Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-24 01:58 UTC

UKGovernmentBEIS / inspect_ai

Inspect: A framework for large language model evaluations

PythonMIT★ 3,076 stars⑂ 858 forkssince Nov 2023View on GitHub ↗
KindCommand-line toolLibraryDesktop applicationhow this is determined

UKGovernmentBEIS/inspect_ai holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (100/100) and lowest on Security (70/100). It was last updated today. 2 contributors account for most of its recent work.

98
overall / 100
Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

98
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 87 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

293 followers115 public repossince May 2016

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIinspect_ai0.3.2832,896,7392602 days ago

Metrics by category

Vitality

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

100Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 4,383 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year4,383
human_commit_share0.95
days_since_last_push0
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 6 releases published
36/36Release recency — latest release 2 days ago
27/27Release cadence — a release every ~2.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count6
latest_release_tag0.3.283
releases_from_tagsno
days_since_latest_release2
mean_days_between_releases2.4
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?

90Excellent · 17% of overall
How it's scored
56.6/60Stars — 3,076 stars
24.4/25Forks — 858 forks
7.2/15Watchers — 21 watchers
Inputs used
forks858
stars3,076
watchers21
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
7.2/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingyes
has_issue_templateyes
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes
How it's scored
80/80Monthly downloads — 2,896,739 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesinspect_ai
dependents—
ecosystemspypi
total_downloads—
monthly_downloads2,896,739
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

78Good · 23% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
13.9/22.5Commit distribution — top contributor authored 38% of commits
13.5/13.5Contributor breadth — 97 contributors
10/10OpenSSF Scorecard: Contributors — project has 17 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled97
top_contributor_share0.382
How it's scored
31.4/42Issue resolution — 75% of issues closed
26/30PR acceptance — 4,003/4,623 decided PRs merged
9.8/13Newcomer PR acceptance — 6/8 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs4,003
open_issues329
closed_issues978
prs_merged_7d52
prs_decided_7d58
prs_merged_30d52
prs_decided_30d58
issue_closed_ratio0.748
closed_unmerged_prs620
first_time_authors_30d8
first_time_prs_merged_30d6
first_time_prs_decided_30d8
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
17.7/25Owner reach — 293 followers of UKGovernmentBEIS
25/25Track record — 115 public repos, account ~10 yr old
Inputs used
followers293
owner_typeOrganization
is_verifiedno
owner_loginUKGovernmentBEIS
public_repos115
account_age_days3,822

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 2 days ago
20/20Version history — 260 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesinspect_ai
ecosystemspypi
any_deprecatedno
min_days_since_publish2

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows — 16 workflow(s)
24/24Tests present
16/16Linter config — .pylintrc, pyproject.toml ([tool.ruff]), ruff.toml
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

80Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://inspect.aisi.org.uk/
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics—
has_wikino
homepagehttps://inspect.aisi.org.uk/
docs_sitehttps://inspect.aisi.org.uk/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

70Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 17 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
2/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 76 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.2
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages77
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:inspect_ai@0.3.283 runtime dependency closure — what installing the published package pulls in — 77 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

95Exceptional · 4% of overall
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, src/inspect_sandbox_tools/AGENTS.md, src/inspect_sandbox_tools/CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://inspect.aisi.org.uk/llms.txt)
40/40Legible commit history — 94 of 95 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://inspect.aisi.org.uk/llms.txt
legible_history_share0.989
agent_instruction_filesAGENTS.md, CLAUDE.md, src/inspect_sandbox_tools/AGENTS.md, src/inspect_sandbox_tools/CLAUDE.md
agent_instruction_max_bytes26,891
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — .pylintrc, pyproject.toml ([tool.ruff]), ruff.toml
11/11Static type checking — src/inspect_ai/py.typed, tests/test_package/inspect_package/py.typed
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
10/10Demonstrated agent practice — 75 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 2 of the last 100 commits are automated dependency updates
4/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontaineryes
has_linter_configyes
typecheck_configssrc/inspect_ai/py.typed, tests/test_package/inspect_package/py.typed
agent_commit_share0.75
toolchain_manifests—
dependency_bot_commit_share0.02
How it's scored
27/45Type-checkable code — Python with type-check config (src/inspect_ai/py.typed, tests/test_package/inspect_package/py.typed)
52.8/55Manageable file sizes — 73/1,797 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes371,578
source_files_sampled1,797
oversized_source_files73
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples, notebooks, samples
Inputs used
example_dirsexamples, notebooks, samples
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

3,076GitHub stars
97contributors
4,383commits, last 12 months
0days since last push
6releases
2bus factor
329open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 25 authors (cap 12)

More detail

Star and fork history 0 ★ / 858 ⇿
0Stars
858Forks
6Releases

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.

