Public recordGood
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 13:51 UTC
beartype / plum
Multiple dispatch in Python
beartype/plum holds a health index of 74 out of 100, placing it in the Good band. It scores highest on Engineering Quality (96/100) and lowest on Community & Adoption (56/100). It was last updated 4 days ago. A single contributor accounts for most of its recent work.
74
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.
74
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
beartypeOrganization
60 followers8 public repossince Apr 2020
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 | Tags |
|---|---|---|---|---|---|---|
| PyPI | plum-dispatch | 2.9.0 | - | 76 | 81 days ago | multipledispatch |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
84
Development activity
79Good
How it's scored
| 36/36 | Push recency — last push 4 days ago |
| 15.9/36 | Commit cadence — 23/52 weeks with commits |
| 17.4/18 | Commit volume — 86 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 13 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 86 |
| human_commit_share | — |
| days_since_last_push | 4 |
| active_weeks_last_year | 23 |
Release discipline
92Excellent
How it's scored
| 27/27 | Ships releases — 75 releases published |
| 36/36 | Release recency — latest release 81 days ago |
| 19.8/27 | Release cadence — a release every ~52.8 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 75 |
| latest_release_tag | v2.9.0 |
| releases_from_tags | no |
| days_since_latest_release | 81 |
| mean_days_between_releases | 52.8 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
56
Popularity & adoption
61Moderate
How it's scored
| 45.6/60 | Stars — 647 stars |
| 11.8/25 | Forks — 27 forks |
| 3.3/15 | Watchers — 5 watchers |
Inputs used
| forks | 27 |
| stars | 647 |
| watchers | 5 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 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 |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
65
Maintainer resilience (bus factor)
38At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 5.6/22.5 | Commit distribution — top contributor authored 75% of commits |
| 13.5/13.5 | Contributor breadth — 15 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 15 |
| top_contributor_share | 0.752 |
How it's scored
| 31.5/46.8 | Issue resolution — 67% of issues closed |
| 35.6/38.3 | PR acceptance — 132/142 decided PRs merged |
| 6/15 | OpenSSF Scorecard: Code-Review — Found 7/17 approved changesets -- score normalized to 4 |
Inputs used
| merged_prs | 132 |
| open_issues | 43 |
| closed_issues | 89 |
| issue_closed_ratio | 0.674 |
| closed_unmerged_prs | 10 |
Ownership & stewardship
62Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 12.8/25 | Owner reach — 60 followers of beartype |
| 18.9/25 | Track record — 8 public repos, account ~6 yr old |
Inputs used
| followers | 60 |
| owner_type | Organization |
| is_verified | — |
| owner_login | beartype |
| public_repos | 8 |
| account_age_days | 2,297 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 81 days ago |
| 20/20 | Version history — 76 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | plum-dispatch |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 81 |
Engineering Quality
Are baseline engineering and documentation practices in place?
96
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 6 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | 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 | yes |
| has_precommit_config | yes |
Documentation
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://beartype.github.io/plum |
| 10/10 | Repository description |
| 10/10 | Topics — 2 topics |
| 10/10 | Wiki |
Inputs used
| topics | multiple-dispatch, python |
| has_wiki | yes |
| homepage | https://beartype.github.io/plum |
| 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?
66
Security posture
66Moderate
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 |
| 3/7.5 | Code-Review — Found 7/17 approved changesets -- score normalized to 4 |
| 2.5/2.5 | Contributors — project has 13 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 |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 13 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 5/5 | SAST — SAST tool is run on all commits |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6/7.5 | Vulnerabilities — 2 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 6.6 |
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. 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.
57
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.
