Public recordModerate
Software health reportschema 0.16.0 · metrics 1.13.0 · 2026-07-20 22:08 UTC
scaleoutsystems / scaleout-client
Scaleout Edge: Sovereign Edge AI orchestration and Federated Learning
scaleoutsystems/scaleout-client holds a health index of 61 out of 100, placing it in the Moderate band. It scores highest on Sustainability & Governance (73/100) and lowest on AI Readiness (33/100). It was last updated 10 days ago. 2 contributors account for most of its recent work.
61
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.
61
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
ScaleoutOrganization
58 followers47 public repossince Nov 2018
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 | scaleout | 1.0.5 | - | 8 | 10 days ago |
| PyPI | scaleoututil | 1.0.5 | 283 | 7 | 10 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
72
Development activity
53Moderate
How it's scored
| 28.8/36 | Push recency — last push 10 days ago |
| 6.9/36 | Commit cadence — 10/52 weeks with commits |
| 11.7/18 | Commit volume — 19 commits in the last year |
| 6/10 | OpenSSF Scorecard: Maintained — 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6 |
Inputs used
| commits_last_year | 19 |
| human_commit_share | — |
| days_since_last_push | 10 |
| active_weeks_last_year | 10 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 75 releases published |
| 36/36 | Release recency — latest release 10 days ago |
| 27/27 | Release cadence — a release every ~43.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 75 |
| latest_release_tag | v1.0.5 |
| releases_from_tags | no |
| days_since_latest_release | 10 |
| mean_days_between_releases | 43.6 |
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?
61
Popularity & adoption
53Moderate
How it's scored
| 36.1/60 | Stars — 169 stars |
| 13.5/25 | Forks — 43 forks |
| 3.3/15 | Watchers — 5 watchers |
Inputs used
| forks | 43 |
| stars | 169 |
| watchers | 5 |
| 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 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
41At risk
How it's scored
| 32.7/80 | Monthly downloads — 283 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | scaleout, scaleoututil |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 283 |
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?
73
Maintainer resilience (bus factor)
54Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 13/22.5 | Commit distribution — top contributor authored 42% of commits |
| 5.4/13.5 | Contributor breadth — 4 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 4 |
| top_contributor_share | 0.421 |
How it's scored
| 45.9/46.8 | Issue resolution — 98% of issues closed |
| 30.7/38.3 | PR acceptance — 735/917 decided PRs merged |
| 3/15 | OpenSSF Scorecard: Code-Review — Found 4/19 approved changesets -- score normalized to 2 |
Inputs used
| merged_prs | 735 |
| open_issues | 2 |
| closed_issues | 107 |
| issue_closed_ratio | 0.982 |
| closed_unmerged_prs | 182 |
Ownership & stewardship
67Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 12.7/25 | Owner reach — 58 followers of scaleoutsystems |
| 24.2/25 | Track record — 47 public repos, account ~7 yr old |
Inputs used
| followers | 58 |
| owner_type | Organization |
| is_verified | — |
| owner_login | scaleoutsystems |
| public_repos | 47 |
| account_age_days | 2,804 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 2 package(s) on pypi |
| 35/35 | Publish recency — latest publish 10 days ago |
| 20/20 | Version history — 8 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | scaleout, scaleoututil |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 10 |
Engineering Quality
Are baseline engineering and documentation practices in place?
40
Engineering practices
24Critical
How it's scored
| 0/24 | CI workflows |
| 24/24 | 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 9 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | no |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
65Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://www.scaleoutsystems.com |
| 10/10 | Repository description |
| 10/10 | Topics — 10 topics |
| 0/10 | Wiki |
Inputs used
| topics | federated-machine-learning, fedml, federated-learning, edge-ml, fleet-learning, keras-tensorflow, pytorch, scikit-learn, tensorflow, edge-ai |
| has_wiki | no |
| homepage | https://www.scaleoutsystems.com |
| 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?
52
Security posture
45At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 0 out of 9 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 |
| 1.5/7.5 | Code-Review — Found 4/19 approved changesets -- score normalized to 2 |
| 2.5/2.5 | Contributors — project has 4 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — no data |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 4.5/7.5 | Maintained — 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — no data |
| 0.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 1 |
| 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 | 4.5 |
Excluded from scoring (no data or not applicable): dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Remaining weights renormalized.
