Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-11 12:55 UTC

Alien6-Studio / outerspace-apizr

Open-source capability compiler for Python codebases: static discovery, typed contracts, REST/MCP interfaces and governed execution.

PythonGPL-3.0★ 4 stars⑂ 0 forkssince Jul 2023View on GitHub ↗
KindCommand-line toolLibraryhow this is determined

Alien6-Studio/outerspace-apizr holds a health index of 84 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (92/100) and lowest on Community & Adoption (47/100). It was last updated today. A single contributor accounts for most of its recent work.

84
overall / 100
Excellent

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.

84
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 71 is calibrated to 84 on the published index scale (record calibration 2026-08-02).

Ownership

Alien6Organization
1 follower13 public repossince Oct 2017

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIouterspace-apizr0.4.53,028130 days agocapabilitiesmcppythonreststatic-analysis

Metrics by category

Vitality

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

79Good · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
2.1/36Commit cadence — 3/52 weeks with commits
18/18Commit volume — 110 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year110
human_commit_share0.94
days_since_last_push0
active_weeks_last_year3

Release discipline

98Exceptional
How it's scored
27/27Ships releases — 11 releases published
36/36Release recency — latest release 6 days ago
27/27Release cadence — a release every ~1.5 days
8/10OpenSSF Scorecard: Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts.
Inputs used
releases_count11
latest_release_tagv0.4.4
releases_from_tagsno
days_since_latest_release6
mean_days_between_releases1.5

Community & Adoption

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

47Weak · 17% of overall
How it's scored
7.7/60Stars — 4 stars
0/25Forks — 0 forks
0/15Watchers — 1 watchers
Inputs used
forks0
stars4
watchers1
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 (GPL-3.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges6
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateno
How it's scored
46.4/80Monthly downloads — 3,028 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesouterspace-apizr
dependents—
ecosystemspypi
total_downloads—
monthly_downloads3,028
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?

57Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
41.7/42Issue resolution — 99% of issues closed
26/30PR acceptance — 136/157 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/29 approved changesets -- score normalized to 0
Inputs used
merged_prs136
open_issues1
closed_issues120
prs_merged_7d11
prs_decided_7d11
prs_merged_30d48
prs_decided_30d49
issue_closed_ratio0.992
closed_unmerged_prs21
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
2.2/25Owner reach — 1 followers of Alien6-Studio
20.3/25Track record — 13 public repos, account ~9 yr old
Inputs used
followers1
owner_typeOrganization
is_verifiedno
owner_loginAlien6-Studio
public_repos13
account_age_days3,295

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 13 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesouterspace-apizr
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall
How it's scored
24/24CI workflows — 18 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.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_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://apizr.outerspace.sh/
10/10Repository description
10/10Topics — 5 topics
0/10Wiki
Inputs used
topicsapi, python, code-generation, mcp, static-analysis
has_wikino
homepagehttps://apizr.outerspace.sh/
docs_sitehttps://apizr.outerspace.sh/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

78Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-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
0/7.5Code-Review — Found 0/29 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
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 30 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — no data
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
6/7.5Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts.
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7.8
Excluded from scoring (no data or not applicable): Pinned-Dependencies. Remaining weights renormalized.

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.

80Excellent · 4% of overall
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 94 of 94 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes1,808
How it's scored
18/18One-command bootstrap — makefile
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
0/11Static type checking
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 6 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileno
typed_languageno
bootstrap_filesmakefile
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0.06
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
How it's scored
0/45Type-checkable code — Python without a type-check config
55/55Manageable file sizes — 0/967 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes39,364
source_files_sampled967
oversized_source_files0
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — tests/fixtures/repository-interface/v1/rest/openapi.json, tests/fixtures/rest/v1/openapi.json
20/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalyes
api_schema_filestests/fixtures/repository-interface/v1/rest/openapi.json, tests/fixtures/rest/v1/openapi.json
interfaces_expected_of—

Key facts

4GitHub stars
1contributors
110commits, last 12 months
0days since last push
11releases
1bus factor
1open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:outerspace-apizr@0.4.5; advisories assessed against the repository dependency graph instead
  • OSV advisory lookup failed: [Errno 101] Network is unreachable

