Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-12 08:57 UTC

swirlai / swirl-search

AI Search & RAG Without Moving Your Data. Get instant answers from your company's knowledge across 100+ apps while keeping data secure. Deploy in minutes, not months.

PythonApache-2.0★ 3,047 stars⑂ 289 forkssince Apr 2022View on GitHub ↗
#search#search-engine#federated-query#federated-search#ai-search#bigquery#large-language-models#relevancy#metasearch#django#gpt#python#rag#unified-search#retrieval-augmented-generation

swirlai/swirl-search holds a health index of 83 out of 100, placing it in the Excellent band. It scores highest on Community & Adoption (88/100) and lowest on AI Readiness (48/100). It was last updated 15 days ago. 2 contributors account for most of its recent work.

83
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.

83
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 70 is calibrated to 83 on the published index scale (record calibration 2026-08-02).

Ownership

SWIRLOrganization
68 followers8 public repossince Feb 2023

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

Metrics by category

Vitality

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

77Good · 21% of overall

Development activity

68Good
How it's scored
28.8/36Push recency — last push 15 days ago
21.5/36Commit cadence — 31/52 weeks with commits
18/18Commit volume — 407 commits in the last year
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Inputs used
commits_last_year407
human_commit_share1
days_since_last_push15
active_weeks_last_year31

Release discipline

90Excellent
How it's scored
27/27Ships releases — 54 releases published
27/36Release recency — latest release 111 days ago
27/27Release cadence — a release every ~33.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count54
latest_release_tagv4.5.0.7
releases_from_tagsno
days_since_latest_release111
mean_days_between_releases33.9
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?

88Excellent · 17% of overall

Popularity & adoption

85Excellent
How it's scored
56.5/60Stars — 3,047 stars
20.5/25Forks — 289 forks
8/15Watchers — 28 watchers
Inputs used
forks289
stars3,047
watchers28
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
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
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges4
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateyes

Sustainability & Governance

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

66Good · 23% of overall

Maintainer resilience (bus factor)

63Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
14/22.5Commit distribution — top contributor authored 38% of commits
13.5/13.5Contributor breadth — 34 contributors
10/10OpenSSF Scorecard: Contributors — project has 14 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled34
top_contributor_share0.376

Issue & PR responsiveness

79Good
How it's scored
40.9/42Issue resolution — 97% of issues closed
27.8/30PR acceptance — 1,680/1,816 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/7 approved changesets -- score normalized to 0
Inputs used
merged_prs1,680
open_issues3
closed_issues110
prs_merged_7d0
prs_decided_7d0
prs_merged_30d1
prs_decided_30d1
issue_closed_ratio0.973
closed_unmerged_prs136
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.

Ownership & stewardship

57Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
13.2/25Owner reach — 68 followers of swirlai
14.2/25Track record — 8 public repos, account ~3 yr old
Inputs used
followers68
owner_typeOrganization
is_verifiedno
owner_loginswirlai
public_repos8
account_age_days1,331

Engineering Quality

Are baseline engineering and documentation practices in place?

71Good · 19% of overall

Engineering practices

58Moderate
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
10/20OpenSSF Scorecard: CI-Tests — 7 out of 14 merged PRs checked by a CI test -- score normalized to 5
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://swirlaiconnect.com/
10/10Repository description
10/10Topics — 15 topics
0/10Wiki
Inputs used
topicssearch, search-engine, federated-query, federated-search, ai-search, bigquery, large-language-models, relevancy, metasearch, django, gpt, python, rag, unified-search, retrieval-augmented-generation
has_wikino
homepagehttps://swirlaiconnect.com/
docs_sitehttps://swirlaiconnect.com/
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

38Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
1.2/2.5CI-Tests — 7 out of 14 merged PRs checked by a CI test -- score normalized to 5
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/7 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 14 contributing companies or organizations
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
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
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 — 146 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3.8
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
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories261
affected_packages31
assessed_packages253
unassessed_packages3
affected_by_severitycritical 8, high 15, moderate 8
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 253 resolved dependencies against OSV. 3 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. 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.