Dependency advisories
80Good
How it's scored
| 14.8/35 | Direct dependencies free of known advisories — 1 affected: click 8.3.1 (high 7.2) |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 40/40 | No advisories left outstanding — no advisory has been public longer than 90 days |
Inputs used
| source | osv |
| advisories | 1 |
| affected_packages | 1 |
| assessed_packages | 23 |
| unassessed_packages | 0 |
| affected_by_severity | high 1 |
| direct_affected_packages | 1 |
Matched the pypi:scaleout@1.0.5 runtime dependency closure — what installing the published package pulls in — 23 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.
33
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance, OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 55/55 | Manageable file sizes — 0/99 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 47,137 |
| source_files_sampled | 99 |
| oversized_source_files | 0 |
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — scaleout-util/scaleout.proto |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | scaleout-util/scaleout.proto |
Key facts
169GitHub stars
4contributors
19commits, last 12 months
10days since last push
75releases
2bus factor
2open issues
PyPIpackage ecosystems
Data collection warnings
- Could not fetch pypi package 'scaleout-client-workspace' from its registry
More detail
OpenSSF Scorecard 4.5 / 10
4.5aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 0 | CI-Tests | 0 out of 9 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 |
| 2 | Code-Review | Found 4/19 approved changesets -- score normalized to 2 |
| 10 | Contributors | project has 4 contributing companies or organizations |
| n/a | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 6 | Maintained | 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6 |
| n/a | Packaging | packaging workflow not detected |
| n/a | Pinned-Dependencies | no dependencies found |
| 1 | SAST | SAST tool is not run on all commits -- score normalized to 1 |
| 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 |
Direct dependencies 17
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | scaleoututil | — | pyproject.toml |
| PyPI | scaleout | — | pyproject.toml |
| PyPI | numpy | >=1.21.6 | scaleout-client-python/pyproject.toml |
| PyPI | psutil | — | scaleout-client-python/pyproject.toml |
| PyPI | scaleoututil | ==1.0.5 | scaleout-client-python/pyproject.toml |
| PyPI | click | ==8.3.1 | scaleout-client-python/pyproject.toml |
| PyPI | urllib3 | >=2.6.0 | scaleout-client-python/pyproject.toml |
| PyPI | grpcio | ==1.78.0 | scaleout-util/pyproject.toml |
| PyPI | grpcio-tools | ==1.78.0 | scaleout-util/pyproject.toml |
| PyPI | protobuf | ==6.33.5 | scaleout-util/pyproject.toml |
| PyPI | numpy | >=2.2.6 | scaleout-util/pyproject.toml |
| PyPI | requests | >=2.31 | scaleout-util/pyproject.toml |
| PyPI | urllib3 | >=2.6.0 | scaleout-util/pyproject.toml |
| PyPI | pyjwt | >=2.12.0 | scaleout-util/pyproject.toml |
| PyPI | virtualenv | ==20.36.1 | scaleout-util/pyproject.toml |
| PyPI | cryptography | >=46.0.5 | scaleout-util/pyproject.toml |
| PyPI | PyYAML | ~=6.0 | scaleout-util/pyproject.toml |
All dependencies 47
Full resolved dependency set from the GitHub dependency graph: 16 direct and 31 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | click | 8.3.1 | direct |
| PyPI | cryptography | — | direct |
| PyPI | grpcio | 1.78.0 | direct |
| PyPI | grpcio-tools | 1.78.0 | direct |
| PyPI | numpy | — | direct |
| PyPI | numpy | 1.24.4 | direct |
| PyPI | numpy | 1.26.4 | direct |
| PyPI | protobuf | 6.33.5 | direct |
| PyPI | pyjwt | — | direct |
| PyPI | pyyaml | — | direct |
| PyPI | requests | — | direct |
| PyPI | scaleout | — | direct |
| PyPI | scaleoututil | — | direct |
| PyPI | scaleoututil | 1.0.5 | direct |
| PyPI | urllib3 | — | direct |
| PyPI | virtualenv | 20.36.1 | direct |
| PyPI | chart-studio | — | indirect |
| PyPI | dash | 1.12.0 | indirect |
| PyPI | docker | — | indirect |
| PyPI | docker | 5.0.2 | indirect |
| PyPI | docker | 6.1.1 | indirect |
| PyPI | fedn | — | indirect |
| PyPI | fire | 0.3.1 | indirect |
| PyPI | flask | 1.0 | indirect |
| PyPI | monai | — | indirect |
| PyPI | mypy | — | indirect |
| PyPI | pandas | — | indirect |
| PyPI | plotly | — | indirect |
| PyPI | pyloudnorm | 0.1.1 | indirect |
| PyPI | pymongo | 3.7.1 | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | pytest-order | — | indirect |
| PyPI | responses | — | indirect |
| PyPI | scikit-learn | — | indirect |
| PyPI | scipy | — | indirect |
| PyPI | sphinx-code-tabs | — | indirect |
| PyPI | sphinx-copybutton | — | indirect |
| PyPI | sphinx-rtd-theme | — | indirect |
| PyPI | tensorflow | — | indirect |
| PyPI | tensorflow-macos | — | indirect |
| PyPI | tensorflow-metal | — | indirect |
| PyPI | torch | — | indirect |
| PyPI | torch | 2.5.1 | indirect |
| PyPI | torchaudio | 2.5.1 | indirect |
| PyPI | torcheval | 0.0.7 | indirect |
| PyPI | torchvision | — | indirect |
Dependency advisories 1
Installing pypi:scaleout@1.0.5 pulls in 23 packages, direct and transitive: 1 carry known advisories, of which 1 are direct dependencies.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| click | 8.3.1 | direct | high | 1 | 8.3.3 |
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": [
"federated-machine-learning",
"fedml",
"federated-learning",
"edge-ml",
"fleet-learning",
"keras-tensorflow",
"pytorch",
"scikit-learn",
"tensorflow",
"edge-ai"
],
"is_fork": false,
"size_kb": 373610,
"has_wiki": false,
"homepage": "https://www.scaleoutsystems.com",
"languages": {
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},
"pushed_at": "2026-07-10T13:35:54Z",
"created_at": "2020-07-14T14:13:55Z",
"owner_type": "Organization",
"updated_at": "2026-07-20T11:26:56Z",
"description": "Scaleout Edge: Sovereign Edge AI orchestration and Federated Learning ",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
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"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "www.scaleoutsystems.com/framework",
"name": "Scaleout",
"type": "Organization",
"login": "scaleoutsystems",
"company": null,
"location": "Uppsala, Sweden",
"followers": 58,
"avatar_url": "https://avatars.githubusercontent.com/u/45062839?v=4",
"created_at": "2018-11-15T08:40:00Z",
"is_verified": null,
"public_repos": 47,
"account_age_days": 2804
},
"license": {
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"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
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"commits_last_year": 19,
"latest_release_at": "2026-07-10T13:35:54Z",
"latest_release_tag": "v1.0.5",
"releases_from_tags": false,
"days_since_last_push": 10,
"active_weeks_last_year": 10,
"days_since_latest_release": 10,
"mean_days_between_releases": 43.6
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 75,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
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"exists": true,
"license": "Apache-2.0",
"keywords": [],
"ecosystem": "pypi",
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"is_deprecated": false,
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"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2026-02-09T13:31:41.132581Z",
"latest_published_at": "2026-07-10T11:32:14.053725Z",
"latest_version_yanked": null,
"days_since_latest_publish": 10
},
{
"name": "scaleoututil",
"exists": true,
"license": "Apache-2.0",
"keywords": [],
"ecosystem": "pypi",
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"registry_url": "https://pypi.org/project/scaleoututil/",
