Public record
Software health reportschema 0.17.0 · metrics 1.13.0 · 2026-07-21 07:32 UTC

se2p / pynguin

The PYthoN General UnIt Test geNerator is a test-generation tool for Python

PythonMIT★ 1,385 stars⑂ 98 forkssince Jul 2020View on GitHub ↗

se2p/pynguin holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Engineering Quality (96/100) and lowest on Security (40/100). It was last updated today. 2 contributors account 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; 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.

77
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)
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.

Ownership

44 followers71 public repossince Apr 2018

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIpynguin0.46.07,040610 days agounit-testrandom-testingsearch-basedtest-generation

Metrics by category

Vitality

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

92Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
29.1/36Commit cadence — 42/52 weeks with commits
18/18Commit volume — 814 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_year814
human_commit_share
days_since_last_push0
active_weeks_last_year42
How it's scored
27/27Ships releases — 62 releases published
36/36Release recency — latest release 0 days ago
19.8/27Release cadence — a release every ~85.2 days
8/10OpenSSF Scorecard: Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts.
Inputs used
releases_count62
latest_release_tag0.46.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases85.2

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

76Good · 18% of overall
How it's scored
51/60Stars — 1,385 stars
16.6/25Forks — 98 forks
7.6/15Watchers — 24 watchers
Inputs used
forks98
stars1,385
watchers24
growth_stateorganic
growth_factor_pct100

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateno
How it's scored
51.3/80Monthly downloads — 7,040 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagespynguin
dependents
ecosystemspypi
total_downloads
monthly_downloads7,040
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?

74Good · 24% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
15.3/22.5Commit distribution — top contributor authored 32% of commits
13.5/13.5Contributor breadth — 21 contributors
10/10OpenSSF Scorecard: Contributors — project has 11 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled21
top_contributor_share0.319
How it's scored
43.3/46.8Issue resolution — 93% of issues closed
29.3/38.3PR acceptance — 46/60 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs46
open_issues6
closed_issues75
issue_closed_ratio0.926
closed_unmerged_prs14
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
11.9/25Owner reach — 44 followers of se2p
25/25Track record — 71 public repos, account ~8 yr old
Inputs used
followers44
owner_typeOrganization
is_verified
owner_loginse2p
public_repos71
account_age_days3,007
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 61 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagespynguin
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

96Excellent · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://www.pynguin.eu
10/10Repository description
10/10Topics — 5 topics
0/10Wiki
Inputs used
topicspython, testing-tools, test-generation, test-generator, search-based-software-testing
has_wikino
homepagehttps://www.pynguin.eu
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

40At risk · 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
2.5/2.5Contributors — project has 11 contributing companies or organizations
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
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
6/7.5Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 16 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4
Excluded from scoring (no data or not applicable): ci_tests. 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.

