Public record
Software health reportschema 0.27.0 · metrics 2.3.1 · 2026-07-30 22:24 UTC

dbt-labs / dbt-adapters

PythonApache-2.0★ 225 stars⑂ 344 forkssince Aug 2023View on GitHub ↗

dbt-labs/dbt-adapters holds a health index of 93 out of 100, placing it in the Exceptional band. It scores highest on Vitality (84/100) and lowest on Security (68/100). It was last updated today. 5 contributors account for most of its recent work.

93
overall / 100
Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

93
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 79 is calibrated to 93 on the published index scale (record calibration 2026-08-02).

Ownership

dbt LabsOrganization
2,260 followers407 public repossince Apr 2016

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

Package ecosystems

Metrics by category

Vitality

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

84Excellent · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
35.3/36Commit cadence — 51/52 weeks with commits
18/18Commit volume — 514 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year514
human_commit_share1
days_since_last_push0
active_weeks_last_year51
How it's scored
27/27Ships releases — 26 releases published
7.2/36Release recency — latest release 602 days ago
27/27Release cadence — a release every ~5.6 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count26
latest_release_tagv1.10.4
releases_from_tagsno
days_since_latest_release602
mean_days_between_releases5.6

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

82Excellent · 17% of overall
How it's scored
38.1/60Stars — 225 stars
21.1/25Forks — 344 forks
3.3/15Watchers — 5 watchers
Inputs used
forks344
stars225
watchers5
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services
has_pull_request_templateyes
How it's scored
80/80Monthly downloads — 128,986,582 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesdbt-spark, dbt-athena, dbt-adapters, dbt-bigquery, dbt-postgres, dbt-redshift, dbt-snowflake, dbt-tests-adapter
dependents
ecosystemspypi
total_downloads
monthly_downloads128,986,582
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?

82Excellent · 23% of overall
How it's scored
45.9/54Bus factor — 5 contributor(s) cover half of all commits
18.3/22.5Commit distribution — top contributor authored 19% of commits
13.5/13.5Contributor breadth — 97 contributors
10/10OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations
Inputs used
bus_factor5
contributors_sampled97
top_contributor_share0.188
How it's scored
15.2/42Issue resolution — 36% of issues closed
23.5/30PR acceptance — 678/865 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs678
open_issues648
closed_issues368
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.362
closed_unmerged_prs187
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
24.1/25Owner reach — 2,260 followers of dbt-labs
25/25Track record — 407 public repos, account ~10 yr old
Inputs used
followers2,260
owner_typeOrganization
is_verified
owner_logindbt-labs
public_repos407
account_age_days3,765

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 8 package(s) on pypi
35/35Publish recency — latest publish 14 days ago
20/20Version history — 271 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesdbt-spark, dbt-athena, dbt-adapters, dbt-bigquery, dbt-postgres, dbt-redshift, dbt-snowflake, dbt-tests-adapter
ecosystemspypi
any_deprecatedno
min_days_since_publish14

Engineering Quality

Are baseline engineering and documentation practices in place?

78Good · 19% of overall
How it's scored
24/24CI workflows — 20 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 18 out of 18 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

55Moderate
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
0/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepage
has_readmeyes
has_docs_diryes
has_descriptionno

Security

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

68Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
6/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 18 out of 18 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 15 contributing companies or organizations
0/10Dangerous-Workflow — dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
2/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages33
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:dbt-adapters@1.24.5 runtime dependency closure — what installing the published package pulls in — 33 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

72Good · 4% of overall
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
20.8/40Legible commit history — 39 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.39
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes15,926
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
11/11Static type checking — dbt-adapters/src/dbt/adapters/py.typed, dbt-adapters/src/dbt/include/py.typed, mypy.ini
10/10Reproducible environment — Dockerfile
10/10Demonstrated agent practice — 13 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
4/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configsdbt-adapters/src/dbt/adapters/py.typed, dbt-adapters/src/dbt/include/py.typed, mypy.ini
agent_commit_share0.13
toolchain_manifests
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (dbt-adapters/src/dbt/adapters/py.typed, dbt-adapters/src/dbt/include/py.typed, mypy.ini)
54.7/55Manageable file sizes — 6/959 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes111,485
source_files_sampled959
oversized_source_files6

Key facts

225GitHub stars
97contributors
514commits, last 12 months
0days since last push
26releases
5bus factor
648open issues
PyPIpackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 344 ⇿
0Stars
344Forks
26Releases

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.

