Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-30 11:04 UTC

norfablabs / NORFAB

Network Automations Fabric

Python · HTMLApache-2.0★ 43 stars⑂ 1 forksince Oct 2023View on GitHub ↗
KindNetwork serviceCommand-line toolPluginMCP serverLibraryTerminal interfacehow this is determined

norfablabs/NORFAB holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Vitality (98/100) and lowest on Community & Adoption (44/100). It was last updated today. A single contributor accounts for most of its recent work.

77
overall / 100
Good

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.

77
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 66 is calibrated to 77 on the published index scale (record calibration 2026-08-02).

Ownership

norfablabsOrganization
2 followers3 public repossince Mar 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPInorfab0.24.43,049840 days agonetworkautomationdevops

Metrics by category

Vitality

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

98Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
32.5/36Commit cadence — 47/52 weeks with commits
18/18Commit volume — 331 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year331
human_commit_share1
days_since_last_push0
active_weeks_last_year47

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 83 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~2.3 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count83
latest_release_tag0.24.3
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases2.3
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?

44Weak · 17% of overall
How it's scored
26.3/60Stars — 43 stars
0/25Forks — 1 forks
3.3/15Watchers — 5 watchers
Inputs used
forks1
stars43
watchers5
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateno
How it's scored
46.5/80Monthly downloads — 3,049 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesnorfab
dependents—
ecosystemspypi
total_downloads—
monthly_downloads3,049
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?

50Moderate · 23% of overall
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
1.4/13.5Contributor breadth — 1 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
37.3/42Issue resolution — 89% of issues closed
0/30PR acceptance — no decided pull requests or no data
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs0
open_issues1
closed_issues8
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio0.889
closed_unmerged_prs0
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): PR acceptance, Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
3.4/25Owner reach — 2 followers of norfablabs
7.5/25Track record — 3 public repos, account ~1 yr old
Inputs used
followers2
owner_typeOrganization
is_verifiedno
owner_loginnorfablabs
public_repos3
account_age_days570

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

Engineering Quality

Are baseline engineering and documentation practices in place?

88Excellent · 19% of overall
How it's scored
24/24CI workflows — 1 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.norfablabs.com
10/10Repository description
10/10Topics — 7 topics
10/10Wiki
Inputs used
topicsconfiguration-management, network-automation, network-engineering, network-programmability, network-testing, network-validation, workflow-automation
has_wikiyes
homepage—
docs_sitehttps://docs.norfablabs.com
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

46Weak · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 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 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 19 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.3
Excluded from scoring (no data or not applicable): CI-Tests, Signed-Releases. Remaining weights renormalized.
How it's scored
10.2/35Direct dependencies free of known advisories — 5 affected: tornado 6.5.7 (high 7.5), diskcache 5.6.3 (moderate), langgraph-checkpoint-sqlite 3.1.0 (moderate 5.3), +2 more
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
32.2/40No advisories left outstanding — 3 advisory-carrying package(s) unaddressed past 90 days; oldest published 230 days ago
Inputs used
sourceosv
advisories26
affected_packages8
assessed_packages419
unassessed_packages0
affected_by_severitycritical 1, high 1, moderate 4, low 2
direct_affected_packages5
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 419 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.

51Moderate · 4% of overall
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — 0 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes15,471
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — norfab/clients/nfweb/frontend/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, poetry.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsnorfab/clients/nfweb/frontend/tsconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (norfab/clients/nfweb/frontend/tsconfig.json)
52.1/55Manageable file sizes — 18/344 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes1,396,430
source_files_sampled344
oversized_source_files18
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs—
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

43GitHub stars
1contributors
331commits, last 12 months
0days since last push
83releases
1bus factor
1open 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:norfab@0.24.4; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 4.3 / 10
4.3aggregate

