Public recordCritical
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-25 08:43 UTC
beta-team / beta-recsys
Beta-RecSys: Build, Evaluate and Tune Automated Recommender Systems
beta-team/beta-recsys holds a health index of 29 out of 100, placing it in the Critical band. It scores highest on Sustainability & Governance (65/100) and lowest on Vitality (23/100). It was last updated 240 days ago. 2 contributors account for most of its recent work.
29
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.
29
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.
Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.
Ownership
beta-teamOrganization
0 followers4 public repossince Mar 2020
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 | Tags |
|---|---|---|---|---|---|---|
| PyPI | beta_rec | 0.3.2 | 124 | 6 | 1972 days ago | pytorchrecommender-systemrecommendations |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
23
Development activity
4Critical
Abandonment alert
Work has arrived and nobody has attended to it
no human commit in 552 daysautomated commits excludedissues left unanswereda published fix left unappliedreleases stalledOpenSSF Scorecard reports it unmaintainedcontinuous integration brokenOverall rating: At risk 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
| 3.6/36 | Push recency — last push 240 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 — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
Inputs used
| commits_last_year | 0 |
| human_commit_share | 0.97 |
| days_since_last_push | 240 |
| active_weeks_last_year | 0 |
Release discipline
52Moderate
How it's scored
| 27/27 | Ships releases — 10 releases published |
| 0/36 | Release recency — latest release 1,662 days ago |
| 19.8/27 | Release cadence — a release every ~59.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 10 |
| latest_release_tag | v0.3.3 |
| releases_from_tags | no |
| days_since_latest_release | 1,662 |
| mean_days_between_releases | 59.7 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
46
Popularity & adoption
50Moderate
How it's scored
| 36.2/60 | Stars — 172 stars |
| 12.5/25 | Forks — 33 forks |
| 1.7/15 | Watchers — 3 watchers |
Inputs used
| forks | 33 |
| stars | 172 |
| watchers | 3 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
35At risk
How it's scored
| 28/80 | Monthly downloads — 124 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | beta_rec |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 124 |
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?
65
Maintainer resilience (bus factor)
63Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 14.6/22.5 | Commit distribution — top contributor authored 35% of commits |
| 13.5/13.5 | Contributor breadth — 13 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 13 |
| top_contributor_share | 0.351 |
How it's scored
| 38.9/46.8 | Issue resolution — 83% of issues closed |
| 34.2/38.3 | PR acceptance — 281/314 decided PRs merged |
| 10.5/15 | OpenSSF Scorecard: Code-Review — Found 7/9 approved changesets -- score normalized to 7 |
Inputs used
| merged_prs | 281 |
| open_issues | 21 |
| closed_issues | 104 |
| issue_closed_ratio | 0.832 |
| closed_unmerged_prs | 33 |
Ownership & stewardship
47At risk
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 0/25 | Owner reach — 0 followers of beta-team |
| 17.1/25 | Track record — 4 public repos, account ~6 yr old |
Inputs used
| followers | 0 |
| owner_type | Organization |
| is_verified | — |
| owner_login | beta-team |
| public_repos | 4 |
| account_age_days | 2,322 |
Package maintenance
69Moderate
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 4/35 | Publish recency — latest publish 1,972 days ago |
| 20/20 | Version history — 6 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | beta_rec |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 1,972 |
Engineering Quality
Are baseline engineering and documentation practices in place?
65
Engineering practices
48At risk
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 12 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://beta-recsys.readthedocs.io/en/latest/ |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | https://beta-recsys.readthedocs.io/en/latest/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
37
Security posture
38At 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 12 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 |
| 5.2/7.5 | Code-Review — Found 7/9 approved changesets -- score normalized to 7 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 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 — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 90 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3.8 |
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
Dependency advisories
34At risk
How it's scored
| 5.3/35 | Direct dependencies free of known advisories — 4 affected: ray 1.0.1 (critical 9.8), py7zr 0.22.0 (high 8.0), requests 2.24.0 (moderate 6.1), +1 more |
| 7.4/25 | Indirect dependencies free of known advisories — 2 affected: idna 2.10.0 (high 7.5), urllib3 1.25.11 (high 8.1) |
| 21.5/40 | No advisories left outstanding — 5 advisory-carrying package(s) unaddressed past 90 days; oldest published 2,261 days ago |
Inputs used
| source | osv |
| advisories | 58 |
| affected_packages | 6 |
| assessed_packages | 80 |
| unassessed_packages | 0 |
| affected_by_severity | critical 1, high 3, moderate 1, unknown 1 |
| direct_affected_packages | 4 |
Matched the pypi:beta_rec@0.3.2 runtime dependency closure — what installing the published package pulls in — 80 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.
