Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-26 17:35 UTC

pytroll / trollimage

Imaging package for pytroll

PythonApache-2.0★ 10 stars⑂ 18 forkssince Nov 2013View on GitHub ↗

pytroll/trollimage holds a health index of 71 out of 100, placing it in the Good band. It scores highest on Engineering Quality (96/100) and lowest on AI Readiness (51/100). It was last updated 24 days ago. A single contributor accounts for most of its recent work.

71
overall / 100
Good

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.

71
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

PytrollOrganization
166 followers57 public repossince Jun 2015

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPItrollimage1.28.088,19853172 days ago

Metrics by category

Vitality

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

72Good · 22% of overall
How it's scored
28.8/36Push recency — last push 24 days ago
11.8/36Commit cadence — 17/52 weeks with commits
16.2/18Commit volume — 62 commits in the last year
9/10OpenSSF Scorecard: Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
Inputs used
commits_last_year62
human_commit_share0.65
days_since_last_push24
active_weeks_last_year17
How it's scored
27/27Ships releases — 29 releases published
27/36Release recency — latest release 172 days ago
19.8/27Release cadence — a release every ~89.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count29
latest_release_tagv1.28.0
releases_from_tagsno
days_since_latest_release172
mean_days_between_releases89.2
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?

52Moderate · 18% of overall
How it's scored
15.5/60Stars — 10 stars
10.3/25Forks — 18 forks
3.3/15Watchers — 5 watchers
Inputs used
forks18
stars10
watchers5
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateyes
How it's scored
65.9/80Monthly downloads — 88,198 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagestrollimage
dependents
ecosystemspypi
total_downloads
monthly_downloads88,198
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?

69Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
10.5/22.5Commit distribution — top contributor authored 53% of commits
13.5/13.5Contributor breadth — 15 contributors
10/10OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled15
top_contributor_share0.534
How it's scored
34.4/46.8Issue resolution — 74% of issues closed
37.3/38.3PR acceptance — 191/196 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/2 approved changesets -- score normalized to 0
Inputs used
merged_prs191
open_issues9
closed_issues25
issue_closed_ratio0.735
closed_unmerged_prs5
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
16/25Owner reach — 166 followers of pytroll
24.8/25Track record — 57 public repos, account ~11 yr old
Inputs used
followers166
owner_typeOrganization
is_verified
owner_loginpytroll
public_repos57
account_age_days4,051
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 172 days ago
20/20Version history — 53 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagestrollimage
ecosystemspypi
any_deprecatedno
min_days_since_publish172

Engineering Quality

Are baseline engineering and documentation practices in place?

96Excellent · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 17 out of 17 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — http://trollimage.readthedocs.org/
10/10Repository description
10/10Topics — 4 topics
10/10Wiki
Inputs used
topicshacktoberfest, python, image, colormap
has_wikiyes
homepagehttp://trollimage.readthedocs.org/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

62Moderate · 16% of overall
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 — 17 out of 17 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
0/7.5Code-Review — Found 0/2 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 10 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
6.8/7.5Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.3
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages2
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:trollimage@1.28.0 runtime dependency closure — what installing the published package pulls in — 2 packages. Reachability is not analyzed.

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.

51Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
20.5/40Legible commit history — 25 of 65 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.385
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrap — doc/Makefile
22/22Automated tests
11/11Lint / format config
11/11Static type checking — trollimage/py.typed
0/10Reproducible environment
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 35 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_filesdoc/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configstrollimage/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.35
How it's scored
27/45Type-checkable code — Python with type-check config (trollimage/py.typed)
46.3/55Manageable file sizes — 3/19 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes100,538
source_files_sampled19
oversized_source_files3
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files

Key facts

10GitHub stars
15contributors
62commits, last 12 months
24days since last push
29releases
1bus factor
9open issues
PyPIpackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 18 ⇿
0Stars
18Forks
28Releases

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.

0481216201812015-122020-112025-10
Major 0Minor 18Patch 10

Each point covers 10 days.

