Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-24 19:18 UTC

VRSEN / agency-swarm

Reliable Multi-Agent Orchestration Framework

PythonMIT★ 4,614 stars⑂ 1,057 forkssince Nov 2023View on GitHub ↗
KindMCP serverCommand-line toolLibraryNetwork servicehow this is determined

VRSEN/agency-swarm holds a health index of 92 out of 100, placing it in the Excellent band. It scores highest on Vitality (98/100) and lowest on Security (52/100). It was last updated 2 days ago. A single contributor accounts for most of its recent work.

92
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.

92
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 78 is calibrated to 92 on the published index scale (record calibration 2026-08-02).

Ownership

Arseny ShatokhinPersonal account
696 followers33 public repossince Sep 2020

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIagency-swarm1.11.03,3447082 days ago

Metrics by category

Vitality

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

98Exceptional · 21% of overall

Development activity

96Exceptional
How it's scored
36/36Push recency — last push 2 days ago
31.8/36Commit cadence — 46/52 weeks with commits
18/18Commit volume — 1,076 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 12 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,076
human_commit_share0.75
days_since_last_push2
active_weeks_last_year46

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 69 releases published
36/36Release recency — latest release 82 days ago
27/27Release cadence — a release every ~10.1 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count69
latest_release_tagv1.11.0
releases_from_tagsno
days_since_latest_release82
mean_days_between_releases10.1
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?

78Good · 17% of overall

Popularity & adoption

96Exceptional
How it's scored
59.4/60Stars — 4,614 stars
25/25Forks — 1,057 forks
11.1/15Watchers — 99 watchers
Inputs used
forks1,057
stars4,614
watchers99
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

70Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code 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_conductno
readme_badge_servicesshields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

59Moderate
How it's scored
47/80Monthly downloads — 3,344 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesagency-swarm
dependents—
ecosystemspypi
total_downloads—
monthly_downloads3,344
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?

67Good · 23% of overall

Maintainer resilience (bus factor)

37Weak
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
8.4/22.5Commit distribution — top contributor authored 62% of commits
13.5/13.5Contributor breadth — 25 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled25
top_contributor_share0.625

Issue & PR responsiveness

77Good
How it's scored
41.3/42Issue resolution — 98% of issues closed
22.6/30PR acceptance — 452/599 decided PRs merged
13/13Newcomer PR acceptance — 1/1 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — Found 1/15 approved changesets -- score normalized to 0
Inputs used
merged_prs452
open_issues3
closed_issues186
prs_merged_7d2
prs_decided_7d3
prs_merged_30d8
prs_decided_30d9
issue_closed_ratio0.984
closed_unmerged_prs147
first_time_authors_30d1
first_time_prs_merged_30d1
first_time_prs_decided_30d1

Ownership & stewardship

67Good
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
20.4/25Owner reach — 696 followers of VRSEN
23.2/25Track record — 33 public repos, account ~6 yr old
Inputs used
followers696
owner_typeUser
is_verified—
owner_loginVRSEN
public_repos33
account_age_days2,219
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 82 days ago
20/20Version history — 70 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesagency-swarm
ecosystemspypi
any_deprecatedno
min_days_since_publish82

Engineering Quality

Are baseline engineering and documentation practices in place?

87Excellent · 19% of overall

Engineering practices

92Excellent
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 23 out of 24 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

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

Security

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

52Moderate · 16% of overall

Security posture

45Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.2/2.5CI-Tests — 23 out of 24 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/15 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 12 issue activity found in the last 90 days -- score normalized to 10
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
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 54 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.5
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

79Good
How it's scored
14/35Direct dependencies free of known advisories — 1 affected: datamodel-code-generator 0.68.1 (high 7.5)
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
40/40No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
sourceosv
advisories2
affected_packages1
assessed_packages124
unassessed_packages0
affected_by_severityhigh 1
direct_affected_packages1
Matched the pypi:agency-swarm@1.11.0 runtime dependency closure — what installing the published package pulls in — 124 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.

90Excellent · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — .cursor/rules/writing-docs.mdc, AGENTS.md, CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://agency-swarm.ai/llms.txt)
40/40Legible commit history — 74 of 75 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://agency-swarm.ai/llms.txt
legible_history_share0.987
agent_instruction_files.cursor/rules/writing-docs.mdc, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes5,871

Verify loop (build / test / typecheck)

82Excellent
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — src/agency_swarm/ui/demos/copilot/tsconfig.json, tsconfig.json
10/10Reproducible environment — lockfile
2/10Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 25 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configssrc/agency_swarm/ui/demos/copilot/tsconfig.json, tsconfig.json
agent_commit_share0.01
toolchain_manifests—
dependency_bot_commit_share0.25

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (src/agency_swarm/ui/demos/copilot/tsconfig.json, tsconfig.json)
54.9/55Manageable file sizes — 1/439 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes93,861
source_files_sampled439
oversized_source_files1

Machine-readable interfaces

100Exceptional
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — docs/openapi.json
20/20MCP server
40/40Runnable examples — demos, examples
Inputs used
example_dirsdemos, examples
has_mcp_signalyes
api_schema_filesdocs/openapi.json
interfaces_expected_ofnetwork-service

Key facts

4,614GitHub stars
25contributors
1,076commits, last 12 months
2days since last push
69releases
1bus factor
3open issues
npm, PyPIpackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 1,057 ⇿
0Stars
1,057Forks
69Releases

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

02004006008001,0001,2001,057272023-122025-052026-10
Major 1Minor 18Patch 44

Each point covers 3 days.

