Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-29 16:35 UTC

frenck / probatio

⚖️ Probatio. A modern, maintained data validation library for Python. Clean-room, MIT-licensed, drop-in reimplementation of voluptuous.

PythonMIT★ 14 stars⑂ 1 forksince Jun 2026View on GitHub ↗

frenck/probatio holds a health index of 88 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (96/100) and lowest on Community & Adoption (56/100). It was last updated today. A single contributor accounts for most of its recent work.

88
overall / 100
Excellent

Software 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.

88
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)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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 74 is calibrated to 88 on the published index scale (record calibration 2026-08-02).

Ownership

Franck NijhofPersonal account
4,987 followers139 public repossince Feb 2010@home-assistant @hassio-addons

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIprobatio0.11.48,911220 days agoconfigdatahome-assistantjsonschemavalidationvoluptuousyaml

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

76Good · 21% of overall
How it's scored
36/36Push recencylast push 0 days ago
6.2/36Commit cadence9/52 weeks with commits
18/18Commit volume321 commits in the last year
0/10OpenSSF Scorecard: Maintainedproject was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year321
human_commit_share0.08
days_since_last_push0
active_weeks_last_year9

Release discipline

100Exceptional
How it's scored
27/27Ships releases21 releases published
36/36Release recencylatest release 0 days ago
27/27Release cadencea release every ~6 days
0/10OpenSSF Scorecard: Signed-Releasesno data
Inputs used
releases_count21
latest_release_tagv0.11.4
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases6
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?

56Moderate · 17% of overall
How it's scored
18.1/60Stars14 stars
0/25Forks1 forks
0/15Watchers1 watchers
Inputs used
forks1
stars14
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services
has_pull_request_templateyes
How it's scored
52.7/80Monthly downloads8,911 downloads/month across pypi
0/20Registry dependentsnot reported by this ecosystem
Inputs used
packagesprobatio
dependents
ecosystemspypi
total_downloads
monthly_downloads8,911
unverified_packages_excluded
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?

57Moderate · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
0/22.5Commit distributiontop contributor authored 100% of commits
1.4/13.5Contributor breadth1 contributors
10/10OpenSSF Scorecard: Contributorsproject has 8 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
14/42Issue resolution33% of issues closed
29.4/30PR acceptance321/327 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-ReviewFound 0/8 approved changesets -- score normalized to 0
Inputs used
merged_prs321
open_issues4
closed_issues2
prs_merged_7d8
prs_decided_7d8
prs_merged_30d8
prs_decided_30d8
issue_closed_ratio0.333
closed_unmerged_prs6
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
10/30Ownership backingpersonal (user) account
0/20Verified domainnot applicable to user accounts
25/25Owner reach4,987 followers of frenck
25/25Track record139 public repos, account ~16 yr old
Inputs used
followers4,987
owner_typeUser
is_verified
owner_loginfrenck
public_repos139
account_age_days6,051
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable1 package(s) on pypi
35/35Publish recencylatest publish 0 days ago
20/20Version history22 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagesprobatio
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows15 workflow(s)
24/24Tests present
16/16Linter configpyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttp://probatio.frenck.dev/
10/10Repository description
10/10Topics14 topics
0/10Wiki
Inputs used
topicsdataclasses, deserialization, json, jsonschema, openapi, openapi-schema, parsing, python, serialization, toml, validation, validators, voluptuous, yaml
has_wikino
homepagehttp://probatio.frenck.dev/
docs_sitehttp://probatio.frenck.dev/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

84Excellent · 16% of overall

Security posture

80Excellent
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
6/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
2.5/2.5CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0/7.5Code-ReviewFound 0/8 approved changesets -- score normalized to 0
2.5/2.5Contributorsproject has 8 contributing companies or organizations
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
5/5Fuzzingproject is fuzzed
2.5/2.5Licenselicense file detected
0/7.5Maintainedproject was created within the last 90 days. Please review its contents carefully
5/5Packagingpackaging workflow detected
4.5/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
5/5SASTSAST tool is run on all commits
5/5Security-Policysecurity policy file detected
0/7.5Signed-Releasesno data
7.5/7.5Token-PermissionsGitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate8
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisoriesno direct dependency carries a known advisory
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
0/40No advisories left outstandingno advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages544
unassessed_packages3
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 544 resolved dependencies against OSV. 3 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. 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.

