Public recordModerate
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-29 05:21 UTC
gizmodata / adbc-driver-gizmosql
Python ADBC driver for GizmoSQL with OAuth/SSO support
gizmodata/adbc-driver-gizmosql holds a health index of 58 out of 100, placing it in the Moderate band. It scores highest on Vitality (80/100) and lowest on Community & Adoption (34/100). It was last updated today. A single contributor accounts for most of its recent work.
58
overall / 100Software 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.
58
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)
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
GizmoDataOrganization
39 followers47 public repossince Sep 2024
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | adbc-driver-gizmosql | 1.3.0 | 8,218 | 17 | 0 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
80
Development activity
66Moderate
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 4.8/36 | Commit cadence — 7/52 weeks with commits |
| 14.7/18 | Commit volume — 42 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 12 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 42 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 7 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 16 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~16.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 16 |
| latest_release_tag | v1.3.0 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 16.7 |
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?
34
Popularity & adoption
1Critical
How it's scored
| 0/60 | Stars — 2 stars |
| 0/25 | Forks — 1 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 1 |
| stars | 2 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
65Moderate
How it's scored
| 52.2/80 | Monthly downloads — 8,218 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | adbc-driver-gizmosql |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 8,218 |
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?
54
Maintainer resilience (bus factor)
13Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Issue & PR responsiveness
62Moderate
How it's scored
| 23.4/46.8 | Issue resolution — 50% of issues closed |
| 38.2/38.3 | PR acceptance — 3/3 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 3 |
| open_issues | 1 |
| closed_issues | 1 |
| issue_closed_ratio | 0.5 |
| closed_unmerged_prs | 0 |
Ownership & stewardship
58Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 11.5/25 | Owner reach — 39 followers of gizmodata |
| 16/25 | Track record — 47 public repos, account ~1 yr old |
Inputs used
| followers | 39 |
| owner_type | Organization |
| is_verified | — |
| owner_login | gizmodata |
| public_repos | 47 |
| account_age_days | 679 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 17 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | adbc-driver-gizmosql |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
71
Engineering practices
68Moderate
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 3 out of 3 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
75Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
44
Security posture
44At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 3 out of 3 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 12 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 4.4 |
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
61
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 29.6/40 | Legible commit history — 25 of 45 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.556 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 3,092 |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — src/adbc_driver_gizmosql/py.typed |
| 0/10 | Reproducible environment |
| 10/10 | Demonstrated agent practice — 21 of the last 45 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | src/adbc_driver_gizmosql/py.typed |
| agent_commit_share | 0.467 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (src/adbc_driver_gizmosql/py.typed) |
| 55/55 | Manageable file sizes — 0/9 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 33,114 |
| source_files_sampled | 9 |
| oversized_source_files | 0 |
Key facts
2GitHub stars
1contributors
42commits, last 12 months
0days since last push
16releases
1bus factor
1open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
- deps.dev does not index pypi:adbc-driver-gizmosql@1.3.0; advisories assessed against the repository dependency graph instead
More detail
OpenSSF Scorecard 4.4 / 10
4.4aggregate
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 3 out of 3 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 12 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 3
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | adbc-driver-flightsql | >=1.12.0 | pyproject.toml |
| PyPI | adbc-driver-manager | >=1.12.0 | pyproject.toml |
| PyPI | pyarrow | >=25.0.0 | pyproject.toml |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
{
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"owner_type": "Organization",
"updated_at": "2026-07-29T05:19:05Z",
