Public recordModerate
Software health reportschema 0.27.0 · metrics 2.1.0 · 2026-07-30 22:17 UTC
machow / quartodoc
Generate API documentation with quarto
machow/quartodoc holds a health index of 51 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (86/100) and lowest on Vitality (36/100). It was last updated 233 days ago. A single contributor accounts for most of its recent work.
51
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
51
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
The weighted overall 57 is calibrated to 60 on the published index scale (record calibration 2026-08-02).
Ownership
Michael ChowPersonal account
294 followers231 public repossince Oct 2012@rstudio
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | quartodoc | 0.11.1 | - | 37 | 415 days ago | documentationquarto |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
36
Development activity
14Critical
Abandonment alert
Work has arrived and nobody has attended to it
no human commit in 236 daysautomated commits excludedissues left unansweredreleases stalledOpenSSF Scorecard reports it unmaintained
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 233 days ago |
| 1.4/36 | Commit cadence — 2/52 weeks with commits |
| 9/18 | Commit volume — 9 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 | 9 |
| human_commit_share | 1 |
| days_since_last_push | 233 |
| active_weeks_last_year | 2 |
Release discipline
68Good
How it's scored
| 27/27 | Ships releases — 38 releases published |
| 7.2/36 | Release recency — latest release 415 days ago |
| 27/27 | Release cadence — a release every ~40.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 38 |
| latest_release_tag | v0.11.1 |
| releases_from_tags | no |
| days_since_latest_release | 415 |
| mean_days_between_releases | 40.1 |
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?
59
Popularity & adoption
54Moderate
How it's scored
| 39.3/60 | Stars — 264 stars |
| 12.3/25 | Forks — 31 forks |
| 2.7/15 | Watchers — 4 watchers |
Inputs used
| forks | 31 |
| stars | 264 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
65Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 0/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | — |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | yes |
| readme_badge_services | — |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
60
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 4.3/22.5 | Commit distribution — top contributor authored 81% of commits |
| 13.5/13.5 | Contributor breadth — 16 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 9 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 16 |
| top_contributor_share | 0.811 |
How it's scored
| 29.7/42 | Issue resolution — 71% of issues closed |
| 26.6/30 | PR acceptance — 139/157 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 1.5/15 | OpenSSF Scorecard: Code-Review — Found 2/17 approved changesets -- score normalized to 1 |
Inputs used
| merged_prs | 139 |
| open_issues | 71 |
| closed_issues | 172 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0.708 |
| closed_unmerged_prs | 18 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
Ownership & stewardship
66Good
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 17.8/25 | Owner reach — 294 followers of machow |
| 25/25 | Track record — 231 public repos, account ~13 yr old |
Inputs used
| followers | 294 |
| owner_type | User |
| is_verified | — |
| owner_login | machow |
| public_repos | 231 |
| account_age_days | 5,035 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
79Good
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 14/35 | Publish recency — latest publish 415 days ago |
| 20/20 | Version history — 37 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | quartodoc |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 415 |
Engineering Quality
Are baseline engineering and documentation practices in place?
86
Engineering practices
84Excellent
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .flake8 |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 10/20 | OpenSSF Scorecard: CI-Tests — 9 out of 17 merged PRs checked by a CI test -- score normalized to 5 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://machow.github.io/quartodoc |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | https://machow.github.io/quartodoc |
| 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?
46
Security posture
33At Risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 1.2/2.5 | CI-Tests — 9 out of 17 merged PRs checked by a CI test -- score normalized to 5 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0.8/7.5 | Code-Review — Found 2/17 approved changesets -- score normalized to 1 |
| 2.5/2.5 | Contributors — project has 9 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 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 |
| 0/7.5 | Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 5/5 | Packaging — packaging workflow detected |
| 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 — 63 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3.3 |
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.
Dependency advisories
100Exceptional
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 39 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:quartodoc@0.11.1 runtime dependency closure — what installing the published package pulls in — 39 packages. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
59
Agent context & guidance
40Weak
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 97 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.97 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .flake8 |
| 11/11 | Static type checking — quartodoc/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | quartodoc/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
82Excellent
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (quartodoc/py.typed) |
| 55/55 | Manageable file sizes — 0/57 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 33,156 |
| source_files_sampled | 57 |
| oversized_source_files | 0 |
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
264GitHub stars
16contributors
9commits, last 12 months
233days since last push
38releases
1bus factor
71open 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 ★ / 31 ⇿
0Stars
31Forks
37Releases
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 11Patch 26
Each point covers 4 days.