43
Agent context & guidance
20Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 20.3/40 | Legible commit history — 37 of 97 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.381 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Verify loop (build / test / typecheck)
58Moderate
How it's scored
| 18/18 | One-command bootstrap — Makefile, docs/Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 8/8 | Automated maintenance — 3 of the last 100 commits are automated dependency updates |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile, docs/Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.03 |
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 — 0/119 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 39,242 |
| source_files_sampled | 119 |
| oversized_source_files | 0 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
172GitHub stars
13contributors
0commits, last 12 months
240days since last push
10releases
2bus factor
21open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
Star and fork history 0 ★ / 33 ⇿
0Stars
33Forks
10Releases
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 0Minor 2Patch 7
Each point covers 5 days.
OpenSSF Scorecard 3.8 / 10
3.8aggregate
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 12 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 |
| 7 | Code-Review | Found 7/9 approved changesets -- score normalized to 7 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 90 existing vulnerabilities detected |
All dependencies 24
Full resolved dependency set from the GitHub dependency graph: 0 direct and 24 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | aiofiles | — | indirect |
| PyPI | aiohttp | — | indirect |
| PyPI | gputil | 1.4.0 | indirect |
| PyPI | mock | — | indirect |
| PyPI | mock | 4.0.1 | indirect |
| PyPI | munch | 2.5.0 | indirect |
| PyPI | nest-asyncio | — | indirect |
| PyPI | numpy | — | indirect |
| PyPI | pandas | 1.0.3 | indirect |
| PyPI | psutil | — | indirect |
| PyPI | py-cpuinfo | — | indirect |
| PyPI | py7zr | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | ray | 2.8.1 | indirect |
| PyPI | requests | 2.32.0 | indirect |
| PyPI | rstcheck | — | indirect |
| PyPI | scikit-learn | — | indirect |
| PyPI | scipy | — | indirect |
| PyPI | sphinx-markdown-tables | — | indirect |
| PyPI | tabulate | — | indirect |
| PyPI | tensorboardx | — | indirect |
| PyPI | torch | — | indirect |
| PyPI | tqdm | — | indirect |
Dependency advisories 6
Installing pypi:beta_rec@0.3.2 pulls in 80 packages, direct and transitive: 6 carry known advisories, of which 4 are direct dependencies.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| ray | 1.0.1 | direct | critical | 21 | 2.56.0 |
| py7zr | 0.22.0 | direct | high | 6 | 1.1.3 |
| idna | 2.10.0 | indirect | high | 4 | 3.15 |
| urllib3 | 1.25.11 | indirect | high | 18 | 2.7.0 |
| requests | 2.24.0 | direct | moderate | 8 | 2.33.0 |
| pandas | 1.0.3 | direct | unknown | 1 | 1.0.4 |
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 1896,
"has_wiki": true,
"homepage": "https://beta-recsys.readthedocs.io/en/latest/",
"languages": {
"Shell": 1598,
"Python": 685346,
"Makefile": 215,
"Dockerfile": 3198
},
"pushed_at": "2025-11-26T19:42:17Z",
"created_at": "2020-03-15T17:03:32Z",
"owner_type": "Organization",
"updated_at": "2026-07-19T07:35:56Z",
"description": "Beta-RecSys: Build, Evaluate and Tune Automated Recommender Systems",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "master",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": null,
"type": "Organization",
"login": "beta-team",
"company": null,
"location": null,
"followers": 0,
"avatar_url": "https://avatars.githubusercontent.com/u/62214309?v=4",
"created_at": "2020-03-15T16:59:32Z",
"is_verified": null,
"public_repos": 4,
"account_age_days": 2322
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.3.3",
"kind": "patch",
"published_at": "2022-01-04T13:09:37Z"
},
{
"tag": "v0.3.2",
"kind": "patch",
"published_at": "2021-02-28T14:29:38Z"
},
{
"tag": "v0.3.1",
"kind": "patch",
"published_at": "2021-01-26T21:12:57Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2021-01-09T15:21:40Z"
},
{
"tag": "v0.2.4",
"kind": "patch",
"published_at": "2020-12-24T23:03:54Z"
},
{
"tag": "v0.2.3",
"kind": "patch",
"published_at": "2020-11-23T11:27:18Z"
},
{
"tag": "v0.2.2",
"kind": "patch",
"published_at": "2020-10-26T10:24:45Z"
},
{
"tag": "v0.2.1",
"kind": "patch",
"published_at": "2020-09-23T23:12:22Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2020-09-23T10:29:52Z"
},
{
"tag": "v0.1",
"kind": "other",
"published_at": "2020-07-15T19:25:05Z"
}
],
"recent_commits": [
{
"oid": "200f7412135e4599e4a5d0db74ae54d0704432e1",
"body": "Bump ray from 2.3.0 to 2.8.1",
"is_bot": false,
"headline": "Merge pull request #437 from beta-team/dependabot/pip/ray-2.8.1",
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"committed_at": "2025-01-19T08:16:48Z",
"body_truncated": false,
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},
{
"oid": "3ace5f85d267e6f4ad2534680b13ce41151af90b",
"body": "Bumps [ray](https://github.com/ray-project/ray) from 2.3.0 to 2.8.1.\n- [Release notes](https://github.com/ray-project/ray/releases)\n- [Commits](https://github.com/ray-project/ray/compare/ray-2.3.0...ray-2.8.1)\n\n---\nupdated-dependencies:\n- dependency-name: ray\n dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "Bump ray from 2.3.0 to 2.8.1",