02004006008001,000846202024-052025-072026-10
Major 0Minor 0Patch 6

Each point covers 3 days.

OpenSSF Scorecard 6.2 / 10
6.2aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-10-24 01:58 UTC

10Binary-Artifactsno binaries found in the repo
1Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 17 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
4Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 4
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities76 existing vulnerabilities detected
All dependencies 506

Full resolved dependency set from the GitHub dependency graph: 0 direct and 506 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPImypy-extensions1.1.0indirect
PyPInbclient—indirect
PyPInbclient0.11.0indirect
PyPInbconvert7.17.1indirect
PyPInbformat—indirect
PyPInbformat5.11.1indirect
PyPInest-asyncio1.6.0indirect
PyPInest-asyncio2—indirect
PyPInest-asyncio21.7.4indirect
PyPInetworkx3.6.1indirect
PyPInh30.3.6indirect
PyPInodeenv1.10.0indirect
PyPInotebook7.6.2indirect
PyPInotebook-shim0.2.4indirect
PyPInumpy—indirect
PyPInumpy2.4.6indirect
PyPInumpy2.5.2indirect
PyPIoauthlib3.3.1indirect
PyPIopenai—indirect
PyPIopenai3.14.1indirect
PyPIopenapi-schema-validator0.9.0indirect
PyPIopenapi-spec-validator0.9.0indirect
PyPIopentelemetry-api1.44.0indirect
PyPIopentelemetry-sdk1.44.0indirect
PyPIopentelemetry-semantic-conventions0.65b0indirect
PyPIoutcome1.3.0.post0indirect
PyPIoverrides7.7.0indirect
PyPIpackaging25.0indirect
PyPIpackaging26.3indirect
PyPIpandas—indirect
PyPIpandas3.0.5indirect
PyPIpandas-stubs—indirect
PyPIpandas-stubs3.0.5.260730indirect
PyPIpandocfilters1.5.1indirect
PyPIpanflute—indirect
PyPIpanflute2.3.1indirect
PyPIparso0.8.7indirect
PyPIpathable0.6.0indirect
PyPIpathlib-abc0.5.2indirect
PyPIpathspec1.1.1indirect
PyPIpexpect4.9.0indirect
PyPIpip—indirect
PyPIpip26.2.2indirect
PyPIplatformdirs—indirect
PyPIplatformdirs4.11.3indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit—indirect
PyPIpre-commit4.6.2indirect
PyPIprometheus-client0.26.0indirect
PyPIprompt-toolkit3.0.53indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf6.33.6indirect
PyPIpsutil—indirect
PyPIpsutil7.2.2indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpy-partiql-parser0.6.3indirect
PyPIpyarrow—indirect
PyPIpyarrow25.0.1indirect
PyPIpyarrow-stubs—indirect
PyPIpyarrow-stubs20.0.0.20260819indirect
PyPIpyasn10.6.4indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpydantic—indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.15.0indirect
PyPIpygments2.21.0indirect
PyPIpyjwt2.13.0indirect
PyPIpyparsing3.3.2indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpyproject-hooks1.3.3indirect
PyPIpytest—indirect
PyPIpytest9.1.1indirect
PyPIpytest-cov—indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-dotenv—indirect
PyPIpytest-dotenv0.5.2indirect
PyPIpytest-mock—indirect
PyPIpytest-mock3.15.1indirect
PyPIpytest-reportlog—indirect
PyPIpytest-reportlog1.0.0indirect
PyPIpytest-textual-snapshot—indirect
PyPIpytest-textual-snapshot1.0.0indirect
PyPIpytest-timeout—indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-watcher—indirect
PyPIpytest-watcher0.6.3indirect
PyPIpytest-xdist—indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.5.2indirect
PyPIpython-dotenv—indirect
PyPIpython-dotenv1.2.3indirect
PyPIpython-json-logger4.2.0indirect
PyPIpython-multipart0.0.32indirect
PyPIpywin32312indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpywinpty3.0.5indirect
PyPIpyyaml—indirect
PyPIpyyaml6.0.3indirect
PyPIpyyaml-ft8.0.0indirect
PyPIpyzmq27.2.0indirect
PyPIquarto-cli—indirect
PyPIquarto-cli1.10.18indirect
PyPIreadme-renderer45.0indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.7.19indirect
