Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-18 01:23 UTC

PaloAltoNetworks / pan-os-python

The PAN-OS SDK for Python is a package to help interact with Palo Alto Networks devices (including physical and virtualized Next-generation Firewalls and Panorama). The pan-os-python SDK is object oriented and mimics the traditional interaction with the device via the GUI or CLI/API.

PythonISC★ 399 stars⑂ 199 forkssince Nov 2014View on GitHub ↗

PaloAltoNetworks/pan-os-python holds a health index of 84 out of 100, placing it in the Excellent band. It scores highest on AI Readiness (89/100) and lowest on Vitality (55/100). It was last updated 57 days ago. A single contributor accounts for most of its recent work.

84
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.

84
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 71 is calibrated to 84 on the published index scale (record calibration 2026-08-02).

Ownership

Palo Alto NetworksOrganization · verified domain
1,509 followers533 public repossince Jun 2013

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIpan-os-python1.13.179,1853157 days agopanospan-os-python

Metrics by category

Vitality

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

55Moderate · 21% of overall
How it's scored
18/36Push recency — last push 57 days ago
4.8/36Commit cadence — 7/52 weeks with commits
11.1/18Commit volume — 16 commits in the last year
2/10OpenSSF Scorecard: Maintained — 2 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 2
Inputs used
commits_last_year16
human_commit_share0.96
days_since_last_push57
active_weeks_last_year7
How it's scored
27/27Ships releases — 60 releases published
36/36Release recency — latest release 57 days ago
12.6/27Release cadence — a release every ~130.8 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count60
latest_release_tagv1.13.1
releases_from_tagsno
days_since_latest_release57
mean_days_between_releases130.8
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?

81Excellent · 17% of overall
How it's scored
42.2/60Stars — 399 stars
19.1/25Forks — 199 forks
9.8/15Watchers — 58 watchers
Inputs used
forks199
stars399
watchers58
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 (ISC)
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_badges9
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateyes
How it's scored
65.3/80Monthly downloads — 79,185 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagespan-os-python
dependents—
ecosystemspypi
total_downloads—
monthly_downloads79,185
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?

72Good · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
7.2/22.5Commit distribution — top contributor authored 68% of commits
13.5/13.5Contributor breadth — 52 contributors
10/10OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled52
top_contributor_share0.681
How it's scored
29.1/42Issue resolution — 69% of issues closed
25.1/30PR acceptance — 196/234 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
1.5/15OpenSSF Scorecard: Code-Review — Found 5/28 approved changesets -- score normalized to 1
Inputs used
merged_prs196
open_issues93
closed_issues209
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio0.692
closed_unmerged_prs38
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
30/30Ownership backing — organization-owned
20/20Verified domain
22.9/25Owner reach — 1,509 followers of PaloAltoNetworks
25/25Track record — 533 public repos, account ~13 yr old
Inputs used
followers1,509
owner_typeOrganization
is_verifiedyes
owner_loginPaloAltoNetworks
public_repos533
account_age_days4,830

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 57 days ago
20/20Version history — 31 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagespan-os-python
ecosystemspypi
any_deprecatedno
min_days_since_publish57

Engineering Quality

Are baseline engineering and documentation practices in place?

82Excellent · 19% of overall
How it's scored
24/24CI workflows — 1 workflow(s)
24/24Tests present
16/16Linter config — .flake8, tox.ini
0/9.6Pre-commit hooks
6.4/6.4.editorconfig
6/20OpenSSF Scorecard: CI-Tests — 4 out of 12 merged PRs checked by a CI test -- score normalized to 3
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://pan-os-python.readthedocs.io
10/10Repository description
10/10Topics — 13 topics
0/10Wiki
Inputs used
topicspaloaltonetworks, python, pypi, pan-python, pan, panw, sdk, firewall, ngfw, panorama, firewall-configuration, featured, hacktoberfest
has_wikino
homepagehttps://pan-os-python.readthedocs.io
docs_sitehttps://pan-os-python.readthedocs.io
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

60Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
0.8/2.5CI-Tests — 4 out of 12 merged PRs checked by a CI test -- score normalized to 3
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 5/28 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 5 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
1.5/7.5Maintained — 2 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 2
0/5Packaging — no data
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
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 94 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5
Excluded from scoring (no data or not applicable): Packaging, 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
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages1
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:pan-os-python@1.13.1 runtime dependency closure — what installing the published package pulls in — 1 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.

89Excellent · 4% of overall
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 95 of 96 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.99
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes2,617
How it's scored
18/18One-command bootstrap — Makefile, docs/Makefile
22/22Automated tests
11/11Lint / format config — .flake8, tox.ini
11/11Static type checking — mypy.ini
10/10Reproducible environment — devcontainer, lockfile
2/10Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 4 of the last 100 commits are automated dependency updates
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Inputs used
has_nixno
has_testsyes
lockfilespoetry.lock
has_dockerfileno
typed_languageno
bootstrap_filesMakefile, docs/Makefile
has_devcontaineryes
has_linter_configyes
typecheck_configsmypy.ini
agent_commit_share0.01
toolchain_manifests—
dependency_bot_commit_share0.04
How it's scored
27/45Type-checkable code — Python with type-check config (mypy.ini)
50.9/55Manageable file sizes — 4/54 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes306,284
source_files_sampled54
oversized_source_files4
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

399GitHub stars
52contributors
16commits, last 12 months
57days since last push
60releases
1bus factor
93open 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 ★ / 199 ⇿
0Stars
199Forks
60Releases

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.