More detail

OpenSSF Scorecard 7.8 / 10
7.8aggregate

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 · 2026-10-11 12:52 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-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
0Code-ReviewFound 0/29 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
n/aPinned-Dependenciesinternal error: internal error: invalid Dockerfile
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
8Signed-Releases5 out of the last 5 releases have a total of 5 signed artifacts.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
PyPIpydantic>=2.12,<3pyproject.toml
All dependencies 651

Full resolved dependency set from the GitHub dependency graph: 1 direct and 650 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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npmemoji-regex8.0.0indirect
npmemoji-regex9.2.2indirect
npmencoding-sniffer0.2.1indirect
npmend-of-stream1.4.5indirect
npmentities4.5.0indirect
npmentities6.0.1indirect
npmentities7.0.1indirect
npmes-define-property1.0.1indirect
npmes-errors1.3.0indirect
npmes-object-atoms1.1.2indirect
npmes-set-tostringtag2.1.0indirect
npmescalade3.2.0indirect
npmescodegen2.1.0indirect
npmesprima4.0.1indirect
npmestraverse5.3.0indirect
npmesutils2.0.3indirect
npmexeca5.1.1indirect
npmextend3.0.2indirect
npmfast-deep-equal3.1.3indirect
npmfast-uri3.1.8indirect
npmfetch-blob3.2.0indirect
npmfind-cache-dir2.1.0indirect
npmfind-up3.0.0indirect
npmflow-estree0.335.0indirect
npmflow-parser0.335.0indirect
npmfollow-redirects1.16.1indirect
npmforeground-child3.3.1indirect
npmform-data4.0.6indirect
npmformdata-polyfill4.0.10indirect
npmfs-extra10.1.0indirect
npmfunction-bind1.1.2indirect
npmfunction-timeout0.1.1indirect
npmgaxios7.1.3indirect
npmgaxios7.3.1indirect
npmgcp-metadata8.1.4indirect
npmgensync1.0.0-beta.2indirect
npmget-caller-file2.0.5indirect
npmget-func-name2.0.2indirect
npmget-intrinsic1.3.0indirect
npmget-proto1.0.1indirect
npmget-stream6.0.1indirect
npmglob10.5.0indirect
npmgoogle-auth-library10.5.0indirect
npmgoogle-gax5.0.8indirect
npmgoogle-logging-utils1.1.3indirect
npmgoogle-logging-utils1.2.0indirect
npmgoogle-protobuf4.0.3indirect
npmgopd1.2.0indirect
npmgraceful-fs4.2.11indirect
npmgrpc-js-reflection-client1.4.2indirect
npmgtoken8.0.0indirect
npmhandlebars4.7.10indirect
npmhas-flag4.0.0indirect
npmhas-symbols1.1.0indirect
npmhas-tostringtag1.0.2indirect
npmhasown2.0.4indirect
npmhtmlparser210.1.0indirect
npmhttp-proxy-agent7.0.2indirect
npmhttps-proxy-agent5.0.1indirect
npmhttps-proxy-agent7.0.6indirect
npmhuman-signals2.1.0indirect
npmiconv-lite0.6.3indirect
npmimurmurhash0.1.4indirect
npminherits2.0.3indirect
npminherits2.0.4indirect
npmip-address10.7.3indirect
npmip-regex5.0.0indirect
npmis-docker3.0.0indirect
npmis-fullwidth-code-point3.0.0indirect
npmis-inside-container1.0.0indirect
npmis-ip5.0.1indirect
npmis-plain-object2.0.4indirect
npmis-regexp3.1.0indirect
npmis-stream2.0.1indirect
npmis-wsl3.1.1indirect
npmisexe2.0.0indirect
npmisobject3.0.1indirect
npmjackspeak3.4.3indirect
npmjs-md40.3.2indirect
