Public record
Software health reportschema 0.14.0 · metrics 2.10.0 · 2026-07-18 17:13 UTC

KestrelSovereignAI / kestrel-sovereign

Constitutional AI Agent Framework with cryptographic identity (DIDs)

Python · JavaScriptApache-2.0★ 7 stars⑂ 2 forkssince Feb 2026View on GitHub ↗
KindLibraryNetwork servicehow this is determined

KestrelSovereignAI/kestrel-sovereign holds a health index of 73 out of 100, placing it in the Good band. It scores highest on Vitality (85/100) and lowest on Security (50/100). It was last updated today. A single contributor accounts for most of its recent work.

73
overall / 100
Good

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.

73
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 64 is calibrated to 73 on the published index scale (record calibration 2026-08-02).

Ownership

Kestrel Sovereign AIOrganization
1 follower18 public repossince Feb 2026Kestrel Sovereign AI

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIkestrel_sovereign0.47.06,798630 days agoagentsaiconstitutional-aicryptographic-identitydidllmopen-sourcesovereign

Metrics by category

Vitality

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

85Excellent · 21% of overall

Development activity

81Excellent
How it's scored
36/36Push recency — last push 0 days ago
16.6/36Commit cadence — 24/52 weeks with commits
18/18Commit volume — 2,039 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_year2,039
human_commit_share—
days_since_last_push0
active_weeks_last_year24

Release discipline

90Excellent
How it's scored
27/27Ships releases — 63 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~1.1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count63
latest_release_tagv0.47.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases1.1

Community & Adoption

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

51Moderate · 17% of overall

Popularity & adoption

13Critical
How it's scored
12.6/60Stars — 7 stars
0/25Forks — 2 forks
0/15Watchers — 0 watchers
Inputs used
forks2
stars7
watchers0
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 (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges—
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services—
has_pull_request_templateno

Ecosystem adoption (downloads)

64Moderate
How it's scored
51.1/80Monthly downloads — 6,798 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packageskestrel_sovereign
dependents—
ecosystemspypi
total_downloads—
monthly_downloads6,798
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?

59Moderate · 23% of overall

Maintainer resilience (bus factor)

21At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
2/22.5Commit distribution — top contributor authored 91% of commits
6.8/13.5Contributor breadth — 5 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled5
top_contributor_share0.912

Issue & PR responsiveness

78Good
How it's scored
38.8/42Issue resolution — 92% of issues closed
28.8/30PR acceptance — 1,273/1,324 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs1,273
open_issues98
closed_issues1,174
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.923
closed_unmerged_prs51
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

53Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
2.2/25Owner reach — 1 followers of KestrelSovereignAI
10.2/25Track record — 18 public repos, account ~0 yr old
Inputs used
followers1
owner_typeOrganization
is_verified—
owner_loginKestrelSovereignAI
public_repos18
account_age_days166
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

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 — 63 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageskestrel_sovereign
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

71Good · 19% of overall

Engineering practices

68Good
How it's scored
24/24CI workflows — 9 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 28 out of 28 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

75Good
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepage—
docs_site—
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

50Moderate · 16% of overall

Security posture

50Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 28 out of 28 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 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
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 30 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
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 — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5

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.

54Moderate · 4% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — .cursorrules, .github/instructions/github-copilot-instructions.instructions.md, .windsurfrules, AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share—
agent_instruction_files.cursorrules, .github/instructions/github-copilot-instructions.instructions.md, .windsurfrules, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes16,083
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

43Weak
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontaineryes
has_linter_configno
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.

Code legibility for models

54Moderate
How it's scored
0/45Type-checkable code — Python without a type-check config
53.5/55Manageable file sizes — 43/1,566 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes233,593
source_files_sampled1,566
oversized_source_files43

Machine-readable interfaces

40Weak
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — demos, examples
Inputs used
example_dirsdemos, examples
has_mcp_signalno
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

7GitHub stars
5contributors
2,039commits, last 12 months
0days since last push
63releases
1bus factor
98open issues
npm, PyPIpackage ecosystems

More detail

OpenSSF Scorecard 5.0 / 10
5.0aggregate

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 · 2026-07-18 17:13 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests28 out of 28 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 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update 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
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 58
RegistryPackageVersion constraintManifest
npm@kestrel/flightfile:../kestrel-flightpackage.json
PyPIkestrel-sovereign-sdk>=0.30.1,<0.31pyproject.toml
PyPIfastapi==0.136.3pyproject.toml
PyPIuvicorn==0.48.0pyproject.toml
PyPIpydantic==2.13.4pyproject.toml
PyPIaiohttp>=3.14.1pyproject.toml
PyPIhttpx>=0.27.0pyproject.toml
PyPIrequests>=2.33.0pyproject.toml
PyPIopenai>=2.0.0,<3pyproject.toml
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PyPIpsycopg2-binary>=2.9.10pyproject.toml
PyPIsqlalchemy>=2.0pyproject.toml
PyPIpgvector>=0.3.0pyproject.toml
PyPIcryptography>=48.0.1pyproject.toml
PyPIpycryptodome==3.23.0pyproject.toml
PyPIPyJWT>=2.13.0pyproject.toml
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PyPIgoogle-cloud-storage>=3.4.1pyproject.toml
PyPIpqcrypto>=0.4.0pyproject.toml
PyPIkestrel-llms==0.1.8pyproject.toml
All dependencies 354

