Public recordModerate
Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 00:45 UTC
celery / billiard
Multiprocessing Pool Extensions
celery/billiard holds a health index of 68 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (85/100) and lowest on AI Readiness (45/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.
68
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.
68
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
CeleryOrganization
398 followers27 public repossince Jul 2010
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 | billiard | 4.2.4 | 49,742,028 | 87 | 233 days ago | multiprocessingpoolprocess |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
63
Development activity
55Moderate
How it's scored
| 36/36 | Push recency — last push 1 days ago |
| 7.6/36 | Commit cadence — 11/52 weeks with commits |
| 11.5/18 | Commit volume — 18 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 | 18 |
| human_commit_share | 0.94 |
| days_since_last_push | 1 |
| active_weeks_last_year | 11 |
Release discipline
74Good
How it's scored
| 27/27 | Ships releases — 13 releases published |
| 27/36 | Release recency — latest release 145 days ago |
| 12.6/27 | Release cadence — a release every ~156 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 13 |
| latest_release_tag | v4.3.0rc1 |
| releases_from_tags | no |
| days_since_latest_release | 145 |
| mean_days_between_releases | 156 |
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?
68
Popularity & adoption
70Good
How it's scored
| 42.8/60 | Stars — 433 stars |
| 20.1/25 | Forks — 261 forks |
| 7.5/15 | Watchers — 23 watchers |
Inputs used
| forks | 261 |
| stars | 433 |
| watchers | 23 |
| growth_state | organic |
| growth_factor_pct | 100 |
Community health
44At risk
How it's scored
| 22.5/22.5 | README |
| 16.9/22.5 | License — license file present, not a recognized license |
| 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)
100Excellent
How it's scored
| 80/80 | Monthly downloads — 49,742,028 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | billiard |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 49,742,028 |
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)
39At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 6.7/22.5 | Commit distribution — top contributor authored 70% of commits |
| 13.5/13.5 | Contributor breadth — 90 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 26 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 90 |
| top_contributor_share | 0.701 |
Issue & PR responsiveness
68Moderate
How it's scored
| 31.5/46.8 | Issue resolution — 67% of issues closed |
| 27.5/38.3 | PR acceptance — 133/185 decided PRs merged |
| 9/15 | OpenSSF Scorecard: Code-Review — Found 15/25 approved changesets -- score normalized to 6 |
Inputs used
| merged_prs | 133 |
| open_issues | 80 |
| closed_issues | 165 |
| issue_closed_ratio | 0.673 |
| closed_unmerged_prs | 52 |
Ownership & stewardship
71Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 18.7/25 | Owner reach — 398 followers of celery |
| 22.5/25 | Track record — 27 public repos, account ~16 yr old |
Inputs used
| followers | 398 |
| owner_type | Organization |
| is_verified | — |
| owner_login | celery |
| public_repos | 27 |
| account_age_days | 5,864 |
Package maintenance
91Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 26/35 | Publish recency — latest publish 233 days ago |
| 20/20 | Version history — 87 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | billiard |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 233 |
Engineering Quality
Are baseline engineering and documentation practices in place?
85
Engineering practices
92Excellent
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — tox.ini |
| 9.6/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 12/20 | OpenSSF Scorecard: CI-Tests — 18 out of 27 merged PRs checked by a CI test -- score normalized to 6 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | yes |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
75Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 4 topics |
| 0/10 | Wiki |
Inputs used
| topics | python, multiprocessing, python3, celery |
| has_wiki | no |
| homepage | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
61
Security posture
61Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 1.5/2.5 | CI-Tests — 18 out of 27 merged PRs checked by a CI test -- score normalized to 6 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 4.5/7.5 | Code-Review — Found 15/25 approved changesets -- score normalized to 6 |
| 2.5/2.5 | Contributors — project has 26 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 |
| 2.2/2.5 | 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 |
| 4/5 | SAST — SAST tool detected but not run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 6.1 |
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.
