Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-25 11:10 UTC

astropy / pyvo

An Astropy affiliated package providing access to remote data and services of the Virtual Observatory (VO) using Python.

PythonBSD-3-Clause★ 88 stars⑂ 61 forkssince Jun 2013View on GitHub ↗

astropy/pyvo holds a health index of 79 out of 100, placing it in the Good band. It scores highest on Vitality (87/100) and lowest on AI Readiness (48/100). It was last updated 10 days ago. 3 contributors account for most of its recent work.

79
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.

79
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

469 followers86 public repossince Jun 2011

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIpyvo1.9.1390,2404443 days ago

Metrics by category

Vitality

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

87Excellent · 22% of overall
How it's scored
28.8/36Push recency — last push 10 days ago
26.3/36Commit cadence — 38/52 weeks with commits
18/18Commit volume — 223 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year223
human_commit_share0.97
days_since_last_push10
active_weeks_last_year38
How it's scored
27/27Ships releases — 40 releases published
36/36Release recency — latest release 43 days ago
19.8/27Release cadence — a release every ~67.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count40
latest_release_tagv1.9.1
releases_from_tagsno
days_since_latest_release43
mean_days_between_releases67.2
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?

67Moderate · 18% of overall
How it's scored
31.5/60Stars — 88 stars
14.8/25Forks — 61 forks
7/15Watchers — 19 watchers
Inputs used
forks61
stars88
watchers19
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (BSD-3-Clause)
0/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateno
How it's scored
74.6/80Monthly downloads — 390,240 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagespyvo
dependents
ecosystemspypi
total_downloads
monthly_downloads390,240
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?

82Good · 24% of overall
How it's scored
36/54Bus factor — 3 contributor(s) cover half of all commits
16/22.5Commit distribution — top contributor authored 29% of commits
13.5/13.5Contributor breadth — 42 contributors
10/10OpenSSF Scorecard: Contributors — project has 79 contributing companies or organizations
Inputs used
bus_factor3
contributors_sampled42
top_contributor_share0.289
How it's scored
36.7/46.8Issue resolution — 78% of issues closed
35.4/38.3PR acceptance — 404/437 decided PRs merged
9/15OpenSSF Scorecard: Code-Review — Found 7/11 approved changesets -- score normalized to 6
Inputs used
merged_prs404
open_issues72
closed_issues261
issue_closed_ratio0.784
closed_unmerged_prs33
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
19.2/25Owner reach — 469 followers of astropy
25/25Track record — 86 public repos, account ~15 yr old
Inputs used
followers469
owner_typeOrganization
is_verified
owner_loginastropy
public_repos86
account_age_days5,520
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 43 days ago
20/20Version history — 44 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagespyvo
ecosystemspypi
any_deprecatedno
min_days_since_publish43

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 20% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config — tox.ini
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 10 out of 10 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://pyvo.readthedocs.io/en/latest
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepagehttps://pyvo.readthedocs.io/en/latest
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

71Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 10 out of 10 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
4.5/7.5Code-Review — Found 7/11 approved changesets -- score normalized to 6
2.5/2.5Contributors — project has 79 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
7.5/7.5Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
2/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
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_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate6.4
Excluded from scoring (no data or not applicable): branch_protection, packaging, 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_packages11
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:pyvo@1.9.1 runtime dependency closure — what installing the published package pulls in — 11 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.

48At risk · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
25.3/40Legible commit history — 46 of 97 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.474
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrap — docs/Makefile
22/22Automated tests
11/11Lint / format config — tox.ini
0/11Static type checking
0/10Reproducible environment
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 3 of the last 100 commits are automated dependency updates
4/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_filesdocs/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.03
How it's scored
0/45Type-checkable code — Python without a type-check config
54.6/55Manageable file sizes — 1/155 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes74,268
source_files_sampled155
oversized_source_files1

Key facts

88GitHub stars
42contributors
223commits, last 12 months
10days since last push
40releases
3bus factor
72open 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 ★ / 61 ⇿
0Stars
61Forks
40Releases

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.

013253850636132013-062019-122026-06
Major 0Minor 3Patch 21

Each point covers 12 days.