Full resolved dependency set from the GitHub dependency graph: 60 direct and 294 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIaiohttp3.14.1direct
PyPIaiosqlite0.22.1direct
PyPIanthropic0.117.0direct
PyPIasyncpg0.30.0direct
PyPIauthlib1.7.2direct
PyPIbeautifulsoup44.14.3direct
PyPIcbor26.1.3direct
PyPIcertifi2026.5.20direct
PyPIcharset-normalizer3.4.7direct
PyPIcryptography—direct
PyPIcryptography49.0.0direct
PyPIemail-validator2.3.0direct
PyPIfastapi0.136.3direct
PyPIgoogle-auth2.53.0direct
PyPIgoogle-cloud-logging3.13.0direct
PyPIgoogle-cloud-secret-manager2.28.0direct
PyPIgoogle-cloud-storage3.4.1direct
PyPIgoogle-genai2.6.0direct
PyPIgoogle-generativeai0.8.6direct
PyPIhttplib20.32.0direct
PyPIhttpx0.28.1direct
PyPIidna3.16direct
PyPIiniconfig2.3.0direct
PyPIitsdangerous2.2.0direct
PyPIkestrel-llms0.1.8direct
PyPIkestrel-sovereign-sdk0.30.1direct
PyPInetworkx3.6.1direct
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PyPIollama0.6.1direct
PyPIopenai2.46.0direct
PyPIpackaging26.2direct
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PyPIpluggy1.6.0direct
PyPIpqcrypto0.4.0direct
PyPIpsutil7.1.3direct
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PyPIpypdf6.14.2direct
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PyPIpython-multipart0.0.32direct
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PyPIquestionary2.1.1direct
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npm@asamuzakjp/css-color5.1.11indirect
npm@asamuzakjp/dom-selector7.1.1indirect
npm@asamuzakjp/generational-cache1.0.1indirect
npm@asamuzakjp/nwsapi2.3.9indirect
npm@bramus/specificity2.4.2indirect
npm@csstools/color-helpers6.0.2indirect
npm@csstools/css-calc3.2.1indirect
npm@csstools/css-color-parser4.1.3indirect
npm@csstools/css-parser-algorithms4.0.0indirect
npm@csstools/css-syntax-patches-for-csstree1.1.5indirect
npm@csstools/css-tokenizer4.0.0indirect
npm@exodus/bytes1.15.1indirect
npm@playwright/test1.58.2indirect
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npmis-potential-custom-element-name1.0.1indirect
npmjsdom29.1.1indirect
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npmtldts7.4.2indirect
npmtldts-core7.4.2indirect
npmtough-cookie6.0.1indirect
npmtr466.0.0indirect
npmundici7.28.0indirect
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PyPIblis1.3.3indirect
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PyPIbotocore1.43.15indirect
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PyPIcatalogue2.0.10indirect
PyPIcffi2.0.0indirect
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PyPIgreenlet3.2.4indirect
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PyPIgrpcio1.76.0indirect
PyPIgrpcio-status1.71.2indirect
PyPIh110.16.0indirect
PyPIhatchling—indirect
PyPIhexbytes1.3.1indirect
PyPIhf-xet1.5.2indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.3.0indirect
PyPIhttpx-sse0.4.3indirect
PyPIhttpx22.3.0indirect
PyPIhuggingface-hub1.24.0indirect
PyPIimportlib-metadata8.7.0indirect
PyPIisodate0.7.2indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.2indirect
PyPIjaraco-functools4.6.0indirect
PyPIjeepney0.9.0indirect
PyPIjinja23.1.6indirect
PyPIjiter0.12.0indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.2indirect
PyPIjoserfc1.7.3indirect
PyPIjsonpath-ng1.8.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkestrel-llm-bedrock0.1.0indirect
PyPIkestrel-llm-deepseek0.1.8indirect
PyPIkestrel-llm-kimi0.1.8indirect
PyPIkestrel-llm-openai-compat0.1.7indirect
PyPIkestrel-llm-vertex0.1.0indirect
PyPIkestrel-llm-xai0.1.8indirect
PyPIkestrel-sovereign0.47.0indirect
PyPIkeyring25.7.0indirect
PyPIldap32.9.1indirect
PyPIlimits5.6.0indirect
PyPIlogfire-api4.37.0indirect
PyPImako1.3.12indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImcp1.28.1indirect
PyPImdurl0.1.2indirect
PyPImore-itertools11.1.0indirect
PyPImpmath1.3.0indirect
PyPImsal1.37.0indirect
PyPImsal-extensions1.3.1indirect
PyPImsrest0.7.1indirect
PyPImultidict6.7.0indirect
