Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-15 00:37 UTC

saigontechnology / AgentCrew

Chat application with multi-agents system supports multi-models and MCP

PythonApache-2.0★ 215 stars⑂ 41 forkssince Feb 2025View on GitHub ↗
KindCommand-line toolLibraryMCP serverhow this is determined

saigontechnology/AgentCrew holds a health index of 84 out of 100, placing it in the Excellent band. It scores highest on Vitality (99/100) and lowest on Security (44/100). 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

Saigon TechnologyOrganization · verified domain
46 followers52 public repossince Jan 2017

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIagentcrew-ai0.21.32,24617611 days ago

Metrics by category

Vitality

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

99Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
35.3/36Commit cadence — 51/52 weeks with commits
18/18Commit volume — 793 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year793
human_commit_share1
days_since_last_push0
active_weeks_last_year51

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 11 days ago
27/27Release cadence — a release every ~4.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv0.21.3
releases_from_tagsno
days_since_latest_release11
mean_days_between_releases4.7
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?

65Good · 17% of overall
How it's scored
37.8/60Stars — 215 stars
13.4/25Forks — 41 forks
1.7/15Watchers — 3 watchers
Inputs used
forks41
stars215
watchers3
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_badges4
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateno
How it's scored
44.7/80Monthly downloads — 2,246 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesagentcrew-ai
dependents—
ecosystemspypi
total_downloads—
monthly_downloads2,246
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?

68Good · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
2.1/22.5Commit distribution — top contributor authored 90% of commits
9.5/13.5Contributor breadth — 7 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled7
top_contributor_share0.905
How it's scored
42/42Issue resolution — 100% of issues closed
24.6/30PR acceptance — 23/28 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 2/30 approved changesets -- score normalized to 0
Inputs used
merged_prs23
open_issues0
closed_issues20
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio1
closed_unmerged_prs5
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
20/20Verified domain
12/25Owner reach — 46 followers of saigontechnology
24.6/25Track record — 52 public repos, account ~9 yr old
Inputs used
followers46
owner_typeOrganization
is_verifiedyes
owner_loginsaigontechnology
public_repos52
account_age_days3,524

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 11 days ago
20/20Version history — 176 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesagentcrew-ai
ecosystemspypi
any_deprecatedno
min_days_since_publish11

Engineering Quality

Are baseline engineering and documentation practices in place?

74Good · 19% of overall
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
10/20OpenSSF Scorecard: CI-Tests — 1 out of 2 merged PRs checked by a CI test -- score normalized to 5
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://agentcrew.dev
10/10Repository description
10/10Topics — 8 topics
10/10Wiki
Inputs used
topicsai-agents, ai-assistant, anthropic-claude, tool-use, terminal-app, mcp-client, model-context-protocol, multi-agent-systems
has_wikiyes
homepagehttps://agentcrew.dev
docs_sitehttps://agentcrew.dev
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

44Weak · 16% of overall
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
1.2/2.5CI-Tests — 1 out of 2 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 2/30 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 1 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
4/5SAST — SAST tool detected but not run on all commits
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 — 76 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3.9
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.
How it's scored
7.6/35Direct dependencies free of known advisories — 1 affected: chromadb 1.5.9 (critical 9.8)
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
32.1/40No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 119 days ago
Inputs used
sourceosv
advisories8
affected_packages1
assessed_packages145
unassessed_packages0
affected_by_severitycritical 1
direct_affected_packages1
Matched the pypi:agentcrew-ai@0.21.3 runtime dependency closure — what installing the published package pulls in — 145 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.

61Moderate · 4% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 98 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.98
agent_instruction_files—
agent_instruction_max_bytes—
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — pyrightconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
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
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configspyrightconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (pyrightconfig.json)
54.6/55Manageable file sizes — 3/389 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes71,846
source_files_sampled389
oversized_source_files3
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

215GitHub stars
7contributors
793commits, last 12 months
0days since last push
100releases
1bus factor
0open issues
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 ★ / 41 ⇿
0Stars
41Forks
96Releases

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.

010203040504152025-022025-112026-08
Major 0Minor 13Patch 83

Each point covers 2 days.

OpenSSF Scorecard 3.9 / 10
3.9aggregate

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 · 2026-09-15 00:37 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
5CI-Tests1 out of 2 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 2/30 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 1 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
8SASTSAST tool detected but not run on all commits
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities76 existing vulnerabilities detected
Direct dependencies 34
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All dependencies 422

