excellent
How it's scored
27/27Ships releases — 36 releases published
36/36Release recency — latest release 10 days ago
19.8/27Release cadence — a release every ~77.1 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count36
latest_release_tagv0.12.0
releases_from_tagsno
days_since_latest_release10
mean_days_between_releases77.1
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?

66Moderate · 18% of overall

Popularity & adoption

62Moderate
How it's scored
42.6/60Stars — 426 stars
13.6/25Forks — 44 forks
6.2/15Watchers — 14 watchers
Inputs used
forks44
stars426
watchers14
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

70Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

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

58Moderate · 24% of overall

Maintainer resilience (bus factor)

31At risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
5.5/22.5Commit distribution — top contributor authored 76% of commits
6.8/13.5Contributor breadth — 5 contributors
10/10OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled5
top_contributor_share0.755

Issue & PR responsiveness

74Good
How it's scored
46.8/46.8Issue resolution — 100% of issues closed
26.1/38.3PR acceptance — 86/126 decided PRs merged
1.5/15OpenSSF Scorecard: Code-Review — Found 1/10 approved changesets -- score normalized to 1
Inputs used
merged_prs86
open_issues0
closed_issues20
issue_closed_ratio1
closed_unmerged_prs40

Ownership & stewardship

75Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 3,826 followers of opengeos
19.6/25Track record — 166 public repos, account ~3 yr old
Inputs used
followers3,826
owner_typeOrganization
is_verified—
owner_loginopengeos
public_repos166
account_age_days1,200

Engineering Quality

Are baseline engineering and documentation practices in place?

100Excellent · 20% of overall

Engineering practices

100Excellent
How it's scored
24/24CI workflows — 8 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://geospatial.gishub.org
10/10Repository description
10/10Topics — 11 topics
10/10Wiki
Inputs used
topicspython, geospatial, gis, remote-sensing, image-processing, jupyter, xarray, geemap, leafmap, geopandas, rasterio
has_wikiyes
homepagehttps://geospatial.gishub.org
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

46At risk · 16% of overall

Security posture

46At risk
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 1/10 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 5 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0.8/7.5Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.6
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

36At risk · 0% of overall

Agent context & guidance

1Critical
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share—
agent_instruction_files—
agent_instruction_max_bytes—
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

53Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
0/11Static type checking
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

Code legibility for models

55Moderate
How it's scored
0/45Type-checkable code — Dockerfile without a type-check config
55/55Manageable file sizes — 0/4 source files over 60KB
Inputs used
primary_languageDockerfile
largest_source_bytes401
source_files_sampled4
oversized_source_files0

Machine-readable interfaces

40At risk
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files—

Key facts

426GitHub stars
5contributors
22commits, last 12 months
0days since last push
36releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • pypi package 'geospatial' points at a different repository (https://github.com/opengeos/geospatial); excluded from ecosystem scoring

More detail

OpenSSF Scorecard 4.6 / 10
4.6aggregate

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 · 2026-07-17 21:49 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 1/10 approved changesets -- score normalized to 1
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
1Maintained2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
All dependencies 649