48Weak · 4% of overall

Agent context & guidance

54Moderate
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://swirlaiconnect.com/llms.txt)
39.5/40Legible commit history — 74 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://swirlaiconnect.com/llms.txt
legible_history_share0.74
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

42Weak
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
10/10Demonstrated agent practice — 29 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesGemfile.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontaineryes
has_linter_configno
typecheck_configs—
agent_commit_share0.29
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

54Moderate
How it's scored
0/45Type-checkable code — Python without a type-check config
54.5/55Manageable file sizes — 1/116 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes66,933
source_files_sampled116
oversized_source_files1

Key facts

3,047GitHub stars
34contributors
407commits, last 12 months
15days since last push
54releases
2bus factor
3open issues
PyPI, RubyGemspackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 289 ⇿
0Stars
289Forks
41Releases

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.

050100150200250300287142022-112024-102026-10
Major 1Minor 7Patch 9

Each point covers 4 days.

OpenSSF Scorecard 3.8 / 10
3.8aggregate

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 · 2026-10-12 08:57 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
5CI-Tests7 out of 14 merged PRs checked by a CI test -- score normalized to 5
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/7 approved changesets -- score normalized to 0
10Contributorsproject has 14 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
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
0Vulnerabilities146 existing vulnerabilities detected
All dependencies 256

