Public record
Software health reportschema 0.18.0 · metrics 1.13.0 · 2026-07-21 14:26 UTC

spgi-ci / spgci-python

Python SDK for SPGCI APIs

PythonApache-2.0★ 10 stars⑂ 13 forkssince Nov 2023View on GitHub ↗

spgi-ci/spgci-python holds a health index of 55 out of 100, placing it in the Moderate band. It scores highest on Vitality (79/100) and lowest on AI Readiness (29/100). It was last updated today. 2 contributors account for most of its recent work.

55
overall / 100
Moderate

Software health index

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

55
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

10 followers2 public repossince Nov 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIspgci0.0.9573,874980 days ago

Metrics by category

Vitality

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

79Good · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
22.8/36Commit cadence — 33/52 weeks with commits
18/18Commit volume — 126 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year126
human_commit_share
days_since_last_push0
active_weeks_last_year33
How it's scored
27/27Ships releases — 20 releases published
7.2/36Release recency — latest release 413 days ago
27/27Release cadence — a release every ~26 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count20
latest_release_tagv0.0.55
releases_from_tagsno
days_since_latest_release413
mean_days_between_releases26
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?

54Moderate · 18% of overall
How it's scored
15.5/60Stars — 10 stars
9/25Forks — 13 forks
0/15Watchers — 1 watchers
Inputs used
forks13
stars10
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno
How it's scored
64.9/80Monthly downloads — 73,874 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesspgci
dependents
ecosystemspypi
total_downloads
monthly_downloads73,874
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?

61Moderate · 24% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
11.6/22.5Commit distribution — top contributor authored 48% of commits
8.1/13.5Contributor breadth — 6 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor2
contributors_sampled6
top_contributor_share0.483
How it's scored
23.4/46.8Issue resolution — 50% of issues closed
31.7/38.3PR acceptance — 34/41 decided PRs merged
3/15OpenSSF Scorecard: Code-Review — Found 3/14 approved changesets -- score normalized to 2
Inputs used
merged_prs34
open_issues1
closed_issues1
issue_closed_ratio0.5
closed_unmerged_prs7
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
7.5/25Owner reach — 10 followers of spgi-ci
8.9/25Track record — 2 public repos, account ~2 yr old
Inputs used
followers10
owner_typeOrganization
is_verified
owner_loginspgi-ci
public_repos2
account_age_days991
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 98 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesspgci
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

34At risk · 20% of overall
How it's scored
0/24CI workflows
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 4 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_cino
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

50Moderate
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

38At risk · 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
0/2.5CI-Tests — 0 out of 4 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
1.5/7.5Code-Review — Found 3/14 approved changesets -- score normalized to 2
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
0/10Dangerous-Workflow — no data
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — no data
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 — no data
0/7.5Vulnerabilities — 61 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated13
scorecard_versionv5.5.0
checks_inconclusive5
scorecard_aggregate2.9
Excluded from scoring (no data or not applicable): dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Remaining weights renormalized.
How it's scored
19.6/35Direct dependencies free of known advisories — 1 affected: requests 2.32.3 (moderate 5.5)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
35.2/40No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 406 days ago
Inputs used
sourceosv
advisories115
affected_packages16
assessed_packages108
unassessed_packages0
affected_by_severitycritical 1, high 9, moderate 5, low 1
direct_affected_packages1
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 108 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

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

29Critical · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilespoetry.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance, OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
How it's scored
0/45Type-checkable code — Python without a type-check config
47.3/55Manageable file sizes — 7/50 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes530,736
source_files_sampled50
oversized_source_files7

Key facts

10GitHub stars
6contributors
126commits, last 12 months
0days since last push
20releases
2bus factor
1open issues
PyPIpackage ecosystems

Data collection warnings

  • deps.dev does not index pypi:spgci@0.0.95; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 10 ★ / 13 ⇿
10Stars
13Forks

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.

0358101315101312024-012025-032026-05

Each point covers 3 days.