"description": "Python ADBC driver for GizmoSQL with OAuth/SSO support",
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},
"activity": {
"releases": [
{
"tag": "v1.3.0",
"kind": "minor",
"published_at": "2026-07-29T05:19:24Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
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},
{
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"kind": "patch",
"published_at": "2026-03-31T14:33:58Z"
},
{
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"kind": "patch",
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},
{
"tag": "1.1.3",
"kind": "patch",
"published_at": "2026-03-02T19:00:01Z"
},
{
"tag": "1.1.2",
"kind": "patch",
"published_at": "2026-03-02T18:42:45Z"
},
{
"tag": "1.1.1",
"kind": "patch",
"published_at": "2026-02-28T19:08:50Z"
},
{
"tag": "1.1.0",
"kind": "minor",
"published_at": "2026-02-28T18:41:40Z"
},
{
"tag": "1.0.5",
"kind": "patch",
"published_at": "2026-02-19T14:47:03Z"
},
{
"tag": "1.0.4",
"kind": "patch",
"published_at": "2026-02-19T14:44:25Z"
},
{
"tag": "1.0.3",
"kind": "patch",
"published_at": "2026-02-19T13:59:12Z"
},
{
"tag": "1.0.2",
"kind": "patch",
"published_at": "2026-02-19T13:40:13Z"
},
{
"tag": "1.0.1",
"kind": "patch",
"published_at": "2026-02-19T13:29:30Z"
},
{
"tag": "1.0.0",
"kind": "major",
"published_at": "2026-02-19T13:20:33Z"
}
],
"recent_commits": [
{
"oid": "3a2395affabf703ef30d076b4a8777baf9d07fb9",
"body": null,
"is_bot": false,
"headline": "bump version 1.2.0 -> 1.3.0",
"author_name": "Philip Moore",
"author_login": "prmoore77",
"committed_at": "2026-07-29T05:18:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cb2475db6165e0a8be50f08ce42d16f4bdeaade3",
"body": "Also record the monorepo decision for the 2.0 Go driver plan\n(gizmodata/gizmosql-adbc will host go/ + python/ together).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Move v1.3.0 entry from [Unreleased] to versioned section in CHANGELOG",
"author_name": "Philip Moore",
"author_login": "prmoore77",
"committed_at": "2026-07-29T05:18:41Z",
"body_truncated": false,
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},
{
"oid": "25112a6e158a9a424918db3aee72d1ceff3f09f7",
"body": "- connect() maps gizmosql://host:port (TLS by default, ?transport=tcp\n for plaintext) onto the flightsql:// scheme added upstream in 1.12.0\n- _extract_host() strips path/query components for OAuth discovery\n- README: URI schemes section, OpenTelemetry tracing/logging section,\n examples switched to\n[…]\nRewrite) and integration tests\n (TestGizmoSqlUriScheme, TestOpenTelemetryTracing)\n- docs/go-driver-plan.md: plan for the native Go driver (2.0)\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add gizmosql:// URI scheme, observability docs; bump to ADBC 1.12.0",
"author_name": "Philip Moore",
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{
"oid": "9b18253f0a297ec20f15a586967b70d7ebefe474",
"body": null,
"is_bot": false,
"headline": "bump version 1.1.7 -> 1.2.0",
"author_name": "Philip Moore",
"author_login": "prmoore77",
"committed_at": "2026-07-03T14:14:49Z",
"body_truncated": false,
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"oid": "6f897064a8625c2dc6b7f8e28726efc089568725",
"body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Move v1.2.0 entry from [Unreleased] to versioned section in CHANGELOG",
"author_name": "Philip Moore",
"author_login": "prmoore77",
"committed_at": "2026-07-03T14:14:48Z",
"body_truncated": false,
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},
{
"oid": "fc25562347e76bd5aed242a9eeecd3d44adfc07f",
"body": "- dbapi.connect() gains a `profile` parameter (uri now optional when the\n profile supplies it); profile:// URIs pass through. The bundled Flight\n SQL driver is supplied automatically so profiles need no `driver` entry.\n- Explicit connect() options override the profile's [Options].\n- auth_type=\"ext\n[…]\nphy >=49.\n- CI: actions/checkout v4->v7, actions/setup-python v5->v6 (Node 24).\n- Fix pre-existing ruff check errors (import placement/sorting).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add ADBC connection profile support, bump deps and CI actions",
"author_name": "Philip Moore",
"author_login": "prmoore77",
"committed_at": "2026-07-03T14:14:25Z",
"body_truncated": true,
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},
{
"oid": "bbcd0bd66382c48a7957d125666fb0711e95a608",
"body": "Switches the integration-test fixture from a Docker-managed\n`gizmodata/gizmosql:latest` container to the gizmosql PyPI package's\nmanaged subprocess. The fixture now mints a session-scoped self-signed\nTLS cert via cryptography and passes it through `--tls`, preserving\nthe `grpc+tls://` connection con\n[…]\n `docker` with `gizmosql>=1.26.0,<2` and adds `cryptography>=42`\nin the [test] extra. Local development no longer requires Docker.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Bump version to v1.1.7",
"author_name": "Philip Moore",
"author_login": "prmoore77",
"committed_at": "2026-05-10T20:27:53Z",
"body_truncated": true,
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},