"is_deprecated": false,
"latest_version": "1.0.5",
"repository_url": null,
"versions_count": 7,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 283,
"first_published_at": "2026-02-09T14:35:23.379731Z",
"latest_published_at": "2026-07-10T11:32:10.442661Z",
"latest_version_yanked": null,
"days_since_latest_publish": 10
}
]
},
"popularity": {
"forks": 43,
"stars": 169,
"watchers": 5,
"open_issues_and_prs": 2
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [
"scaleout-util/scaleout.proto"
],
"has_devcontainer": false,
"typecheck_configs": [],
"largest_source_bytes": 47137,
"source_files_sampled": 99,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml",
"scaleout-client-python/pyproject.toml",
"scaleout-util/pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [
{
"name": "click",
"direct": true,
"version": "8.3.1",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.2,
"advisory_ids": [
"PYSEC-2026-2132"
],
"fixed_version": "8.3.3",
"advisory_count": 1,
"oldest_advisory_days": 81
}
],
"collected": true,
"truncated": false,
"by_severity": {
"high": 1
},
"advisory_count": 1,
"affected_count": 1,
"assessed_count": 23,
"assessed_package": "pypi:scaleout@1.0.5",
"unassessed_count": 0,
"direct_affected_count": 1
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "scaleoututil",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "scaleout",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "numpy",
"manifest": "scaleout-client-python/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.21.6"
},
{
"name": "psutil",
"manifest": "scaleout-client-python/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "scaleoututil",
"manifest": "scaleout-client-python/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "==1.0.5"
},
{
"name": "click",
"manifest": "scaleout-client-python/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "==8.3.1"
},
{
"name": "urllib3",
"manifest": "scaleout-client-python/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.6.0"
},
{
"name": "grpcio",
"manifest": "scaleout-util/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "==1.78.0"
},
{
"name": "grpcio-tools",
"manifest": "scaleout-util/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "==1.78.0"
},
{
"name": "protobuf",
"manifest": "scaleout-util/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "==6.33.5"
},
{
"name": "numpy",
"manifest": "scaleout-util/pyproject.toml",
"ecosystem": "pypi",
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{
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{
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{
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{
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{
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{
"name": "PyYAML",
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"ecosystem": "pypi",
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],
"all_dependencies": {
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"source": "github-sbom",
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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"version": null,
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{
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{
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{
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"version": null,
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{
"name": "fire",
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{
"name": "flask",
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"version": "1.0",
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},
{
"name": "monai",
"direct": false,
"version": null,
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},
{
"name": "mypy",
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"version": null,
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{
"name": "pandas",
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"version": null,
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{
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{
"name": "pyloudnorm",
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{
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{
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{
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{
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{
"name": "responses",
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{
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{
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{
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{
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{
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{
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{
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{
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{
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"version": null,
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{
"name": "torch",
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"version": "2.5.1",
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{
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{
"name": "torcheval",
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"version": "0.0.7",
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{
"name": "torchvision",
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"version": null,
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"collected": true,
"truncated": false,
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},
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"merged_prs": 735,
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"closed_issues": 107,
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"type": "User",
"login": "blaudden",
"commits": 8,
"avatar_url": "https://avatars.githubusercontent.com/u/3610676?v=4"
},
{
"type": "User",
"login": "ahellander",
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"avatar_url": "https://avatars.githubusercontent.com/u/2364390?v=4"
},
{
"type": "User",
"login": "niklastheman",
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"avatar_url": "https://avatars.githubusercontent.com/u/7532450?v=4"
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{
"type": "User",
"login": "carl-andersson",
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"has_linter_config": false,
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"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
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{
"name": "Branch-Protection",
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"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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{
"name": "CI-Tests",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
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{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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{
"name": "Code-Review",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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{
"name": "Contributors",
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"reason": "project has 4 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
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{
"name": "Dangerous-Workflow",
"score": null,
"reason": "no workflows found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
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"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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{