OpenSSF Scorecard 5.3 / 10
5.3aggregate

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 · 2026-07-26 17:35 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests17 out of 17 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/2 approved changesets -- score normalized to 0
10Contributorsproject has 10 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
9Maintained11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
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
10Vulnerabilities0 existing vulnerabilities detected
All dependencies 11

Full resolved dependency set from the GitHub dependency graph: 0 direct and 11 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIdaskindirect
PyPIdocutilsindirect
PyPInumpyindirect
PyPIpillowindirect
PyPIpytestindirect
PyPIrasterioindirect
PyPIsetuptoolsindirect
PyPIsphinxindirect
PyPIsphinx-rtd-themeindirect
PyPIsphinxcontrib-apidocindirect
PyPIxarrayindirect
Dependency advisories 0

Installing pypi:trollimage@1.28.0 pulls in 2 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.

Raw JSON report machine-readable
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          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.13.0 to 1.14.0.\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.13.0...v1.14.0)\n\n---\nupdated-dependencies:\n- dep\n[…]\n-name: pypa/gh-action-pypi-publish\n  dependency-version: 1.14.0\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.13.0 to 1.14.0",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-01T21:19:09Z",
          "body_truncated": true,
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        {
          "oid": "557b5bc30117ee9c9108696c3cc37610c7fa9865",
          "body": "Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 3.4.0 to 3.4.1.\n- [Release notes](https://github.com/pypa/cibuildwheel/releases)\n- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)\n- [Commits](https://github.com/pypa/cibuildwheel/compare/v3.4.0...v3.4\n[…]\n dependency-name: pypa/cibuildwheel\n  dependency-version: 3.4.1\n  dependency-type: direct:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump pypa/cibuildwheel from 3.4.0 to 3.4.1",
          "author_name": "dependabot[bot]",
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        {
          "oid": "52ff625dbb807dd447cc988be3b5695a3b03eb16",
          "body": "Bumps [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) from 3 to 4.\n- [Release notes](https://github.com/conda-incubator/setup-miniconda/releases)\n- [Changelog](https://github.com/conda-incubator/setup-miniconda/blob/main/CHANGELOG.md)\n- [Commits](https://github.\n[…]\nname: conda-incubator/setup-miniconda\n  dependency-version: '4'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump conda-incubator/setup-miniconda from 3 to 4",
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        {
          "oid": "3e2c360918659e3c3284517766faa2aafa052a49",
          "body": "…ibuildwheel-3.4.0\n\nBump pypa/cibuildwheel from 3.3.1 to 3.4.0",
          "is_bot": false,
          "headline": "Merge pull request #224 from pytroll/dependabot/github_actions/pypa/c…",
          "author_name": "Panu Lahtinen",
          "author_login": "pnuu",
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        {
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          "body": "…v/codecov-action-6\n\nBump codecov/codecov-action from 5 to 6",
          "is_bot": false,
          "headline": "Merge pull request #225 from pytroll/dependabot/github_actions/codeco…",
          "author_name": "Panu Lahtinen",
          "author_login": "pnuu",
          "committed_at": "2026-04-02T05:32:34Z",
          "body_truncated": false,
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        },
        {
          "oid": "f80fd65ff8f9a33cc4d1d86033825e2070f4d2ae",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5 to 6.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\npendency-name: codecov/codecov-action\n  dependency-version: '6'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 5 to 6",
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          "body_truncated": true,
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        {
          "oid": "516ce310350d39f3aa2565c76b477436b6fca01a",
          "body": "Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 3.3.1 to 3.4.0.\n- [Release notes](https://github.com/pypa/cibuildwheel/releases)\n- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)\n- [Commits](https://github.com/pypa/cibuildwheel/compare/v3.3.1...v3.4\n[…]\n dependency-name: pypa/cibuildwheel\n  dependency-version: 3.4.0\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump pypa/cibuildwheel from 3.3.1 to 3.4.0",
          "author_name": "dependabot[bot]",
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          "body_truncated": true,
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          "body": null,
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        {
          "oid": "ef2b2f17464d361cf29fd0241de428d732321724",
          "body": "…s/download-artifact-8\n\nBump actions/download-artifact from 7 to 8",
          "is_bot": false,
          "headline": "Merge pull request #222 from pytroll/dependabot/github_actions/action…",
          "author_name": "Panu Lahtinen",
          "author_login": "pnuu",
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        {
          "oid": "e6cbc6218d4d612ab90aff10c732b8d1d5aafb52",
          "body": "…s/upload-artifact-7\n\nBump actions/upload-artifact from 6 to 7",
          "is_bot": false,
          "headline": "Merge pull request #221 from pytroll/dependabot/github_actions/action…",
          "author_name": "Panu Lahtinen",
          "author_login": "pnuu",
          "committed_at": "2026-03-01T18:17:58Z",
          "body_truncated": false,
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        },
        {
          "oid": "b87347d8eca7e50b7c604977b0ddbb929f5d5c82",
          "body": "Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 7 to 8.\n- [Release notes](https://github.com/actions/download-artifact/releases)\n- [Commits](https://github.com/actions/download-artifact/compare/v7...v8)\n\n---\nupdated-dependencies:\n- dependency-name: actions/download-artifact\n  dependency-version: '8'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 7 to 8",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-01T17:52:26Z",