0125250375337122024-022025-052026-07
Major 1Minor 9Patch 13

Each point covers 3 days.

OpenSSF Scorecard 6.0 / 10
6.0aggregate

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 · 2026-07-30 22:24 UTC

10Binary-Artifactsno binaries found in the repo
8Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests18 out of 18 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 15 contributing companies or organizations
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
4Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 4
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 54
RegistryPackageVersion constraintManifest
PyPIdbt-common>=1.36,<2.0dbt-adapters/pyproject.toml
PyPIdbt-protos>=1.0.291,<2.0dbt-adapters/pyproject.toml
PyPIpytz>=2015.7dbt-adapters/pyproject.toml
PyPIagate>=1.0,<2.0dbt-adapters/pyproject.toml
PyPImashumaro>=3.9,<3.18dbt-adapters/pyproject.toml
PyPIprotobuf>=6.0,<7.0dbt-adapters/pyproject.toml
PyPItyping-extensions>=4.0,<5.0dbt-adapters/pyproject.toml
PyPIdbt-athena==1.11.0rc1dbt-athena-community/pyproject.toml
PyPIdbt-adapters>=1.24.1,<2.0dbt-athena/pyproject.toml
PyPIdbt-common>=1.0.0,<2.0dbt-athena/pyproject.toml
PyPIdbt-core>=1.8.0rc1,<2.0dbt-athena/pyproject.toml
PyPIboto3>=1.28dbt-athena/pyproject.toml
PyPIboto3-stubs>=1.28dbt-athena/pyproject.toml
PyPImmh3>=4.0.1,<4.2.0dbt-athena/pyproject.toml
PyPIpyathena>=2.25,<3.35dbt-athena/pyproject.toml
PyPIpydantic>=1.10,<3.0dbt-athena/pyproject.toml
PyPItenacity>=8.2,<10.0dbt-athena/pyproject.toml
PyPIdbt-common>=1.10,<2.0dbt-bigquery/pyproject.toml
PyPIdbt-adapters>=1.24.4,<2.0dbt-bigquery/pyproject.toml
PyPIgoogle-cloud-bigquery>=3.0,<4.0dbt-bigquery/pyproject.toml
PyPIgoogle-cloud-storage>=2.4,<3.2dbt-bigquery/pyproject.toml
PyPIgoogle-cloud-dataproc~=5.0dbt-bigquery/pyproject.toml
PyPIgoogle-api-core>=2.11.0dbt-bigquery/pyproject.toml
PyPIgoogle-auth>=2.29.0dbt-bigquery/pyproject.toml
PyPIdbt-core>=1.10.0rc0,<2.0dbt-bigquery/pyproject.toml
PyPInbformat>=5.10.4dbt-bigquery/pyproject.toml
PyPIgoogle-cloud-aiplatform>=1.148.0dbt-bigquery/pyproject.toml
PyPIpsycopg2-binary>=2.9,<3.0dbt-postgres/pyproject.toml
PyPIdbt-adapters>=1.24.1,<2.0dbt-postgres/pyproject.toml
PyPIdbt-core>=1.8.0rc1,<2.0dbt-postgres/pyproject.toml
PyPIdbt-common>=1.0.4,<2.0dbt-postgres/pyproject.toml
PyPIagate>=1.0,<2.0dbt-postgres/pyproject.toml
PyPIdbt-common>=1.10,<2.0dbt-redshift/pyproject.toml
PyPIdbt-adapters>=1.24.1,<2.0dbt-redshift/pyproject.toml
PyPIdbt-postgres>=1.10.0rc1,<2.0dbt-redshift/pyproject.toml
PyPIredshift-connector>=2.1.8,<2.2dbt-redshift/pyproject.toml
PyPIdbt-core>=1.8.0b3,<2.0dbt-redshift/pyproject.toml
PyPIsqlparse>=0.5.0,<0.6.0dbt-redshift/pyproject.toml
PyPIagatedbt-redshift/pyproject.toml
PyPIrequestsdbt-redshift/pyproject.toml
PyPIdbt-common>=1.10,<2.0dbt-snowflake/pyproject.toml
PyPIdbt-adapters>=1.24.4,<2.0dbt-snowflake/pyproject.toml
PyPIsnowflake-connector-python>=4.2.0,<5.0.0dbt-snowflake/pyproject.toml
PyPIcertifi<2025.4.26dbt-snowflake/pyproject.toml
PyPIdbt-core>=1.10.0rc0,<2.0dbt-snowflake/pyproject.toml
PyPIagatedbt-snowflake/pyproject.toml
PyPIdbt-common>=1.10,<2.0dbt-spark/pyproject.toml
PyPIdbt-adapters>=1.24.1,<2.0dbt-spark/pyproject.toml
PyPIdbt-core>=1.8.0rc1,<2.0dbt-spark/pyproject.toml
PyPIsqlparams>=3.0.0dbt-spark/pyproject.toml
PyPIdbt-common>=1.34.0,<2.0dbt-tests-adapter/pyproject.toml
PyPIdbt-adapters>=1.14.0,<2.0dbt-tests-adapter/pyproject.toml
PyPIpyyamldbt-tests-adapter/pyproject.toml
PyPIfreezegundbt-tests-adapter/pyproject.toml
All dependencies 38