OpenSSF Scorecard 4.5 / 10
4.5aggregate

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 19:18 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
9CI-Tests23 out of 24 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/15 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 12 issue activity found in the last 90 days -- score normalized to 10
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
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities54 existing vulnerabilities detected
Direct dependencies 19
RegistryPackageVersion constraintManifest
PyPIopenai>=3,<4pyproject.toml
PyPIopenai-agents==0.22.3pyproject.toml
PyPIdatamodel-code-generator>=0.56.0,<0.84.0pyproject.toml
PyPIdocstring-parser>=0.16,<1.0.0pyproject.toml
PyPIfastmcp>=4.0.5,<5pyproject.toml
PyPIjsonref>=1.1.0,<2.0.0pyproject.toml
PyPImcp>=2,<3pyproject.toml
PyPIpydantic>=2.11,<3pyproject.toml
PyPIpython-dotenv>=1.1.1,<2.0.0pyproject.toml
PyPIrich>=13.9.4,<16.0.0pyproject.toml
PyPIprompt-toolkit>=3.0.0,<4.0.0pyproject.toml
PyPItyping-extensions>=4.13,<5pyproject.toml
PyPIwatchfiles>=1.0.0,<2.0.0pyproject.toml
PyPIfastapi>=0.141.0pyproject.toml
PyPIuvicorn>=0.35.0pyproject.toml
PyPIag-ui-protocol>=0.1.18,<1pyproject.toml
PyPIaiofiles>=23.2.1pyproject.toml
PyPIfiletype>=1.2.0pyproject.toml
PyPIhttpx2>=2.13,<3pyproject.toml
All dependencies 221