Verify loop (build / test / typecheck)
89Excellent
How it's scored
| 18/18 | One-command bootstrap — noxfile.py |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — src/plum/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 1/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | noxfile.py |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | src/plum/py.typed |
| 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
| 27/45 | Type-checkable code — Python with type-check config (src/plum/py.typed) |
| 55/55 | Manageable file sizes — 0/44 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 22,779 |
| source_files_sampled | 44 |
| oversized_source_files | 0 |
Key facts
647GitHub stars
15contributors
86commits, last 12 months
4days since last push
75releases
1bus factor
43open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 6.6 / 10
6.6aggregate
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 |
| 4 | Code-Review | Found 7/17 approved changesets -- score normalized to 4 |
| 10 | Contributors | project has 13 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 |
| 10 | License | license file detected |
| 10 | Maintained | 13 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 10 | SAST | SAST tool is run on all commits |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 8 | Vulnerabilities | 2 existing vulnerabilities detected |
Direct dependencies 4
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | beartype | >=0.22.2 | pyproject.toml |
| PyPI | beartype | >=0.16.2 | pyproject.toml |
| PyPI | typing-extensions | >=4.9.0 | pyproject.toml |
| PyPI | rich | >=10.0 | pyproject.toml |
All dependencies 169
Full resolved dependency set from the GitHub dependency graph: 3 direct and 166 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | beartype | 0.22.8 | direct |
| PyPI | rich | 14.2.0 | direct |
| PyPI | typing-extensions | 4.15.0 | direct |
| PyPI | accessible-pygments | 0.0.5 | indirect |
| PyPI | alabaster | 0.7.16 | indirect |
| PyPI | anyio | 4.12.1 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | argcomplete | 3.6.3 | indirect |
| PyPI | astroid | 4.0.2 | indirect |
| PyPI | asttokens | 3.0.1 | indirect |
| PyPI | attrs | 25.4.0 | indirect |
| PyPI | babel | 2.17.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | backports-zstd | 1.3.0 | indirect |
| PyPI | bashlex | 0.18 | indirect |
| PyPI | beautifulsoup4 | 4.14.3 | indirect |
| PyPI | bracex | 2.6 | indirect |
| PyPI | build | 1.4.0 | indirect |
| PyPI | certifi | 2025.11.12 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.4 | indirect |
| PyPI | cibuildwheel | 2.23.3 | indirect |
| PyPI | cibuildwheel | 3.3.1 | indirect |
| PyPI | click | 8.3.1 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | colorlog | 6.10.1 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | coverage | 7.13.0 | indirect |
| PyPI | coveralls | 4.0.2 | indirect |
| PyPI | cryptography | 48.0.1 | indirect |
| PyPI | debugpy | 1.8.17 | indirect |
| PyPI | decorator | 5.2.1 | indirect |
| PyPI | dependency-groups | 1.3.1 | indirect |
| PyPI | dill | 0.4.0 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | docopt | 0.6.2 | indirect |
| PyPI | docutils | 0.21.2 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastjsonschema | 2.21.2 | indirect |
| PyPI | filelock | 3.20.3 | indirect |
| PyPI | greenlet | 3.3.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hatch | 1.16.3 | indirect |
| PyPI | hatch-mypyc | 0.16.0 | indirect |
| PyPI | hatch-vcs | 0.5.0 | indirect |
| PyPI | hatchling | 1.28.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | humanize | 4.14.0 | indirect |
| PyPI | hyperlink | 21.0.0 | indirect |
| PyPI | identify | 2.6.15 | indirect |
| PyPI | idna | 3.15 | indirect |
| PyPI | imagesize | 1.4.1 | indirect |
| PyPI | importlib-metadata | 8.7.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | ipykernel | 7.1.0 | indirect |
| PyPI | ipython | 8.37.0 | indirect |
| PyPI | ipython | 9.8.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | isort | 7.0.0 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.1.0 | indirect |
| PyPI | jaraco-functools | 4.4.0 | indirect |
| PyPI | jedi | 0.19.2 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jsonschema | 4.25.1 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | jupyter-book | 1.0.4.post1 | indirect |
| PyPI | jupyter-cache | 1.0.1 | indirect |
| PyPI | jupyter-client | 8.6.3 | indirect |
| PyPI | jupyter-core | 5.9.1 | indirect |
| PyPI | keyring | 25.7.0 | indirect |
| PyPI | latexcodec | 3.0.1 | indirect |
| PyPI | librt | 0.7.3 | indirect |
| PyPI | linkify-it-py | 2.0.3 | indirect |
| PyPI | markdown-it-py | 3.0.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | matplotlib-inline | 0.2.1 | indirect |
| PyPI | mccabe | 0.7.0 | indirect |
| PyPI | mdit-py-plugins | 0.5.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | more-itertools | 10.8.0 | indirect |
| PyPI | mypy | 1.19.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | myst-nb | 1.3.0 | indirect |
| PyPI | myst-parser | 3.0.1 | indirect |
| PyPI | nbclient | 0.10.2 | indirect |
| PyPI | nbformat | 5.10.4 | indirect |
| PyPI | nest-asyncio | 1.6.0 | indirect |
| PyPI | nodeenv | 1.9.1 | indirect |
| PyPI | nox | 2025.11.12 | indirect |
| PyPI | nox-uv | 0.6.3 | indirect |
| PyPI | numpy | 2.2.6 | indirect |
| PyPI | numpy | 2.3.5 | indirect |
| PyPI | packaging | 25.0 | indirect |
| PyPI | parso | 0.8.5 | indirect |
| PyPI | patchelf | 0.17.2.4 | indirect |