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        },
        {
          "oid": "434f19bf73d5300ee26041c2202ffe2604d7d625",
          "body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 6 to 7.\n- [Release notes](https://github.com/actions/upload-artifact/releases)\n- [Commits](https://github.com/actions/upload-artifact/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/upload-artifact\n  dependency-version: '7'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-artifact from 6 to 7",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-01T17:52:22Z",
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          "oid": "f66a0a1157c5e020e7e67b9ed0289ab53dde1720",
          "body": null,
          "is_bot": false,
          "headline": "Update release notes for 1.28.0",
          "author_name": "David Hoese",
          "author_login": "djhoese",
          "committed_at": "2026-02-04T15:16:16Z",
          "body_truncated": false,
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        },
        {
          "oid": "1ded0c969e0913d713ccd6517bde313f498e7989",
          "body": null,
          "is_bot": false,
          "headline": "Update tolerance in gamma test assertion",
          "author_name": "David Hoese",
          "author_login": "djhoese",
          "committed_at": "2026-02-02T15:49:53Z",
          "body_truncated": false,
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        },
        {
          "oid": "cef472643d5f0a926f4cf53e512bfe1192e0df18",
          "body": "Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 3.3.0 to 3.3.1.\n- [Release notes](https://github.com/pypa/cibuildwheel/releases)\n- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)\n- [Commits](https://github.com/pypa/cibuildwheel/compare/v3.3.0...v3.3\n[…]\n dependency-name: pypa/cibuildwheel\n  dependency-version: 3.3.1\n  dependency-type: direct:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump pypa/cibuildwheel from 3.3.0 to 3.3.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-02-02T15:49:53Z",
          "body_truncated": true,
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        },
        {
          "oid": "1ee11a804e9fa070fa24c409978a49bccc5be234",
          "body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 5 to 6.\n- [Release notes](https://github.com/actions/upload-artifact/releases)\n- [Commits](https://github.com/actions/upload-artifact/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/upload-artifact\n  dependency-version: '6'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-artifact from 5 to 6",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-05T16:20:57Z",
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        {
          "oid": "7ee4dd4ef4e1202343c79611062a0da68a7a71ea",
          "body": null,
          "is_bot": false,
          "headline": "Bump macos intel runner to macos-15-intel",
          "author_name": "David Hoese",
          "author_login": "djhoese",
          "committed_at": "2026-01-05T16:20:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "552907280f57e9602bc94cca12ff22fb89727686",
          "body": "Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 6 to 7.\n- [Release notes](https://github.com/actions/download-artifact/releases)\n- [Commits](https://github.com/actions/download-artifact/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/download-artifact\n  dependency-version: '7'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 6 to 7",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-05T16:20:45Z",
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        },
        {
          "oid": "c24c30a73f7583b2d1ae194a08a73e4dbbdeb52c",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v5...v6)\n\n---\nupdated-dependenc\n[…]\n:\n- dependency-name: actions/checkout\n  dependency-version: '6'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 5 to 6",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-01T19:43:05Z",
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        {
          "oid": "a8a7e64db61d0a00f5a10436b1439e60391a7fe6",
          "body": "…ibuildwheel-3.3.0",
          "is_bot": false,
          "headline": "Merge pull request #216 from pytroll/dependabot/github_actions/pypa/c…",
          "author_name": "David Hoese",
          "author_login": "djhoese",
          "committed_at": "2025-12-01T19:41:59Z",
          "body_truncated": false,
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        },
        {
          "oid": "f4394633d44e46e6fb52acae1bbd1a8f95fc6630",
          "body": "Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 3.2.1 to 3.3.0.\n- [Release notes](https://github.com/pypa/cibuildwheel/releases)\n- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)\n- [Commits](https://github.com/pypa/cibuildwheel/compare/v3.2.1...v3.3\n[…]\n dependency-name: pypa/cibuildwheel\n  dependency-version: 3.3.0\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump pypa/cibuildwheel from 3.2.1 to 3.3.0",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-01T19:13:08Z",
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        },
        {
          "oid": "2c5a38cbafe057a7b66bd13a7acd9199d1465d5f",
          "body": "…s/upload-artifact-5\n\nBump actions/upload-artifact from 4 to 5",
          "is_bot": false,
          "headline": "Merge pull request #214 from pytroll/dependabot/github_actions/action…",
          "author_name": "Panu Lahtinen",
          "author_login": "pnuu",
          "committed_at": "2025-11-07T13:32:22Z",
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        },
        {
          "oid": "1ee6c4c942a90f8016b7c7561f661a7364a9e743",
          "body": "…ibuildwheel-3.2.1",
          "is_bot": false,
          "headline": "Merge pull request #215 from pytroll/dependabot/github_actions/pypa/c…",
          "author_name": "David Hoese",
          "author_login": "djhoese",
          "committed_at": "2025-11-06T20:59:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3a24ccd864848752122aa92711b3ceb5c243f99",
