Public record
Software health reportschema 0.12.0 · metrics 2.10.0 · 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 ↗

giswqs/geospatial holds a health index of 81 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (100/100) and lowest on AI Readiness (45/100). It was last updated today. A single contributor accounts for most of its recent work.

81
overall / 100
Excellent

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.

81
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)
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.

The weighted overall 69 is calibrated to 81 on the published index scale (record calibration 2026-08-02).

Ownership

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?

69Good · 21% of overall
How it's scored
36/36Push recencylast push 0 days ago
4.2/36Commit cadence6/52 weeks with commits
12.2/18Commit volume22 commits in the last year
1/10OpenSSF Scorecard: Maintained2 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
How it's scored
27/27Ships releases36 releases published
36/36Release recencylatest release 10 days ago
19.8/27Release cadencea release every ~77.1 days
0/10OpenSSF Scorecard: Signed-Releasesno 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?

66Good · 17% of overall
How it's scored
42.6/60Stars426 stars
13.6/25Forks44 forks
6.2/15Watchers14 watchers
Inputs used
forks44
stars426
watchers14
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateno

Sustainability & Governance

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

64Moderate · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
5.5/22.5Commit distributiontop contributor authored 76% of commits
6.8/13.5Contributor breadth5 contributors
10/10OpenSSF Scorecard: Contributorsproject has 5 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled5
top_contributor_share0.755
How it's scored
42/42Issue resolution100% of issues closed
20.5/30PR acceptance86/126 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
1.5/15OpenSSF Scorecard: Code-ReviewFound 1/10 approved changesets -- score normalized to 1
Inputs used
merged_prs86
open_issues0
closed_issues20
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio1
closed_unmerged_prs40
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backingorganization-owned
0/20Verified domainverified-domain status not read for this organization
25/25Owner reach3,826 followers of opengeos
19.6/25Track record166 public repos, account ~3 yr old
Inputs used
followers3,826
owner_typeOrganization
is_verified
owner_loginopengeos
public_repos166
account_age_days1,200
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

100Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows8 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests25 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

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://geospatial.gishub.org
10/10Repository description
10/10Topics11 topics
10/10Wiki
Inputs used
topicspython, geospatial, gis, remote-sensing, image-processing, jupyter, xarray, geemap, leafmap, geopandas, rasterio
has_wikiyes
homepagehttps://geospatial.gishub.org
docs_sitehttps://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?

46Weak · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
0/7.5Branch-Protectionbranch protection not enabled on development/release branches
2.5/2.5CI-Tests25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-ReviewFound 1/10 approved changesets -- score normalized to 1
2.5/2.5Contributorsproject has 5 contributing companies or organizations
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
0.8/7.5Maintained2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
5/5Packagingpackaging workflow detected
0/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0/5SASTSAST tool is not run on all commits -- score normalized to 0
0/5Security-Policysecurity policy file not detected
0/7.5Signed-Releasesno data
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities2 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? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

45Weak · 4% of overall
How it's scored
0/45Agent instructionsno CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit historyno data
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
0/11Static type checking
10/10Reproducible environmentDockerfile, lockfile
0/10Demonstrated agent practiceno data
5/8Automated maintenancedependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependenciesdependency 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.
How it's scored
0/45Type-checkable codeDockerfile without a type-check config
55/55Manageable file sizes0/4 source files over 60KB
Inputs used
primary_languageDockerfile
largest_source_bytes401
source_files_sampled4
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)not applicable to this kind of software
0/20MCP servernot applicable to this kind of software
40/40Runnable examplesexamples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalno
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

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.

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PyPIpystac-ext-eo1.1.0indirect
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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
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PyPIpystac-ext-xarray-assets1.0.0indirect
PyPIpython-box7.4.1indirect
PyPIpython-cmr0.13.0indirect
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PyPIpython-fasthtml0.14.4indirect
PyPIpython-json-logger4.1.0indirect
PyPIpython-multipart0.0.32indirect
PyPIpytz2026.2indirect
PyPIpyviz-comms3.0.6indirect
PyPIpywinpty3.0.5indirect
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PyPIrequests2.34.2indirect
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PyPIrfc3986-validator0.1.1indirect
PyPIrfc3987-syntax1.1.0indirect
PyPIrich15.0.0indirect
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PyPIs2cloudlessindirect
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PyPIs3fs2026.6.0indirect
PyPIs3transfer0.17.1indirect
PyPIsafetensors0.8.0indirect
PyPIsarkit1.10.0indirect
PyPIsarkit1.8.1indirect
PyPIsarpyindirect
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PyPIsatpyindirect
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PyPIscikit-learn1.9.0indirect
PyPIscipy1.17.1indirect
PyPIscipy1.18.0indirect
PyPIscooby0.11.2indirect
PyPIseaborn0.13.2indirect
PyPIsegregation2.5.4indirect
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PyPIsemver3.0.4indirect
PyPIsend2trash2.1.0indirect
PyPIsentinelhub3.11.5indirect
PyPIsentinelsatindirect
PyPIsentinelsat1.2.1indirect
PyPIsentry-sdk2.64.0indirect
PyPIsertit1.54.2indirect
PyPIserver-thread0.3.0indirect
PyPIsetuptools83.0.0indirect
PyPIshapelyindirect
PyPIshapely2.1.2indirect
PyPIshellingham1.5.4indirect
PyPIsimpervisor1.0.0indirect
PyPIsimplejson4.1.1indirect
PyPIsimplekmlindirect
PyPIsimplekml1.3.6indirect
PyPIsix1.17.0indirect
PyPIslideruleindirect
PyPIsliderule5.4.3indirect
PyPIsmart-open8.0.0indirect
PyPIsmmap5.0.3indirect
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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
PyPIsphinxindirect
PyPIspint1.0.7indirect
PyPIspint1.1.0indirect
PyPIsplot1.1.7indirect
PyPIspopt0.7.0indirect
PyPIspreg1.9.0indirect
PyPIspyndexindirect
PyPIspyndex0.11.0indirect
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PyPIsqlalchemy2.0.51indirect
PyPIsqlglot30.12.0indirect
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PyPItermcolor3.3.0indirect
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PyPItomli-w1.2.0indirect
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PyPItraittypes0.2.3indirect
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Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.12.0 — full methodology · metrics wiki.

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