Public recordGood
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-14 22:52 UTC
networktocode / pyntc
Python library focused on tasks related to device level and OS management.
networktocode/pyntc holds a health index of 72 out of 100, placing it in the Good band. It scores highest on Sustainability & Governance (82/100) and lowest on AI Readiness (30/100). It was last updated today. 3 contributors account for most of its recent work.
72
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
72
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
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.
Ownership
Network to CodeOrganization
546 followers61 public repossince Jun 2015
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | pyntc | 3.2.0 | 8,274 | 39 | 0 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
79
Development activity
72Good
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 9/36 | Commit cadence — 13/52 weeks with commits |
| 16.6/18 | Commit volume — 70 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 70 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 13 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 29 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~14.3 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 29 |
| latest_release_tag | v3.2.0 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 14.3 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
55
Popularity & adoption
59Moderate
How it's scored
| 36.8/60 | Stars — 186 stars |
| 14.2/25 | Forks — 52 forks |
| 7.6/15 | Watchers — 24 watchers |
Inputs used
| forks | 52 |
| stars | 186 |
| watchers | 24 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
44At risk
How it's scored
| 22.5/22.5 | README |
| 16.9/22.5 | License — license file present, not a recognized license |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
65Moderate
How it's scored
| 52.2/80 | Monthly downloads — 8,274 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | pyntc |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 8,274 |
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?
82
How it's scored
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 15.6/22.5 | Commit distribution — top contributor authored 31% of commits |
| 13.5/13.5 | Contributor breadth — 28 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations |
Inputs used
| bus_factor | 3 |
| contributors_sampled | 28 |
| top_contributor_share | 0.308 |
How it's scored
| 39/46.8 | Issue resolution — 84% of issues closed |
| 29.8/38.3 | PR acceptance — 253/325 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 253 |
| open_issues | 13 |
| closed_issues | 66 |
| issue_closed_ratio | 0.835 |
| closed_unmerged_prs | 72 |
Ownership & stewardship
75Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 19.7/25 | Owner reach — 546 followers of networktocode |
| 25/25 | Track record — 61 public repos, account ~11 yr old |
Inputs used
| followers | 546 |
| owner_type | Organization |
| is_verified | — |
| owner_login | networktocode |
| public_repos | 61 |
| account_age_days | 4,033 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 39 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | pyntc |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
77
Engineering practices
68Moderate
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://pyntc.readthedocs.io/en/latest/ |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | https://pyntc.readthedocs.io/en/latest/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
62
Security posture
62Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 10 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 1.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6.2 |
Excluded from scoring (no data or not applicable): branch_protection. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
30
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 3/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | poetry.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
Code legibility for models
51Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 51.4/55 | Manageable file sizes — 5/76 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 75,546 |
| source_files_sampled | 76 |
| oversized_source_files | 5 |
Key facts
186GitHub stars
28contributors
70commits, last 12 months
0days since last push
29releases
3bus factor
13open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 6.2 / 10
6.2aggregate
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal 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 |
| 10 | CI-Tests | 20 out of 20 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 10 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 3 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 3 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
Direct dependencies 6
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | f5-sdk | ^3.0.21 | pyproject.toml |
| PyPI | junos-eznc | >=2.0,<3.0 | pyproject.toml |
| PyPI | netmiko | >=4.0,<5.0 | pyproject.toml |
| PyPI | pyeapi | >=1.0,<2.0 | pyproject.toml |
| PyPI | requests | >=2.0,<3.0 | pyproject.toml |
| PyPI | scp | >=0.15,<1.0 | pyproject.toml |
All dependencies 92
Full resolved dependency set from the GitHub dependency graph: 6 direct and 86 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | f5-sdk | 3.0.21 | direct |
| PyPI | junos-eznc | 2.8.2 | direct |
| PyPI | netmiko | 4.7.0 | direct |
| PyPI | pyeapi | 1.0.4 | direct |
| PyPI | requests | 2.34.2 | direct |
| PyPI | scp | 0.15.0 | direct |
| PyPI | astroid | 3.3.11 | indirect |
| PyPI | attrs | 23.2.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | backrefs | 5.9 | indirect |
| PyPI | bcrypt | 5.0.0 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.4.8 | indirect |
| PyPI | click | 8.4.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.15.0 | indirect |
| PyPI | cryptography | 49.0.0 | indirect |
| PyPI | dill | 0.4.1 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | f5-icontrol-rest | 1.3.13 | indirect |
| PyPI | ghp-import | 2.1.0 | indirect |
| PyPI | griffe | 1.1.1 | indirect |
| PyPI | hjson | 3.1.0 | indirect |
| PyPI | hypothesis | 6.156.1 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | invoke | 2.2.1 | indirect |
| PyPI | isort | 6.1.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | lxml | 6.1.1 | indirect |