66Moderate · 0% of overall
How it's scored
45/45Agent instructions — .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, GEMINI.md, docker/AGENTS.md, docs/AGENTS.md, src/AGENTS.md, src/pynguin/analyses/AGENTS.md, src/pynguin/assertion/AGENTS.md, src/pynguin/assertion/mutation_analysis/AGENTS.md, src/pynguin/assertion/mutation_analysis/operators/AGENTS.md, src/pynguin/ga/AGENTS.md, src/pynguin/ga/algorithms/AGENTS.md, src/pynguin/ga/operators/AGENTS.md, src/pynguin/instrumentation/AGENTS.md, src/pynguin/instrumentation/version/AGENTS.md, src/pynguin/large_language_model/AGENTS.md, src/pynguin/large_language_model/helpers/AGENTS.md, src/pynguin/large_language_model/parsing/AGENTS.md, src/pynguin/large_language_model/prompts/AGENTS.md, src/pynguin/master_worker/AGENTS.md, src/pynguin/resources/AGENTS.md, src/pynguin/slicer/AGENTS.md, src/pynguin/testcase/AGENTS.md, src/pynguin/utils/AGENTS.md, src/pynguin/utils/generic/AGENTS.md, src/pynguin/utils/pynguinml/AGENTS.md, src/pynguin/utils/statistics/AGENTS.md, tests/AGENTS.md, tests/assertion/AGENTS.md, tests/assertion/mutation_analysis/operators/AGENTS.md, tests/fixtures/AGENTS.md, tests/fixtures/examples/AGENTS.md, tests/fixtures/instrumentation/AGENTS.md, tests/ga/AGENTS.md, tests/instrumentation/AGENTS.md, tests/testcase/AGENTS.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_files.github/copilot-instructions.md, AGENTS.md, CLAUDE.md, GEMINI.md, docker/AGENTS.md, docs/AGENTS.md, src/AGENTS.md, src/pynguin/analyses/AGENTS.md, src/pynguin/assertion/AGENTS.md, src/pynguin/assertion/mutation_analysis/AGENTS.md, src/pynguin/assertion/mutation_analysis/operators/AGENTS.md, src/pynguin/ga/AGENTS.md, src/pynguin/ga/algorithms/AGENTS.md, src/pynguin/ga/operators/AGENTS.md, src/pynguin/instrumentation/AGENTS.md, src/pynguin/instrumentation/version/AGENTS.md, src/pynguin/large_language_model/AGENTS.md, src/pynguin/large_language_model/helpers/AGENTS.md, src/pynguin/large_language_model/parsing/AGENTS.md, src/pynguin/large_language_model/prompts/AGENTS.md, src/pynguin/master_worker/AGENTS.md, src/pynguin/resources/AGENTS.md, src/pynguin/slicer/AGENTS.md, src/pynguin/testcase/AGENTS.md, src/pynguin/utils/AGENTS.md, src/pynguin/utils/generic/AGENTS.md, src/pynguin/utils/pynguinml/AGENTS.md, src/pynguin/utils/statistics/AGENTS.md, tests/AGENTS.md, tests/assertion/AGENTS.md, tests/assertion/mutation_analysis/operators/AGENTS.md, tests/fixtures/AGENTS.md, tests/fixtures/examples/AGENTS.md, tests/fixtures/instrumentation/AGENTS.md, tests/ga/AGENTS.md, tests/instrumentation/AGENTS.md, tests/testcase/AGENTS.md
agent_instruction_max_bytes19,887
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config
0/11Static type checking
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespoetry.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
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.
How it's scored
0/45Type-checkable code — Python without a type-check config
54.2/55Manageable file sizes — 8/556 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes97,129
source_files_sampled556
oversized_source_files8
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files

Key facts

1,385GitHub stars
21contributors
814commits, last 12 months
0days since last push
62releases
2bus factor
6open issues
PyPIpackage ecosystems

Data collection warnings

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:pynguin@0.46.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 1,385 ★ / 0 ⇿
1,385Stars

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

6008001,0001,2001,4001,3852762021-062023-122026-07

Each point covers 5 days.