OpenSSF Scorecard 3.3 / 10
3.3aggregate
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 |
| 5 | CI-Tests | 9 out of 17 merged PRs checked by a CI test -- score normalized to 5 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 1 | Code-Review | Found 2/17 approved changesets -- score normalized to 1 |
| 10 | Contributors | project has 9 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no 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 |
| 10 | Packaging | packaging workflow 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 | 63 existing vulnerabilities detected |
Direct dependencies 13
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | black | — | pyproject.toml |
| PyPI | click | — | pyproject.toml |
| PyPI | griffe | >= 0.33 | pyproject.toml |
| PyPI | sphobjinv | >= 2.3.1 | pyproject.toml |
| PyPI | tabulate | >= 0.9.0 | pyproject.toml |
| PyPI | importlib-metadata | >= 5.1.0 | pyproject.toml |
| PyPI | importlib-resources | >= 5.10.2 | pyproject.toml |
| PyPI | pydantic | — | pyproject.toml |
| PyPI | pyyaml | — | pyproject.toml |
| PyPI | requests | — | pyproject.toml |
| PyPI | typing-extensions | >= 4.4.0 | pyproject.toml |
| PyPI | watchdog | >= 3.0.0 | pyproject.toml |
| PyPI | plum-dispatch | > 2.0.0 | pyproject.toml |
All dependencies 13
Full resolved dependency set from the GitHub dependency graph: 13 direct and 0 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | black | — | direct |
| PyPI | click | — | direct |
| PyPI | griffe | — | direct |
| PyPI | importlib-metadata | — | direct |
| PyPI | importlib-resources | — | direct |
| PyPI | plum-dispatch | — | direct |
| PyPI | pydantic | — | direct |
| PyPI | pyyaml | — | direct |
| PyPI | requests | — | direct |
| PyPI | sphobjinv | — | direct |
| PyPI | tabulate | — | direct |
| PyPI | typing-extensions | — | direct |
| PyPI | watchdog | — | direct |
Dependency advisories 0
Installing pypi:quartodoc@0.11.1 pulls in 39 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
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": 62300,
"has_wiki": true,
"homepage": "https://machow.github.io/quartodoc",
"languages": {
"CSS": 223,
"Lua": 11681,
"Python": 230168,
"Makefile": 1249
},
"pushed_at": "2025-12-08T22:46:07Z",
"created_at": "2022-11-04T18:52:28Z",
"owner_type": "User",
"updated_at": "2026-07-06T15:23:59Z",
"description": "Generate API documentation with quarto",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "mchow.com",
"name": "Michael Chow",
"type": "User",
"login": "machow",
"company": "@rstudio",
"location": null,
"followers": 294,
"avatar_url": "https://avatars.githubusercontent.com/u/2574498?v=4",
"created_at": "2012-10-16T17:13:21Z",
"is_verified": null,
"public_repos": 231,
"account_age_days": 5035
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.11.1",
"kind": "patch",
"published_at": "2025-06-10T14:48:44Z"
},
{
"tag": "v0.11.0",
"kind": "minor",
"published_at": "2025-06-09T17:11:25Z"
},
{
"tag": "v0.10.0",
"kind": "minor",
"published_at": "2025-05-28T20:21:29Z"
},
{
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},
{
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},
{
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},
{
"tag": "v0.8.0",
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},
{
"tag": "v0.7.6",
"kind": "patch",
"published_at": "2024-08-22T20:09:06Z"
},
{
"tag": "v0.7.5",
"kind": "patch",
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},
{
"tag": "v0.7.4",
"kind": "patch",
"published_at": "2024-06-14T22:32:47Z"
},
{
"tag": "v0.7.3",
"kind": "patch",
"published_at": "2024-06-03T21:51:22Z"
},
{
"tag": "v0.7.2",
"kind": "patch",
"published_at": "2023-12-11T20:14:31Z"
},
{
"tag": "v0.7.1",
"kind": "patch",
"published_at": "2023-11-20T20:02:41Z"
},
{
"tag": "v0.7.0",
"kind": "minor",
"published_at": "2023-11-20T18:39:12Z"
},
{
"tag": "v0.6.6",
"kind": "patch",
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},
{
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"kind": "patch",
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},
{
"tag": "v0.6.4",
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},
{
"tag": "v0.6.3",
"kind": "patch",
"published_at": "2023-10-05T20:05:27Z"
},
{
"tag": "v0.6.2",
"kind": "patch",
"published_at": "2023-09-29T19:31:48Z"
},
{
"tag": "v0.6.1",
"kind": "patch",
"published_at": "2023-09-01T17:17:51Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2023-08-31T22:36:52Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2023-08-29T14:15:20Z"
},
{
"tag": "v0.4.3",
"kind": "patch",
"published_at": "2023-08-24T21:57:31Z"
},
{
"tag": "v0.4.2",
"kind": "patch",
"published_at": "2023-08-03T20:32:54Z"
},
{
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},
{
"tag": "v0.4.0",
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},
{
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},
{
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},
{
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},
{
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},
{
"tag": "v0.3.1",
"kind": "patch",
"published_at": "2023-05-15T17:24:31Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2023-05-01T17:54:54Z"
},
{
"tag": "v0.2.2",
"kind": "patch",
"published_at": "2023-04-06T19:22:48Z"
},
{
"tag": "v0.2.1",
"kind": "patch",
"published_at": "2023-03-14T16:36:43Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2023-02-23T16:31:07Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2023-01-27T18:47:46Z"
},
{
"tag": "v0.0.3",
"kind": "patch",
"published_at": "2022-12-06T20:39:24Z"
},
{
"tag": "v0.0.2",
"kind": "patch",
"published_at": "2022-11-07T23:24:21Z"
}
],
"recent_commits": [
{
"oid": "ae646238ebe9ad7ab98cfa2a36e5e86b1a87db79",
"body": "* fix: wrap None in code when used as annotation\n\n* Update quartodoc/renderers/md_renderer.py\n\n* tests: update snapshot\n\n* docs: skip method documentation for now",
"is_bot": false,
"headline": "fix: wrap None in code when used as annotation (#415)",
"author_name": "Michael Chow",
"author_login": "machow",
"committed_at": "2025-12-08T22:44:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7030b7d2822251e82d42bf27304ac71ed35c6e6c",
"body": "* dev: switch to uv and update ci\n\n* dev: switch to py3.10+ and update makefile\n\n* ci: add uv run before quarto command\n\n* ci: use uv for final doc build step\n\n* dev: remove old example builds\n\n* dev: remove lingering example from Makefile\n\n* chore: fix linter",