Full resolved dependency set from the GitHub dependency graph: 35 direct and 387 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIpyobjc-framework-coremotion12.1indirect
PyPIpyobjc-framework-coreservices12.1indirect
PyPIpyobjc-framework-corespotlight12.1indirect
PyPIpyobjc-framework-coretext12.1indirect
PyPIpyobjc-framework-corewlan12.1indirect
PyPIpyobjc-framework-cryptotokenkit12.1indirect
PyPIpyobjc-framework-datadetection12.1indirect
PyPIpyobjc-framework-devicecheck12.1indirect
PyPIpyobjc-framework-devicediscoveryextension12.1indirect
PyPIpyobjc-framework-dictionaryservices12.1indirect
PyPIpyobjc-framework-discrecording12.1indirect
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PyPIpyobjc-framework-diskarbitration12.1indirect
PyPIpyobjc-framework-dvdplayback12.1indirect
PyPIpyobjc-framework-eventkit12.1indirect
PyPIpyobjc-framework-exceptionhandling12.1indirect
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PyPIpyobjc-framework-externalaccessory12.1indirect
PyPIpyobjc-framework-fileprovider12.1indirect
PyPIpyobjc-framework-fileproviderui12.1indirect
PyPIpyobjc-framework-findersync12.1indirect
PyPIpyobjc-framework-fsevents12.1indirect
PyPIpyobjc-framework-fskit12.1indirect
PyPIpyobjc-framework-gamecenter12.1indirect
PyPIpyobjc-framework-gamecontroller12.1indirect
PyPIpyobjc-framework-gamekit12.1indirect
PyPIpyobjc-framework-gameplaykit12.1indirect
PyPIpyobjc-framework-gamesave12.1indirect
PyPIpyobjc-framework-healthkit12.1indirect
PyPIpyobjc-framework-imagecapturecore12.1indirect
PyPIpyobjc-framework-inputmethodkit12.1indirect
PyPIpyobjc-framework-installerplugins12.1indirect
PyPIpyobjc-framework-instantmessage12.1indirect
PyPIpyobjc-framework-intents12.1indirect
PyPIpyobjc-framework-intentsui12.1indirect
PyPIpyobjc-framework-iobluetooth12.1indirect
PyPIpyobjc-framework-iobluetoothui12.1indirect
PyPIpyobjc-framework-iosurface12.1indirect
PyPIpyobjc-framework-ituneslibrary12.1indirect
PyPIpyobjc-framework-kernelmanagement12.1indirect
PyPIpyobjc-framework-latentsemanticmapping12.1indirect
PyPIpyobjc-framework-launchservices12.1indirect
PyPIpyobjc-framework-libdispatch12.1indirect
PyPIpyobjc-framework-libxpc12.1indirect
PyPIpyobjc-framework-linkpresentation12.1indirect
PyPIpyobjc-framework-localauthentication12.1indirect
PyPIpyobjc-framework-localauthenticationembeddedui12.1indirect
PyPIpyobjc-framework-mailkit12.1indirect
PyPIpyobjc-framework-mapkit12.1indirect
PyPIpyobjc-framework-mediaaccessibility12.1indirect
PyPIpyobjc-framework-mediaextension12.1indirect
PyPIpyobjc-framework-medialibrary12.1indirect
PyPIpyobjc-framework-mediaplayer12.1indirect
PyPIpyobjc-framework-mediatoolbox12.1indirect
PyPIpyobjc-framework-metal12.1indirect
PyPIpyobjc-framework-metalfx12.1indirect
PyPIpyobjc-framework-metalkit12.1indirect
PyPIpyobjc-framework-metalperformanceshaders12.1indirect
PyPIpyobjc-framework-metalperformanceshadersgraph12.1indirect
PyPIpyobjc-framework-metrickit12.1indirect
PyPIpyobjc-framework-mlcompute12.1indirect
PyPIpyobjc-framework-modelio12.1indirect
PyPIpyobjc-framework-multipeerconnectivity12.1indirect
PyPIpyobjc-framework-naturallanguage12.1indirect
PyPIpyobjc-framework-netfs12.1indirect
PyPIpyobjc-framework-network12.1indirect
PyPIpyobjc-framework-networkextension12.1indirect
PyPIpyobjc-framework-notificationcenter12.1indirect
PyPIpyobjc-framework-opendirectory12.1indirect
PyPIpyobjc-framework-osakit12.1indirect
PyPIpyobjc-framework-oslog12.1indirect
PyPIpyobjc-framework-passkit12.1indirect
PyPIpyobjc-framework-pencilkit12.1indirect
PyPIpyobjc-framework-phase12.1indirect
PyPIpyobjc-framework-photos12.1indirect
PyPIpyobjc-framework-photosui12.1indirect
PyPIpyobjc-framework-preferencepanes12.1indirect
PyPIpyobjc-framework-pushkit12.1indirect
PyPIpyobjc-framework-quartz12.1indirect
PyPIpyobjc-framework-quicklookthumbnailing12.1indirect
PyPIpyobjc-framework-replaykit12.1indirect
PyPIpyobjc-framework-safariservices12.1indirect
PyPIpyobjc-framework-safetykit12.1indirect
PyPIpyobjc-framework-scenekit12.1indirect
PyPIpyobjc-framework-screencapturekit12.1indirect
PyPIpyobjc-framework-screensaver12.1indirect