Full resolved dependency set from the GitHub dependency graph: 23 direct and 198 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIag-ui-protocol0.1.22direct
PyPIaiofiles25.1.0direct
PyPIdatamodel-code-generator0.83.0direct
PyPIdocstring-parser0.18.0direct
PyPIfastapi—direct
PyPIfastapi0.143.3direct
PyPIfastmcp4.0.5direct
PyPIfiletype1.2.0direct
PyPIhttpx22.13.0direct
PyPIjsonref1.1.0direct
PyPImcp2.2.0direct
PyPIopenai3.24.0direct
PyPIopenai-agents—direct
PyPIopenai-agents0.22.3direct
PyPIprompt-toolkit3.0.52direct
PyPIpydantic2.14.1direct
PyPIpython-dotenv—direct
PyPIpython-dotenv1.2.4direct
PyPIrich15.0.0direct
PyPItyping-extensions4.16.0direct
PyPIuvicorn—direct
PyPIuvicorn0.53.0direct
PyPIwatchfiles1.2.0direct
npm@ag-ui/client^0.0.41indirect
npm@ag-ui/langgraph^0.0.19indirect
npm@copilotkit/react-core^1.9.1indirect
npm@copilotkit/react-ui^1.9.1indirect
npm@copilotkit/runtime^1.9.1indirect
npm@tailwindcss/postcss^4indirect
npm@types/node^20indirect
npm@types/node^20.0.0indirect
npm@types/react^19indirect
npm@types/react-dom^19indirect
npmclass-variance-authority^0.7.1indirect
npmclsx^2.1.1indirect
npmlucide-react^0.522.0indirect
npmnext^15.4.7indirect
npmreact^19.0.0indirect
npmreact-dom^19.0.0indirect
npmtailwind-merge^3.3.1indirect
npmtailwindcss^4indirect
npmts-node^10.9.0indirect
npmtw-animate-css^1.3.4indirect
npmtypescript^5indirect
npmtypescript^5.0.0indirect
PyPIagency-swarm1.12.0indirect
PyPIaiofile3.11.1indirect
PyPIaiohappyeyeballs2.6.2indirect
PyPIaiohttp3.14.3indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.14.2indirect
PyPIanyio4.15.1indirect
PyPIappnope0.1.4indirect
PyPIargcomplete3.6.3indirect
PyPIast-serialize0.11.2indirect
PyPIasttokens3.0.1indirect
PyPIattrs26.1.0indirect
PyPIauthlib1.7.2indirect
PyPIbeartype0.22.9indirect
PyPIblack26.5.1indirect
PyPIboto31.43.98indirect
PyPIbotocore1.43.98indirect
PyPIcachetools7.1.4indirect
PyPIcaio0.9.25indirect
PyPIcertifi2026.5.20indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.7indirect
PyPIclick8.4.1indirect
PyPIcolorama0.4.6indirect
PyPIcomm0.2.3indirect
PyPIcoverage7.16.2indirect
PyPIcryptography50.0.1indirect
PyPIcyclopts4.16.1indirect
PyPIdebugpy1.8.21indirect
PyPIdecorator5.3.1indirect
PyPIdistlib0.4.1indirect
PyPIdistro1.9.0indirect
PyPIdnspython2.8.0indirect
PyPIemail-validator2.3.0indirect
PyPIexceptiongroup1.3.1indirect
PyPIexecuting2.2.1indirect
PyPIfastmcp-slim4.0.5indirect
PyPIfastuuid0.14.0indirect
PyPIfilelock3.29.0indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.4.0indirect
PyPIgenson1.3.0indirect
PyPIgraphviz0.21indirect
PyPIgreenlet3.5.1indirect
PyPIgriffelib2.3.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.5.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.13.0indirect
PyPIhttptools0.8.0indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIhttpx2-jsfetch1.0indirect
PyPIhuggingface-hub1.17.0indirect
PyPIidentify2.6.19indirect
PyPIidna3.20indirect
PyPIimportlib-metadata8.9.0indirect
PyPIinflect7.5.0indirect
PyPIiniconfig2.3.0indirect
PyPIipykernel7.3.0indirect
PyPIipython9.14.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIisort8.0.1indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.2indirect
PyPIjaraco-functools4.5.0indirect
PyPIjedi0.20.0indirect
PyPIjeepney0.9.0indirect
PyPIjinja23.1.6indirect
PyPIjiter0.17.0indirect
PyPIjmespath1.1.0indirect
PyPIjoserfc1.7.0indirect
PyPIjsonpatch1.33indirect
PyPIjsonpointer3.1.1indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-path0.5.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter-client8.10.0indirect
PyPIjupyter-core5.9.1indirect
PyPIkeyring25.7.0indirect
PyPIlangchain-classic1.0.7indirect
PyPIlangchain-community0.4.2indirect
PyPIlangchain-core1.6.12indirect
PyPIlangchain-experimental0.4.2indirect
PyPIlangchain-protocol0.0.18indirect
PyPIlangchain-text-splitters1.1.2indirect
PyPIlangsmith0.14.11indirect
PyPIlibrt0.16.0indirect
PyPIlitellm1.101.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib-inline0.2.2indirect
PyPImcp-types2.2.0indirect
PyPImdurl0.1.2indirect
PyPImore-itertools11.1.0indirect
PyPImultidict6.7.1indirect
PyPImypy2.4.0indirect
PyPImypy-extensions1.1.0indirect
PyPInest-asyncio1.6.0indirect
PyPInest-asyncio21.7.2indirect
PyPInodeenv1.10.0indirect
PyPInumpy2.5.3indirect
PyPIopenapi-pydantic0.5.1indirect
PyPIopentelemetry-api1.45.1indirect
PyPIorjson3.11.9indirect
PyPIpackaging26.2indirect
PyPIparso0.8.7indirect
PyPIpathable0.6.0indirect
PyPIpathspec1.1.1indirect
PyPIpexpect4.9.0indirect
PyPIplatformdirs4.10.0indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.6.2indirect
PyPIpropcache0.5.2indirect
PyPIpsutil7.2.2indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpy-key-value-aio0.4.5indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.50.1indirect
PyPIpydantic-settings2.15.0indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpyperclip1.11.0indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-mock3.15.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.4.0indirect
PyPIpython-multipart0.0.32indirect
PyPIpytokens0.4.1indirect
PyPIpywin32311indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyyaml6.0.3indirect
PyPIpyzmq27.1.0indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.5.9indirect
PyPIrequests2.34.2indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich-rst2.0.1indirect
PyPIrpds-py2026.5.1indirect
PyPIruff0.17.1indirect
PyPIs3transfer0.19.2indirect
PyPIsecretstorage3.5.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsqlalchemy2.0.50indirect
PyPIsse-starlette3.4.4indirect
PyPIstack-data0.6.3indirect
PyPIstarlette1.6.0indirect
PyPItenacity9.1.4indirect
PyPItiktoken0.13.0indirect
PyPItokenizers0.23.1indirect
PyPItornado6.5.10indirect
PyPItqdm4.67.3indirect
PyPItraitlets5.15.0indirect
PyPItruststore0.10.4indirect
PyPItypeguard4.5.2indirect
PyPItyper0.25.1indirect
PyPItyping-inspection0.4.4indirect
PyPIuncalled-for0.4.0indirect
PyPIurllib32.7.0indirect
PyPIuuid-utils0.16.0indirect
PyPIuvloop0.22.1indirect
PyPIvirtualenv21.4.2indirect
PyPIwcwidth0.7.0indirect
PyPIwebsockets—indirect
PyPIwebsockets16.1.1indirect
PyPIxxhash3.7.0indirect
PyPIyarl1.24.2indirect
PyPIzipp4.1.0indirect
PyPIzstandard0.25.0indirect
Dependency advisories 1

Installing pypi:agency-swarm@1.11.0 pulls in 124 packages, direct and transitive: 1 carry known advisories, of which 1 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
datamodel-code-generator0.68.1directhigh20.81.0

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.

Raw JSON report machine-readable

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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.