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{
"oid": "fd3cd120e59722457e246d0c473ab596eb97f0fe",
"body": "Bump requests from 2.31.0 to 2.32.0",
"is_bot": false,
"headline": "Merge pull request #435 from beta-team/dependabot/pip/requests-2.32.0",
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{
"oid": "625189d5e1002a3edc27c3e3ce075fddf7ae1c92",
"body": "Bump requests from 2.24.0 to 2.31.0",
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"headline": "Merge pull request #433 from beta-team/dependabot/pip/requests-2.31.0",
"author_name": "Zaiqiao Meng",
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},
{
"oid": "f7b11cc3b30b81797bfdf872ab0993f64c8c6f42",
"body": "Bumps [requests](https://github.com/psf/requests) from 2.24.0 to 2.31.0.\n- [Release notes](https://github.com/psf/requests/releases)\n- [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md)\n- [Commits](https://github.com/psf/requests/compare/v2.24.0...v2.31.0)\n\n---\nupdated-dependencies:\n- dependency-name: requests\n dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "Bump requests from 2.24.0 to 2.31.0",
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"committed_at": "2023-05-22T23:55:44Z",
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},
{
"oid": "89d96b08f27a66182999f3b61bcfb41498319480",
"body": "Fixed a bug in EvalEngine",
"is_bot": false,
"headline": "Merge pull request #432 from JavierSanzCruza/LightGCN-Sigmoid",
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"oid": "af6a4cf7f464593d39cc52da040f23c192d85698",
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"headline": "Removed a blank space",
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],
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"inputs": {
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"dependents": null,
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"components": [
{
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"points": 28,
"status": "partial",
"details": [
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"count": 124,
"ecosystems": "pypi"
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}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
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}
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]
}
],
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},
{
"key": "governance",
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"name": "Sustainability & Governance",
"value": 65,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 63,
"inputs": {
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"contributors_sampled": 13,
"top_contributor_share": 0.351
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
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{
"code": "bus_factor",
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"count": 2
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}
],
"max_points": 54
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{
"key": "commit_distribution",
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"detail": "top contributor authored 35% of commits",
"points": 14.6,
"status": "partial",
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{
"code": "top_contributor_share",
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"share": 35
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}
],
"max_points": 22.5
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{
"key": "contributor_breadth",
"name": "Contributor breadth",
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"points": 13.5,
"status": "met",
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{
"code": "contributors_sampled",
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 6 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
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"inputs": {
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"open_issues": 21,
"closed_issues": 104,
"issue_closed_ratio": 0.832,
"closed_unmerged_prs": 33
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "83% of issues closed",
"points": 38.9,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 83
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "281/314 decided PRs merged",
"points": 34.2,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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"merged": 281,
"decided": 314
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}
],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 7/9 approved changesets -- score normalized to 7",
"points": 10.5,
"status": "partial",
"details": [],
"max_points": 15
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]
},
{
"key": "stewardship",
"band": "at_risk",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 47,
"inputs": {
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"owner_type": "Organization",
"is_verified": null,
"owner_login": "beta-team",
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
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"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "owner_reach",
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"detail": "0 followers of beta-team",
"points": 0,
"status": "missed",
"details": [
{
"code": "owner_followers",
