The PYthoN General UnIt Test geNerator is a test-generation tool for Python
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.
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.
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.
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | pynguin | 0.46.0 | 7,040 | 61 | 0 days ago | unit-testrandom-testingsearch-basedtest-generation |
Is the project alive — is code being written and are releases shipping?
| 36/36 | Push recency — last push 0 days ago |
| 29.1/36 | Commit cadence — 42/52 weeks with commits |
| 18/18 | Commit volume — 814 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 |
| commits_last_year | 814 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 42 |
| 27/27 | Ships releases — 62 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 19.8/27 | Release cadence — a release every ~85.2 days |
| 8/10 | OpenSSF Scorecard: Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
| releases_count | 62 |
| latest_release_tag | 0.46.0 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 85.2 |
Does the project have users, downloads, attention, and a welcoming setup for contributors?
| 51/60 | Stars — 1,385 stars |
| 16.6/25 | Forks — 98 forks |
| 7.6/15 | Watchers — 24 watchers |
| forks | 98 |
| stars | 1,385 |
| watchers | 24 |
| growth_state | organic |
| growth_factor_pct | 100 |
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | no |
| 51.3/80 | Monthly downloads — 7,040 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
| packages | pynguin |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 7,040 |
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 15.3/22.5 | Commit distribution — top contributor authored 32% of commits |
| 13.5/13.5 | Contributor breadth — 21 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 11 contributing companies or organizations |
| bus_factor | 2 |
| contributors_sampled | 21 |
| top_contributor_share | 0.319 |
| 43.3/46.8 | Issue resolution — 93% of issues closed |
| 29.3/38.3 | PR acceptance — 46/60 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| merged_prs | 46 |
| open_issues | 6 |
| closed_issues | 75 |
| issue_closed_ratio | 0.926 |
| closed_unmerged_prs | 14 |
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 11.9/25 | Owner reach — 44 followers of se2p |
| 25/25 | Track record — 71 public repos, account ~8 yr old |
| followers | 44 |
| owner_type | Organization |
| is_verified | — |
| owner_login | se2p |
| public_repos | 71 |
| account_age_days | 3,007 |
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 61 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
| packages | pynguin |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Are baseline engineering and documentation practices in place?
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | yes |
| has_linter_config | yes |
| has_precommit_config | yes |
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://www.pynguin.eu |
| 10/10 | Repository description |
| 10/10 | Topics — 5 topics |
| 0/10 | Wiki |
| topics | python, testing-tools, test-generation, test-generator, search-based-software-testing |
| has_wiki | no |
| homepage | https://www.pynguin.eu |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 11 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 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 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 6/7.5 | Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 16 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 4 |
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.
| 45/45 | Agent 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 |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
| has_llms_txt | no |
| 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_bytes | 19,887 |
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | 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 |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| has_nix | no |
| has_tests | yes |
| lockfiles | poetry.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
| 0/45 | Type-checkable code — Python without a type-check config |
| 54.2/55 | Manageable file sizes — 8/556 source files over 60KB |
| primary_language | Python |
| largest_source_bytes | 97,129 |
| source_files_sampled | 556 |
| oversized_source_files | 8 |
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
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.
Each point covers 5 days.
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 11 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | 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 |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| 8 | Signed-Releases | 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 16 existing vulnerabilities detected |
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | astroid | ^4.0.1 | pyproject.toml |
| PyPI | black | ^25.1.0 | pyproject.toml |
| PyPI | bytecode | 0.17.0 | pyproject.toml |
| PyPI | dill | ^0.4.0 | pyproject.toml |
| PyPI | Jinja2 | ^3.1.6 | pyproject.toml |
| PyPI | networkx | ^3.4.2 | pyproject.toml |
| PyPI | multiprocess | ^0.70.18 | pyproject.toml |
| PyPI | rich | ^14.0.0 | pyproject.toml |
| PyPI | Pygments | ^2.19.2 | pyproject.toml |
| PyPI | pytest | ^8.3.5 | pyproject.toml |
| PyPI | simple-parsing | ^0.1.7 | pyproject.toml |
| PyPI | typing_inspect | ^0.9.0 | pyproject.toml |
| PyPI | asciitree | ^0.3.3 | pyproject.toml |
| PyPI | libcst | ^1.7.0 | pyproject.toml |
| PyPI | setuptools | ^80.9.0 | pyproject.toml |
| PyPI | toml | ^0.10.2 | pyproject.toml |
| PyPI | psutil | ^7.1.1 | pyproject.toml |
| PyPI | rstr | ^3.2.2 | pyproject.toml |
| PyPI | openai | ^1.72.0 | pyproject.toml |
| PyPI | python-dotenv | ^1.0.0 | pyproject.toml |
| PyPI | numpy | ^1.26.4 | pyproject.toml |
| PyPI | mypy | ^1.15.0 | pyproject.toml |
| PyPI | typing-extensions | ^4.12.2 | pyproject.toml |
| PyPI | faker | ^37.3.0 | pyproject.toml |
| PyPI | fandango-fuzzer | ^0.8.2 | pyproject.toml |
| PyPI | xmltodict | ^0.14.2 | pyproject.toml |
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
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{
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},
{
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{
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{
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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": [
"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 statistics — PyPI.