Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-10 02:17 UTC

cartography-cncf / cartography

Cartography is a Python tool that pulls infrastructure assets and their relationships into a Neo4j graph database.

PythonApache-2.0★ 4,128 stars⑂ 584 forkssince Feb 2019View on GitHub ↗
KindCommand-line toolLibraryhow this is determined

cartography-cncf/cartography holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (100/100) and lowest on Sustainability & Governance (75/100). It was last updated today. 3 contributors account for most of its recent work.

98
overall / 100
Exceptional

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.

98
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 88 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

cartography-cncfOrganization
32 followers3 public repossince Sep 2024

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIcartography0.143.013,8102560 days ago

Metrics by category

Vitality

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

100Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 1,015 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,015
human_commit_share0.77
days_since_last_push0
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~17.8 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tag0.143.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases17.8
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?

88Excellent · 17% of overall

Popularity & adoption

96Exceptional
How it's scored
58.6/60Stars — 4,128 stars
23.1/25Forks — 584 forks
14.4/15Watchers — 383 watchers
Inputs used
forks584
stars4,128
watchers383
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
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_badges2
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesgithub.com, www.bestpractices.dev
has_pull_request_templateyes

Ecosystem adoption (downloads)

69Good
How it's scored
55.2/80Monthly downloads — 13,810 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagescartography
dependents—
ecosystemspypi
total_downloads—
monthly_downloads13,810
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?

75Good · 23% of overall

Maintainer resilience (bus factor)

76Good
How it's scored
36/54Bus factor — 3 contributor(s) cover half of all commits
16.3/22.5Commit distribution — top contributor authored 28% of commits
13.5/13.5Contributor breadth — 99 contributors
10/10OpenSSF Scorecard: Contributors — project has 17 contributing companies or organizations
Inputs used
bus_factor3
contributors_sampled99
top_contributor_share0.275

Issue & PR responsiveness

77Good
How it's scored
39/42Issue resolution — 93% of issues closed
24.7/30PR acceptance — 2,145/2,601 decided PRs merged
0/13Newcomer PR acceptance — 0/2 first-time contributors' PRs merged in 30d
13.5/15OpenSSF Scorecard: Code-Review — Found 26/27 approved changesets -- score normalized to 9
Inputs used
merged_prs2,145
open_issues45
closed_issues591
prs_merged_7d28
prs_decided_7d33
prs_merged_30d38
prs_decided_30d46
issue_closed_ratio0.929
closed_unmerged_prs456
first_time_authors_30d2
first_time_prs_merged_30d0
first_time_prs_decided_30d2

Ownership & stewardship

50Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
10.9/25Owner reach — 32 followers of cartography-cncf
8.6/25Track record — 3 public repos, account ~2 yr old
Inputs used
followers32
owner_typeOrganization
is_verifiedno
owner_logincartography-cncf
public_repos3
account_age_days765

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 — 256 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagescartography
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

88Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config — setup.cfg ([flake8], [isort])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

80Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.cartography.dev/
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics—
has_wikino
homepagehttps://docs.cartography.dev/
docs_sitehttps://docs.cartography.dev/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

87Excellent · 16% of overall

Security posture

84Excellent
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0.5/2.5CII-Best-Practices — badge detected: InProgress
6.8/7.5Code-Review — Found 26/27 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 17 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
5/5Pinned-Dependencies — all dependencies are pinned
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate8.4
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
advisories4
affected_packages2
assessed_packages245
unassessed_packages0
affected_by_severitymoderate 1, low 1
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 245 resolved dependencies against OSV. 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.

97Exceptional · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, tests/AGENTS.md
15/15Machine-readable docs (llms.txt) — llms.txt present
40/40Legible commit history — 77 of 77 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md, tests/AGENTS.md
agent_instruction_max_bytes11,989

Verify loop (build / test / typecheck)

100Exceptional
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — setup.cfg ([flake8], [isort])
11/11Static type checking — cartography/py.typed
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
10/10Demonstrated agent practice — 34 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 23 of the last 100 commits are automated dependency updates
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontaineryes
has_linter_configyes
typecheck_configscartography/py.typed
agent_commit_share0.34
toolchain_manifests—
dependency_bot_commit_share0.23

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (cartography/py.typed)
54.8/55Manageable file sizes — 15/3,960 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes204,697
source_files_sampled3,960
oversized_source_files15

Key facts

4,128GitHub stars
99contributors
1,015commits, last 12 months
0days since last push
100releases
3bus factor
45open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:cartography@0.143.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 584 ⇿
0Stars
584Forks
98Releases

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.

