Public recordCritical
Software health reportschema 0.27.0 · metrics 2.5.0 · 2026-07-29 13:13 UTC
googleapis / python-vision
This library has moved to https://github.com/googleapis/google-cloud-python/tree/main/packages/google-cloud-vision
googleapis/python-vision holds a health index of 19 out of 100, placing it in the Critical band. It scores highest on Sustainability & Governance (86/100) and lowest on Engineering Quality (21/100). The repository is archived, so no further maintenance is expected.
19
overall / 100Software 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.
19
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)
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 52 is calibrated to 53 on the published index scale (record calibration 2026-08-02).
Ownership
Google APIsOrganization
6,641 followers900 public repossince Jan 2016
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
25
Development activity
1Critical
Abandonment alert
Work has arrived and nobody has attended to it
archived on GitHub by its maintainersOverall rating: Critical ceiling
Silence alone is never the finding — a small, finished library may need no commits for years. This alert requires both: no human commit for a long time, and obligations the project is visibly not discharging. Automated commits do not count as maintenance.
How abandonment is assessedHow it's scored
| 0/36 | Push recency — last push 1,001 days ago |
| 0/36 | Commit cadence — 0/52 weeks with commits |
| 0/18 | Commit volume — 0 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — project is archived |
Inputs used
| commits_last_year | 0 |
| human_commit_share | 0.27 |
| days_since_last_push | 1,001 |
| active_weeks_last_year | 0 |
Release discipline
60Moderate
How it's scored
| 27/27 | Ships releases — 40 releases published |
| 0/36 | Release recency — latest release 1,013 days ago |
| 27/27 | Release cadence — a release every ~41.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 40 |
| latest_release_tag | v3.4.5 |
| releases_from_tags | no |
| days_since_latest_release | 1,013 |
| mean_days_between_releases | 41.6 |
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?
70
Popularity & adoption
56Moderate
How it's scored
| 35.6/60 | Stars — 158 stars |
| 15.8/25 | Forks — 80 forks |
| 4.7/15 | Watchers — 8 watchers |
Inputs used
| forks | 80 |
| stars | 158 |
| watchers | 8 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
85Excellent
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 |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | — |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| readme_badge_services | — |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
86
Maintainer resilience (bus factor)
85Excellent
How it's scored
| 43.2/54 | Bus factor — 4 contributor(s) cover half of all commits |
| 18/22.5 | Commit distribution — top contributor authored 20% of commits |
| 13.5/13.5 | Contributor breadth — 40 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations |
Inputs used
| bus_factor | 4 |
| contributors_sampled | 40 |
| top_contributor_share | 0.198 |
Issue & PR responsiveness
92Excellent
How it's scored
| 42/42 | Issue resolution — 100% of issues closed |
| 23/30 | PR acceptance — 303/395 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 303 |
| open_issues | 0 |
| closed_issues | 162 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 92 |
| 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.
Ownership & stewardship
80Excellent
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 25/25 | Owner reach — 6,641 followers of googleapis |
| 25/25 | Track record — 900 public repos, account ~10 yr old |
Inputs used
| followers | 6,641 |
| owner_type | Organization |
| is_verified | — |
| owner_login | googleapis |
| public_repos | 900 |
| account_age_days | 3,843 |
Engineering Quality
Are baseline engineering and documentation practices in place?
21
Engineering practices
1Critical
How it's scored
| 0/24 | CI workflows |
| 0/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 30 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | no |
| has_tests | no |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
50Moderate
How it's scored
| 30/30 | README |
| 0/25 | 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 | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
66
Security posture
66Good
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 6/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 0/2.5 | CI-Tests — 0 out of 30 merged PRs checked by a CI test -- score normalized to 0 |
| 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 10 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 |
| 0/7.5 | Maintained — project is archived |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — no data |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — no data |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 13 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 5 |
| scorecard_aggregate | 6.6 |
Excluded from scoring (no data or not applicable): dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Remaining weights renormalized.
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.
22
Agent context & guidance
40Weak
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 — 27 of 27 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 | — |
How it's scored
| 0/18 | One-command bootstrap |
| 0/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 8/8 | Automated maintenance — 1 of the last 100 commits are automated dependency updates |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | no |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.01 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
Key facts
158GitHub stars
40contributors
0commits, last 12 months
1,001days since last push
40releases
4bus factor
0open issues
—package ecosystems
Data collection warnings
- Language breakdown unavailable
- 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
More detail
Star and fork history 0 ★ / 80 ⇿
0Stars
80Forks
40Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 3Minor 13Patch 24
Each point covers 5 days.