PyPIrequests2.34.2indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIresponses0.26.2indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc39862.0.0indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrfc3987-syntax1.1.0indirect
PyPIrich—indirect
PyPIrich15.0.0indirect
PyPIrich-rst2.1.0indirect
PyPIrpds-py2026.6.3indirect
PyPIruamel-yaml0.19.1indirect
PyPIruff0.9.6indirect
PyPIs3fs—indirect
PyPIs3fs2026.6.0indirect
PyPIs3transfer0.19.2indirect
PyPIsecretstorage3.5.0indirect
PyPIsemver—indirect
PyPIsemver3.0.4indirect
PyPIsend2trash2.1.0indirect
PyPIsetuptools—indirect
PyPIsetuptools84.0.0indirect
PyPIsetuptools-scm—indirect
PyPIsetuptools-scm10.3.4indirect
PyPIshortuuid—indirect
PyPIshortuuid1.0.13indirect
PyPIsix1.17.0indirect
PyPIsniffio—indirect
PyPIsniffio1.3.1indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.9.2indirect
PyPIsse-starlette3.4.8indirect
PyPIstack-data0.6.3indirect
PyPIstarlette1.6.0indirect
PyPIsympy1.14.0indirect
PyPIsyrupy5.5.3indirect
PyPItenacity—indirect
PyPItenacity9.1.4indirect
PyPIterminado0.18.1indirect
PyPItextual—indirect
PyPItextual8.2.8indirect
PyPItextual-dev—indirect
PyPItextual-dev1.8.0indirect
PyPItextual-serve1.1.3indirect
PyPItiktoken—indirect
PyPItiktoken0.14.0indirect
PyPItinycss21.5.1indirect
PyPItogether—indirect
PyPItogether2.31.0indirect
PyPItomli2.4.1indirect
PyPItornado6.5.8indirect
PyPItqdm4.70.0indirect
PyPItraitlets5.16.1indirect
PyPItrio—indirect
PyPItrio0.34.0indirect
PyPItrustme—indirect
PyPItrustme1.2.1indirect
PyPItruststore0.10.4indirect
PyPItwine—indirect
PyPItwine6.2.0indirect
PyPItypes-aiobotocore—indirect
PyPItypes-aiobotocore3.9.0indirect
PyPItypes-beautifulsoup4—indirect
PyPItypes-beautifulsoup44.12.0.20250516indirect
PyPItypes-boto3—indirect
PyPItypes-boto31.43.77indirect
PyPItypes-botocore—indirect
PyPItypes-botocore1.0.2indirect
PyPItypes-grpcio—indirect
PyPItypes-grpcio1.83.0.20260730indirect
PyPItypes-html5lib1.1.11.20260518indirect
PyPItypes-jsonpatch—indirect
PyPItypes-jsonpatch0.1.0a2indirect
PyPItypes-jsonschema—indirect
PyPItypes-jsonschema4.26.0.20260518indirect
PyPItypes-markdown—indirect
PyPItypes-markdown3.10.2.20260712indirect
PyPItypes-protobuf—indirect
PyPItypes-protobuf7.35.1.20260821indirect
PyPItypes-psutil—indirect
PyPItypes-psutil7.2.2.20260518indirect
PyPItypes-python-dateutil—indirect
PyPItypes-python-dateutil2.9.0.20260807indirect
PyPItypes-pyyaml—indirect
PyPItypes-pyyaml6.0.12.20260815indirect
PyPItypes-regex—indirect
PyPItypes-regex2026.7.19.20260720indirect
PyPItypes-s3transfer0.16.0indirect
PyPItypes-tqdm4.70.0.20260805indirect
PyPItypes-webencodings0.6.0.20260821indirect
PyPItyping-extensions—indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.4indirect
PyPItzdata2026.3indirect
PyPIuc-micro-py2.0.0indirect
PyPIuniversal-pathlib—indirect
PyPIuniversal-pathlib0.3.10indirect
PyPIuri-template1.3.0indirect
PyPIurllib32.7.0indirect
PyPIuvicorn—indirect
PyPIuvicorn0.52.4indirect
PyPIvcs-versioning2.6.0indirect
PyPIvirtualenv21.7.4indirect
PyPIwatchdog6.0.0indirect
PyPIwcwidth0.8.2indirect
PyPIwebcolors25.10.0indirect
PyPIwebencodings0.6.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets16.1.1indirect
PyPIwerkzeug3.1.8indirect
PyPIwheel0.48.0indirect
PyPIwidgetsnbextension4.0.16indirect
PyPIwrapt1.17.3indirect
PyPIxai-sdk—indirect
PyPIxai-sdk1.19.0indirect
PyPIxmltodict1.0.4indirect
PyPIyarl1.24.5indirect
PyPIzipfile-zstd—indirect
PyPIzipfile-zstd0.0.4indirect
PyPIzipp—indirect
PyPIzipp4.1.0indirect
PyPIzstandard—indirect
PyPIzstandard0.25.0indirect
Dependency advisories 0

Installing pypi:inspect_ai@0.3.283 pulls in 77 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

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Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.