OpenSSF Scorecard 2.9 / 10
2.9aggregate

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 · 2026-07-21 14:26 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 4 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
2Code-ReviewFound 3/14 approved changesets -- score normalized to 2
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
n/aDangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
n/aPinned-Dependenciesno dependencies found
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
n/aToken-PermissionsNo tokens found
0Vulnerabilities61 existing vulnerabilities detected
Direct dependencies 6
RegistryPackageVersion constraintManifest
PyPIpandas>= 1.1.5pyproject.toml
PyPIrequests^2.27.1pyproject.toml
PyPItqdm^4.64.1pyproject.toml
PyPItyping-extensions^4.4.0pyproject.toml
PyPItenacity^8.2.2pyproject.toml
PyPIpackaging^24.1pyproject.toml
All dependencies 108

Full resolved dependency set from the GitHub dependency graph: 6 direct and 102 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIpackaging24.1direct
PyPIpandas2.2.2direct
PyPIrequests2.32.3direct
PyPItenacity8.4.2direct
PyPItqdm4.66.4direct
PyPItyping-extensions4.12.2direct
PyPIanyio4.4.0indirect
PyPIappnope0.1.4indirect
PyPIargon2-cffi23.1.0indirect
PyPIargon2-cffi-bindings21.2.0indirect
PyPIarrow1.3.0indirect
PyPIasttokens2.4.1indirect
PyPIattrs23.2.0indirect
PyPIbeautifulsoup44.12.3indirect
PyPIblack23.12.1indirect
PyPIbleach6.1.0indirect
PyPIcertifi2024.6.2indirect
PyPIcffi1.16.0indirect
PyPIcharset-normalizer3.3.2indirect
PyPIclick8.1.7indirect
PyPIcolorama0.4.6indirect
PyPIcomm0.2.2indirect
PyPIcoverage7.5.4indirect
PyPIdebugpy1.8.1indirect
PyPIdecorator5.1.1indirect
PyPIdefusedxml0.7.1indirect
PyPIentrypoints0.4indirect
PyPIexceptiongroup1.2.1indirect
PyPIexecuting2.0.1indirect
PyPIfastjsonschema2.20.0indirect
PyPIfqdn1.5.1indirect
PyPIidna3.7indirect
PyPIimportlib-metadata7.2.1indirect
PyPIiniconfig2.0.0indirect
PyPIipykernel6.29.4indirect
PyPIipython8.18.1indirect
PyPIipython-genutils0.2.0indirect
PyPIisoduration20.11.0indirect
PyPIjedi0.19.1indirect
PyPIjinja23.1.4indirect
PyPIjsonpointer3.0.0indirect
PyPIjsonschema4.22.0indirect
PyPIjsonschema-specifications2023.12.1indirect
PyPIjupyter-client7.4.9indirect
PyPIjupyter-core5.7.2indirect
PyPIjupyter-events0.10.0indirect
PyPIjupyter-server2.14.1indirect
PyPIjupyter-server-terminals0.5.3indirect
PyPIjupyterlab-pygments0.3.0indirect
PyPImarkupsafe2.1.5indirect
PyPImatplotlib-inline0.1.7indirect
PyPImistune3.0.2indirect
PyPImypy-extensions1.0.0indirect
PyPInbclassic1.1.0indirect
PyPInbclient0.10.0indirect
PyPInbconvert7.16.4indirect
PyPInbformat5.10.4indirect
PyPInest-asyncio1.6.0indirect
PyPInotebook6.5.7indirect
PyPInotebook-shim0.2.4indirect
PyPInumpy2.0.0indirect
PyPIoverrides7.7.0indirect
PyPIpandocfilters1.5.1indirect
PyPIparso0.8.4indirect
PyPIpathspec0.12.1indirect
PyPIpexpect4.9.0indirect
PyPIplatformdirs4.2.2indirect
PyPIpluggy1.5.0indirect
PyPIprometheus-client0.20.0indirect
PyPIprompt-toolkit3.0.47indirect
PyPIpsutil6.0.0indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.2indirect
PyPIpycparser2.22indirect
PyPIpygments2.18.0indirect
PyPIpytest7.4.4indirect
PyPIpytest-cov4.1.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-json-logger2.0.7indirect
PyPIpytz2024.1indirect
PyPIpywin32306indirect
PyPIpywinpty2.0.13indirect
PyPIpyyaml6.0.1indirect
PyPIpyzmq26.0.3indirect
PyPIreferencing0.35.1indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrpds-py0.18.1indirect
PyPIruff0.0.275indirect
PyPIsend2trash1.8.3indirect
PyPIsix1.16.0indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.5indirect
PyPIstack-data0.6.3indirect
PyPIterminado0.18.1indirect
PyPItinycss21.3.0indirect
PyPItomli2.0.1indirect
PyPItornado6.4.1indirect
PyPItraitlets5.14.3indirect
PyPItypes-python-dateutil2.9.0.20240316indirect
PyPItzdata2024.1indirect
PyPIuri-template1.3.0indirect
PyPIurllib32.2.2indirect
PyPIwcwidth0.2.13indirect
PyPIwebcolors24.6.0indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.8.0indirect
PyPIzipp3.19.2indirect
Dependency advisories 16