"name": "Fuzzing",
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"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
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"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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{
"name": "Maintained",
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},
{
"name": "Packaging",
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"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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{
"name": "Pinned-Dependencies",
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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{
"name": "Security-Policy",
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"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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{
"name": "Signed-Releases",
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"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
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"reason": "No tokens found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
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"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "b5b4677015d0afbef784b0e74a58cd81b5718caa",
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},
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"has_dependabot_config": false
}
},
"config": {
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"disabled_categories": [],
"disabled_components": {}
},
"source": {
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"host": "github.com",
"name": "scaleout-client",
"owner": "scaleoutsystems"
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"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
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"inputs": {
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"vitality": 72,
"community": 61,
"governance": 73,
"engineering": 40
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"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
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"weight": 0.22,
"metrics": [
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"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
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"inputs": {
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"human_commit_share": null,
"days_since_last_push": 10,
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"components": [
{
"key": "push_recency",
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{
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"code": "commit_cadence_weeks",
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],
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{
"key": "commit_volume",
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{
"key": "openssf_scorecard_maintained",
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]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
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},
{
"code": "weights_renormalized",
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],
"value": 100,
"inputs": {
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"days_since_latest_release": 10,
"mean_days_between_releases": 43.6
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"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "75 releases published",
"points": 27,
"status": "met",
"details": [
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"code": "releases_published",
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],
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{
"key": "release_recency",
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{
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{
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},
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"key": "abandonment",
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"guards": [],
"signals": [],
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"multiplier_pct": 100,
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"components": [
{
"key": "project_is_still_maintained",
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],
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]
}
],
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},
{
"key": "community",
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"value": 61,
"weight": 0.18,
"metrics": [
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"key": "popularity",
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"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 53,
"inputs": {
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"stars": 169,
"watchers": 5,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
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"components": [
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"key": "stars",
"name": "Stars",
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"points": 36.1,
"status": "partial",
"details": [
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"code": "stars",
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],
"max_points": 60
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{
"key": "forks",
"name": "Forks",
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"points": 13.5,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
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}
],
"max_points": 25
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{
"key": "watchers",
"name": "Watchers",
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"points": 3.3,
"status": "partial",
"details": [
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"code": "watchers",
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}
],
"max_points": 15
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]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 85,
"inputs": {
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"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
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"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
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"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
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{
"code": "license_spdx",
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],
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{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
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"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
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},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "pr_template",
"name": "PR template",
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"points": 0,
"status": "missed",
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}
]
},
{
"key": "ecosystem_adoption",
"band": "at_risk",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
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{
"code": "weights_renormalized",
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],
"value": 41,
"inputs": {
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"dependents": null,
"ecosystems": "pypi",
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"monthly_downloads": 283
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"components": [
{
"key": "monthly_downloads",
