Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-19 16:52 UTC

overmind-core / overmind

The platform for continuously improving AI agents.

Python · TypeScriptAGPL-3.0★ 669 stars⑂ 67 forkssince Mar 2026View on GitHub ↗
KindNetwork serviceCommand-line toolMCP serverWeb interfacehow this is determined
#ai-agents#evals#fine-tuning#llm#llm-evaluation#llmops#lora#mcp#observability#python

overmind-core/overmind holds a health index of 93 out of 100, placing it in the Exceptional band. It scores highest on Engineering Quality (96/100) and lowest on Community & Adoption (68/100). It was last updated today. 2 contributors account for most of its recent work.

93
overall / 100
Exceptional

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.

93
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 79 is calibrated to 93 on the published index scale (record calibration 2026-08-02).

Ownership

OvermindOrganization · verified domain
12 followers10 public repossince Apr 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIbaepoints to another repo — not scored2.0.942143846 days agobaeclienttool
PyPIovermind0.1.100-810 days agoaiapiclientenforcementovermindpolicy

Metrics by category

Vitality

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

81Excellent · 21% of overall

Development activity

68Good
How it's scored
36/36Push recency — last push 0 days ago
3.5/36Commit cadence — 5/52 weeks with commits
18/18Commit volume — 112 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year112
human_commit_share0.89
days_since_last_push0
active_weeks_last_year5

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 11 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~3.1 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count11
latest_release_tagv0.1.8
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases3.1
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?

68Good · 17% of overall

Popularity & adoption

61Moderate
How it's scored
45.8/60Stars — 669 stars
15.2/25Forks — 67 forks
0/15Watchers — 1 watchers
Inputs used
forks67
stars669
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

77Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (AGPL-3.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR 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_templateyes

Sustainability & Governance

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

76Good · 23% of overall

Maintainer resilience (bus factor)

61Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
14.6/22.5Commit distribution — top contributor authored 35% of commits
10.8/13.5Contributor breadth — 8 contributors
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor2
contributors_sampled8
top_contributor_share0.352

Issue & PR responsiveness

83Excellent
How it's scored
40.1/42Issue resolution — 96% of issues closed
25.7/30PR acceptance — 169/197 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
6/15OpenSSF Scorecard: Code-Review — Found 14/29 approved changesets -- score normalized to 4
Inputs used
merged_prs169
open_issues1
closed_issues21
prs_merged_7d30
prs_decided_7d40
prs_merged_30d47
prs_decided_30d58
issue_closed_ratio0.955
closed_unmerged_prs28
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

69Good
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
8/25Owner reach — 12 followers of overmind-core
10.6/25Track record — 10 public repos, account ~1 yr old
Inputs used
followers12
owner_typeOrganization
is_verifiedyes
owner_loginovermind-core
public_repos10
account_age_days548

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

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 8 workflow(s)
24/24Tests present
16/16Linter config — biome.json, overmind/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 24 out of 24 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

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://overmindlab.ai
10/10Repository description
10/10Topics — 10 topics
10/10Wiki
Inputs used
topicsai-agents, evals, fine-tuning, llm, llm-evaluation, llmops, lora, mcp, observability, python
has_wikiyes
homepagehttps://overmindlab.ai
docs_sitehttps://overmindlab.ai
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

70Good · 16% of overall

Security posture

63Moderate
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
2.5/2.5CI-Tests — 24 out of 24 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
3/7.5Code-Review — Found 14/29 approved changesets -- score normalized to 4
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
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 13 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
4.5/5SAST — SAST tool is not run on all commits -- score normalized to 9
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 — 67 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.3
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
advisories0
affected_packages0
assessed_packages281
unassessed_packages39
affected_by_severitynone
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 281 resolved dependencies against OSV. 39 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.