This repository publishes no package the index resolves, so its own dependency graph was assessed — 108 packages, which also include development and test pins that never ship: 16 carry known advisories, of which 1 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
black23.12.1indirectcritical526.3.1
certifi2024.6.2indirecthigh22024.7.4
click8.1.7indirecthigh18.3.3
jinja23.1.4indirecthigh63.1.6
jupyter-core5.7.2indirecthigh25.8.1
jupyter-server2.14.1indirecthigh132.20.0
mistune3.0.2indirecthigh303.3.0
soupsieve2.5indirecthigh42.8.4
tornado6.4.1indirecthigh226.5.7
urllib32.2.2indirecthigh122.7.0
requests2.32.3directmoderate42.33.0
bleach6.1.0indirectmoderate26.4.0
idna3.7indirectmoderate23.15
nbconvert7.16.4indirectmoderate67.17.1
pytest7.4.4indirectmoderate29.0.3
pygments2.18.0indirectlow22.20.0

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
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 1081,
      "has_wiki": true,
      "homepage": null,
      "languages": {
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      },
      "pushed_at": "2026-07-21T14:25:31Z",
      "created_at": "2023-11-13T21:32:01Z",
      "owner_type": "Organization",
      "updated_at": "2026-06-30T17:03:32Z",
      "description": "Python SDK for SPGCI APIs",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "master",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
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    "owner": {
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      "name": "S&P Global Commodity Insights - Open Source Community",
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      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
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      "commits_last_year": 126,
      "latest_release_at": "2025-06-02T15:34:40Z",
      "latest_release_tag": "v0.0.55",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 33,
      "days_since_latest_release": 413,
      "mean_days_between_releases": 26
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    "community": {
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      "health_percentage": 50,
      "has_issue_template": false,
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      "has_pull_request_template": false
    },
    "ecosystem": {
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          "license": "Apache-2.0",
          "keywords": [
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            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.9"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/spgci/",
          "is_deprecated": false,
          "latest_version": "0.0.95",
          "repository_url": "https://github.com/spgi-ci/spgci-python",
          "versions_count": 98,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 73874,
          "first_published_at": "2023-02-13T17:29:49.201442Z",
          "latest_published_at": "2026-07-21T14:25:44.418181Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 13,
      "stars": 10,
      "watchers": 1,
      "fork_history": {
        "days": [
          {
            "date": "2024-01-16",
            "count": 1
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          {
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            "count": 1
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        ],
        "complete": true,
        "collected": 13,
        "total_forks": 13
      },
      "star_history": {
        "days": [
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            "date": "2024-01-30",
            "count": 1
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          {
            "date": "2024-04-02",
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            "count": 1
          }
        ],
        "complete": true,
        "collected": 10,
        "total_stars": 10
      },
      "open_issues_and_prs": 5
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 530736,
      "source_files_sampled": 50,
      "oversized_source_files": 7,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "black",
            "direct": false,
            "version": "23.12.1",
            "severity": "critical",
            "ecosystem": "pypi",
            "cvss_score": 9.8,
            "advisory_ids": [
              "GHSA-3936-cmfr-pm3m",
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          {
            "name": "referencing",
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            "version": "0.35.1",
            "ecosystem": "pypi"
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          {
            "name": "rfc3339-validator",
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            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3986-validator",
            "direct": false,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
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            "version": "0.18.1",
            "ecosystem": "pypi"
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          {
            "name": "ruff",
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            "version": "0.0.275",
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          {
            "name": "send2trash",
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            "version": "1.8.3",
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          {
            "name": "six",
            "direct": false,
            "version": "1.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.5",
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          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "terminado",
            "direct": false,
            "version": "0.18.1",
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          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
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          {
            "name": "tornado",
            "direct": false,
            "version": "6.4.1",
            "ecosystem": "pypi"
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          {
            "name": "traitlets",
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            "version": "5.14.3",
            "ecosystem": "pypi"
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            "name": "types-python-dateutil",
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            "version": "2.9.0.20240316",
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          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2024.1",
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          {
            "name": "uri-template",
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            "name": "urllib3",
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          {
            "name": "wcwidth",
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            "name": "webcolors",
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          {
            "name": "webencodings",
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            "ecosystem": "pypi"
          },
          {
            "name": "websocket-client",
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            "ecosystem": "pypi"
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          {
            "name": "zipp",
            "direct": false,
            "version": "3.19.2",
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        ],
        "collected": true,
        "truncated": false,
        "total_count": 108,
        "direct_count": 6,
        "indirect_count": 102
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    },
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        "merged_prs": 34,
        "open_issues": 1,
        "closed_ratio": 0.5,
        "closed_issues": 1,
        "closed_unmerged_prs": 7
