Public recordGood
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-29 17:15 UTC
GoogleCloudPlatform / professional-services-data-validator
Utility to compare data between homogeneous or heterogeneous environments to ensure source and target tables match
GoogleCloudPlatform/professional-services-data-validator holds a health index of 80 out of 100, placing it in the Good band. It scores highest on Vitality (94/100) and lowest on AI Readiness (50/100). It was last updated today. 2 contributors account for most of its recent work.
80
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.
80
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
Google Cloud PlatformOrganization
21,384 followers1,498 public repossince Nov 2012
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 | google-pso-data-validator | 8.8.2 | 10,612 | 62 | 1 day ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
94
Development activity
90Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 26.3/36 | Commit cadence — 38/52 weeks with commits |
| 18/18 | Commit volume — 103 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 103 |
| human_commit_share | 0.86 |
| days_since_last_push | 0 |
| active_weeks_last_year | 38 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 70 releases published |
| 36/36 | Release recency — latest release 1 days ago |
| 27/27 | Release cadence — a release every ~21.8 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 70 |
| latest_release_tag | v8.8.2 |
| releases_from_tags | no |
| days_since_latest_release | 1 |
| mean_days_between_releases | 21.8 |
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?
78
Popularity & adoption
72Good
How it's scored
| 44/60 | Stars — 516 stars |
| 18.5/25 | Forks — 166 forks |
| 9/15 | Watchers — 42 watchers |
Inputs used
| forks | 166 |
| stars | 516 |
| watchers | 42 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
67Moderate
How it's scored
| 53.7/80 | Monthly downloads — 10,612 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | google-pso-data-validator |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 10,612 |
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?
81
Maintainer resilience (bus factor)
62Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 13.1/22.5 | Commit distribution — top contributor authored 42% of commits |
| 13.5/13.5 | Contributor breadth — 56 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 56 |
| top_contributor_share | 0.417 |
Issue & PR responsiveness
89Excellent
How it's scored
| 39.9/46.8 | Issue resolution — 85% of issues closed |
| 33.9/38.3 | PR acceptance — 723/816 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 723 |
| open_issues | 142 |
| closed_issues | 825 |
| issue_closed_ratio | 0.853 |
| closed_unmerged_prs | 93 |
Ownership & stewardship
80Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 25/25 | Owner reach — 21,384 followers of GoogleCloudPlatform |
| 25/25 | Track record — 1,498 public repos, account ~13 yr old |
Inputs used
| followers | 21,384 |
| owner_type | Organization |
| is_verified | — |
| owner_login | GoogleCloudPlatform |
| public_repos | 1,498 |
| account_age_days | 5,003 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 1 days ago |
| 20/20 | Version history — 62 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | google-pso-data-validator |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 1 |
Engineering Quality
Are baseline engineering and documentation practices in place?
66
Engineering practices
60Moderate
How it's scored
| 0/24 | CI workflows |
| 24/24 | Tests present |
| 16/16 | Linter config — .flake8 |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | no |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| 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?
77
Security posture
80Good
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 30 out of 30 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 |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 7 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — no data |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 4.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 9 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — no data |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 13 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 5 |
| scorecard_aggregate | 8 |
Excluded from scoring (no data or not applicable): branch_protection, dangerous_workflow, packaging, signed_releases, token_permissions. Remaining weights renormalized.
Dependency advisories
64Moderate
How it's scored
| 7/35 | Direct dependencies free of known advisories — 1 affected: ibis-framework 5.1.0 (critical) |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 32/40 | No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 984 days ago |
Inputs used
| source | osv |
| advisories | 1 |
| affected_packages | 1 |
| assessed_packages | 88 |
| unassessed_packages | 0 |
| affected_by_severity | critical 1 |
| direct_affected_packages | 1 |
Matched the pypi:google-pso-data-validator@8.8.2 runtime dependency closure — what installing the published package pulls in — 88 packages. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
50
Agent context & guidance
40At risk
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 86 of 86 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Verify loop (build / test / typecheck)
61Moderate
How it's scored
| 18/18 | One-command bootstrap — noxfile.py |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .flake8 |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 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 | yes |
| typed_language | no |
| bootstrap_files | noxfile.py |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
53Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 52.9/55 | Manageable file sizes — 4/105 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 69,773 |
| source_files_sampled | 105 |
| oversized_source_files | 4 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — samples |
Inputs used
| example_dirs | samples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
516GitHub stars
56contributors
103commits, last 12 months
0days since last push
70releases
2bus factor
142open 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 ★ / 166 ⇿
0Stars
166Forks
62Releases
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.