0100200300400500600571192019-032022-122026-10
Major 0Minor 48Patch 8

Each point covers 7 days.

OpenSSF Scorecard 8.4 / 10
8.4aggregate

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 · 2026-10-10 02:16 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
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
2CII-Best-Practicesbadge detected: InProgress
9Code-ReviewFound 26/27 approved changesets -- score normalized to 9
10Contributorsproject has 17 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
10Pinned-Dependenciesall dependencies are pinned
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
8Vulnerabilities2 existing vulnerabilities detected
Direct dependencies 69
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Full resolved dependency set from the GitHub dependency graph: 69 direct and 176 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIopentelemetry-semantic-conventions0.60b1indirect
PyPIpathspec1.0.4indirect
PyPIplatformdirs4.5.1indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.6.2indirect
PyPIpropcache0.4.1indirect
PyPIproto-plus1.27.1indirect
PyPIprotobuf6.33.5indirect
PyPIpyasn10.6.4indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpycryptodomex3.23.0indirect
PyPIpydantic2.12.5indirect
PyPIpydantic-core2.41.5indirect
PyPIpydash8.1.0indirect
PyPIpygments2.19.2indirect
PyPIpygments-styles0.3.0indirect
PyPIpyopenssl26.4.0indirect
PyPIpyparsing3.3.2indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-mock3.16.0indirect
PyPIpytest-rerunfailures16.7indirect
PyPIpython-discovery1.6.1indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-pkcs110.9.4indirect
PyPIpytokens0.4.1indirect
PyPIpytz2025.2indirect
PyPIpywin32311indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIresponses0.25.8indirect
PyPIrich14.3.2indirect
PyPIroman-numerals4.1.0indirect
PyPIs3transfer0.14.0indirect
PyPIscaleway-core2.12.0indirect
PyPIsetuptools80.10.2indirect
PyPIshellingham1.5.4indirect
PyPIshibuya2026.7.12indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsnowballstemmer3.0.1indirect
PyPIsphinx9.0.4indirect
PyPIsphinx9.1.0indirect
PyPIsphinx-autobuild2025.8.25indirect
PyPIsphinx-copybutton0.5.2indirect
PyPIsphinx-last-updated-by-git0.3.8indirect
PyPIsphinx-sitemap2.9.0indirect
PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-mermaid2.1.1indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIstarlette1.3.1indirect
PyPIstd-uritemplate2.0.8indirect
PyPIsynchronicity0.12.5indirect
PyPItenacity9.1.4indirect
PyPItestcontainers4.15.0indirect
PyPItoml0.10.2indirect
PyPItomli2.4.0indirect
PyPItruststore0.10.4indirect
PyPItypes-certifi2021.10.8.3indirect
PyPItypes-pyyaml6.0.12.20260906indirect
PyPItypes-requests2.33.0.20260906indirect
PyPItypes-toml0.10.8.20260518indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPIuc-micro-py1.0.3indirect
PyPIuritemplate4.2.0indirect
PyPIuvicorn0.40.0indirect
PyPIvirtualenv21.7.13indirect
PyPIwatchfiles1.1.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets16.0indirect
PyPIwerkzeug3.1.9indirect
PyPIwrapt1.17.3indirect
PyPIyarl1.22.0indirect
PyPIzipp3.23.0indirect
Dependency advisories 2

This repository publishes no package the index resolves, so its own dependency graph was assessed — 245 packages, which also include development and test pins that never ship: 2 carry known advisories, of which 0 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
setuptools80.10.2indirectmoderate283.0.0
pygments2.19.2indirectlow22.20.0

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.