OpenSSF Scorecard 6.4 / 10
6.4aggregate

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 · 2026-07-25 11:10 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
6Code-ReviewFound 7/11 approved changesets -- score normalized to 6
10Contributorsproject has 79 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
4Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 4
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
Direct dependencies 2
RegistryPackageVersion constraintManifest
PyPIastropy>=5.0setup.cfg
PyPIrequestssetup.cfg
All dependencies 0

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

RegistryPackageVersionRelation
Dependency advisories 0

Installing pypi:pyvo@1.9.1 pulls in 11 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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        {
          "oid": "a7c6e6c22792189d1ed74eb0db09cb56df13bf1a",
          "body": "Don't use ADQL reserved words as column names in table load docs",
          "is_bot": false,
          "headline": "Merge pull request #775 from fajpunk/docs-user-table-load-consistency",
          "author_name": "Brigitta Sipőcz",
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          "body": "The [`create_table`\ndocs](https://github.com/astropy/pyvo/blob/6c5311c06cd04cf0c56f648ccdae50338cc351a2/docs/dal/index.rst?plain=1#L412)\ncurrently create a table with a `count` column. This will cause an error\nwhen run against\na [youcat](https://github.com/opencadc/tap/tree/main/youcat) TAP server\n(\n[…]\nome of the Rubin TAP\nservices.\n\nThis changes the docs to use `count_of` for that column name instead of\n`count`. See [this cadc/tap\nissue](https://github.com/opencadc/tap/issues/263) for more details.",
          "is_bot": false,
          "headline": "Don't use ADQL reserved words as column names in table load docs",
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          "body": "ENH: Change tapregext code to handle proposed use of forMode to allow specifying limits per mode",
          "is_bot": false,
          "headline": "Merge pull request #757 from stvoutsin/forMode",
          "author_name": "Brigitta Sipőcz",
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          "body": "Pass session when creating `VOSITables` objects",
          "is_bot": false,
          "headline": "Merge pull request #772 from fajpunk/tickets/DM-55091/vosi-auth-fix",
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          "committed_at": "2026-07-07T12:03:01Z",
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          "oid": "8f5c51799bf2f94feed8fb88aa358e5de0cfec07",
          "body": "It is no longer used anywhere. It creates a ``VOSITables`` object\nwithout propagating the existing session, and there is no clear way to\nfix it. It was added in\nhttps://github.com/astropy/pyvo/commit/72005872b8148fd3fee8571b357d0cbcf089d1de\nand all usages of it were removed in\nhttps://github.com/astropy/pyvo/commit/e71a8e3f08ef0300cd68316023bc09b186ac4ea0\non Jan 9, 2018.",
          "is_bot": false,
          "headline": "Remove ``dal.vosi.TablesMixin``",
          "author_name": "Dan Fuchs",
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          "committed_at": "2026-07-06T16:05:20Z",
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          "body": null,
          "is_bot": false,
          "headline": "Fix class-scoped fixture deprecation in TestSQLLiterals",
          "author_name": "Stelios Voutsinas",
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          "committed_at": "2026-07-02T17:13:49Z",
          "body_truncated": false,
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        {
          "oid": "44c3cf43b6db256d8ad455a79f15490799c70a40",
          "body": "…ifying limits per mode",
          "is_bot": false,
          "headline": "Change tapregext code to handle proposed use of forMode to allow spec…",
          "author_name": "Stelios Voutsinas",
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                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "release_discipline",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 92,
            "inputs": {
              "releases_count": 40,
              "latest_release_tag": "v1.9.1",
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              "days_since_latest_release": 43,
              "mean_days_between_releases": 67.2
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            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "40 releases published",
                "points": 27,
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                  {
                    "code": "releases_published",
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                      "count": 40
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
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                "detail": "latest release 43 days ago",
                "points": 36,
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                "details": [
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                    "code": "release_recency",
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                      "days": 43
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                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~67.2 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 67.2
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                "max_points": 27
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              {
                "key": "openssf_scorecard_signed_releases",
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                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
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            "note": null,
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            "inputs": {
              "cap": null,
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                "key": "project_is_still_maintained",
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                    "code": "abandonment_maintained",
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                "max_points": 100
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        ],
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      },
      {
        "key": "community",
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        "name": "Community & Adoption",
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        "metrics": [
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            "note": null,
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              "forks": 61,
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              "growth_factor_pct": 100,
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            "components": [
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                "key": "stars",
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                "detail": "88 stars",
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                    "code": "stars",
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                      "count": 88
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                  }
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                "max_points": 60
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              {
                "key": "forks",
                "name": "Forks",
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                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 61
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                  }
                ],
                "max_points": 25
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              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "19 watchers",
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                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 19
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
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            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
            },
            "components": [
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                "key": "readme",
                "name": "README",
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                "max_points": 22.5
              },
              {
                "key": "license",
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                "detail": "recognized license (BSD-3-Clause)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
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                      "spdx": "BSD-3-Clause"
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                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
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                "status": "missed",
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                "max_points": 18
              },
              {
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              {
                "key": "issue_template",
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          },
          {
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            "notes": [