77Good · 4% of overall

Agent context & guidance

99Exceptional
How it's scored
45/45Agent instructions — AGENTS.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://overmindlab.ai/llms.txt)
39/40Legible commit history — 65 of 89 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://overmindlab.ai/llms.txt
legible_history_share0.73
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes44,835

Verify loop (build / test / typecheck)

80Excellent
How it's scored
18/18One-command bootstrap — Makefile, overmind/Makefile
22/22Automated tests
11/11Lint / format config — biome.json, overmind/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.ruff])
11/11Static type checking — frontend/tsconfig.json, overmind/overmind/py.typed
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 11 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_dockerfileyes
typed_languageno
bootstrap_filesMakefile, overmind/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsfrontend/tsconfig.json, overmind/overmind/py.typed
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0.11

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (frontend/tsconfig.json, overmind/overmind/py.typed)
54.7/55Manageable file sizes — 10/1,851 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes187,170
source_files_sampled1,851
oversized_source_files10

Machine-readable interfaces

20At Risk
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs—
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

669GitHub stars
8contributors
112commits, last 12 months
0days since last push
11releases
2bus factor
1open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi package 'bae' points at a different repository (http://developer.baidu.com); excluded from ecosystem scoring
  • pypi download statistics for 'overmind' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • deps.dev does not index pypi:overmind@0.1.100; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 67 ⇿
0Stars
67Forks
9Releases

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.

013253850637567102026-052026-082026-10
Major 0Minor 1Patch 8
OpenSSF Scorecard 6.3 / 10
6.3aggregate

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 · 2026-10-19 16:51 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests24 out of 24 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
4Code-ReviewFound 14/29 approved changesets -- score normalized to 4
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 13 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
9SASTSAST tool is not run on all commits -- score normalized to 9
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities67 existing vulnerabilities detected
Direct dependencies 103
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All dependencies 320