Major 7Minor 41Patch 14
Each point covers 5 days.
OpenSSF Scorecard 8.0 / 10
8.0aggregate
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 30 out of 30 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 |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 7 contributing companies or organizations |
| n/a | Dangerous-Workflow | no workflows found |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 9 | SAST | SAST tool is not run on all commits -- score normalized to 9 |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| n/a | Token-Permissions | No tokens found |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
All dependencies 32
Full resolved dependency set from the GitHub dependency graph: 0 direct and 32 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | 0 | — | indirect |
| PyPI | 1 | — | indirect |
| PyPI | 3 | — | indirect |
| PyPI | black | 26.5.1 | indirect |
| PyPI | flake8 | — | indirect |
| PyPI | flask | — | indirect |
| PyPI | freezegun | — | indirect |
| PyPI | fsspec | — | indirect |
| PyPI | google-api-python-client | — | indirect |
| PyPI | google-cloud-bigquery | — | indirect |
| PyPI | google-cloud-bigquery-storage | — | indirect |
| PyPI | google-cloud-secret-manager | — | indirect |
| PyPI | google-cloud-spanner | — | indirect |
| PyPI | google-cloud-storage | — | indirect |
| PyPI | google-pso-data-validator | — | indirect |
| PyPI | ibis-framework | 7.1.0 | indirect |
| PyPI | impyla | — | indirect |
| PyPI | jellyfish | — | indirect |
| PyPI | pandas | — | indirect |
| PyPI | parsy | — | indirect |
| PyPI | psycopg2-binary | — | indirect |
| PyPI | pyarrow | — | indirect |
| PyPI | pydata-google-auth | — | indirect |
| PyPI | pyfakefs | — | indirect |
| PyPI | pymysql | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | pytest-rerunfailures | — | indirect |
| PyPI | pytest-timeout | — | indirect |
| PyPI | pyyaml | — | indirect |
| PyPI | sqlalchemy | — | indirect |
| PyPI | tabulate | — | indirect |
Dependency advisories 1
Installing pypi:google-pso-data-validator@8.8.2 pulls in 88 packages, direct and transitive: 1 carry known advisories, of which 1 are direct dependencies.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| ibis-framework | 5.1.0 | direct | critical | 1 | 7.1.0 |
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": 3655,
"has_wiki": true,
"homepage": null,
"languages": {
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"TSQL": 55894,
"Shell": 7332,
"Python": 1255126
},
"pushed_at": "2026-07-29T17:13:08Z",
"created_at": "2020-04-10T21:18:19Z",
"owner_type": "Organization",
"updated_at": "2026-07-28T20:03:26Z",
"description": "Utility to compare data between homogeneous or heterogeneous environments to ensure source and target tables match",
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"primary_language": "Python",
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},
"owner": {
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"company": null,
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"followers": 21384,
"avatar_url": "https://avatars.githubusercontent.com/u/2810941?v=4",
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"is_verified": null,
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},
"license": {
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"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
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"tag": "v8.8.2",
"kind": "patch",
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{
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"published_at": "2026-06-18T12:51:05Z"
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{
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"published_at": "2026-05-22T09:07:05Z"
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{
"tag": "v8.7.0",
"kind": "minor",
"published_at": "2026-04-20T15:07:46Z"
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{
"tag": "v8.6.0",
"kind": "minor",
"published_at": "2026-04-13T19:50:34Z"
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{
"tag": "v8.5.2",
"kind": "patch",
"published_at": "2026-02-26T17:34:50Z"
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{
"tag": "v8.5.1",
"kind": "patch",
"published_at": "2026-02-24T16:02:09Z"
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{
"tag": "v8.5.0",
"kind": "minor",
"published_at": "2026-02-06T13:41:43Z"
},
{
"tag": "v8.4.0",
"kind": "minor",
"published_at": "2026-01-13T16:26:25Z"
},
{
"tag": "v8.3.0",
"kind": "minor",
"published_at": "2025-11-13T14:57:13Z"
},
{
"tag": "v8.2.0",
"kind": "minor",
"published_at": "2025-09-23T17:14:56Z"
},
{
"tag": "v8.1.1",
"kind": "patch",
"published_at": "2025-08-09T09:51:01Z"
},
{
"tag": "v8.1.0",
"kind": "minor",