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).Scorecard v5.5.0 · 2026-09-30 11:04 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 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 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities19 existing vulnerabilities detected
Direct dependencies 71
RegistryPackageVersion constraintManifest
PyPIpyyaml6.0.3pyproject.toml
PyPIpyzmq27.1.0pyproject.toml
PyPIpsutil7.2.2pyproject.toml
PyPItornado6.5.7pyproject.toml
PyPIjinja23.1.6pyproject.toml
PyPIpydantic2.13.4pyproject.toml
PyPImdutils1.8.1pyproject.toml
PyPIorjson3.11.9pyproject.toml
PyPIpython-dotenv1.2.2pyproject.toml
PyPIgitpython3.1.61pyproject.toml
PyPIpicle0.13.0pyproject.toml
PyPIrich15.0.0pyproject.toml
PyPItabulate0.10.0pyproject.toml
PyPIprompt_toolkit3.0.53pyproject.toml
PyPIpyreadline33.5.6pyproject.toml
PyPInornir3.5.0pyproject.toml
PyPInornir-salt0.23.*pyproject.toml
PyPIcerberus1.3.8pyproject.toml
PyPIjmespath1.1.0pyproject.toml
PyPInapalm5.1.0pyproject.toml
PyPIncclient0.7.0pyproject.toml
PyPInetmiko4.7.0pyproject.toml
PyPInornir-napalm0.5.0pyproject.toml
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PyPIparamiko<=4.0.0pyproject.toml
PyPIpygnmi0.8.15pyproject.toml
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PyPIscrapli2026.2.20pyproject.toml
PyPIscrapli-community2025.1.30pyproject.toml
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PyPIxmltodict1.0.4pyproject.toml
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PyPItextfsm2.1.0pyproject.toml
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PyPIN2G0.3.3pyproject.toml
PyPIdnspython2.8.0pyproject.toml
PyPIpythonping1.1.4pyproject.toml
PyPImcp1.28.1pyproject.toml
PyPIrobotframework7.4.2pyproject.toml
PyPIlangchain1.3.14pyproject.toml
PyPIlangchain-core1.5.1pyproject.toml
PyPIlangchain-community0.4.2pyproject.toml
PyPIlangchain-ollama1.1.0pyproject.toml
PyPIlangchain-openai1.4.1pyproject.toml
PyPIlangchain-anthropic1.5.2pyproject.toml
PyPIlangchain-mcp-adapters0.3.0pyproject.toml
PyPIlanggraph1.2.9pyproject.toml
PyPIollama0.6.2pyproject.toml
PyPIfastembed0.8.0pyproject.toml
PyPIqdrant-client1.18.0pyproject.toml
PyPIdatamodel-code-generator0.71.0pyproject.toml
PyPIlanggraph-checkpoint-sqlite3.1.0pyproject.toml
PyPIdiskcache5.6.3pyproject.toml
PyPIpynetbox7.8.0pyproject.toml
PyPIhttpx0.28.1pyproject.toml
PyPIdeepdiff9.1.0pyproject.toml
PyPIfastapi0.140.0pyproject.toml
PyPIuvicorn0.51.0pyproject.toml
PyPIpython-multipart0.0.32pyproject.toml
PyPIfakenos1.2.1pyproject.toml
PyPImkdocs1.6.1pyproject.toml
PyPImkdocs-material9.7.7pyproject.toml
PyPImkdocs-material-extensions1.3.1pyproject.toml
PyPImkdocstrings1.0.6pyproject.toml
PyPIpygments2.19.2pyproject.toml
PyPIpymdown-extensions11.0.1pyproject.toml
All dependencies 419