PyPImurmurhash1.0.15indirect
PyPInvidia-cublas13.1.1.3indirect
PyPInvidia-cuda-cupti13.0.85indirect
PyPInvidia-cuda-nvrtc13.0.88indirect
PyPInvidia-cuda-runtime13.0.96indirect
PyPInvidia-cudnn-cu139.20.0.48indirect
PyPInvidia-cufft12.0.0.61indirect
PyPInvidia-cufile1.15.1.6indirect
PyPInvidia-curand10.4.0.35indirect
PyPInvidia-cusolver12.0.4.66indirect
PyPInvidia-cusparse12.6.3.3indirect
PyPInvidia-cusparselt-cu130.8.1indirect
PyPInvidia-nccl-cu132.29.7indirect
PyPInvidia-nvjitlink13.3.33indirect
PyPInvidia-nvshmem-cu133.4.5indirect
PyPInvidia-nvtx13.0.85indirect
PyPIoauthlib3.3.1indirect
PyPIopeninference-instrumentation0.1.54indirect
PyPIopeninference-instrumentation-openai0.1.52indirect
PyPIopeninference-semantic-conventions0.1.30indirect
PyPIopentelemetry-api1.38.0indirect
PyPIopentelemetry-exporter-otlp1.38.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.38.0indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.38.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.38.0indirect
PyPIopentelemetry-instrumentation0.59b0indirect
PyPIopentelemetry-instrumentation-asgi0.59b0indirect
PyPIopentelemetry-instrumentation-fastapi0.59b0indirect
PyPIopentelemetry-proto1.38.0indirect
PyPIopentelemetry-sdk1.38.0indirect
PyPIopentelemetry-semantic-conventions0.59b0indirect
PyPIopentelemetry-util-http0.59b0indirect
PyPIorjson3.11.9indirect
PyPIpandas3.0.3indirect
PyPIparsimonious0.10.0indirect
PyPIpeft0.18.1indirect
PyPIplatformdirs4.10.0indirect
PyPIpreshed3.0.12indirect
PyPIprometheus-client0.24.1indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.4.1indirect
PyPIproto-plus1.26.1indirect
PyPIprotobuf5.29.6indirect
PyPIpy-key-value-aio0.4.5indirect
PyPIpyarrow25.0.0indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser2.23indirect
PyPIpydantic-ai-slim1.107.1indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-graph1.107.1indirect
PyPIpydantic-settings2.14.2indirect
PyPIpyparsing3.2.5indirect
PyPIpystache0.6.8indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-http-client3.3.7indirect
PyPIpyunormalize17.0.0indirect
PyPIpywin32311indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIreferencing0.37.0indirect
PyPIregex2025.11.3indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIresend2.19.0indirect
PyPIrich15.0.0indirect
PyPIrlp4.1.0indirect
PyPIrpds-py2026.6.3indirect
PyPIs3transfer0.17.1indirect
PyPIsafetensors0.8.0indirect
PyPIscikit-learn1.7.2indirect
PyPIscipy1.16.3indirect
PyPIsecretstorage3.5.0indirect
PyPIsendgrid6.12.5indirect
PyPIsentence-transformers5.5.1indirect
PyPIsetuptools83.0.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsmart-open7.5.0indirect
PyPIsniffio1.3.1indirect
PyPIspacy3.8.11indirect
PyPIspacy-legacy3.0.12indirect
PyPIspacy-loggers1.0.5indirect
PyPIsqlean-py3.49.1indirect
PyPIsqlean-py3.50.4.5indirect
PyPIsrsly2.5.2indirect
PyPIsse-starlette3.4.5indirect
PyPIstarlette1.3.1indirect
PyPIstrawberry-graphql0.316.0indirect
PyPIstripe14.1.0indirect
PyPIsympy1.14.0indirect
PyPItavily-python0.7.13indirect
PyPItenacity9.1.2indirect
PyPIthinc8.3.10indirect
PyPIthreadpoolctl3.6.0indirect
PyPItokenizers0.22.1indirect
PyPItoolz1.1.0indirect
PyPItorch2.13.0indirect
PyPItorchvision0.28.0indirect
PyPItqdm4.67.1indirect
PyPItransformers5.14.1indirect
PyPItriton3.7.1indirect
PyPItruststore0.10.4indirect
PyPItwilio9.9.1indirect
PyPItyper0.27.0indirect
PyPItyper-slim0.20.0indirect
PyPItypes-requests2.32.4.20250913indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.3indirect
PyPIuritemplate4.2.0indirect
PyPIwasabi1.1.3indirect
PyPIwcwidth0.2.14indirect
PyPIweasel0.4.3indirect
PyPIweb37.16.0indirect
PyPIwebsockets15.0.1indirect
PyPIwerkzeug3.1.6indirect
PyPIwrapt1.17.3indirect
PyPIyarl1.22.0indirect
PyPIzipp3.23.0indirect
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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 v0.14.0 — full methodology · metrics wiki.

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