Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-21 18:31 UTC

ajslater / comicbox

Comic metadata reading & writing library

PythonLGPL-3.0★ 43 stars⑂ 2 forkssince Aug 2020View on GitHub ↗
KindCommand-line toolLibraryhow this is determined

ajslater/comicbox holds a health index of 80 out of 100, placing it in the Excellent band. It scores highest on Vitality (86/100) and lowest on Community & Adoption (43/100). It was last updated today. A single contributor accounts for most of its recent work.

80
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.

80
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 68 is calibrated to 80 on the published index scale (record calibration 2026-08-02).

Ownership

AJ SlaterPersonal account
40 followers32 public repossince May 2010

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
PyPIcomicbox5.2.14,1151010 days agocb7cbrcbtcbzcometcomiccomicbookinfocomicinfometroninfopdf

Metrics by category

Vitality

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

86Excellent · 21% of overall

Development activity

76Good
How it's scored
36/36Push recency — last push 0 days ago
15.2/36Commit cadence — 22/52 weeks with commits
14.9/18Commit volume — 45 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year45
human_commit_share1
days_since_last_push0
active_weeks_last_year22

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 59 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~3.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count59
latest_release_tagv5.2.1
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases3.2
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?

43Weak · 17% of overall

Popularity & adoption

26At Risk
How it's scored
26.3/60Stars — 43 stars
0/25Forks — 2 forks
0/15Watchers — 2 watchers
Inputs used
forks2
stars43
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

50Moderate
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (LGPL-3.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges4
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

60Moderate
How it's scored
48.2/80Monthly downloads — 4,115 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagescomicbox
dependents—
ecosystemspypi
total_downloads—
monthly_downloads4,115
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?

58Moderate · 23% of overall

Maintainer resilience (bus factor)

12Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
2.7/13.5Contributor breadth — 2 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.998

Issue & PR responsiveness

81Excellent
How it's scored
42/42Issue resolution — 100% of issues closed
28.2/30PR acceptance — 192/204 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 1/30 approved changesets -- score normalized to 0
Inputs used
merged_prs192
open_issues0
closed_issues19
prs_merged_7d16
prs_decided_7d16
prs_merged_30d59
prs_decided_30d59
issue_closed_ratio1
closed_unmerged_prs12
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.

Ownership & stewardship

56Moderate
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
11.6/25Owner reach — 40 followers of ajslater
23.1/25Track record — 32 public repos, account ~16 yr old
Inputs used
followers40
owner_typeUser
is_verified—
owner_loginajslater
public_repos32
account_age_days5,984
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 101 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagescomicbox
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

85Excellent · 19% of overall

Engineering practices

82Excellent
How it's scored
24/24CI workflows — 1 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.js, package.json ("prettier"), pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://comicbox.readthedocs.io
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepage—
docs_sitehttps://comicbox.readthedocs.io
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

58Moderate · 16% of overall

Security posture

47Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/30 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.7
Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages191
unassessed_packages43
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 191 resolved dependencies against OSV. 43 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.

85Excellent · 4% of overall

Agent context & guidance

84Excellent
How it's scored
45/45Agent instructions — CLAUDE.md
0/15Machine-readable docs (llms.txt)
39.5/40Legible commit history — 74 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.74
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes3,561

Verify loop (build / test / typecheck)

82Excellent
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — eslint.config.js, package.json ("prettier"), pyproject.toml ([tool.ruff])
11/11Static type checking — comicbox/py.typed
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 37 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configscomicbox/py.typed
agent_commit_share0.37
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (comicbox/py.typed)
55/55Manageable file sizes — 0/399 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes57,953
source_files_sampled399
oversized_source_files0

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — examples
Inputs used
example_dirsexamples
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

43GitHub stars
2contributors
45commits, last 12 months
0days since last push
59releases
1bus factor
0open 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:comicbox@5.2.1; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 2 ⇿
0Stars
2Forks
14Releases

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.

111222212025-072026-012026-06
Major 1Minor 2Patch 11
OpenSSF Scorecard 4.7 / 10
4.7aggregate

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 · 2026-09-21 18:30 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal 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
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 31
RegistryPackageVersion constraintManifest
PyPIbidict~=0.23pyproject.toml
PyPIcase-converter~=1.2pyproject.toml
PyPIcomicfn2dict>=0.3.2,<1.0.0pyproject.toml
PyPIconfuse~=2.2.0pyproject.toml
PyPIglom~=25.12pyproject.toml
PyPIhttpx~=0.28pyproject.toml
PyPIimagehash>=4.3.2pyproject.toml
PyPIjsonschema~=4.20pyproject.toml
PyPIkeyring~=25.6pyproject.toml
PyPIloguru~=0.7pyproject.toml
PyPImarshmallow-union>=0.1.15.post1pyproject.toml
PyPImarshmallow~=4.3pyproject.toml
PyPImokkari>=4.8.0,<5pyproject.toml
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PyPIplatformdirs>=4.9.6pyproject.toml
PyPIpy7zr~=1.1.0pyproject.toml
PyPIpycountry~=26.2pyproject.toml
PyPIpython-dateutil~=2.8pyproject.toml
PyPIquestionary>=2.1.1pyproject.toml
PyPIrapidfuzz>=3.14.5pyproject.toml
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PyPIrich-argparse~=1.7pyproject.toml
PyPIrich~=15.0pyproject.toml
PyPIruamel-yaml~=0.18pyproject.toml
PyPIsimplejson~=4.0pyproject.toml
PyPIsimyan>=4.1.0,<5pyproject.toml
PyPItyping-extensions~=4.13pyproject.toml
PyPIxmlschema~=4.0pyproject.toml
PyPIxmltodict~=1.0pyproject.toml
PyPIzipremove~=0.1pyproject.toml
All dependencies 234

Full resolved dependency set from the GitHub dependency graph: 33 direct and 201 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIsecretstorage3.5.0indirect
PyPIsemver3.1.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPItexttable1.7.0indirect
PyPItoml-cli0.8.2indirect
PyPItomli2.4.1indirect
PyPItomlkit0.15.1indirect
PyPIty0.0.82indirect
PyPItyper0.27.2indirect
PyPItypes-python-dateutil2.9.0.20260807indirect
PyPItypes-xmltodict1.0.1.20260518indirect
PyPItypeshed-client2.13.0indirect
PyPItyping-inspection0.4.4indirect
PyPItzdata2026.4indirect
PyPIuri-template1.3.0indirect
PyPIurl-normalize3.0.0indirect
PyPIurllib32.8.0indirect
PyPIvulture2.16indirect
PyPIwatchdog6.0.0indirect
PyPIwcwidth0.8.4indirect
PyPIwebcolors25.10.0indirect
PyPIwin32-setctime1.2.0indirect
PyPIzipp4.1.0indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 191 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct. 43 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

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

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.