| PyPI | markdown | 3.10.2 | indirect |
| PyPI | markdown-data-tables | 1.0.0 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markdown-version-annotations | 1.0.1 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mccabe | 0.7.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mergedeep | 1.3.4 | indirect |
| PyPI | mkdocs | 1.6.1 | indirect |
| PyPI | mkdocs-autorefs | 1.4.4 | indirect |
| PyPI | mkdocs-gen-files | 0.5.0 | indirect |
| PyPI | mkdocs-get-deps | 0.2.2 | indirect |
| PyPI | mkdocs-glightbox | 0.4.0 | indirect |
| PyPI | mkdocs-macros-plugin | 1.3.7 | indirect |
| PyPI | mkdocs-material | 9.6.15 | indirect |
| PyPI | mkdocs-material-extensions | 1.3.1 | indirect |
| PyPI | mkdocs-redirects | 1.2.2 | indirect |
| PyPI | mkdocs-section-index | 0.3.10 | indirect |
| PyPI | mkdocstrings | 0.27.0 | indirect |
| PyPI | mkdocstrings-python | 1.13.0 | indirect |
| PyPI | mock | 5.2.0 | indirect |
| PyPI | ncclient | 0.7.0 | indirect |
| PyPI | netaddr | 1.3.0 | indirect |
| PyPI | ntc-templates | 9.1.0 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | paginate | 0.5.7 | indirect |
| PyPI | paramiko | 4.0.0 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | platformdirs | 4.10.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pylint | 3.3.9 | indirect |
| PyPI | pymdown-extensions | 10.21.3 | indirect |
| PyPI | pynacl | 1.6.2 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pyserial | 3.5 | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | pyyaml-env-tag | 1.1 | indirect |
| PyPI | requests-mock | 1.12.1 | indirect |
| PyPI | rich | 15.0.0 | indirect |
| PyPI | ruamel-yaml | 0.19.1 | indirect |
| PyPI | ruff | 0.15.20 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | sortedcontainers | 2.4.0 | indirect |
| PyPI | super-collections | 0.6.2 | indirect |
| PyPI | tabulate | 0.9.0 | indirect |
| PyPI | termcolor | 3.3.0 | indirect |
| PyPI | textfsm | 2.1.0 | indirect |
| PyPI | toml | 0.10.2 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | tomlkit | 0.15.0 | indirect |
| PyPI | towncrier | 24.8.0 | indirect |
| PyPI | transitions | 0.9.3 | indirect |
| PyPI | typing-extensions | 4.16.0 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | watchdog | 6.0.0 | indirect |
| PyPI | yamllint | 1.38.0 | indirect |
| PyPI | yamlloader | 1.6.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 1684,
"has_wiki": true,
"homepage": "https://pyntc.readthedocs.io/en/latest/",
"languages": {
"Jinja": 1323,
"Python": 957914,
"Dockerfile": 959
},
"pushed_at": "2026-07-14T13:25:13Z",
"created_at": "2015-12-04T22:33:19Z",
"owner_type": "Organization",
"updated_at": "2026-07-14T14:23:20Z",
"description": "Python library focused on tasks related to device level and OS management.",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "develop",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "http://networktocode.com",
"name": "Network to Code",
"type": "Organization",
"login": "networktocode",
"company": null,
"location": "United States of America",
"followers": 546,
"avatar_url": "https://avatars.githubusercontent.com/u/13106404?v=4",
"created_at": "2015-06-29T17:38:34Z",
"is_verified": null,
"public_repos": 61,
"account_age_days": 4033
},
"activity": {
"releases_count": 29,
"commits_last_year": 70,
"latest_release_at": "2026-07-14T13:20:20Z",
"latest_release_tag": "v3.2.0",
"days_since_last_push": 0,
"active_weeks_last_year": 13,
"days_since_latest_release": 0,
"mean_days_between_releases": 14.3
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 50,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "pyntc",
"exists": true,
"license": "Apache-2.0",
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/pyntc/",
"is_deprecated": false,
"latest_version": "3.2.0",
"repository_url": "https://github.com/networktocode/pyntc",
"versions_count": 39,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 8274,
"first_published_at": "2016-02-04T21:38:22.871499Z",
"latest_published_at": "2026-07-14T13:21:19.390370Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 52,
"stars": 186,
"watchers": 24,
"open_issues_and_prs": 15
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"largest_source_bytes": 75546,
"source_files_sampled": 76,
"oversized_source_files": 5,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"docs/requirements.txt",
"pyproject.toml"
],
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "f5-sdk",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "^3.0.21"
},
{
"name": "junos-eznc",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0,<3.0"
},
{
"name": "netmiko",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.0,<5.0"
},
{
"name": "pyeapi",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.0,<2.0"
},
{
"name": "requests",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0,<3.0"
},
{
"name": "scp",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.15,<1.0"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "f5-sdk",
"direct": true,
"version": "3.0.21",
"ecosystem": "pypi"
},
{
"name": "junos-eznc",
"direct": true,
"version": "2.8.2",
"ecosystem": "pypi"
},
{
"name": "netmiko",
"direct": true,
"version": "4.7.0",
"ecosystem": "pypi"
},
{
"name": "pyeapi",
"direct": true,
"version": "1.0.4",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": true,
"version": "2.34.2",
"ecosystem": "pypi"
},
{
"name": "scp",
"direct": true,
"version": "0.15.0",
"ecosystem": "pypi"
},
{
"name": "astroid",
"direct": false,
"version": "3.3.11",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "23.2.0",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.18.0",
"ecosystem": "pypi"
},
{
"name": "backrefs",
"direct": false,
"version": "5.9",
"ecosystem": "pypi"
},
{
"name": "bcrypt",
"direct": false,
"version": "5.0.0",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.6.17",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.8",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": "8.4.2",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.15.0",
"ecosystem": "pypi"
},
{
"name": "cryptography",
"direct": false,
"version": "49.0.0",
"ecosystem": "pypi"
},
{
"name": "dill",
"direct": false,
"version": "0.4.1",
"ecosystem": "pypi"
},
{
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"name": "Community & Adoption",
"value": 55,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 59,
"inputs": {
"forks": 52,
"stars": 186,