npmjs-tokens4.0.0indirect
npmjs-yaml4.3.2indirect
npmjscodeshift17.4.0indirect
npmjsesc3.1.0indirect
npmjson-bigint1.0.0indirect
npmjson-query2.2.2indirect
npmjson-schema-traverse1.0.0indirect
npmjson52.2.3indirect
npmjsonfile6.2.1indirect
npmjsonwebtoken9.0.3indirect
npmjwa2.0.1indirect
npmjws4.0.1indirect
npmkind-of6.0.3indirect
npmlocate-path3.0.0indirect
npmlodash4.18.1indirect
npmlodash-es4.18.1indirect
npmlodash.camelcase4.3.0indirect
npmlodash.includes4.3.0indirect
npmlodash.isboolean3.0.3indirect
npmlodash.isinteger4.0.4indirect
npmlodash.isnumber3.0.3indirect
npmlodash.isplainobject4.0.6indirect
npmlodash.isstring4.0.1indirect
npmlodash.once4.1.1indirect
npmlong5.3.2indirect
npmloupe2.3.7indirect
npmlru-cache10.4.3indirect
npmlru-cache5.1.1indirect
npmmake-dir2.1.0indirect
npmmath-intrinsics1.1.0indirect
npmmerge-stream2.0.0indirect
npmmime-db1.52.0indirect
npmmime-db1.54.0indirect
npmmime-types2.1.35indirect
npmmime-types3.0.2indirect
npmmimic-fn2.1.0indirect
npmminimalistic-assert1.0.1indirect
npmminimatch9.0.9indirect
npmminimist1.2.8indirect
npmminipass7.1.3indirect
npmmoment2.31.0indirect
npmms2.1.3indirect
npmnanoclone0.2.1indirect
npmnanoid3.3.18indirect
npmneo-async2.6.2indirect
npmnetmask2.1.1indirect
npmnode-domexception1.0.0indirect
npmnode-fetch2.7.0indirect
npmnode-fetch3.3.2indirect
npmnode-releases2.0.58indirect
npmnpm-run-path4.0.1indirect
npmnth-check2.1.1indirect
npmobject-hash3.0.0indirect
npmobject-inspect1.13.4indirect
npmohm-js16.6.0indirect
npmonce1.4.0indirect
npmonetime5.1.2indirect
npmopen10.2.0indirect
npmp-limit2.3.0indirect
npmp-locate3.0.0indirect
npmp-try2.2.0indirect
npmpac-resolver7.0.1indirect
npmpackage-json-from-dist1.0.1indirect
npmparse57.3.0indirect
npmparse5-htmlparser2-tree-adapter7.1.0indirect
npmparse5-parser-stream7.1.2indirect
npmpath0.12.7indirect
npmpath-exists3.0.0indirect
npmpath-key3.1.1indirect
npmpath-scurry1.11.1indirect
npmpathval1.1.1indirect
npmpicocolors1.1.1indirect
npmpicomatch4.0.7indirect
npmpify4.0.1indirect
npmpirates4.0.7indirect
npmpkg-dir3.0.0indirect
npmpostman-cli1.73.0indirect
npmprocess0.11.10indirect
npmproperty-expr2.0.6indirect
npmproto3-json-serializer3.0.4indirect
npmprotobufjs7.6.6indirect
npmprotobufjs8.8.0indirect
npmproxy-from-env2.1.0indirect
npmqs6.16.0indirect
npmquickjs-emscripten0.32.0indirect
npmquickjs-emscripten-core0.32.0indirect
npmreadable-stream3.6.2indirect
npmrecast0.23.21indirect
npmrequire-directory2.1.1indirect
npmrequire-from-string2.0.2indirect
npmretry-request8.0.4indirect
npmrimraf5.0.10indirect
npmrun-applescript7.1.0indirect
npmsafe-buffer5.2.1indirect
npmsafer-buffer2.1.2indirect
npmsax1.6.1indirect
npmsemver5.7.2indirect
npmsemver6.3.1indirect
npmsemver7.8.5indirect
npmshallow-clone3.0.1indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmshell-env4.0.3indirect
npmside-channel1.1.1indirect
npmside-channel-list1.0.1indirect
npmside-channel-map1.0.1indirect
npmside-channel-weakmap1.0.2indirect
npmsignal-exit3.0.7indirect
npmsignal-exit4.1.0indirect
npmsmart-buffer4.2.0indirect