Full resolved dependency set from the GitHub dependency graph: 71 direct and 348 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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npmfsevents2.3.2indirect
npmfsevents2.3.3indirect
npmget-nonce1.0.1indirect
npminternmap2.0.3indirect
npmjerrypick1.1.2indirect
npmjs-tokens4.0.0indirect
npmkapsule1.16.3indirect
npmlightningcss1.33.0indirect
npmlightningcss-android-arm641.33.0indirect
npmlightningcss-darwin-arm641.33.0indirect
npmlightningcss-darwin-x641.33.0indirect
npmlightningcss-freebsd-x641.33.0indirect
npmlightningcss-linux-arm-gnueabihf1.33.0indirect
npmlightningcss-linux-arm64-gnu1.33.0indirect
npmlightningcss-linux-arm64-musl1.33.0indirect
npmlightningcss-linux-x64-gnu1.33.0indirect
npmlightningcss-linux-x64-musl1.33.0indirect
npmlightningcss-win32-arm64-msvc1.33.0indirect
npmlightningcss-win32-x64-msvc1.33.0indirect
npmlodash-es4.18.1indirect
npmloose-envify1.4.0indirect
npmmagic-string0.30.21indirect
npmmeshoptimizer1.1.1indirect
npmnanoid3.3.18indirect
npmngraph.events1.4.0indirect
npmngraph.forcelayout3.3.1indirect
npmngraph.graph20.1.2indirect
npmngraph.merge1.0.0indirect
npmngraph.random1.2.0indirect
npmobject-assign4.1.1indirect
npmobug2.1.4indirect
npmpathe2.0.3indirect
npmpicocolors1.1.1indirect
npmpicomatch4.0.5indirect
npmplaywright1.62.1indirect
npmplaywright-core1.62.1indirect
npmpolished4.3.1indirect
npmpostcss8.5.26indirect
npmpreact10.29.8indirect
npmprop-types15.8.1indirect
npmreact19.2.8indirect
npmreact-dom19.2.8indirect
npmreact-force-graph-3d1.29.1indirect
npmreact-is16.13.1indirect
npmreact-kapsule2.6.0indirect
npmreact-number-format5.4.5indirect
npmreact-remove-scroll2.7.2indirect
npmreact-remove-scroll-bar2.3.8indirect
npmreact-style-singleton2.2.3indirect
npmrolldown1.2.5indirect
npmscheduler0.27.0indirect
npmsiginfo2.0.0indirect
npmsize-sensor1.0.3indirect
npmsource-map-js1.2.1indirect
npmstackback0.0.2indirect
npmstd-env4.2.0indirect
npmtabbable6.5.0indirect
npmtagged-tag1.0.0indirect
npmthree0.185.1indirect
npmthree-forcegraph1.43.4indirect
npmthree-render-objects1.42.0indirect
npmtinybench2.9.0indirect
npmtinycolor21.6.0indirect
npmtinyexec1.3.0indirect
npmtinyglobby0.2.17indirect
npmtinyrainbow3.1.1indirect
npmtslib2.3.0indirect
npmtslib2.8.1indirect
npmtype-fest5.8.0indirect
npmtypescript7.0.2indirect
npmundici-types8.3.0indirect
npmuse-callback-ref1.3.3indirect
npmuse-sidecar1.1.3indirect
npmvite8.2.2indirect
npmvitest4.1.11indirect
npmwhy-is-node-running2.3.0indirect
npmzrender6.1.0indirect
PyPIaiohappyeyeballs2.7.1indirect
PyPIaiohttp3.14.3indirect
PyPIaiosignal1.4.0indirect
PyPIaiosqlite0.22.1indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.8.0indirect
PyPIanthropic0.120.0indirect
PyPIanyio4.14.2indirect
PyPIargcomplete3.7.0indirect
PyPIasync-timeout4.0.3indirect
PyPIattrs26.1.0indirect
PyPIbabel2.18.0indirect
PyPIbackrefs7.0indirect
PyPIbcrypt5.0.0indirect
PyPIblack26.5.1indirect
PyPIcachebox5.2.3indirect
PyPIcertifi2026.7.22indirect
PyPIcffi2.1.0indirect
PyPIcharset-normalizer3.4.9indirect
PyPIclick8.4.2indirect
PyPIcolorama0.4.6indirect
PyPIcoloredlogs15.0.1indirect
PyPIcryptography49.0.0indirect
PyPIdetect2020.12.3indirect
PyPIdetect-installer0.1.0indirect
PyPIdictdiffer0.10.0indirect
PyPIdistro1.9.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIemail-validator2.3.0indirect
PyPIexceptiongroup1.3.1indirect
PyPIfastapi-cli0.0.32indirect
PyPIfastapi-cloud-cli0.22.2indirect
PyPIfastar0.11.0indirect
PyPIfilelock3.32.0indirect
PyPIflatbuffers25.12.19indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.6.0indirect
PyPIgenson1.4.0indirect
PyPIghp-import2.1.0indirect
PyPIgitdb4.0.12indirect
PyPIgreenlet3.5.4indirect
PyPIgriffelib2.1.0indirect
PyPIgrpcio1.83.0indirect
PyPIh110.16.0indirect
PyPIh24.4.0indirect
PyPIhf-xet1.5.2indirect
PyPIhpack4.2.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttptools0.8.0indirect
PyPIhttpx-sse0.4.3indirect
PyPIhuggingface-hub1.24.0indirect
PyPIhumanfriendly10.0indirect