PyPIpyobjc-framework-screentime12.1indirect
PyPIpyobjc-framework-scriptingbridge12.1indirect
PyPIpyobjc-framework-searchkit12.1indirect
PyPIpyobjc-framework-security12.1indirect
PyPIpyobjc-framework-securityfoundation12.1indirect
PyPIpyobjc-framework-securityinterface12.1indirect
PyPIpyobjc-framework-securityui12.1indirect
PyPIpyobjc-framework-sensitivecontentanalysis12.1indirect
PyPIpyobjc-framework-servicemanagement12.1indirect
PyPIpyobjc-framework-sharedwithyou12.1indirect
PyPIpyobjc-framework-sharedwithyoucore12.1indirect
PyPIpyobjc-framework-shazamkit12.1indirect
PyPIpyobjc-framework-social12.1indirect
PyPIpyobjc-framework-soundanalysis12.1indirect
PyPIpyobjc-framework-speech12.1indirect
PyPIpyobjc-framework-spritekit12.1indirect
PyPIpyobjc-framework-storekit12.1indirect
PyPIpyobjc-framework-symbols12.1indirect
PyPIpyobjc-framework-syncservices12.1indirect
PyPIpyobjc-framework-systemconfiguration12.1indirect
PyPIpyobjc-framework-systemextensions12.1indirect
PyPIpyobjc-framework-threadnetwork12.1indirect
PyPIpyobjc-framework-uniformtypeidentifiers12.1indirect
PyPIpyobjc-framework-usernotifications12.1indirect
PyPIpyobjc-framework-usernotificationsui12.1indirect
PyPIpyobjc-framework-videosubscriberaccount12.1indirect
PyPIpyobjc-framework-videotoolbox12.1indirect
PyPIpyobjc-framework-virtualization12.1indirect
PyPIpyobjc-framework-vision12.1indirect
PyPIpyobjc-framework-webkit12.1indirect
PyPIpypdfium25.6.0indirect
PyPIpypika0.51.1indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpyside66.11.2indirect
PyPIpyside6-addons6.11.2indirect
PyPIpyside6-essentials6.11.2indirect
PyPIpytest9.0.2indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-docx1.2.0indirect
PyPIpython-multipart0.0.22indirect
PyPIpython-oxmsg0.0.2indirect
PyPIpython-pptx1.0.2indirect
PyPIpytz2026.1.post1indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIqtawesome1.4.2indirect
PyPIqtpy2.4.3indirect
PyPIrapidocr3.9.2indirect
PyPIredis8.1.0indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.2.28indirect
PyPIrequests2.33.0indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich-rst1.3.2indirect
PyPIrpds-py0.30.0indirect
PyPIrtree1.4.1indirect
PyPIsafetensors0.7.0indirect
PyPIscipy1.17.1indirect
PyPIsemchunk3.2.5indirect
PyPIsetuptools81.0.0indirect
PyPIshapely2.1.2indirect
PyPIshellingham1.5.4indirect
PyPIshiboken66.11.2indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.8.3indirect
PyPIsse-starlette3.3.3indirect
PyPIstarlette1.0.0indirect
PyPIsympy1.14.0indirect
PyPItabulate0.10.0indirect
PyPItenacity9.1.4indirect
PyPItiktoken0.12.0indirect
PyPItokenizers0.22.2indirect
PyPItorch2.11.0indirect
PyPItorch2.11.0+cpuindirect
PyPItorch2.11.0+cu128indirect
PyPItorchaudio2.11.0indirect
PyPItorchaudio2.11.0+cpuindirect
PyPItorchaudio2.11.0+cu128indirect
PyPItorchvision0.26.0indirect
PyPItorchvision0.26.0+cpuindirect
PyPItorchvision0.26.0+cu128indirect
PyPItqdm4.67.3indirect
PyPItransformers4.57.6indirect
PyPItree-sitter0.25.2indirect
PyPItree-sitter-c0.24.1indirect
PyPItree-sitter-javascript0.25.0indirect
PyPItree-sitter-python0.25.0indirect
PyPItree-sitter-typescript0.23.2indirect
PyPItriton3.6.0indirect
PyPItruststore0.10.4indirect
PyPItyper0.21.2indirect
PyPItypes-pyyaml6.0.12.20250915indirect
PyPItypes-requests2.32.4.20260324indirect
PyPItypes-tqdm4.67.3.20260303indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.3indirect
PyPIurllib32.6.3indirect
PyPIuuid-utils0.14.1indirect
PyPIuvicorn0.42.0indirect
PyPIuvloop0.22.1indirect
PyPIwatchfiles1.1.1indirect
PyPIwcwidth0.6.0indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets16.0indirect
PyPIwin32-setctime1.2.0indirect
PyPIwrapt1.17.3indirect
PyPIxlsxwriter3.2.9indirect
PyPIxxhash3.6.0indirect
PyPIyarl1.23.0indirect
PyPIzipp3.23.0indirect
PyPIzstandard0.25.0indirect
Dependency advisories 1

Installing pypi:agentcrew-ai@0.21.3 pulls in 145 packages, direct and transitive: 1 carry known advisories, of which 1 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
chromadb1.5.9directcritical8—

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.