"is_bot": false,
"headline": "dev: switch to uv and update ci (#417)",
"author_name": "Michael Chow",
"author_login": "machow",
"committed_at": "2025-12-08T22:43:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fc9f3cca3c2f930e53c6c7079e41333a13ed0461",
"body": "* feat: switch to grid style tables to support newlines\n\n* tests: update snapshots\n\n* fix: allow linebreaks in tables (two newlines triggers)\n\n* tests: update snapshots for main changes",
"is_bot": false,
"headline": "Feat linebreaks in tables (#419)",
"author_name": "Michael Chow",
"author_login": "machow",
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},
"components": [
{
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"points": 85,
"status": "partial",
"details": [
{
"code": "abandonment_flagged",
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"count": 3,
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}
}
],
"max_points": 100
}
]
}
],
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},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 59,
"weight": 0.17,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"forks": 31,
"stars": 264,
"watchers": 4,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
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"components": [
{
"key": "stars",
"name": "Stars",
"detail": "264 stars",
"points": 39.3,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 264
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}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "31 forks",
"points": 12.3,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 31
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
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"points": 2.7,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 4
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}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"has_readme": true,
"has_license": true,
"readme_badges": null,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": true,
"readme_badge_services": [],
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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 (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
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}
],
"max_points": 22.5
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{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "code_of_conduct",
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"points": 13.5,
"status": "met",
"details": [],
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{
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"status": "missed",
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{
"key": "pr_template",
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"points": 0,
"status": "missed",
"details": [],
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],
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},
{
"key": "governance",
"band": "moderate",
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"weight": 0.23,
"metrics": [
{
"key": "maintainer_resilience",
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"note": null,
"notes": [],
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"inputs": {
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"contributors_sampled": 16,
"top_contributor_share": 0.811
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
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"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
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{
"key": "commit_distribution",
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"detail": "top contributor authored 81% of commits",
"points": 4.3,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 81
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "16 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 16
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 9 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 66,
"inputs": {
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"open_issues": 71,
"closed_issues": 172,
"prs_merged_7d": null,
"prs_decided_7d": null,
"prs_merged_30d": null,
"prs_decided_30d": null,
"issue_closed_ratio": 0.708,
"closed_unmerged_prs": 18,
"first_time_authors_30d": null,
"first_time_prs_merged_30d": null,
"first_time_prs_decided_30d": null
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "71% of issues closed",
"points": 29.7,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 71
}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "139/157 decided PRs merged",
"points": 26.6,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 139,
"decided": 157
}
}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
"name": "Newcomer PR acceptance",
"detail": "no first-time contributor's PR decided in 30d",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_newcomer_prs",
"params": {
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}
}
],
"max_points": 13
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{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 2/17 approved changesets -- score normalized to 1",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 66,
"inputs": {
"followers": 294,
"owner_type": "User",
"is_verified": null,
"owner_login": "machow",
"public_repos": 231,
"account_age_days": 5035
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "294 followers of machow",
"points": 17.8,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 294,
"login": "machow"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "231 public repos, account ~13 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 231
}
},
{
"code": "account_age_years",
"params": {
"years": 13
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "good",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 79,
"inputs": {
"packages": [
"quartodoc"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 415
},
"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 415 days ago",
"points": 14,
"status": "partial",
"details": [
{
"code": "publish_recency",
"params": {
"days": 415
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "37 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 37
}
}
],
"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": "excellent",
"name": "Engineering Quality",