| PyPI | pathspec | 0.12.1 | indirect |
| PyPI | pexpect | 4.9.0 | indirect |
| PyPI | platformdirs | 4.5.1 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pre-commit | 4.5.0 | indirect |
| PyPI | prompt-toolkit | 3.0.52 | indirect |
| PyPI | psutil | 7.1.3 | indirect |
| PyPI | ptyprocess | 0.7.0 | indirect |
| PyPI | pure-eval | 0.2.3 | indirect |
| PyPI | pybtex | 0.25.1 | indirect |
| PyPI | pybtex-docutils | 1.0.3 | indirect |
| PyPI | pycparser | 2.23 | indirect |
| PyPI | pydata-sphinx-theme | 0.15.4 | indirect |
| PyPI | pyelftools | 0.32 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pylint | 4.0.4 | indirect |
| PyPI | pyproject-hooks | 1.2.0 | indirect |
| PyPI | pyright | 1.1.407 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-cov | 7.0.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | pywin32-ctypes | 0.2.3 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | pyzmq | 27.1.0 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | requests | 2.33.0 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | secretstorage | 3.5.0 | indirect |
| PyPI | setuptools | 80.9.0 | indirect |
| PyPI | setuptools-scm | 9.2.2 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | snowballstemmer | 3.0.1 | indirect |
| PyPI | soupsieve | 2.8.4 | indirect |
| PyPI | sphinx | 7.4.7 | indirect |
| PyPI | sphinx-book-theme | 1.1.4 | indirect |
| PyPI | sphinx-comments | 0.0.3 | indirect |
| PyPI | sphinx-copybutton | 0.5.2 | indirect |
| PyPI | sphinx-design | 0.6.1 | indirect |
| PyPI | sphinx-external-toc | 1.0.1 | indirect |
| PyPI | sphinx-jupyterbook-latex | 1.0.0 | indirect |
| PyPI | sphinx-multitoc-numbering | 0.1.3 | indirect |
| PyPI | sphinx-thebe | 0.3.1 | indirect |
| PyPI | sphinx-togglebutton | 0.3.2 | indirect |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-bibtex | 2.6.5 | indirect |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirect |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirect |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | indirect |
| PyPI | sqlalchemy | 2.0.44 | indirect |
| PyPI | stack-data | 0.6.3 | indirect |
| PyPI | sybil | 9.3.0 | indirect |
| PyPI | tabulate | 0.9.0 | indirect |
| PyPI | tomli | 2.3.0 | indirect |
| PyPI | tomli-w | 1.2.0 | indirect |
| PyPI | tomlkit | 0.13.3 | indirect |
| PyPI | tornado | 6.5.7 | indirect |
| PyPI | traitlets | 5.14.3 | indirect |
| PyPI | trove-classifiers | 2026.1.14.14 | indirect |
| PyPI | uc-micro-py | 1.0.3 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | userpath | 1.9.2 | indirect |
| PyPI | uv | 0.11.15 | indirect |
| PyPI | virtualenv | 20.36.1 | indirect |
| PyPI | wcwidth | 0.2.14 | indirect |
| PyPI | wheel | 0.46.2 | indirect |
| PyPI | zipp | 3.23.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"multiple-dispatch",
"python"
],
"is_fork": false,
"size_kb": 14654,
"has_wiki": true,
"homepage": "https://beartype.github.io/plum",
"languages": {
"Python": 256856
},
"pushed_at": "2026-07-13T20:25:38Z",
"created_at": "2017-11-10T18:32:04Z",
"owner_type": "Organization",
"updated_at": "2026-07-13T20:25:06Z",
"description": "Multiple dispatch in Python",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "master",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://beartype.readthedocs.io",
"name": "beartype",
"type": "Organization",
"login": "beartype",
"company": null,
"location": "Ontario, Canada",
"followers": 60,
"avatar_url": "https://avatars.githubusercontent.com/u/63089855?v=4",
"created_at": "2020-04-03T05:41:42Z",
"is_verified": null,
"public_repos": 8,
"account_age_days": 2297
},
"activity": {
"releases_count": 75,
"commits_last_year": 86,
"latest_release_at": "2026-04-28T08:34:15Z",
"latest_release_tag": "v2.9.0",
"releases_from_tags": false,
"days_since_last_push": 4,
"active_weeks_last_year": 23,
"days_since_latest_release": 81,
"mean_days_between_releases": 52.8
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 37,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "plum-dispatch",
"exists": true,
"license": "MIT",
"keywords": [
"multiple",
"dispatch",
"Development Status :: 5 - Production/Stable",
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Typing :: Typed"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/plum-dispatch/",
"is_deprecated": false,
"latest_version": "2.9.0",
"repository_url": "https://github.com/beartype/plum",
"versions_count": 76,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2019-06-12T19:56:21.957639Z",
"latest_published_at": "2026-04-28T08:38:34.442246Z",
"latest_version_yanked": null,
"days_since_latest_publish": 81
}
]
},
"popularity": {
"forks": 27,
"stars": 647,
"watchers": 5,
"open_issues_and_prs": 48
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
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{
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{
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"status": "missed",
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{
"key": "vulnerabilities",
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"components": [
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}
],
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},
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"generated_at": "2026-07-18T13:51:11.114332Z",
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"full_name": "beartype/plum",
"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 v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.