Full resolved dependency set from the GitHub dependency graph: 0 direct and 649 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPInvidia-cufft-cu1211.3.3.83indirect
PyPInvidia-cufile-cu121.13.1.3indirect
PyPInvidia-curand-cu1210.3.9.90indirect
PyPInvidia-cusolver-cu1211.7.3.90indirect
PyPInvidia-cusparse-cu1212.5.8.93indirect
PyPInvidia-cusparselt-cu120.7.1indirect
PyPInvidia-nccl-cu122.27.5indirect
PyPInvidia-nvjitlink-cu1212.8.93indirect
PyPInvidia-nvshmem-cu123.4.5indirect
PyPInvidia-nvtx-cu1212.8.90indirect
PyPIoauthlib3.3.1indirect
PyPIodc-geo0.5.2indirect
PyPIodc-loader0.6.4indirect
PyPIodc-stac—indirect
PyPIodc-stac0.5.2indirect
PyPIopencv-python-headless5.0.0.93indirect
PyPIopenpyxl3.1.5indirect
PyPIorjson3.11.9indirect
PyPIosmnx—indirect
PyPIosmnx2.1.0indirect
PyPIoverrides7.7.0indirect
PyPIoverturemaps—indirect
PyPIoverturemaps1.0.1indirect
PyPIowslib—indirect
PyPIowslib0.35.0indirect
PyPIowslib0.36.0indirect
PyPIpackaging26.2indirect
PyPIpalettable—indirect
PyPIpalettable3.3.3indirect
PyPIpandas2.3.3indirect
PyPIpandocfilters1.5.1indirect
PyPIpanel—indirect
PyPIpanel1.9.3indirect
PyPIpanel-material-ui0.13.0indirect
PyPIparam2.4.1indirect
PyPIparso0.8.7indirect
PyPIpartd1.4.2indirect
PyPIpathlib-abc0.5.2indirect
PyPIpatsy1.0.2indirect
PyPIpexpect4.9.0indirect
PyPIpillow12.3.0indirect
PyPIpip—indirect
PyPIplanetary-computer—indirect
PyPIplanetary-computer1.0.0indirect
PyPIplatformdirs4.10.0indirect
PyPIploomber-core0.2.27indirect
PyPIplotly—indirect
PyPIplotly6.8.0indirect
PyPIplum-dispatch2.9.0indirect
PyPIpmtiles3.7.0indirect
PyPIpointpats2.5.5indirect
PyPIpointpats2.6.0indirect
PyPIpooch1.9.0indirect
PyPIposthog7.22.0indirect
PyPIpqdm0.2.0indirect
PyPIpreshed3.0.13indirect
PyPIprettytable3.18.0indirect
PyPIprometheus-client0.25.0indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.5.2indirect
PyPIproto-plus1.28.0indirect
PyPIprotobuf7.35.1indirect
PyPIpsutil7.2.2indirect
PyPIpsygnal0.15.1indirect
PyPIptyprocess0.7.0indirect
PyPIpulp3.3.2indirect
PyPIpure-eval0.2.3indirect
PyPIpyarrow24.0.0indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpyct0.6.0indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.4indirect
PyPIpyfiglet1.0.4indirect
PyPIpygis—indirect
PyPIpygis0.10.2indirect
PyPIpygments2.20.0indirect
PyPIpykdtree1.4.3indirect
PyPIpymdown-extensions11.0.1indirect
PyPIpyntcloud—indirect
PyPIpyntcloud0.3.1indirect
PyPIpyogrio—indirect
PyPIpyogrio0.13.0indirect
PyPIpyorbital1.12.1indirect
PyPIpyparsing3.3.2indirect
PyPIpyperclip1.11.0indirect
PyPIpyproj—indirect
PyPIpyproj3.7.2indirect
PyPIpyresample—indirect
PyPIpyresample1.35.0indirect
PyPIpysal—indirect
PyPIpysal26.1indirect
PyPIpyshp—indirect
PyPIpyshp3.1.4indirect
PyPIpysocks1.7.1indirect
PyPIpystac1.15.1indirect
PyPIpystac-client—indirect
PyPIpystac-client0.9.0indirect
PyPIpystac-core1.15.1indirect
PyPIpystac-ext-classification2.0.0indirect
PyPIpystac-ext-datacube2.2.0indirect
PyPIpystac-ext-eo1.1.0indirect
PyPIpystac-ext-file2.1.0indirect
PyPIpystac-ext-grid1.1.0indirect
PyPIpystac-ext-item-assets1.0.0indirect
PyPIpystac-ext-label1.0.1indirect
PyPIpystac-ext-mgrs1.0.0indirect
PyPIpystac-ext-mlm1.4.0indirect
PyPIpystac-ext-pointcloud1.0.0indirect
PyPIpystac-ext-projection2.0.0indirect
PyPIpystac-ext-raster1.1.0indirect
PyPIpystac-ext-render2.0.0indirect
PyPIpystac-ext-sar1.0.0indirect
PyPIpystac-ext-sat1.0.0indirect