0408012016020019632015-122021-052026-09
Major 1Minor 25Patch 32

Each point covers 10 days.

OpenSSF Scorecard 5.0 / 10
5.0aggregate

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 · 2026-09-18 01:22 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
3CI-Tests4 out of 12 merged PRs checked by a CI test -- score normalized to 3
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 5/28 approved changesets -- score normalized to 1
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
2Maintained2 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 2
n/aPackagingpackaging workflow not 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
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities94 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
PyPIpan-python^0.17.0pyproject.toml
All dependencies 90

Full resolved dependency set from the GitHub dependency graph: 1 direct and 89 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIpan-python0.17.0direct
PyPIalabaster0.7.12indirect
PyPIappdirs1.4.3indirect
PyPIargh0.26.2indirect
PyPIatomicwrites1.3.0indirect
PyPIattrs19.3.0indirect
PyPIbabel2.9.1indirect
PyPIbandit1.7.6indirect
PyPIblack23.12.1indirect
PyPIcertifi2019.11.28indirect
PyPIchardet3.0.4indirect
PyPIclick8.1.7indirect
PyPIcolorama0.4.3indirect
PyPIcoverage5.0.3indirect
PyPIdocutils0.20.1indirect
PyPIeradicate2.3.0indirect
PyPIfissix19.2b1indirect
PyPIflake87.0.0indirect
PyPIflake8-bugbear24.1.17indirect
PyPIflake8-builtins2.2.0indirect
PyPIflake8-comprehensions3.14.0indirect
PyPIflake8-docstrings1.7.0indirect
PyPIflake8-eradicate1.5.0indirect
PyPIflake8-logging-format0.9.0indirect
PyPIflake8-mock0.4indirect
PyPIflake8-mutable1.2.0indirect
PyPIflake8-pep31012.1.0indirect
PyPIflake8-pytest1.4indirect
PyPIflake8-string-format0.3.0indirect
PyPIflake8-variables-names0.0.6indirect
PyPIgitdb4.0.11indirect
PyPIgitpython3.1.41indirect
PyPIidna2.8indirect
PyPIimagesize1.2.0indirect
PyPIimportlib-metadata1.7.0indirect
PyPIisort5.13.2indirect
PyPIjinja22.11.3indirect
PyPIlivereload2.6.1indirect
PyPIm2r0.3.1indirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkupsafe1.1.1indirect
PyPImccabe0.7.0indirect
PyPImdurl0.1.2indirect
PyPImistune—indirect
PyPImistune0.8.4indirect
PyPImore-itertools8.1.0indirect
PyPImypy1.8.0indirect
PyPImypy-extensions1.0.0indirect
PyPIpackaging23.2indirect
PyPIpathlib22.3.5indirect
PyPIpathspec0.12.1indirect
PyPIpathtools0.1.2indirect
PyPIpbr5.4.4indirect
PyPIpep8-naming0.13.3indirect
PyPIplatformdirs4.1.0indirect
PyPIpluggy0.13.1indirect
PyPIport-for0.3.1indirect
PyPIpy1.10.0indirect
PyPIpycodestyle2.11.1indirect
PyPIpydocstyle4.0.0indirect
PyPIpyflakes3.2.0indirect
PyPIpygments2.17.2indirect
PyPIpytest5.3.2indirect
PyPIpytest-cov2.8.1indirect
PyPIpytz2019.3indirect
PyPIpyyaml6.0.1indirect
PyPIrequests2.25.1indirect
PyPIrich13.7.0indirect
PyPIsetuptools44.1.1indirect
PyPIsix1.14.0indirect
PyPIsmmap5.0.1indirect
PyPIsnowballstemmer2.0.0indirect
PyPIsphinx2.4.3indirect
PyPIsphinx-autobuild0.7.1indirect
PyPIsphinx-rtd-theme—indirect
PyPIsphinx-rtd-theme0.4.3indirect
PyPIsphinxcontrib-applehelp1.0.1indirect
PyPIsphinxcontrib-devhelp1.0.1indirect
PyPIsphinxcontrib-htmlhelp1.0.2indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-qthelp1.0.2indirect
PyPIsphinxcontrib-serializinghtml1.1.3indirect
PyPIstevedore1.31.0indirect
PyPItomli1.2.3indirect
PyPItornado6.0.3indirect
PyPItyping-extensions4.1.1indirect
PyPIurllib31.26.5indirect
PyPIwatchdog0.9.0indirect
PyPIwcwidth0.1.8indirect
PyPIzipp1.0.0indirect
Dependency advisories 0

Installing pypi:pan-os-python@1.13.1 pulls in 1 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

Feedback

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.

The message is kept through sign-in.

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.