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.
45
Agent context & guidance
21Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 21/40 | Legible commit history — 37 of 94 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.394 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Verify loop (build / test / typecheck)
59Moderate
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — tox.ini |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 8/8 | Automated maintenance — 4 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 | no |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.04 |
Code legibility for models
53Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 53.1/55 | Manageable file sizes — 2/57 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 69,034 |
| source_files_sampled | 57 |
| oversized_source_files | 2 |
Key facts
433GitHub stars
90contributors
18commits, last 12 months
1days since last push
13releases
1bus factor
80open issues
PyPIpackage ecosystems
Data collection warnings
- No resolved dependencies carried a version and a supported ecosystem
More detail
Star and fork history 433 ★ / 261 ⇿
433Stars
261Forks
13Releases
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 1Minor 2Patch 7
Each point covers 16 days.
OpenSSF Scorecard 6.1 / 10
6.1aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 6 | CI-Tests | 18 out of 27 merged PRs checked by a CI test -- score normalized to 6 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 6 | Code-Review | Found 15/25 approved changesets -- score normalized to 6 |
| 10 | Contributors | project has 26 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 |
| 9 | 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 |
| 8 | SAST | SAST tool detected but not run on all commits |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
All dependencies 7
Full resolved dependency set from the GitHub dependency graph: 0 direct and 7 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | flake8 | — | indirect |
| PyPI | psutil | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | tox | — | indirect |
| PyPI | wheel | — | indirect |
Dependency advisories not assessed
Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"python",
"multiprocessing",
"python3",
"celery"
],
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"languages": {
"C": 60892,
"Python": 384800,
"Makefile": 3172
},
"pushed_at": "2026-07-20T16:50:58Z",
"created_at": "2009-11-16T15:39:48Z",
"owner_type": "Organization",
"updated_at": "2026-07-16T12:05:12Z",
"description": "Multiprocessing Pool Extensions",
"is_archived": false,
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"primary_language": "Python",
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},
"owner": {
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"account_age_days": 5864
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"license": {
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"spdx_id": null,
"raw_spdx": "NOASSERTION",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
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"kind": "other",
"published_at": "2026-02-26T14:22:49Z"
},
{
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},
{
"tag": "v4.2.1",
"kind": "patch",
"published_at": "2024-09-21T13:40:32Z"
},
{
"tag": "v4.2.0",
"kind": "minor",
"published_at": "2023-11-06T05:25:24Z"
},
{
"tag": "v4.1.0",
"kind": "minor",
"published_at": "2022-12-14T08:38:21Z"
},
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"tag": "v4.0.2",
"kind": "patch",
"published_at": "2022-08-03T06:30:08Z"
},
{
"tag": "v4.0.1",
"kind": "patch",
"published_at": "2022-08-01T11:18:31Z"
},
{
"tag": "v4.0.0",
"kind": "major",
"published_at": "2022-04-24T08:33:30Z"
},
{
"tag": "v3.6.4.0",
"kind": "other",
"published_at": "2021-04-01T09:25:16Z"
},
{
"tag": "3.6.3.0",
"kind": "other",
"published_at": "2020-02-27T13:28:19Z"
},
{
"tag": "3.6.1",
"kind": "patch",
"published_at": "2020-02-27T08:00:51Z"
}
],
"recent_commits": [
{
"oid": "21a2e1c2b94115d054762bb0bcee6b883d4ce324",
"body": "updates:\n- [github.com/codespell-project/codespell: v2.4.1 → v2.4.2](https://github.com/codespell-project/codespell/compare/v2.4.1...v2.4.2)",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit autoupdate",
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"body_truncated": false,
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},
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"is_bot": false,
"headline": "Prepare for (pre) release: v4.3.0rc1 (#445)",
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"is_bot": false,
"headline": "Fix macOS fork-safety crash: default to spawn on darwin (#443)",
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"is_bot": false,
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"author_name": "Asif Saif Uddin {\"Auvi\":\"অভি\"}",
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"author_name": "Asif Saif Uddin {\"Auvi\":\"অভি\"}",
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"is_bot": false,
"headline": "Make einfo compatible with inspect (fixes #176) (#392)",
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"headline": "Fix pytest deprecation warning",