PyPIpystac-ext-scientific1.0.0indirect
PyPIpystac-ext-storage2.0.0indirect
PyPIpystac-ext-table1.2.0indirect
PyPIpystac-ext-timestamps1.1.0indirect
PyPIpystac-ext-version1.2.0indirect
PyPIpystac-ext-view1.0.0indirect
PyPIpystac-ext-xarray-assets1.0.0indirect
PyPIpython-box7.4.1indirect
PyPIpython-cmr0.13.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-fasthtml0.14.4indirect
PyPIpython-json-logger4.1.0indirect
PyPIpython-multipart0.0.32indirect
PyPIpytz2026.2indirect
PyPIpyviz-comms3.0.6indirect
PyPIpywinpty3.0.5indirect
PyPIpyyaml6.0.3indirect
PyPIpyzmq27.1.0indirect
PyPIquantecon0.11.2indirect
PyPIradiant-mlhub0.4.1indirect
PyPIrasterio—indirect
PyPIrasterio1.4.4indirect
PyPIrasterio1.5.0indirect
PyPIrasterstats—indirect
PyPIrasterstats0.21.0indirect
PyPIratelim0.1.6indirect
PyPIreacton1.10.1indirect
PyPIreferencing0.37.0indirect
PyPIrequests2.34.2indirect
PyPIrequests-futures1.0.2indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrfc3987-syntax1.1.0indirect
PyPIrich15.0.0indirect
PyPIrich-click1.9.8indirect
PyPIrio-cogeo—indirect
PyPIrio-cogeo7.0.2indirect
PyPIrio-tiler9.4.0indirect
PyPIrioxarray—indirect
PyPIrioxarray0.19.0indirect
PyPIrioxarray0.22.0indirect
PyPIrpds-py2026.6.3indirect
PyPIrtree1.4.1indirect
PyPIs2cloudless—indirect
PyPIs2cloudless1.7.3indirect
PyPIs3fs2026.6.0indirect
PyPIs3transfer0.17.1indirect
PyPIsafetensors0.8.0indirect
PyPIsarkit1.10.0indirect
PyPIsarkit1.8.1indirect
PyPIsarpy—indirect
PyPIsarpy2.0.1indirect
PyPIsatpy—indirect
PyPIsatpy0.60.0indirect
PyPIscikit-image0.26.0indirect
PyPIscikit-learn1.9.0indirect
PyPIscipy1.17.1indirect
PyPIscipy1.18.0indirect
PyPIscooby0.11.2indirect
PyPIseaborn0.13.2indirect
PyPIsegregation2.5.4indirect
PyPIsegregation2.5.5indirect
PyPIsemver3.0.4indirect
PyPIsend2trash2.1.0indirect
PyPIsentinelhub3.11.5indirect
PyPIsentinelsat—indirect
PyPIsentinelsat1.2.1indirect
PyPIsentry-sdk2.64.0indirect
PyPIsertit1.54.2indirect
PyPIserver-thread0.3.0indirect
PyPIsetuptools83.0.0indirect
PyPIshapely—indirect
PyPIshapely2.1.2indirect
PyPIshellingham1.5.4indirect
PyPIsimpervisor1.0.0indirect
PyPIsimplejson4.1.1indirect
PyPIsimplekml—indirect
PyPIsimplekml1.3.6indirect
PyPIsix1.17.0indirect
PyPIsliderule—indirect
PyPIsliderule5.4.3indirect
PyPIsmart-open8.0.0indirect
PyPIsmmap5.0.3indirect
PyPIsolara—indirect
PyPIsolara1.60.0indirect
PyPIsolara-server1.60.0indirect
PyPIsolara-ui1.60.0indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.8.4indirect
PyPIspacy3.8.14indirect
PyPIspacy-legacy3.0.12indirect
PyPIspacy-loggers1.0.5indirect
PyPIspaghetti1.7.6indirect
PyPIspglm1.1.0indirect
PyPIsphinx—indirect
PyPIspint1.0.7indirect
PyPIspint1.1.0indirect
PyPIsplot1.1.7indirect
PyPIspopt0.7.0indirect
PyPIspreg1.9.0indirect
PyPIspyndex—indirect
PyPIspyndex0.11.0indirect
PyPIsqlalchemy—indirect
PyPIsqlalchemy2.0.51indirect
PyPIsqlglot30.12.0indirect
PyPIsqlparse0.5.5indirect
PyPIsrsly2.5.3indirect
PyPIstack-data0.6.3indirect
PyPIstackstac—indirect
PyPIstackstac0.5.1indirect
PyPIstarlette1.3.1indirect
PyPIstatsmodels0.14.6indirect
PyPIsympy1.14.0indirect
PyPItblib3.2.2indirect
PyPItenacity9.1.4indirect
PyPItermcolor3.3.0indirect
PyPIterminado0.18.1indirect
PyPIthinc8.3.13indirect
PyPIthreadpoolctl3.6.0indirect
PyPItifffile2026.3.3indirect
PyPItifffile2026.6.1indirect
PyPItinycss21.5.1indirect
PyPItinynetrc1.3.1indirect
PyPItobler0.13.0indirect
PyPItobler0.14.0indirect