          "body": "Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 3.2.0 to 3.2.1.\n- [Release notes](https://github.com/pypa/cibuildwheel/releases)\n- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)\n- [Commits](https://github.com/pypa/cibuildwheel/compare/v3.2.0...v3.2\n[…]\n dependency-name: pypa/cibuildwheel\n  dependency-version: 3.2.1\n  dependency-type: direct:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump pypa/cibuildwheel from 3.2.0 to 3.2.1",
          "author_name": "dependabot[bot]",
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          "committed_at": "2025-11-06T20:06:18Z",
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        },
        {
          "oid": "3bbf69abcb115729605b6c5c6fa9aff5370e3cbe",
          "body": "…s/download-artifact-6\n\nBump actions/download-artifact from 5 to 6",
          "is_bot": false,
          "headline": "Merge pull request #213 from pytroll/dependabot/github_actions/action…",
          "author_name": "Panu Lahtinen",
          "author_login": "pnuu",
          "committed_at": "2025-11-01T17:24:39Z",
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        },
        {
          "oid": "bf41de7f39a626c4a2374eb40f96e1c6cd387c06",
          "body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 4 to 5.\n- [Release notes](https://github.com/actions/upload-artifact/releases)\n- [Commits](https://github.com/actions/upload-artifact/compare/v4...v5)\n\n---\nupdated-dependencies:\n- dependency-name: actions/upload-artifact\n  dependency-version: '5'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-artifact from 4 to 5",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-01T17:01:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e023c1947bc73f570d5a4268a665aaf0298efd5d",
          "body": "Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 5 to 6.\n- [Release notes](https://github.com/actions/download-artifact/releases)\n- [Commits](https://github.com/actions/download-artifact/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/download-artifact\n  dependency-version: '6'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 5 to 6",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-01T17:01:37Z",
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        },
        {
          "oid": "a5ac6650c763517c9ef1b431f1465e6167744a8c",
          "body": "Relicense to Apache v2.0",
          "is_bot": false,
          "headline": "Merge pull request #212 from mraspaud/relicense",
          "author_name": "David Hoese",
          "author_login": "djhoese",
          "committed_at": "2025-10-08T16:19:24Z",
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        },
        {
          "oid": "ec5ff66eed406de47229436e2bee46ff1ab45f9a",
          "body": "Co-authored-by: David Hoese <david.hoese@ssec.wisc.edu>",
          "is_bot": false,
          "headline": "Update AUTHORS.md",
          "author_name": "Martin Raspaud",
          "author_login": "mraspaud",
          "committed_at": "2025-10-08T13:40:50Z",
          "body_truncated": false,
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        },
        {
          "oid": "e19674fa9ead6a2ddcf12775d4c9ab3021ba7190",
          "body": null,
          "is_bot": false,
          "headline": "Add authors list",
          "author_name": "Martin Raspaud",
          "author_login": "mraspaud",
          "committed_at": "2025-10-08T12:54:35Z",
          "body_truncated": false,
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        },
        {
          "oid": "00c033946769c0f48ceffc48433652fba872adaa",
          "body": null,
          "is_bot": false,
          "headline": "Switch license file",
          "author_name": "Martin Raspaud",
          "author_login": "mraspaud",
          "committed_at": "2025-10-08T07:08:41Z",
          "body_truncated": false,
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        },
        {
          "oid": "0b4f1d30389f09e7e5a5910e1e91efaded81105e",
          "body": null,
          "is_bot": false,
          "headline": "Relicense to Apache v2.0",
          "author_name": "Martin Raspaud",
          "author_login": "mraspaud",
          "committed_at": "2025-10-08T07:02:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ca95f10ebf87e1692424347c4b6bc276755f41b",
          "body": "…ibuildwheel-3.2.0\n\nBump pypa/cibuildwheel from 3.1.4 to 3.2.0",
          "is_bot": false,
          "headline": "Merge pull request #211 from pytroll/dependabot/github_actions/pypa/c…",
          "author_name": "Panu Lahtinen",
          "author_login": "pnuu",
          "committed_at": "2025-10-01T17:14:16Z",
          "body_truncated": false,
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          "is_bot": true,
          "headline": "Bump pypa/cibuildwheel from 2.22.0 to 2.23.0",
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                "points": 24.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 57
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "trollimage"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 172
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 172 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 172
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "53 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 53
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "17 out of 17 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "hacktoberfest",
                "python",
                "image",
                "colormap"
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              "has_wiki": true,
              "homepage": "http://trollimage.readthedocs.org/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "http://trollimage.readthedocs.org/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "4 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 4
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 62,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "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": 53,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.3
            },