"value": 86,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 84,
"inputs": {
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"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
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"components": [
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"name": "CI workflows",
"detail": "1 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
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}
],
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},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": ".flake8",
"points": 16,
"status": "met",
"details": [
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"code": "file_list",
"params": {
"files": ".flake8"
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"max_points": 16
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{
"key": "pre_commit_hooks",
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"points": 9.6,
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"details": [],
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{
"key": "editorconfig",
"name": ".editorconfig",
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"points": 0,
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{
"key": "openssf_scorecard_ci_tests",
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"points": 10,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [],
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"has_readme": true,
"has_docs_dir": true,
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"components": [
{
"key": "readme",
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"points": 30,
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{
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"points": 25,
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{
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"details": [],
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{
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{
"key": "topics",
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"detail": null,
"points": 0,
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"details": [],
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{
"key": "wiki",
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"detail": null,
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"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
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{
"key": "security",
"band": "weak",
"name": "Security",
"value": 46,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 33,
"inputs": {
"source": "openssf_scorecard",
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 3.3
},
"components": [
{
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"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
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},
{
"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,
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{
"code": "no_data",
"params": {}
}
],
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{
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"status": "partial",
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},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "code_review",
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"detail": "Found 2/17 approved changesets -- score normalized to 1",
"points": 0.8,
"status": "partial",
"details": [],
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},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 9 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
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},
{
"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": "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": "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 detected",
"points": 5,
"status": "met",
"details": [],
"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": "63 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:quartodoc@0.11.1 runtime dependency closure — what installing the published package pulls in — 39 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:quartodoc@0.11.1",
"assessed": 39
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
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"advisories": 0,
"affected_packages": 0,
"assessed_packages": 39,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"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 carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "exceptional",
"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": 39,
"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": "exceptional",
"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"
],
"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 15
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 59,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "weak",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.97,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
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"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": "97 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 97,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"quartodoc/py.typed"
],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"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": ".flake8",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".flake8"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "quartodoc/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "quartodoc/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 33156,
"source_files_sampled": 57,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (quartodoc/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "quartodoc/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/57 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 57,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "weak",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"metrics_version": "2.1.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-30T22:17:04.526175Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/machow/quartodoc.svg",
"full_name": "machow/quartodoc",
"license_state": "standard",
"license_spdx": "MIT"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.1.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.