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      "bus_factor": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "achristie",
          "commits": 98,
          "avatar_url": "https://avatars.githubusercontent.com/u/5151769?v=4"
        },
        {
          "type": "User",
          "login": "arthurhsu17",
          "commits": 96,
          "avatar_url": "https://avatars.githubusercontent.com/u/71420919?v=4"
        },
        {
          "type": "Bot",
          "login": "github-actions[bot]",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/in/15368?v=4"
        },
        {
          "type": "User",
          "login": "namisha1991",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/80047230?v=4"
        },
        {
          "type": "User",
          "login": "JigneshGor",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/3529061?v=4"
        },
        {
          "type": "User",
          "login": "art7c9sp",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/231682739?v=4"
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      ],
      "contributors_sampled": 6,
      "top_contributor_share": 0.483
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      "has_ci": false,
      "has_tests": true,
      "ci_workflows": [],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "poetry.lock"
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      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 0,
            "reason": "0 out of 4 merged PRs checked by a CI test -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 2,
            "reason": "Found 3/14 approved changesets -- score normalized to 2",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": null,
            "reason": "no workflows found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": null,
            "reason": "no dependencies found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": null,
            "reason": "No tokens found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "61 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "e8665be66ce65d8d6ae353366b3f8e419a432232",
        "ran_at": "2026-07-21T14:26:39Z",
        "aggregate_score": 2.9,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
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  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/spgi-ci/spgci-python",
    "host": "github.com",
    "name": "spgci-python",
    "owner": "spgi-ci"
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  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 55,
      "inputs": {
        "security": 38,
        "vitality": 79,
        "community": 54,
        "governance": 61,
        "engineering": 34
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 79,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 87,
            "inputs": {
              "commits_last_year": 126,
              "human_commit_share": null,
              "days_since_last_push": 0,
              "active_weeks_last_year": 33
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            "components": [
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                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "push_recency",
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                      "days": 0
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                ],
                "max_points": 36
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              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "33/52 weeks with commits",
                "points": 22.8,
                "status": "partial",
                "details": [
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                      "weeks": 33
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "126 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
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                    "code": "commits_last_year",
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                "max_points": 18
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              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 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",
            "band": "moderate",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 68,
            "inputs": {
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              "latest_release_tag": "v0.0.55",
              "releases_from_tags": false,
              "days_since_latest_release": 413,
              "mean_days_between_releases": 26
            },
            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "20 releases published",
                "points": 27,
                "status": "met",
                "details": [
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                    "code": "releases_published",
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                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 413 days ago",
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                "status": "partial",
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                "max_points": 36
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              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~26 days",
                "points": 27,
                "status": "met",
                "details": [
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                    "code": "release_cadence",
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                "max_points": 27
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              {
                "key": "openssf_scorecard_signed_releases",
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                "status": "excluded",
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                    "code": "no_data",
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                "max_points": 10
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            ]
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          {
            "key": "abandonment",
            "band": "excellent",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
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                "points": 100,
                "status": "met",
                "details": [
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                    "code": "abandonment_unverified",
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                "max_points": 100
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        ],
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        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 54,
        "weight": 0.18,
        "metrics": [
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            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 24,
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              "stars": 10,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "below_threshold"
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "10 stars",
                "points": 15.5,
                "status": "partial",
                "details": [
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                    "code": "stars",
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                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
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                "points": 9,
                "status": "partial",
                "details": [
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                    "code": "forks",
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                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "watchers",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