"author_name": "Marcel Jackwerth",
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"body_truncated": false,
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{
"oid": "69c2f296c2b36622a90c548f26c940712cb9a1df",
"body": "* Bump version: 4.2.3 → 4.2.4\n\n* Prepare for release: v4.2.4",
"is_bot": false,
"headline": "Prepare for release: v4.2.4 (#439)",
"author_name": "Tomer Nosrati",
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"body_truncated": false,
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"body": "* Eliminate usage of 'return' in 'finally' blocks\n\nThis change helps make the code compatible with Python 3.14, where\n'return' in finally blocks is no longer allowed.\n\n* Update billiard/pool.py\n\n* Update billiard/connection.py\n\n---------\n\nCo-authored-by: Asif Saif Uddin {\"Auvi\":\"অভি\"} <auvipy@gmail.com>",
"is_bot": false,
"headline": "Eliminate usage of 'return' in 'finally' blocks (#438)",
"author_name": "Tor Arvid Lund",
"author_login": "torarvid",
"committed_at": "2025-11-30T12:42:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51153949934c247ac23de990eee4073adcf08083",
"body": "Bumps the github-actions group with 1 update: [actions/checkout](https://github.com/actions/checkout).\n\n\nUpdates `actions/checkout` from 5 to 6\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https:\n[…]\nsion-update:semver-major\n dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump actions/checkout from 5 to 6 in the github-actions group (#437)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-11-24T16:53:28Z",
"body_truncated": true,
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},
{
"oid": "e8f51d1995cf251787001683dbf443098d8b0ed7",
"body": "* Bump version: 4.2.2 → 4.2.3\n\n* Added Changelog for v4.2.3",
"is_bot": false,
"headline": "Prepare for release: v4.2.3 (#436)",
"author_name": "Tomer Nosrati",
"author_login": "Nusnus",
"committed_at": "2025-11-16T17:46:24Z",
"body_truncated": false,
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},
{
"oid": "8603172ab818f5069dd191dfaa3eb0a7653c6dda",
"body": "* Do not terminate ResultHandler thread so that task results can be reported properly\n\n* Test case to ensure that results are delivered during pool shutdown\n\n* Added newline at EOF\n\n---------\n\nCo-authored-by: Tomer Nosrati <tomer.nosrati@gmail.com>",
"is_bot": false,
"headline": "Ensure that task results are delivered during pool shutdown (#435)",
"author_name": "weetster",
"author_login": "weetster",
"committed_at": "2025-11-16T08:34:56Z",
"body_truncated": false,
"is_coding_agent": false
},
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"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "4 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 4
}
}
],
"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": 61,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 61,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 6.1
},
"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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "18 out of 27 merged PRs checked by a CI test -- score normalized to 6",
"points": 1.5,
"status": "partial",
"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 15/25 approved changesets -- score normalized to 6",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 26 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": 2.2,
"status": "partial",
"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 detected but not run on all commits",
"points": 4,
"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": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "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": 12
},
"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": 45,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 21,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.394,
"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 94 human commits state their intent (structured subject or explanatory body)",
"points": 21,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 37,
"sampled": 94
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 59,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.04
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"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": "tox.ini",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "tox.ini"
}
}
],
"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": [],
"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": "4 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 4,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 53,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 69034,
"source_files_sampled": 57,
"oversized_source_files": 2
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "2/57 source files over 60KB",
"points": 53.1,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 57,
"oversized": 2
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-22T00:45:56.132730Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/c/celery/billiard.svg",
"full_name": "celery/billiard",
"license_state": "custom",
"license_spdx": null
}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 v0.26.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.