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"points": 32.7,
"status": "partial",
"details": [
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"code": "downloads_monthly",
"params": {
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"ecosystems": "pypi"
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}
],
"max_points": 80
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{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
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"code": "not_reported_by_this_ecosystem",
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],
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}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 73,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 4,
"top_contributor_share": 0.421
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
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}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 42% of commits",
"points": 13,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 42
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}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "4 contributors",
"points": 5.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 4
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}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 4 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"merged_prs": 735,
"open_issues": 2,
"closed_issues": 107,
"issue_closed_ratio": 0.982,
"closed_unmerged_prs": 182
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "98% of issues closed",
"points": 45.9,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 98
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "735/917 decided PRs merged",
"points": 30.7,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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"merged": 735,
"decided": 917
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}
],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 4/19 approved changesets -- score normalized to 2",
"points": 3,
"status": "partial",
"details": [],
"max_points": 15
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]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 67,
"inputs": {
"followers": 58,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "scaleoutsystems",
"public_repos": 47,
"account_age_days": 2804
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
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{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "58 followers of scaleoutsystems",
"points": 12.7,
"status": "partial",
"details": [
{
"code": "owner_followers",
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"count": 58,
"login": "scaleoutsystems"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "47 public repos, account ~7 yr old",
"points": 24.2,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 47
}
},
{
"code": "account_age_years",
"params": {
"years": 7
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}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"scaleout",
"scaleoututil"
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"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 10
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "2 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 2,
"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 10 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 10
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "8 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 8
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "at_risk",
"name": "Engineering Quality",
"value": 40,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "critical",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 24,
"inputs": {
"has_ci": false,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "0 out of 9 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"topics": [
"federated-machine-learning",
"fedml",
"federated-learning",
"edge-ml",
"fleet-learning",
"keras-tensorflow",
"pytorch",
"scikit-learn",
"tensorflow",
"edge-ai"
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"has_wiki": false,
"homepage": "https://www.scaleoutsystems.com",
"has_readme": true,
"has_docs_dir": false,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://www.scaleoutsystems.com",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "10 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 10
}
}
],
"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": "moderate",
"name": "Security",
"value": 52,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"packaging",
"pinned_dependencies",
"signed_releases",
"token_permissions"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 45,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 13,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 5,
"scorecard_aggregate": 4.5
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "0 out of 9 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 4/19 approved changesets -- score normalized to 2",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 4 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no workflows found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 1",
"points": 0.5,
"status": "partial",
"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": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "No tokens found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "good",
"name": "Dependency advisories",
"note": "Matched the pypi:scaleout@1.0.5 runtime dependency closure — what installing the published package pulls in — 23 packages. Reachability is not analyzed.",
"notes": [
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:scaleout@1.0.5",
"assessed": 23
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 80,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 23,
"unassessed_packages": 0,
"affected_by_severity": "high 1",
"direct_affected_packages": 1
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "1 affected: click 8.3.1 (high 7.2)",
"points": 14.8,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 1,
"packages": "click 8.3.1 (high 7.2)"
}
}
],
"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 has been public longer than 90 days",
"points": 40,
"status": "met",
"details": [
{
"code": "advisories_none_stale",
"params": {
"days": 90
}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 23,
"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": 4
},
"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": "at_risk",
"name": "AI Readiness",
"value": 33,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance, OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"automated_maintenance",
"openssf_scorecard_pinned_dependencies"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 31,
"inputs": {
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"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
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"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"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
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
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"largest_source_bytes": 47137,
"source_files_sampled": 99,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
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"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."
}
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}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 v0.16.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.