PyPItomli2.4.1indirect
PyPItomli-w1.2.0indirect
PyPItoolz1.1.0indirect
PyPItorch2.10.0indirect
PyPItorchvision0.25.0indirect
PyPItornado6.5.7indirect
PyPItox—indirect
PyPItqdm4.68.3indirect
PyPItraitlets5.15.1indirect
PyPItraittypes0.2.3indirect
PyPItriton3.6.0indirect
PyPItrollimage1.28.0indirect
PyPItrollsift1.0.1indirect
PyPItruststore0.10.4indirect
PyPItwine—indirect
PyPItyper0.26.8indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspect0.9.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIuc-micro-py2.0.0indirect
PyPIuniversal-pathlib0.3.10indirect
PyPIuri-template1.3.0indirect
PyPIuritemplate4.2.0indirect
PyPIurllib32.7.0indirect
PyPIusgs—indirect
PyPIusgs0.3.7indirect
PyPIutm0.8.1indirect
PyPIuvicorn0.50.2indirect
PyPIuvloop0.22.1indirect
PyPIvalidators0.35.0indirect
PyPIvoila—indirect
PyPIvoila0.5.12indirect
PyPIvoila-topbar0.1.1indirect
PyPIwandb0.28.0indirect
PyPIwasabi1.1.3indirect
PyPIwasmtime46.0.1indirect
PyPIwatchdog—indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.2indirect
PyPIweasel1.0.0indirect
PyPIwebcolors25.10.0indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets16.0indirect
PyPIwerkzeug3.1.8indirect
PyPIwheel—indirect
PyPIwhitebox—indirect
PyPIwhitebox2.3.6indirect
PyPIwhiteboxgui—indirect
PyPIwhiteboxgui2.3.0indirect
PyPIwidgetsnbextension4.0.15indirect
PyPIwirerope1.0.0indirect
PyPIwrapt2.2.2indirect
PyPIwxee—indirect
PyPIwxee0.5.0indirect
PyPIxarray—indirect
PyPIxarray2026.4.0indirect
PyPIxarray-spatial—indirect
PyPIxarray-spatial0.10.15indirect
PyPIxarray-spatial0.5.3indirect
PyPIxcube0.0.9indirect
PyPIxdem0.2.3indirect
PyPIxee—indirect
PyPIxee0.1.1indirect
PyPIxyzservices—indirect
PyPIxyzservices2026.3.0indirect
PyPIyarl1.24.2indirect
PyPIzarr2.12.0indirect
PyPIzict3.0.0indirect
PyPIzipp4.1.0indirect
PyPIzstandard0.25.0indirect
Raw JSON report machine-readable
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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          {
            "name": "Dependency-Update-Tool",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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            "name": "Fuzzing",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 46,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/10 approved changesets -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 4
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 36,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Dockerfile",
              "largest_source_bytes": 401,
              "source_files_sampled": 4,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Dockerfile without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Dockerfile"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/4 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 4,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "pypi package 'geospatial' points at a different repository (https://github.com/opengeos/geospatial); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-17T21:50:11.551459Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/giswqs/geospatial.svg",
  "full_name": "giswqs/geospatial",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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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 v1.13.0, schema v0.12.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.