94Exceptional · 4% of overall
How it's scored
45/45Agent instructionsAGENTS.md, CLAUDE.md
15/15Machine-readable docs (llms.txt)llms.txt served by the project website (https://probatio.frenck.dev/llms.txt)
0/40Legible commit historyno data
Inputs used
has_llms_txtyes
llms_txt_urlhttps://probatio.frenck.dev/llms.txt
legible_history_share
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes4,508
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrapjustfile
22/22Automated tests
11/11Lint / format configpyproject.toml ([tool.ruff])
11/11Static type checkingpackages/pytest-probatio/src/pytest_probatio/py.typed, src/probatio/py.typed
10/10Reproducible environmentdevcontainer, Dockerfile, lockfile
4/10Demonstrated agent practice2 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance92 of the last 100 commits are automated dependency updates
9/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesjustfile
has_devcontaineryes
has_linter_configyes
typecheck_configspackages/pytest-probatio/src/pytest_probatio/py.typed, src/probatio/py.typed
agent_commit_share0.02
toolchain_manifests
dependency_bot_commit_share0.92
How it's scored
27/45Type-checkable codePython with type-check config (packages/pytest-probatio/src/pytest_probatio/py.typed, src/probatio/py.typed)
54.2/55Manageable file sizes2/132 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes106,473
source_files_sampled132
oversized_source_files2
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)not applicable to this kind of software
0/20MCP servernot applicable to this kind of software
40/40Runnable examplesrecipes
Inputs used
example_dirsrecipes
has_mcp_signalno
api_schema_files
interfaces_expected_of
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

14GitHub stars
1contributors
321commits, last 12 months
0days since last push
21releases
1bus factor
4open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:probatio@0.11.4; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 8.0 / 10
8.0aggregate

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).Scorecard v5.5.0 · 2026-08-29 16:34 UTC

10Binary-Artifactsno binaries found in the repo
8Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/8 approved changesets -- score normalized to 0
10Contributorsproject has 8 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
All dependencies 547