Full resolved dependency set from the GitHub dependency graph: 30 direct and 8 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIagatedirect
PyPIboto3direct
PyPIboto3-stubsdirect
PyPIcertifidirect
PyPIdbt-adaptersdirect
PyPIdbt-athena1.11.0rc1direct
PyPIdbt-commondirect
PyPIdbt-coredirect
PyPIdbt-postgresdirect
PyPIdbt-protosdirect
PyPIgoogle-api-coredirect
PyPIgoogle-authdirect
PyPIgoogle-cloud-aiplatformdirect
PyPIgoogle-cloud-bigquerydirect
PyPIgoogle-cloud-dataprocdirect
PyPIgoogle-cloud-storagedirect
PyPImashumarodirect
PyPImmh3direct
PyPInbformatdirect
PyPIprotobufdirect
PyPIpsycopg2-binarydirect
PyPIpyathenadirect
PyPIpydanticdirect
PyPIpytzdirect
PyPIredshift-connectordirect
PyPIsnowflake-connector-pythondirect
PyPIsqlparamsdirect
PyPIsqlparsedirect
PyPItenacitydirect
PyPItyping-extensionsdirect
PyPIbeartypeindirect
PyPIdagger-ioindirect
PyPIgqlindirect
PyPIpyhiveindirect
PyPIpyodbcindirect
PyPIpysparkindirect
PyPIpython-dotenvindirect
PyPIthriftindirect
Dependency advisories 0