npmsocks2.8.10indirect
npmsocks-proxy-agent8.0.5indirect
npmsource-map0.6.1indirect
npmsource-map-support0.5.21indirect
npmstream-events1.0.5indirect
npmstream-shift1.0.3indirect
npmstring-width4.2.3indirect
npmstring-width5.1.2indirect
npmstring_decoder1.3.0indirect
npmstrip-ansi6.0.1indirect
npmstrip-ansi7.2.0indirect
npmstrip-final-newline2.0.0indirect
npmstubs3.0.0indirect
npmsuper-regex0.2.0indirect
npmsupports-color7.2.0indirect
npmteeny-request10.1.4indirect
npmtime-span5.1.0indirect
npmtiny-invariant1.3.3indirect
npmtldts7.4.18indirect
npmtldts-core7.4.18indirect
npmtmp0.2.7indirect
npmtoposort2.0.2indirect
npmtough-cookie6.0.2indirect
npmtr460.0.3indirect
npmtslib2.8.1indirect
npmtv41.3.0indirect
npmtype-detect4.1.0indirect
npmuglify-js3.19.3indirect
npmundici7.30.0indirect
npmundici-types8.9.0indirect
npmuniversalify2.0.1indirect
npmupdate-browserslist-db1.3.4indirect
npmutil0.10.4indirect
npmutil-deprecate1.0.2indirect
npmuuid11.1.1indirect
npmweb-streams-polyfill3.3.3indirect
npmwebidl-conversions3.0.1indirect
npmwhatwg-encoding3.1.1indirect
npmwhatwg-mimetype4.0.0indirect
npmwhatwg-url5.0.0indirect
npmwhich2.0.2indirect
npmwordwrap1.0.0indirect
npmwrap-ansi7.0.0indirect
npmwrap-ansi8.1.0indirect
npmwrappy1.0.2indirect
npmwrite-file-atomic5.0.1indirect
npmws8.21.3indirect
npmwsl-utils0.1.0indirect
npmxml-formatter3.7.0indirect
npmxml-parser-xo4.1.6indirect
npmxml2js0.6.2indirect
npmxmlbuilder11.0.1indirect
npmxmlbuilder15.1.1indirect
npmy18n5.0.8indirect
npmyallist3.1.1indirect
npmyaml2.8.3indirect
npmyargs17.7.3indirect
npmyargs-parser21.1.1indirect
npmyup0.32.11indirect
PyPIannotated-doc0.0.5indirect
PyPIannotated-types0.8.0indirect
PyPIanyio4.15.1indirect
PyPIapizr-locked-helper1.0.0indirect
PyPIapizr-locked-leaf1.0.0indirect
PyPIasttokens3.0.2indirect
PyPIattrs26.1.0indirect
PyPIbabel2.18.0indirect
PyPIbackrefs8.0indirect
PyPIbeautifulsoup44.15.0indirect
PyPIblack26.5.1indirect
PyPIbleach6.4.0indirect
PyPIboolean-py5.0indirect
PyPIcachecontrol0.14.4indirect
PyPIcertifi2026.7.22indirect
PyPIcffi2.1.1indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.5.1indirect
PyPIclick8.5.0indirect
PyPIcloudpickle3.1.2indirect
PyPIcolorama0.4.6indirect
PyPIcoverage7.16.1indirect
PyPIcryptography50.0.1indirect
PyPIcyclonedx-python-lib11.12.0indirect
PyPIdefusedxml0.7.1indirect
PyPIdistlib0.4.3indirect
PyPIexecuting2.2.1indirect
PyPIfastapi0.142.2indirect
PyPIfastjsonschema2.22.2indirect
PyPIfilelock3.32.7indirect
PyPIghp-import2.1.0indirect
PyPIh110.16.0indirect
PyPIhatchling—indirect
PyPIhatchling1.32.4indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.13.0indirect
PyPIhttptools0.8.0indirect
PyPIhttpx0.28.1indirect
PyPIhttpx22.13.0indirect
PyPIhttpx2-jsfetch1.0indirect
PyPIhypothesis6.168.3indirect
PyPIidentify2.6.19indirect
PyPIidna3.20indirect
PyPIiniconfig2.3.0indirect
PyPIipython9.17.1indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIjedi0.20.0indirect
PyPIjinja23.1.6indirect
PyPIjoblib1.6.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter-client8.10.0indirect
PyPIjupyter-core5.9.1indirect