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                "code": "excluded_no_data",
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              {
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            ],
            "value": 93,
            "inputs": {
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              "dependents": null,
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              "monthly_downloads": 390240
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            "components": [
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                "status": "partial",
                "details": [
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                ],
                "max_points": 80
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              {
                "key": "registry_dependents",
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                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
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                "max_points": 20
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          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
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        "name": "Sustainability & Governance",
        "value": 82,
        "weight": 0.24,
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            "inputs": {
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                "key": "bus_factor",
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                "key": "commit_distribution",
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                "details": [
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                    "code": "top_contributor_share",
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                "max_points": 22.5
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                "points": 13.5,
                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
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                      "count": 42
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 79 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
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            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "merged_prs": 404,
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              "closed_issues": 261,
              "issue_closed_ratio": 0.784,
              "closed_unmerged_prs": 33
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "78% of issues closed",
                "points": 36.7,
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                      "share": 78
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                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "status": "partial",
                "details": [
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                ],
                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 7/11 approved changesets -- score normalized to 6",
                "points": 9,
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "notes": [],
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            "inputs": {
              "followers": 469,
              "owner_type": "Organization",
              "is_verified": null,
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              "account_age_days": 5520
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            "components": [
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                "key": "ownership_backing",
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                "details": [
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                    "code": "owner_organization",
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                "max_points": 30
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              {
                "key": "verified_domain",
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              },
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                "key": "owner_reach",
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                "max_points": 25
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                "key": "track_record",
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                "detail": "86 public repos, account ~15 yr old",
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                    "code": "public_repos",
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            "notes": [],
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            "inputs": {
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              "ecosystems": "pypi",
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              },
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                "key": "version_history",
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                "key": "not_deprecated",
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                    "code": "package_not_deprecated",
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                "max_points": 20
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          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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              {
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              },
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              {
                "key": "editorconfig",
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              },
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            ]
          },
          {
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              },
              {
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              },
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            ]
          }
        ],
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 64,
            "inputs": {
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                "key": "branch_protection",
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              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
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                "status": "missed",
                "details": [],
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              },
              {
                "key": "code_review",
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              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 79 contributing companies or organizations",
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              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
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                "points": 10,
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              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
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                "status": "missed",
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                "max_points": 5
              },
              {
                "key": "license",
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                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 4",
                "points": 2,
                "status": "partial",
                "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:pyvo@1.9.1 runtime dependency closure — what installing the published package pulls in — 11 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:pyvo@1.9.1",
                  "assessed": 11
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 11,
              "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": 11,
              "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": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 9
            },
            "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": 48,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 25,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.474,
              "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": "46 of 97 human commits state their intent (structured subject or explanatory body)",
                "points": 25.3,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 46,
                      "sampled": 97
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.03
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile"
                    }
                  }
                ],
                "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": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "3 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 3,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 4",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 74268,
              "source_files_sampled": 155,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/155 source files over 60KB",
                "points": 54.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 155,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T11:10:41.361610Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/astropy/pyvo.svg",
  "full_name": "astropy/pyvo",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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.