OpenSSF Scorecard 6.6 / 10
6.6aggregate
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 |
| 8 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 0 | CI-Tests | 0 out of 30 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 10 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 |
| 0 | Maintained | project is archived |
| n/a | Packaging | packaging workflow not detected |
| n/a | Pinned-Dependencies | no dependencies found |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| n/a | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
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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"components": [
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"details": [
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"code": "abandonment_archived",
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],
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]
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],
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},
{
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"weight": 0.17,
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"note": null,
"notes": [],
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"inputs": {
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],
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{
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}
],
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{
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"code": "watchers",
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"count": 8
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}
],
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]
},
{
"key": "community_health",
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"note": null,
"notes": [],
"value": 85,
"inputs": {
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"readme_badges": null,
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{
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"details": [
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"code": "license_standard",
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{
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{
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"points": 18,
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{
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"points": 13.5,
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"details": [],
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{
"key": "issue_template",
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"detail": null,
"points": 0,
"status": "missed",
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"max_points": 7.2
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{
"key": "pr_template",
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"points": 0,
"status": "missed",
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],
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},
{
"key": "governance",
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"name": "Sustainability & Governance",
"value": 86,
"weight": 0.23,
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"note": null,
"notes": [],
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"contributors_sampled": 40,
"top_contributor_share": 0.198
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"points": 43.2,
"status": "partial",
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"code": "bus_factor",
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"count": 4
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}
],
"max_points": 54
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{
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"status": "partial",
"details": [
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}
],
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{
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],
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{
"key": "openssf_scorecard_contributors",
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"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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],
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"inputs": {
"merged_prs": 303,
"open_issues": 0,
"closed_issues": 162,
"prs_merged_7d": null,
"prs_decided_7d": null,
"prs_merged_30d": null,
"prs_decided_30d": null,
"issue_closed_ratio": 1,
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"first_time_prs_merged_30d": null,
"first_time_prs_decided_30d": null
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"components": [
{
"key": "issue_resolution",
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"points": 42,
"status": "met",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 100
}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
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"detail": "303/395 decided PRs merged",
"points": 23,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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"decided": 395
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}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
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"points": 0,
"status": "excluded",
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"code": "no_newcomer_prs",
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}
],
"max_points": 13
},
{
"key": "openssf_scorecard_code_review",
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"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "excellent",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"followers": 6641,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "googleapis",
"public_repos": 900,
"account_age_days": 3843
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"components": [
{
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"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
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}
],
"max_points": 30
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{
"key": "verified_domain",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
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"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
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"login": "googleapis"
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}
],
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{
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"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 900
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},
{
"code": "account_age_years",
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"years": 10
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}
],
"max_points": 25
}
]
}
],
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},
{
"key": "engineering",
"band": "at_risk",
"name": "Engineering Quality",
"value": 21,
"weight": 0.19,
"metrics": [
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"key": "engineering_practices",
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"note": null,
"notes": [],
"value": 1,
"inputs": {
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"has_tests": false,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
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"key": "ci_workflows",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 24
},
{
"key": "tests_present",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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{
"key": "linter_config",
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"points": 0,
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{
"key": "pre_commit_hooks",
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"points": 0,
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{
"key": "editorconfig",
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"details": [],
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{
"key": "openssf_scorecard_ci_tests",
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"status": "missed",
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"max_points": 20
}
]
},
{
"key": "documentation",
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"note": null,
"notes": [],
"value": 50,
"inputs": {
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"homepage": null,
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"details": [],
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{
"key": "documentation_directory",
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"points": 0,
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{
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{
"key": "topics",
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
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]
}
],
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},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 66,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"notes": [
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"code": "excluded_no_data",
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"signed_releases",
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{
"code": "weights_renormalized",
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],
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"inputs": {
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"components": [
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"details": [],
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{
"key": "branch_protection",
"name": "Branch-Protection",
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"points": 6,
"status": "partial",
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{
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "cii_best_practices",
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"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
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{
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{
"key": "contributors",
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"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
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"status": "excluded",
"details": [
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"code": "no_data",
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],
"max_points": 10
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{
"key": "dependency_update_tool",
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{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
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"points": 2.5,
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"details": [],
"max_points": 2.5
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{
"key": "maintained",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
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{
"key": "packaging",
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"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 5
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{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 5
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{
"key": "sast",
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"points": 0,
"status": "missed",
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{
"key": "security_policy",
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"details": [],
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{
"key": "signed_releases",
"name": "Signed-Releases",
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"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
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{
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
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"details": [],
"max_points": 7.5
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]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"commit_weight_rule": {
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"min_commit_share": 0.1
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"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 9
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"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
}
]
}
],
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},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 22,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "weak",
"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",
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"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "legible_commit_history",
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"detail": "27 of 27 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
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"code": "legible_history",
"params": {
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"sampled": 27
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}
],
"max_points": 40
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]
},
{
"key": "ai_verify_loop",
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"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 9,
"inputs": {
"has_nix": false,
"has_tests": false,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.01
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"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": {
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}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
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"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
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}
],
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},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
}
],
"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)."
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],
"classification": {
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"labels": [],
"scores": {
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"primary": null,
"evidence": [
{
"tier": "description",
"label": "library",
"source": "description:library",
"weight": 2
}
],
"artifacts": [],
"confidence": "none",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": false
},
"metrics_version": "2.5.0"
},
"warnings": [
"Language breakdown unavailable",
"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"
],
"report_type": "repository",
"generated_at": "2026-07-29T13:13:46.089702Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/googleapis/python-vision.svg",
"full_name": "googleapis/python-vision",
"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 v2.5.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.