PyPIjupyterlab-pygments0.3.0indirect
PyPIlicense-expression30.4.4indirect
PyPImarkdown3.10.3indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib-inline0.2.2indirect
PyPImcp—indirect
PyPImcp2.3.0indirect
PyPImcp-types2.3.0indirect
PyPImdurl0.1.2indirect
PyPImergedeep1.3.4indirect
PyPImistune3.3.4indirect
PyPImkdocs1.6.1indirect
PyPImkdocs-get-deps0.2.2indirect
PyPImkdocs-material9.7.7indirect
PyPImkdocs-material-extensions1.3.1indirect
PyPImsgpack1.2.2indirect
PyPImypy-extensions1.1.0indirect
PyPInarwhals2.27.1indirect
PyPInbclient0.11.0indirect
PyPInbconvert7.17.1indirect
PyPInbformat5.11.1indirect
PyPInodeenv1.10.0indirect
PyPInumpy2.4.6indirect
PyPIopentelemetry-api1.44.0indirect
PyPIouterspace-apizr—indirect
PyPIouterspace-apizr0.4.5indirect
PyPIouterspace-apizr-mcp0.4.5indirect
PyPIouterspace-apizr-oci0.4.5indirect
PyPIpackageurl-python0.17.6indirect
PyPIpackaging26.3indirect
PyPIpaginate0.5.7indirect
PyPIpandas3.0.6indirect
PyPIpandocfilters1.5.1indirect
PyPIparso0.8.7indirect
PyPIpathspec1.1.1indirect
PyPIpexpect4.9.0indirect
PyPIpip26.2.1indirect
PyPIpip-api0.0.35indirect
PyPIpip-audit2.10.1indirect
PyPIpip-requirements-parser32.0.1indirect
PyPIplantuml-markdown3.11.3indirect
PyPIplatformdirs4.11.11indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.6.2indirect
PyPIprompt-toolkit3.0.53indirect
PyPIpsutil7.2.2indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.4indirect
PyPIpy-serializable2.1.0indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.46.5indirect
PyPIpygments2.21.0indirect
PyPIpyjwt2.15.1indirect
PyPIpymdown-extensions12.0.1indirect
PyPIpyparsing3.3.2indirect
PyPIpyright1.1.414indirect
PyPIpytest9.1.1indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-timeout2.4.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.6.1indirect
PyPIpython-dotenv1.2.3indirect
PyPIpython-multipart0.0.32indirect
PyPIpytokens0.4.1indirect
PyPIpywin32312indirect
PyPIpyyaml6.0.3indirect
PyPIpyyaml-env-tag1.1indirect
PyPIpyzmq27.2.0indirect
PyPIquestionary2.1.1indirect
PyPIreferencing0.37.0indirect
PyPIrequests2.34.2indirect
PyPIrich15.0.0indirect
PyPIrpds-py2026.6.3indirect
PyPIruff0.16.10indirect
PyPIscikit-learn1.9.1indirect
PyPIscipy1.17.1indirect
PyPIsix1.17.0indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.9.2indirect
PyPIsse-starlette3.4.11indirect
PyPIstack-data0.6.3indirect
PyPIstarlette1.6.0indirect
PyPIthreadpoolctl3.7.0indirect
PyPItinycss21.5.1indirect
PyPItomli2.4.1indirect
PyPItomli-w1.2.0indirect
PyPItomlkit0.15.1indirect
PyPItornado6.5.10indirect
PyPItraitlets5.16.1indirect
PyPItrove-classifiers2026.9.21.13indirect
PyPItruststore0.10.4indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.4indirect
PyPIurllib32.8.0indirect
PyPIuvicorn0.53.0indirect
PyPIuvloop0.22.1indirect
PyPIvirtualenv21.9.0indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.4indirect
PyPIwebencodings0.6.1indirect
PyPIwebsockets17.1indirect
Dependency advisories not assessed

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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.