"published_at": "2025-08-07T10:42:14Z"
},
{
"tag": "v8.0.0",
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"published_at": "2025-07-30T15:16:15Z"
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},
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"tag": "v7.6.0",
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},
{
"tag": "v7.5.2",
"kind": "patch",
"published_at": "2025-04-02T12:00:59Z"
},
{
"tag": "v7.5.1",
"kind": "patch",
"published_at": "2025-03-31T13:12:09Z"
},
{
"tag": "v7.5.0",
"kind": "minor",
"published_at": "2025-03-26T13:12:38Z"
},
{
"tag": "v7.4.0",
"kind": "minor",
"published_at": "2025-03-05T16:50:52Z"
},
{
"tag": "v7.3.0",
"kind": "minor",
"published_at": "2025-02-26T09:54:49Z"
},
{
"tag": "v7.2.0",
"kind": "minor",
"published_at": "2025-02-05T09:50:21Z"
},
{
"tag": "v7.1.0",
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},
{
"tag": "v7.0.0",
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"published_at": "2024-12-18T15:24:01Z"
},
{
"tag": "v6.4.0",
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{
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{
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{
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},
{
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"kind": "minor",
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},
{
"tag": "v5.0.0",
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"published_at": "2024-05-21T18:10:02Z"
},
{
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"kind": "minor",
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},
{
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"published_at": "2024-02-23T18:16:20Z"
},
{
"tag": "v4.3.0",
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},
{
"tag": "v4.2.0",
"kind": "minor",
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},
{
"tag": "v4.1.0",
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},
{
"tag": "v4.0.0",
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},
{
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"kind": "minor",
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},
{
"tag": "v3.1.0",
"kind": "minor",
"published_at": "2023-04-24T05:20:43Z"
},
{
"tag": "v3.0.0",
"kind": "major",
"published_at": "2023-03-30T17:28:06Z"
},
{
"tag": "v2.9.0",
"kind": "minor",
"published_at": "2023-02-16T20:56:21Z"
},
{
"tag": "v2.8.0",
"kind": "minor",
"published_at": "2023-01-19T20:28:38Z"
},
{
"tag": "v2.7.0",
"kind": "minor",
"published_at": "2023-01-07T18:06:01Z"
},
{
"tag": "v2.6.0",
"kind": "minor",
"published_at": "2022-11-30T21:23:47Z"
},
{
"tag": "v2.5.0",
"kind": "minor",
"published_at": "2022-10-18T21:31:39Z"
},
{
"tag": "v2.4.0",
"kind": "minor",
"published_at": "2022-10-06T20:25:19Z"
},
{
"tag": "v2.3.0",
"kind": "minor",
"published_at": "2022-09-15T15:15:01Z"
},
{
"tag": "v2.2.0",
"kind": "minor",
"published_at": "2022-08-29T22:27:25Z"
},
{
"tag": "v2.1.0",
"kind": "minor",
"published_at": "2022-07-14T20:51:34Z"
},
{
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"notes": [],
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"assessed_packages": 88,
"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": 5
},
"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": 50,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 1,
"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": "86 of 86 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 86,
"sampled": 86
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"noxfile.py"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "noxfile.py",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "noxfile.py"
}
}
],
"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": ".flake8",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".flake8"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "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": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 53,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 69773,
"source_files_sampled": 105,
"oversized_source_files": 4
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "4/105 source files over 60KB",
"points": 52.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 105,
"oversized": 4
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"samples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "samples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "samples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-29T17:15:50.243871Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/GoogleCloudPlatform/professional-services-data-validator.svg",
"full_name": "GoogleCloudPlatform/professional-services-data-validator",
"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.