OpenSSF Scorecard 4.0 / 10
4.0aggregate

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 · 2026-07-21 07:32 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
10Contributorsproject has 11 contributing companies or organizations
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
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
8Signed-Releases5 out of the last 5 releases have a total of 5 signed artifacts.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities16 existing vulnerabilities detected
Direct dependencies 26
RegistryPackageVersion constraintManifest
PyPIastroid^4.0.1pyproject.toml
PyPIblack^25.1.0pyproject.toml
PyPIbytecode0.17.0pyproject.toml
PyPIdill^0.4.0pyproject.toml
PyPIJinja2^3.1.6pyproject.toml
PyPInetworkx^3.4.2pyproject.toml
PyPImultiprocess^0.70.18pyproject.toml
PyPIrich^14.0.0pyproject.toml
PyPIPygments^2.19.2pyproject.toml
PyPIpytest^8.3.5pyproject.toml
PyPIsimple-parsing^0.1.7pyproject.toml
PyPItyping_inspect^0.9.0pyproject.toml
PyPIasciitree^0.3.3pyproject.toml
PyPIlibcst^1.7.0pyproject.toml
PyPIsetuptools^80.9.0pyproject.toml
PyPItoml^0.10.2pyproject.toml
PyPIpsutil^7.1.1pyproject.toml
PyPIrstr^3.2.2pyproject.toml
PyPIopenai^1.72.0pyproject.toml
PyPIpython-dotenv^1.0.0pyproject.toml
PyPInumpy^1.26.4pyproject.toml
PyPImypy^1.15.0pyproject.toml
PyPItyping-extensions^4.12.2pyproject.toml
PyPIfaker^37.3.0pyproject.toml
PyPIfandango-fuzzer^0.8.2pyproject.toml
PyPIxmltodict^0.14.2pyproject.toml
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Raw JSON report machine-readable
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          "type": "User",
          "login": "stephanlukasczyk",
          "commits": 1486,
          "avatar_url": "https://avatars.githubusercontent.com/u/2920379?v=4"
        },
        {
          "type": "User",
          "login": "Wooza",
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          "avatar_url": "https://avatars.githubusercontent.com/u/2823472?v=4"
        },
        {
          "type": "User",
          "login": "LuKrO2011",
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          "avatar_url": "https://avatars.githubusercontent.com/u/47751825?v=4"
        },
        {
          "type": "User",
          "login": "BergLucas",
          "commits": 443,
          "avatar_url": "https://avatars.githubusercontent.com/u/55436804?v=4"
        },
        {
          "type": "User",
          "login": "labrenz",
          "commits": 269,
          "avatar_url": "https://avatars.githubusercontent.com/u/17525831?v=4"
        },
        {
          "type": "User",
          "login": "Ravaqor",
          "commits": 122,
          "avatar_url": "https://avatars.githubusercontent.com/u/154069417?v=4"
        },
        {
          "type": "User",
          "login": "AltinHajdari",
          "commits": 77,
          "avatar_url": "https://avatars.githubusercontent.com/u/156447074?v=4"
        },
        {
          "type": "User",
          "login": "f-str",
          "commits": 69,
          "avatar_url": "https://avatars.githubusercontent.com/u/32222431?v=4"
        },
        {
          "type": "User",
          "login": "AhmedHedi0",
          "commits": 31,
          "avatar_url": "https://avatars.githubusercontent.com/u/161508092?v=4"
        },
        {
          "type": "User",
          "login": "gofraser",
          "commits": 13,
          "avatar_url": "https://avatars.githubusercontent.com/u/1844172?v=4"
        }
      ],
      "contributors_sampled": 21,
      "top_contributor_share": 0.319
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    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml",
        "publish.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": true,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "poetry.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": null,
            "reason": "no pull request found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 11 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "no SAST tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 8,
            "reason": "5 out of the last 5 releases have a total of 5 signed artifacts.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "16 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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        ],
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      "has_dependabot_config": false
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  "config": {
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  "source": {
    "url": "https://github.com/se2p/pynguin",
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      "key": "overall",
      "band": "good",
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      "note": null,
      "notes": [],
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        "vitality": 92,
        "community": 76,
        "governance": 74,
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      "components": []
    },
    "categories": [
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        "key": "vitality",
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        "name": "Vitality",
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        "weight": 0.22,
        "metrics": [
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            "key": "development_activity",
            "band": "excellent",
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                "key": "push_recency",
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                "key": "commit_cadence",
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                      "weeks": 42
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                "max_points": 36
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                "key": "commit_volume",
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                "detail": "814 commits in the last year",
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                "key": "openssf_scorecard_maintained",
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                "points": 10,
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            "key": "release_discipline",
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            "components": [
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                "key": "ships_releases",
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                "key": "release_cadence",
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              {
                "key": "watchers",
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                "points": 7.6,
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                "details": [
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                "max_points": 15
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          {
            "key": "community_health",
            "band": "excellent",
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            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
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            "components": [
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                "key": "readme",
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                "max_points": 22.5
              },
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                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
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                    "code": "license_standard",
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                  },
                  {
                    "code": "license_spdx",
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                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
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                "points": 18,
                "status": "met",
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                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
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              {
                "key": "issue_template",
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                "detail": null,
                "points": 0,
                "status": "missed",
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              {
                "key": "pr_template",
                "name": "PR template",
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                "points": 0,
                "status": "missed",
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          },
          {
            "key": "ecosystem_adoption",
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            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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            "value": 64,
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            "components": [
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                "key": "monthly_downloads",
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                ],
                "max_points": 80
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              {
                "key": "registry_dependents",
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                "status": "excluded",
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                "max_points": 20