"watchers": 24,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
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"components": [
{
"key": "stars",
"name": "Stars",
"detail": "186 stars",
"points": 36.8,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 186
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}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "52 forks",
"points": 14.2,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 52
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "24 watchers",
"points": 7.6,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 24
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "at_risk",
"name": "Community health",
"note": null,
"notes": [],
"value": 44,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "license file present, not a recognized license",
"points": 16.9,
"status": "partial",
"details": [
{
"code": "license_custom",
"params": {}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
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},
{
"key": "issue_template",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 65,
"inputs": {
"packages": [
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 8274
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "8,274 downloads/month across pypi",
"points": 52.2,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 8274,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
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]
}
],
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},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 82,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "good",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"bus_factor": 3,
"contributors_sampled": 28,
"top_contributor_share": 0.308
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "3 contributor(s) cover half of all commits",
"points": 36,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 3
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 31% of commits",
"points": 15.6,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 31
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "28 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 28
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}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 10 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 84,
"inputs": {
"merged_prs": 253,
"open_issues": 13,
"closed_issues": 66,
"issue_closed_ratio": 0.835,
"closed_unmerged_prs": 72
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "84% of issues closed",
"points": 39,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 84
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "253/325 decided PRs merged",
"points": 29.8,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 253,
"decided": 325
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "all changesets reviewed",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"followers": 546,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "networktocode",
"public_repos": 61,
"account_age_days": 4033
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
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}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "546 followers of networktocode",
"points": 19.7,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 546,
"login": "networktocode"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "61 public repos, account ~11 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 61
}
},
{
"code": "account_age_years",
"params": {
"years": 11
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"pyntc"
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"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "39 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 39
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 77,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
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"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "20 out of 20 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": "https://pyntc.readthedocs.io/en/latest/",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://pyntc.readthedocs.io/en/latest/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 62,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 62,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 6.2
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal 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",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
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}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "code_review",
"name": "Code-Review",
"detail": "all changesets reviewed",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 10 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 3",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 7
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 30,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"automated_maintenance"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 43,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
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"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
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"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
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}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
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{
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]
},
{
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"inputs": {
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},
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{
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],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
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},
"warnings": [],
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"generated_at": "2026-07-14T22:52:16.811790Z",
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"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/networktocode/pyntc.svg",
"full_name": "networktocode/pyntc",
"license_state": "custom",
"license_spdx": null
}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 v1.13.0, schema v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.