            "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": "17 out of 17 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 0/2 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 10 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": "11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9",
                "points": 6.8,
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:trollimage@1.28.0 runtime dependency closure — what installing the published package pulls in — 2 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:trollimage@1.28.0",
                  "assessed": 2
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 2,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 2,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "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": [
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                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 11
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 51,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
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            "components": [
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                "key": "agent_instructions",
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                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                ],
                "max_points": 45
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              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "status": "partial",
                "details": [
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                    "code": "legible_history",
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                "max_points": 40
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          },
          {
            "key": "ai_verify_loop",
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            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
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              "agent_commit_share": 0,
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              "dependency_bot_commit_share": 0.35
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            "components": [
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                "status": "met",
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                "max_points": 18
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                "key": "automated_tests",
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                "points": 22,
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              },
              {
                "key": "lint_format_config",
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                "points": 11,
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              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "trollimage/py.typed",
                "points": 11,
                "status": "met",
                "details": [
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                "detail": null,
                "points": 0,
                "status": "missed",
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              },
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                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
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                "points": 0,
                "status": "missed",
                "details": [
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                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
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                "points": 8,
                "status": "met",
                "details": [
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                    "code": "dependency_bot_commits",
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                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
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                "status": "missed",
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                "max_points": 10
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            ]
          },
          {
            "key": "ai_code_legibility",
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            "name": "Code legibility for models",
            "note": null,
            "notes": [],
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            "inputs": {
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              "largest_source_bytes": 100538,
              "source_files_sampled": 19,
              "oversized_source_files": 3
            },
            "components": [
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                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (trollimage/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
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                    "code": "typecheck_config_language",
                    "params": {
                      "files": "trollimage/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "3/19 source files over 60KB",
                "points": 46.3,
                "status": "partial",
                "details": [
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                    "code": "oversized_source_files",
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                      "oversized": 3
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                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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              "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",
                "points": 40,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                      "files": "examples"
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              }
            ]
          }
        ],
        "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."
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    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T17:35:45.262619Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pytroll/trollimage.svg",
  "full_name": "pytroll/trollimage",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.