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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        "key": "governance",
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        "weight": 0.24,
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                "key": "commit_distribution",
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                "key": "openssf_scorecard_contributors",
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            "key": "responsiveness",
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                "max_points": 46.75
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
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            "key": "stewardship",
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            "notes": [],
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            "components": [
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                "key": "ownership_backing",
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                "key": "verified_domain",
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                "points": 0,
                "status": "missed",
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              },
              {
                "key": "owner_reach",
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                    "code": "owner_followers",
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                "max_points": 25
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              {
                "key": "track_record",
                "name": "Track record",
                "detail": "71 public repos, account ~8 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 71
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 8
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "pynguin"
              ],
              "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
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "61 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 61
                    }
                  }
                ],
                "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": "excellent",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
              "has_ci": true,
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              "has_editorconfig": true,
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              "has_precommit_config": true
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 24
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              {
                "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": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
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                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "python",
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                "test-generation",
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                "search-based-software-testing"
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              "has_wiki": false,
              "homepage": "https://www.pynguin.eu",
              "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://www.pynguin.eu",
                "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": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 40,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 40,
            "inputs": {
              "source": "openssf_scorecard",
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            "components": [
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                "key": "binary_artifacts",
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                "points": 7.5,
                "status": "met",
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "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": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 11 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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": 2.5,
                "status": "met",
                "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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "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": "5 out of the last 5 releases have a total of 5 signed artifacts.",
                "points": 6,
                "status": "partial",
                "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": "16 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
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            ]
          },
          {
            "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"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 12
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            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "jurisdiction_no_match",
                    "params": {}
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 66,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "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": [
                    "legible_commit_history"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
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                "CLAUDE.md",
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                "docker/AGENTS.md",
                "docs/AGENTS.md",
                "src/AGENTS.md",
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                "src/pynguin/large_language_model/helpers/AGENTS.md",
                "src/pynguin/large_language_model/parsing/AGENTS.md",
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                "src/pynguin/resources/AGENTS.md",
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                "src/pynguin/utils/pynguinml/AGENTS.md",
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            "components": [
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                "key": "agent_instructions",
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                "status": "met",
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                    "code": "file_list",
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                "max_points": 45
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                "key": "machine_readable_docs_llms_txt",
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              },
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                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "points": 0,
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                "details": [
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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                "code": "excluded_no_data",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 74,
            "inputs": {
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              "has_dockerfile": true,
              "typed_language": false,
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              "toolchain_manifests": [],
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            "components": [
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                "key": "one_command_bootstrap",
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                "points": 18,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
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                "points": 11,
                "status": "met",
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                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
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                "status": "excluded",
                "details": [
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                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
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              "largest_source_bytes": 97129,
              "source_files_sampled": 556,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
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                "status": "missed",
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                "status": "partial",
                "details": [
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          {
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            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
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            },
            "components": [
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                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
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              },
              {
                "key": "mcp_server",
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              },
              {
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                "points": 40,
                "status": "met",
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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."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:pynguin@0.46.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T07:32:29.761877Z",
  "schema_version": "0.17.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/se2p/pynguin.svg",
  "full_name": "se2p/pynguin",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.17.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.