{
"oid": "ab168af0ceb9dd3719238a59fb8836dc0b8ed844",
"body": "The create-release job was using gh release create --generate-notes,\nwhich produces GitHub's auto-generated PR-list summary. The\nhand-written CHANGELOG.md entry was being ignored, so released\nversions on github.com/gizmodata/adbc-driver-gizmosql/releases\nshowed only \"Fix RETURNING handling (#4) by @\n[…]\n section is\nmissing so release creation never fails.\n\nv1.1.6's release body was also backfilled retroactively via gh\nrelease edit.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "ci: extract release notes from CHANGELOG.md instead of --generate-notes",
"author_name": "Philip Moore",
"author_login": "prmoore77",
"committed_at": "2026-05-06T14:20:55Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "91d71945f0d6333dc2f5726a77920cc428154856",
"body": "…UDE.md\n\nbumpver creates tags as bare {version} (no prefix) and has no\ntemplate for the tag name. The project standardized on v-prefixed\ntags from v1.1.4 onward, so every bumpver run requires a manual\nretag. CLAUDE.md now spells out the exact sequence so we don't\nship another inconsistent tag.",
"is_bot": false,
"headline": "docs: document the v-prefix tag rule + post-bumpver retag step in CLA…",
"author_name": "Philip Moore",
"author_login": "prmoore77",
"committed_at": "2026-05-06T14:10:34Z",
"body_truncated": false,
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},
{
"oid": "1af173562436acf3fa560f983dcb5218897bce98",
"body": null,
"is_bot": false,
"headline": "bump version 1.1.5 -> 1.1.6",
"author_name": "Philip Moore",
"author_login": "prmoore77",
"committed_at": "2026-05-06T14:07:47Z",
"body_truncated": false,
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},
{
"oid": "583e0ce618a79c5cc3e545831f1c998ca7341b1c",
"body": null,
"is_bot": false,
"headline": "Move v1.1.6 entry from [Unreleased] to versioned section in CHANGELOG",
"author_name": "Philip Moore",
"author_login": "prmoore77",
"committed_at": "2026-05-06T14:07:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04ba436b6c564330bfe333c97fc4fe3be96cd01d",
"body": "Closes #3 (originally reported as gizmodata/gizmosql#163 by @fromm1990).\n\nRoutes RETURNING DML through the regular query path and eagerly materializes the result so the underlying statement fires regardless of whether the caller fetches. Adds 3 unit + 2 integration tests covering both the result-set surfacing and the no-fetch persistence invariant.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix INSERT/UPDATE/DELETE ... RETURNING result-set handling (#4)",
"author_name": "Philip Moore",
"author_login": "prmoore77",
"committed_at": "2026-05-06T14:07:15Z",
"body_truncated": false,
"is_coding_agent": true
},
{
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"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 44,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 4.4
},
"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": "3 out of 3 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "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": "12 commit(s) and 1 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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "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": 3
},
"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": "moderate",
"name": "AI Readiness",
"value": 61,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.556,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 3092
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"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": "25 of 45 human commits state their intent (structured subject or explanatory body)",
"points": 29.6,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 25,
"sampled": 45
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 43,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [
"src/adbc_driver_gizmosql/py.typed"
],
"agent_commit_share": 0.467,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "src/adbc_driver_gizmosql/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "src/adbc_driver_gizmosql/py.typed"
}
}
],
"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": "21 of the last 45 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 21,
"sampled": 45
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 33114,
"source_files_sampled": 9,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (src/adbc_driver_gizmosql/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "src/adbc_driver_gizmosql/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/9 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 9,
"oversized": 0
}
}
],
"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",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"deps.dev does not index pypi:adbc-driver-gizmosql@1.3.0; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-29T05:21:40.745061Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/gizmodata/adbc-driver-gizmosql.svg",
"full_name": "gizmodata/adbc-driver-gizmosql",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.