PyPIhyperframe6.1.0indirect
PyPIidna3.18indirect
PyPIinflect7.5.0indirect
PyPIiniconfig2.3.0indirect
PyPIinvoke3.0.3indirect
PyPIisort8.0.1indirect
PyPIjiter0.16.0indirect
PyPIjsonpatch1.33indirect
PyPIjsonpointer3.1.1indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjunos-eznc2.8.2indirect
PyPIlangchain-classic1.0.8indirect
PyPIlangchain-protocol0.0.18indirect
PyPIlangchain-text-splitters1.1.2indirect
PyPIlanggraph-checkpoint4.1.1indirect
PyPIlanggraph-prebuilt1.1.0indirect
PyPIlanggraph-sdk0.4.2indirect
PyPIlangsmith0.10.10indirect
PyPIlinkify-it-py2.1.0indirect
PyPIloguru0.7.3indirect
PyPImarkdown3.10.2indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImdit-py-plugins0.6.1indirect
PyPImdurl0.1.2indirect
PyPImergedeep1.3.4indirect
PyPImkdocs-autorefs1.4.4indirect
PyPImkdocs-get-deps0.2.2indirect
PyPImkdocstrings-python2.0.5indirect
PyPImmh35.2.1indirect
PyPImore-itertools11.1.0indirect
PyPImpmath1.3.0indirect
PyPImultidict6.7.1indirect
PyPImypy-extensions1.1.0indirect
PyPInetaddr1.3.0indirect
PyPInetutils1.17.3indirect
PyPInornir-utils0.2.0indirect
PyPInumpy2.2.6indirect
PyPIonnxruntime1.23.2indirect
PyPIopenai2.48.0indirect
PyPIorderly-set5.5.0indirect
PyPIormsgpack1.12.2indirect
PyPIpackaging26.2indirect
PyPIpaginate0.5.7indirect
PyPIpathspec1.1.1indirect
PyPIpillow12.3.0indirect
PyPIplatformdirs4.11.0indirect
PyPIpluggy1.6.0indirect
PyPIportalocker3.2.0indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf7.35.1indirect
PyPIpuresnmp-crypto1.0.1.post1indirect
PyPIpy-rust-stemmers0.1.8indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-extra-types2.11.1indirect
PyPIpydantic-settings2.14.2indirect
PyPIpyeapi1.0.4indirect
PyPIpyjwt2.13.0indirect
PyPIpynacl1.6.2indirect
PyPIpyparsing3.3.2indirect
PyPIpyserial3.5indirect
PyPIpytest9.1.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpytokens0.4.1indirect
PyPIpywin32312indirect
PyPIpyyaml-env-tag1.1indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.7.19indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich-toolkit0.20.3indirect
PyPIrignore0.8.0indirect
PyPIrpds-py0.30.0indirect
PyPIruamel-yaml0.19.1indirect
PyPIruff0.16.4indirect
PyPIscp0.16.0indirect
PyPIscrapli-cfg2025.1.30indirect
PyPIsentry-sdk2.66.1indirect
PyPIsetuptools83.0.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsmmap5.0.3indirect
PyPIsniffio1.3.1indirect
PyPIsqlalchemy2.0.51indirect
PyPIsqlite-vec0.1.9indirect
PyPIsse-starlette3.4.6indirect
PyPIstarlette1.3.1indirect
PyPIsympy1.14.0indirect
PyPIt61codec1.0.1indirect
PyPItenacity9.1.4indirect
PyPItiktoken0.13.0indirect
PyPItokenizers0.23.1indirect
PyPItomli2.4.1indirect
PyPItqdm4.69.1indirect
PyPItransitions0.9.3indirect
PyPItypeguard4.5.2indirect
PyPItyper0.27.0indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.2indirect
PyPIuc-micro-py2.0.0indirect
PyPIurllib32.7.0indirect
PyPIuuid-utils0.17.0indirect
PyPIuvloop0.22.1indirect
PyPIvulture2.16indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.2indirect
PyPIwebsockets15.0.1indirect
PyPIwin32-setctime1.2.0indirect
PyPIx6901.0.0.post1indirect
PyPIxxhash3.8.1indirect
PyPIyamlloader1.6.0indirect
PyPIyarl1.24.5indirect
PyPIzstandard0.25.0indirect
Dependency advisories 8

This repository publishes no package the index resolves, so its own dependency graph was assessed — 419 packages, which also include development and test pins that never ship: 8 carry known advisories, of which 5 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
pyjwt2.13.0indirectcritical102.14.0
tornado6.5.7directhigh46.5.8
diskcache5.6.3directmoderate2—
langgraph-checkpoint-sqlite3.1.0directmoderate23.1.1
cryptography49.0.0indirectmoderate250.0.0
h24.4.0indirectmoderate24.4.1
paramiko3.5.1directlow2—
pygments2.19.2directlow22.20.0

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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Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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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.