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"count": 0,
"login": "beta-team"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "4 public repos, account ~6 yr old",
"points": 17.1,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 4
}
},
{
"code": "account_age_years",
"params": {
"years": 6
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "moderate",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 69,
"inputs": {
"packages": [
"beta_rec"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 1972
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 1972 days ago",
"points": 4,
"status": "partial",
"details": [
{
"code": "publish_recency",
"params": {
"days": 1972
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "6 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 6
}
}
],
"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": "moderate",
"name": "Engineering Quality",
"value": 65,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "at_risk",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 48,
"inputs": {
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"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "1 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 1
}
}
],
"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 12 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [],
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"homepage": "https://beta-recsys.readthedocs.io/en/latest/",
"has_readme": true,
"has_docs_dir": true,
"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": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://beta-recsys.readthedocs.io/en/latest/",
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 37,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 38,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 3.8
},
"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 12 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 7/9 approved changesets -- score normalized to 7",
"points": 5.2,
"status": "partial",
"details": [],
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},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 6 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"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": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "90 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "at_risk",
"name": "Dependency advisories",
"note": "Matched the pypi:beta_rec@0.3.2 runtime dependency closure — what installing the published package pulls in — 80 packages. Reachability is not analyzed.",
"notes": [
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:beta_rec@0.3.2",
"assessed": 80
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 34,
"inputs": {
"source": "osv",
"advisories": 58,
"affected_packages": 6,
"assessed_packages": 80,
"unassessed_packages": 0,
"affected_by_severity": "critical 1, high 3, moderate 1, unknown 1",
"direct_affected_packages": 4
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "4 affected: ray 1.0.1 (critical 9.8), py7zr 0.22.0 (high 8.0), requests 2.24.0 (moderate 6.1), +1 more",
"points": 5.3,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 4,
"packages": "ray 1.0.1 (critical 9.8), py7zr 0.22.0 (high 8.0), requests 2.24.0 (moderate 6.1)"
}
},
{
"code": "advisories_affected_more",
"params": {
"count": 1
}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "2 affected: idna 2.10.0 (high 7.5), urllib3 1.25.11 (high 8.1)",
"points": 7.4,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 2,
"packages": "idna 2.10.0 (high 7.5), urllib3 1.25.11 (high 8.1)"
}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "5 advisory-carrying package(s) unaddressed past 90 days; oldest published 2261 days ago",
"points": 21.5,
"status": "partial",
"details": [
{
"code": "advisories_stale",
"params": {
"days": 90,
"count": 5,
"oldest": 2261
}
}
],
"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": 80,
"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": 7
},
"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": 43,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 20,
"inputs": {
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"legible_history_share": 0.381,
"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": "37 of 97 human commits state their intent (structured subject or explanatory body)",
"points": 20.3,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 37,
"sampled": 97
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}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 58,
"inputs": {
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"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
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"dependency_bot_commit_share": 0.03
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile, docs/Makefile"
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}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
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},
{
"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": "Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "3 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 3,
"sampled": 100
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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 v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.