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                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "good",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 81,
            "inputs": {
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              "dependents": null,
              "ecosystems": "pypi",
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              "monthly_downloads": 73874
            },
            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "73,874 downloads/month across pypi",
                "points": 64.9,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 73874,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 61,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
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                      "count": 2
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 48% of commits",
                "points": 11.6,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 48
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "6 contributors",
                "points": 8.1,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 6
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "merged_prs": 34,
              "open_issues": 1,
              "closed_issues": 1,
              "issue_closed_ratio": 0.5,
              "closed_unmerged_prs": 7
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "50% of issues closed",
                "points": 23.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 50
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "34/41 decided PRs merged",
                "points": 31.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 34,
                      "decided": 41
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 3/14 approved changesets -- score normalized to 2",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 46,
            "inputs": {
              "followers": 10,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "spgi-ci",
              "public_repos": 2,
              "account_age_days": 991
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "10 followers of spgi-ci",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 10,
                      "login": "spgi-ci"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "2 public repos, account ~2 yr old",
                "points": 8.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 2
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 2
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "spgci"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "98 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 98
                    }
                  }
                ],
                "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": "at_risk",
        "name": "Engineering Quality",
        "value": 34,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "critical",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "0 out of 4 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "at_risk",
        "name": "Security",
        "value": 38,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dangerous_workflow",
                    "packaging",
                    "pinned_dependencies",
                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 29,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 13,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 5,
              "scorecard_aggregate": 2.9
            },
            "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": "0 out of 4 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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 3/14 approved changesets -- score normalized to 2",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "30 commit(s) and 0 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": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "61 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "good",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 108 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 108
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 73,
            "inputs": {
              "source": "osv",
              "advisories": 115,
              "affected_packages": 16,
              "assessed_packages": 108,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 9, moderate 5, low 1",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: requests 2.32.3 (moderate 5.5)",
                "points": 19.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "requests 2.32.3 (moderate 5.5)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 406 days ago",
                "points": 35.2,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 406
                    }
                  }
                ],
                "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": 108,
              "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": 2
            },
            "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": "critical",
        "name": "AI Readiness",
        "value": 29,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance, OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance",
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 44,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
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              },
              {
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                "points": 0,
                "status": "missed",
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              },
              {
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              },
              {
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                "status": "met",
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                ],
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              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
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                "details": [
                  {
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                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
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                ],
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            ]
          },
          {
            "key": "ai_code_legibility",
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            "notes": [],
            "value": 47,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 530736,
              "source_files_sampled": 50,
              "oversized_source_files": 7
            },
            "components": [
              {
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                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
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                    "params": {
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                ],
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              },
              {
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                "detail": "7/50 source files over 60KB",
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                "status": "partial",
                "details": [
                  {
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                  }
                ],
                "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": [
    "deps.dev does not index pypi:spgci@0.0.95; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T14:26:53.514074Z",
  "schema_version": "0.18.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/spgi-ci/spgci-python.svg",
  "full_name": "spgi-ci/spgci-python",
  "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 v0.18.0 — full methodology · metrics wiki.

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