Full resolved dependency set from the GitHub dependency graph: 0 direct and 256 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIaiohappyeyeballs2.6.2indirect
PyPIaiohttp3.13.4indirect
PyPIaiosignal1.4.0indirect
PyPIamqp5.3.1indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.13.0indirect
PyPIasgiref3.11.1indirect
PyPIasn1crypto1.5.1indirect
PyPIattrs26.1.0indirect
PyPIautobahn25.11.1indirect
PyPIautomat25.4.16indirect
PyPIazure-core1.41.0indirect
PyPIbeautifulsoup44.14.3indirect
PyPIbilliard4.2.4indirect
PyPIblis1.3.3indirect
PyPIboto31.43.11indirect
PyPIbotocore1.43.11indirect
PyPIbs40.0.2indirect
PyPIcatalogue2.0.10indirect
PyPIcbor26.1.1indirect
PyPIcelery5.6.3indirect
PyPIcertifi2026.5.20indirect
PyPIcffi1.17.1indirect
PyPIchannels4.3.2indirect
PyPIchannels-redis4.3.0indirect
PyPIchardet7.4.3indirect
PyPIcharset-normalizer3.4.7indirect
PyPIclick8.1.8indirect
PyPIclick-didyoumean0.3.1indirect
PyPIclick-plugins1.1.1.2indirect
PyPIclick-repl0.3.0indirect
PyPIcloudpathlib0.24.0indirect
PyPIconfection1.3.3indirect
PyPIconstantly23.10.4indirect
PyPIcron-descriptor1.4.5indirect
PyPIcryptography46.0.0indirect
PyPIcssselect1.4.0indirect
PyPIcymem2.0.13indirect
PyPIdaphne4.2.1indirect
PyPIdistro1.9.0indirect
PyPIdjango5.2.14indirect
PyPIdjango-celery-beat2.9.0indirect
PyPIdjango-environ0.13.0indirect
PyPIdjango-restframework0.0.1indirect
PyPIdjango-timezone-field7.2.1indirect
PyPIdjangorestframework3.17.1indirect
PyPIdnspython2.8.0indirect
PyPIdocutils0.22.4indirect
PyPIdrf-spectacular0.29.0indirect
PyPIelastic-transport8.17.1indirect
PyPIelasticsearch8.19.3indirect
PyPIevents0.5indirect
PyPIfastuuid0.14.0indirect
PyPIfilelock3.29.0indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.4.0indirect
PyPIfunc-timeout4.3.5indirect
PyPIgoogle-api-core2.30.3indirect
PyPIgoogle-auth2.53.0indirect
PyPIgoogle-cloud-bigquery3.41.0indirect
PyPIgoogle-cloud-core2.6.0indirect
PyPIgoogle-crc32c1.8.0indirect
PyPIgoogle-resumable-media2.9.0indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIgrpcio1.80.0indirect
PyPIgrpcio-status1.80.0indirect
PyPIgrpcio-tools1.80.0indirect
PyPIh110.16.0indirect
PyPIh24.3.0indirect
PyPIhf-xet1.5.0indirect
PyPIhpack4.1.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIhuggingface-hub0.36.2indirect
PyPIhyperframe6.1.0indirect
PyPIhyperlink21.0.0indirect
PyPIidna3.15indirect
PyPIimportlib-metadata8.5.0indirect
PyPIincremental24.11.0indirect
PyPIinflection0.5.1indirect
PyPIjinja23.1.6indirect
PyPIjiter0.15.0indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.3indirect
PyPIjsonpath-ng1.8.0indirect
PyPIjsonschema4.23.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkombu5.6.2indirect
PyPIlitellm1.83.14indirect
PyPIlxml6.1.1indirect
PyPIlxml-html-clean0.4.5indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImdurl0.1.2indirect
PyPImpmath1.3.0indirect
PyPImsal1.36.0indirect
PyPImsgpack1.1.2indirect
PyPImsgspec0.21.1indirect
PyPImultidict6.7.1indirect
PyPImurmurhash1.0.15indirect
PyPInatsort8.4.0indirect
PyPInetworkx3.6.1indirect
PyPInltk3.9.4indirect
PyPInumpy2.4.6indirect
PyPIopenai2.24.0indirect
PyPIopensearch-protobufs1.2.0indirect
PyPIopensearch-py3.2.0indirect
PyPIoracledb4.0.1indirect
PyPIorjson3.11.9indirect
PyPIpackaging26.2indirect
PyPIpandas3.0.3indirect
PyPIphonenumbers9.0.30indirect
PyPIpika1.4.0indirect
PyPIpinecone9.0.1indirect
PyPIplatformdirs4.9.6indirect
PyPIportalocker2.10.1indirect
PyPIpreshed3.0.13indirect
PyPIpresidio-analyzer2.2.362indirect
PyPIpresidio-anonymizer2.2.357indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.5.2indirect
PyPIproto-plus1.28.0indirect
PyPIprotobuf6.33.6indirect
PyPIpsycopg2-binary2.9.12indirect
PyPIpy-ubjson0.16.1indirect
PyPIpyahocorasick2.3.1indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpycryptodome3.23.0indirect
PyPIpydantic2.12.5indirect
PyPIpydantic-core2.41.5indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.12.1indirect
PyPIpymongo4.17.0indirect
PyPIpyopenssl25.3.0indirect
PyPIpytest—indirect
PyPIpytest-django—indirect
PyPIpython-crontab3.3.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpytz2026.2indirect
PyPIpyyaml6.0.3indirect
PyPIqdrant-client1.10.0indirect
PyPIreadability-lxml0.8.4.1indirect
PyPIredis7.4.0indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.5.9indirect
PyPIrequests2.34.2indirect
PyPIrequests-file3.0.1indirect
PyPIresponses—indirect
PyPIrich15.0.0indirect
PyPIrpds-py0.30.0indirect
PyPIs3transfer0.17.0indirect
PyPIsafetensors0.7.0indirect
PyPIservice-identity24.2.0indirect
PyPIsetuptools81.0.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsmart-open7.6.1indirect
PyPIsniffio1.3.1indirect
PyPIsnowflake-connector-python3.17.3indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.8.3indirect
PyPIspacy3.8.14indirect
PyPIspacy-legacy3.0.12indirect
PyPIspacy-loggers1.0.5indirect
PyPIsqlparse0.5.5indirect
PyPIsrsly2.5.3indirect
PyPIstatistics1.0.3.5indirect
PyPIsympy1.14.0indirect
PyPItextblob0.20.0indirect
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PyPItika3.1.0indirect
PyPItiktoken0.12.0indirect
PyPItldextract5.3.1indirect
PyPItokenizers0.22.2indirect
PyPItomlkit0.15.0indirect
PyPItorch2.12.0indirect
PyPItqdm4.67.3indirect
PyPItransformers4.57.6indirect
PyPItwisted26.4.0indirect
PyPItxaio25.12.2indirect
PyPItyper0.23.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPItzlocal5.3.1indirect
PyPIujson5.12.1indirect
PyPIuritemplate4.2.0indirect
PyPIurllib32.7.0indirect
PyPIvine5.1.0indirect
PyPIwasabi1.1.3indirect
PyPIwcwidth0.7.0indirect
PyPIweasel1.0.0indirect
PyPIwhitenoise6.12.0indirect
PyPIwrapt2.1.2indirect
PyPIxmltodict1.0.4indirect
PyPIyarl1.24.2indirect
PyPIzipp4.1.0indirect
PyPIzope-interface8.4indirect
RubyGemsactivesupport8.1.1indirect
RubyGemsaddressable2.8.8indirect
RubyGemsbase640.3.0indirect
RubyGemsbigdecimal3.3.1indirect
RubyGemscolorator1.1.0indirect
RubyGemsconcurrent-ruby1.3.5indirect
RubyGemsconnection_pool3.0.2indirect
RubyGemscsv3.3.5indirect
RubyGemsdrb2.2.3indirect
RubyGemsem-websocket0.5.3indirect
RubyGemseventmachine1.2.7indirect
RubyGemsffi1.17.2indirect
RubyGemsforwardable-extended2.6.0indirect
RubyGemsgemoji4.1.0indirect
RubyGemsgoogle-protobuf4.33.2indirect
RubyGemshtml-pipeline2.14.3indirect
RubyGemshttp_parser.rb0.8.0indirect
RubyGemsi18n1.14.7indirect
RubyGemsjekyll4.4.1indirect
RubyGemsjekyll-default-layout0.1.5indirect
RubyGemsjekyll-include-cache0.2.1indirect
RubyGemsjekyll-relative-links0.7.0indirect
RubyGemsjekyll-sass-converter3.1.0indirect
RubyGemsjekyll-seo-tag2.8.0indirect
RubyGemsjekyll-watch2.2.1indirect
RubyGemsjemoji0.13.0indirect
RubyGemsjson2.18.0indirect
RubyGemsjust-the-docs0.12.0indirect
RubyGemskramdown2.5.1indirect
RubyGemskramdown-parser-gfm1.1.0indirect
RubyGemsliquid4.0.4indirect
RubyGemslisten3.9.0indirect
RubyGemslogger1.7.0indirect
RubyGemsmercenary0.4.0indirect
RubyGemsminitest5.26.2indirect
RubyGemsnokogiri1.18.10indirect
RubyGemspathutil0.16.2indirect
RubyGemspublic_suffix7.0.0indirect
RubyGemsracc1.8.1indirect
RubyGemsrake13.3.1indirect
RubyGemsrb-fsevent0.11.2indirect
RubyGemsrb-inotify0.11.1indirect
RubyGemsrexml3.4.4indirect
RubyGemsrouge4.6.1indirect
RubyGemssafe_yaml1.0.5indirect
RubyGemssass-embedded1.96.0indirect
RubyGemssass-embedded1.96.0-arm-linux-gnueabihfindirect
RubyGemssass-embedded1.96.0-arm-linux-musleabihfindirect
RubyGemssecurerandom0.4.1indirect
RubyGemsterminal-table3.0.2indirect
RubyGemstzinfo2.0.6indirect
RubyGemsunicode-display_width2.6.0indirect
RubyGemsuri1.1.1indirect
RubyGemswebrick1.9.2indirect
Dependency advisories 31