Full resolved dependency set from the GitHub dependency graph: 0 direct and 547 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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npmescape-string-regexp5.0.0indirect
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npmmicromark-util-decode-string2.0.1indirect
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npmmicromark-util-events-to-acorn2.0.3indirect
npmmicromark-util-html-tag-name2.0.1indirect
npmmicromark-util-normalize-identifier2.0.1indirect
npmmicromark-util-resolve-all2.0.1indirect
npmmicromark-util-sanitize-uri2.0.1indirect
npmmicromark-util-subtokenize2.1.0indirect
npmmicromark-util-symbol2.0.1indirect
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npmmicromatch4.0.8indirect
npmmrmime2.0.1indirect
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npmnanoid3.3.18indirect
npmneotraverse1.0.1indirect
npmnlcst-to-string4.0.0indirect
npmnode-fetch-native1.6.7indirect
npmnode-mock-http1.0.5indirect
npmnormalize-path3.0.0indirect
npmnth-check2.1.1indirect
npmobug2.1.4indirect
npmofetch1.5.1indirect
npmohash2.0.12indirect
npmoniguruma-parser0.12.2indirect
npmoniguruma-to-es4.3.6indirect
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npmp-queue9.3.3indirect
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npmpackage-manager-detector1.8.0indirect
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npmparse-entities4.0.2indirect
npmparse-latin7.0.0indirect
npmparse57.3.0indirect
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npmprismjs1.30.0indirect
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npmradix31.1.2indirect
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npmrecma-jsx1.0.1indirect
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npmregex6.1.0indirect
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npmrehype13.0.2indirect
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npmrehype-remark10.0.1indirect
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npmremark-gfm4.0.1indirect
npmremark-mdx3.1.1indirect
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npmremark-rehype11.1.2indirect
npmremark-smartypants3.0.3indirect
npmremark-stringify11.0.0indirect
npmresolve-pkg-maps1.0.0indirect
npmretext9.0.0indirect
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npmretext-smartypants6.2.0indirect
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npmsource-map0.7.6indirect
npmsource-map-js1.2.1indirect
npmspace-separated-tokens2.0.2indirect
npmstarlight-llms-txt0.11.0indirect
npmstream-replace-string2.0.0indirect
npmstringify-entities4.0.4indirect
npmstyle-to-js1.1.21indirect
npmstyle-to-object1.0.14indirect
npmsvgo4.0.2indirect
npmtiny-inflate1.0.3indirect
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npmtinyexec1.3.0indirect
npmtinyglobby0.2.17indirect
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npmtrim-trailing-lines2.1.0indirect
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npmufo1.6.4indirect
npmultrahtml1.7.0indirect
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npmundici8.10.0indirect
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npmunifont0.7.5indirect
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npmunist-util-is6.0.1indirect
npmunist-util-modify-children4.0.0indirect
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npmunist-util-position-from-estree2.0.0indirect
npmunist-util-remove4.0.0indirect
npmunist-util-remove-position5.0.0indirect
npmunist-util-stringify-position4.0.0indirect
npmunist-util-visit5.1.0indirect
npmunist-util-visit-children3.0.0indirect
npmunist-util-visit-parents6.0.2indirect
npmunstorage1.17.5indirect
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npmutil-deprecate1.0.2indirect
npmvfile6.0.3indirect
npmvfile-location5.0.3indirect
npmvfile-message4.0.3indirect
npmvite8.2.2indirect
npmvitefu1.1.3indirect
npmweb-namespaces2.0.1indirect
npmxxhash-wasm1.1.0indirect
npmyargs-parser22.0.0indirect
npmyocto-queue1.2.2indirect
npmzod4.4.3indirect
npmzwitch2.0.4indirect
PyPIannotated-types0.8.0indirect
PyPIast-serialize0.8.0indirect
PyPIattrs26.1.0indirect
PyPIcattrs26.1.0indirect
PyPIcodespell2.4.3indirect
PyPIcolorama0.4.6indirect
PyPIcontourpy1.3.3indirect
PyPIcovdefaults2.3.0indirect
PyPIcoverage7.15.4indirect
PyPIcycler0.12.1indirect
PyPIdacite1.9.2indirect
PyPIdataclasses-json0.6.7indirect
PyPIfonttools4.63.0indirect
PyPIhatchlingindirect
PyPIhypothesis6.165.10indirect
PyPIiniconfig2.3.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkiwisolver1.5.0indirect
PyPIlibrt0.15.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarshmallow3.26.2indirect
PyPImashumaro3.22indirect
PyPImatplotlib3.11.1indirect
PyPImdurl0.1.2indirect
PyPImypy2.3.1indirect
PyPImypy-extensions1.1.0indirect
PyPInumpy2.5.2indirect
PyPIopenapi-schema-validator0.9.0indirect
PyPIpackaging26.3indirect
PyPIpathspec1.1.1indirect
PyPIpillow12.3.0indirect
PyPIpluggy1.6.0indirect
PyPIprobatioindirect
PyPIprobatio0.0.0indirect
PyPIpydantic2.13.5indirect
PyPIpydantic-core2.46.5indirect
PyPIpydantic-settings2.15.0indirect
PyPIpygments2.21.0indirect
PyPIpyparsing3.3.2indirect
PyPIpytestindirect
PyPIpytest9.1.1indirect
PyPIpytest-codspeed5.0.3indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-probatio0.0.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv1.2.3indirect
PyPIreferencing0.37.0indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrich15.0.0indirect
PyPIrpds-py2026.6.3indirect
PyPIruff0.16.5indirect
PyPIrust-just1.58.0indirect
PyPIsix1.17.0indirect
PyPIsortedcontainers2.4.0indirect
PyPIsyrupy6.0.0indirect
PyPIty0.0.75indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspect0.9.0indirect
PyPItyping-inspection0.4.4indirect
PyPIvoluptuous0.16.0indirect
PyPIvoluptuous-openapi0.4.1indirect
PyPIvoluptuous-serialize2.7.0indirect
PyPIzizmor1.29.0indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 544 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct. 3 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

No known advisories affect the assessed dependencies.

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