Installing pypi:dbt-adapters@1.24.5 pulls in 33 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 45670,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Shell": 15849,
        "Python": 4235368,
        "PLpgSQL": 10957,
        "Dockerfile": 11811
      },
      "pushed_at": "2026-07-30T07:48:19Z",
      "created_at": "2023-08-05T19:35:00Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-28T16:14:07Z",
      "description": null,
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "getdbt.com",
      "name": "dbt Labs",
      "type": "Organization",
      "login": "dbt-labs",
      "company": null,
      "location": "Philadelphia, PA",
      "followers": 2260,
      "avatar_url": "https://avatars.githubusercontent.com/u/18339788?v=4",
      "created_at": "2016-04-08T01:29:30Z",
      "is_verified": null,
      "public_repos": 407,
      "account_age_days": 3765
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.10.4",
          "kind": "patch",
          "published_at": "2024-12-05T01:49:34Z"
        },
        {
          "tag": "v1.10.3",
          "kind": "patch",
          "published_at": "2024-11-25T18:03:39Z"
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          "kind": "patch",
          "published_at": "2024-11-22T22:41:57Z"
        },
        {
          "tag": "v1.10.1",
          "kind": "patch",
          "published_at": "2024-11-20T23:46:23Z"
        },
        {
          "tag": "v1.10.0",
          "kind": "minor",
          "published_at": "2024-11-19T22:28:03Z"
        },
        {
          "tag": "v1.9.0",
          "kind": "minor",
          "published_at": "2024-11-13T18:31:33Z"
        },
        {
          "tag": "v1.11.0",
          "kind": "minor",
          "published_at": "2024-11-11T19:09:25Z"
        },
        {
          "tag": "v1.8.0",
          "kind": "minor",
          "published_at": "2024-10-29T18:11:39Z"
        },
        {
          "tag": "v1.7.2",
          "kind": "patch",
          "published_at": "2024-10-24T17:18:41Z"
        },
        {
          "tag": "v1.7.1",
          "kind": "patch",
          "published_at": "2024-10-15T23:07:20Z"
        },
        {
          "tag": "v1.7.0",
          "kind": "minor",
          "published_at": "2024-09-19T16:23:58Z"
        },
        {
          "tag": "v1.6.1",
          "kind": "patch",
          "published_at": "2024-09-16T16:56:53Z"
        },
        {
          "tag": "v1.6.0",
          "kind": "minor",
          "published_at": "2024-09-12T19:57:12Z"
        },
        {
          "tag": "v1.5.0",
          "kind": "minor",
          "published_at": "2024-09-10T03:50:43Z"
        },
        {
          "tag": "v1.4.1",
          "kind": "patch",
          "published_at": "2024-08-09T22:06:34Z"
        },
        {
          "tag": "v1.4.0",
          "kind": "minor",
          "published_at": "2024-07-30T19:57:44Z"
        },
        {
          "tag": "v1.3.3",
          "kind": "patch",
          "published_at": "2024-07-09T20:12:03Z"
        },
        {
          "tag": "v1.3.2",
          "kind": "patch",
          "published_at": "2024-07-02T15:49:13Z"
        },
        {
          "tag": "v1.3.1",
          "kind": "patch",
          "published_at": "2024-06-20T19:21:23Z"
        },
        {
          "tag": "v1.2.1",
          "kind": "patch",
          "published_at": "2024-05-21T22:46:27Z"
        },
        {
          "tag": "v1.1.1",
          "kind": "patch",
          "published_at": "2024-05-07T22:47:15Z"
        },
        {
          "tag": "v1.1.0",
          "kind": "minor",
          "published_at": "2024-05-01T21:07:09Z"
        },
        {
          "tag": "v1.1.0rc2",
          "kind": "other",
          "published_at": "2024-04-29T23:10:55Z"
        },
        {
          "tag": "v1.1.0rc1",
          "kind": "other",
          "published_at": "2024-04-17T01:06:52Z"
        },
        {
          "tag": "v1.0.0",
          "kind": "major",
          "published_at": "2024-04-01T23:25:51Z"
        },
        {
          "tag": "v1.0.0b1",
          "kind": "other",
          "published_at": "2024-02-27T23:15:41Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "860da89225e2ecf1bf47038f5ac40d4eaa4019a2",
          "body": "Co-authored-by: Colin Rogers <111200756+colin-rogers-dbt@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(redshift): skip dist/sort on temporary tables (#2087)",
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                "detail": "18 out of 18 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 68,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 6
            },
            "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 is not maximal on development and all release branches",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "18 out of 18 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 15 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "dangerous workflow patterns detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 2 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 4",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:dbt-adapters@1.24.5 runtime dependency closure — what installing the published package pulls in — 33 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:dbt-adapters@1.24.5",
                  "assessed": 33
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 33,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "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": 33,
              "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": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 10
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 72,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.39,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 15926
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, 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": "39 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 20.8,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 39,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 73,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "dbt-adapters/src/dbt/adapters/py.typed",
                "dbt-adapters/src/dbt/include/py.typed",
                "mypy.ini"
              ],
              "agent_commit_share": 0.13,
              "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": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "dbt-adapters/src/dbt/adapters/py.typed, dbt-adapters/src/dbt/include/py.typed, mypy.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "dbt-adapters/src/dbt/adapters/py.typed, dbt-adapters/src/dbt/include/py.typed, mypy.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "13 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 13,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 4",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 111485,
              "source_files_sampled": 959,
              "oversized_source_files": 6
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (dbt-adapters/src/dbt/adapters/py.typed, dbt-adapters/src/dbt/include/py.typed, mypy.ini)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "dbt-adapters/src/dbt/adapters/py.typed, dbt-adapters/src/dbt/include/py.typed, mypy.ini",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "6/959 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 959,
                      "oversized": 6
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-30T22:24:59.217395Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dbt-labs/dbt-adapters.svg",
  "full_name": "dbt-labs/dbt-adapters",
  "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 v2.3.1, schema v0.27.0 — full methodology · metrics wiki.

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