This repository publishes no package the index resolves, so its own dependency graph was assessed — 253 packages, which also include development and test pins that never ship: 31 carry known advisories, of which 0 are direct. 3 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
anyio4.13.0indirectcritical44.14.2
cryptography46.0.0indirectcritical1350.0.0
litellm1.83.14indirectcritical81.96.2
nltk3.9.4indirectcritical643.10.3
pyjwt2.12.1indirectcritical292.15.0
pyopenssl25.3.0indirectcritical426.0.0
snowflake-connector-python3.17.3indirectcritical34.7.3
transformers4.57.6indirectcritical115.10.0
activesupport8.1.1indirecthigh38.1.2.1
addressable2.8.8indirecthigh12.9.0
aiohttp3.13.4indirecthigh283.14.3
concurrent-ruby1.3.5indirecthigh31.3.7
daphne4.2.1indirecthigh44.2.2
django5.2.14indirecthigh206.1.1
fsspec2026.4.0indirecthigh12026.6.0
json2.18.0indirecthigh22.19.9
msgpack1.1.2indirecthigh21.2.1
nokogiri1.18.10indirecthigh111.19.4
pyasn10.6.3indirecthigh60.6.4
pymongo4.17.0indirecthigh44.18.2
soupsieve2.8.3indirecthigh82.9.0
sqlparse0.5.5indirecthigh100.6.0
urllib32.7.0indirecthigh62.8.0
autobahn25.11.1indirectmoderate226.7.1
djangorestframework3.17.1indirectmoderate43.17.2
h24.3.0indirectmoderate24.4.1
hpack4.1.0indirectmoderate24.2.0
multidict6.7.1indirectmoderate16.9.1
setuptools81.0.0indirectmoderate283.0.0
torch2.12.0indirectmoderate12.13.0
ujson5.12.1indirectmoderate25.13.0

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.

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