Full resolved dependency set from the GitHub dependency graph: 107 direct and 213 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIannotated-doc0.0.4indirect
PyPIannotated-doc0.0.5indirect
PyPIannotated-types0.7.0indirect
PyPIannotated-types0.8.0indirect
PyPIanyio4.14.2indirect
PyPIanyio4.15.1indirect
PyPIasgiref3.11.1indirect
PyPIasgiref3.12.1indirect
PyPIattrs26.1.0indirect
PyPIbackoff2.2.1indirect
PyPIbae0.2.0indirect
PyPIbilliard4.2.4indirect
PyPIbotocore1.43.36indirect
PyPIcbor26.1.2indirect
PyPIcertifi2026.6.17indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.7indirect
PyPIcharset-normalizer3.4.9indirect
PyPIclick8.4.2indirect
PyPIclick-didyoumean0.3.1indirect
PyPIclick-plugins1.1.1.2indirect
PyPIclick-repl0.3.0indirect
PyPIcolorama0.4.6indirect
PyPIcoverage7.14.3indirect
PyPIcoverage7.15.1indirect
PyPIcron-descriptor1.4.5indirect
PyPIcyclopts4.20.0indirect
PyPIdefusedxml0.7.1indirect
PyPIdetect-agent0.3.0indirect
PyPIdistlib0.4.3indirect
PyPIdistro1.9.0indirect
PyPIdjango-timezone-field7.2.2indirect
PyPIdoclang0.7.3indirect
PyPIdocling-core2.99.0indirect
PyPIdocling-parse7.22.1indirect
PyPIdocstring-parser0.18.0indirect
PyPIexceptiongroup1.3.1indirect
PyPIexecnet2.1.2indirect
PyPIfilelock3.29.4indirect
PyPIfilelock3.29.7indirect
PyPIfiletype1.2.0indirect
PyPIfrozenlist1.8.0indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIgoogleapis-common-protos1.75.4indirect
PyPIgreenlet3.5.6indirect
PyPIgrpclib0.4.9indirect
PyPIh110.16.0indirect
PyPIh24.4.1indirect
PyPIhpack4.2.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.12.0indirect
PyPIhttpcore22.13.1indirect
PyPIhttptools0.8.0indirect
PyPIhttpx-sse0.4.3indirect
PyPIhttpx22.12.0indirect
PyPIhttpx22.13.1indirect
PyPIhttpx2-jsfetch1.0indirect
PyPIhyperframe6.1.0indirect
PyPIidentify2.6.19indirect
PyPIidna3.18indirect
PyPIinflection0.5.1indirect
PyPIiniconfig2.3.0indirect
PyPIjinja23.1.6indirect
PyPIjiter0.16.0indirect
PyPIjiter0.17.0indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.3indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkombu5.6.2indirect
PyPIlatex2mathml3.81.1indirect
PyPIlocate1.1.1indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarko2.2.4indirect
PyPImarkupsafe3.0.3indirect
PyPImdurl0.1.2indirect
PyPImsgpack1.2.3indirect
PyPImultidict6.9.1indirect
PyPInarwhals2.22.1indirect
PyPInodeenv1.10.0indirect
PyPIopeninference-instrumentation0.1.59indirect
PyPIopeninference-instrumentation0.1.66indirect
PyPIopeninference-instrumentation-langchain0.1.72indirect
PyPIopeninference-instrumentation-langchain0.1.76indirect
PyPIopeninference-semantic-conventions0.1.33indirect
PyPIopeninference-semantic-conventions0.1.39indirect
PyPIopentelemetry-api1.43.0indirect
PyPIopentelemetry-api1.45.0indirect
PyPIopentelemetry-exporter-http-transport0.66b0indirect
PyPIopentelemetry-exporter-otlp-common0.66b0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.43.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.45.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.43.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.45.0indirect
PyPIopentelemetry-instrumentation0.64b0indirect
PyPIopentelemetry-instrumentation0.66b0indirect
PyPIopentelemetry-instrumentation-agno0.62.1indirect
PyPIopentelemetry-instrumentation-agno0.62.4indirect
PyPIopentelemetry-instrumentation-anthropic0.62.1indirect
PyPIopentelemetry-instrumentation-anthropic0.62.4indirect
PyPIopentelemetry-instrumentation-asgi0.64b0indirect
PyPIopentelemetry-instrumentation-asgi0.66b0indirect
PyPIopentelemetry-instrumentation-fastapi0.64b0indirect
PyPIopentelemetry-instrumentation-fastapi0.66b0indirect
PyPIopentelemetry-instrumentation-google-generativeai0.62.1indirect
PyPIopentelemetry-instrumentation-google-generativeai0.62.4indirect
PyPIopentelemetry-instrumentation-httpx0.64b0indirect
PyPIopentelemetry-instrumentation-httpx0.66b0indirect
PyPIopentelemetry-instrumentation-logging0.64b0indirect
PyPIopentelemetry-instrumentation-logging0.66b0indirect
PyPIopentelemetry-instrumentation-openai0.62.1indirect
PyPIopentelemetry-instrumentation-openai0.62.4indirect
PyPIopentelemetry-instrumentation-requests0.64b0indirect
PyPIopentelemetry-instrumentation-requests0.66b0indirect
PyPIopentelemetry-overmind0.53.0indirect
PyPIopentelemetry-sdk1.43.0indirect
PyPIopentelemetry-sdk1.45.0indirect
PyPIopentelemetry-semantic-conventions0.64b0indirect
PyPIopentelemetry-semantic-conventions0.66b0indirect
PyPIopentelemetry-semantic-conventions-ai0.5.1indirect
PyPIopentelemetry-util-http0.64b0indirect
PyPIopentelemetry-util-http0.66b0indirect
PyPIpillow12.3.0indirect
PyPIplatformdirs4.10.0indirect
PyPIplaywright1.63.0indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.6.0indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.5.2indirect
PyPIpycparser3.0indirect
PyPIpydantic2.13.4indirect
PyPIpydantic2.14.1indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-core2.50.1indirect
PyPIpydantic-settings2.15.0indirect
PyPIpyee13.0.1indirect
PyPIpygments2.20.0indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-django4.12.0indirect
PyPIpytest-html4.2.0indirect
PyPIpytest-metadata3.1.1indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-crontab3.3.0indirect
PyPIpython-discovery1.6.1indirect
PyPIpython-docx1.2.0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-multipart0.0.32indirect
PyPIpywin32312indirect
PyPIreferencing0.37.0indirect
PyPIresponses0.26.3indirect
PyPIrespx0.23.1indirect
PyPIrich-rst2.0.2indirect
PyPIrpds-py2026.5.1indirect
PyPIrtree1.4.1indirect
PyPIruff0.15.20indirect
PyPIruff0.15.21indirect
PyPIs3transfer0.19.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve3.0.3indirect
PyPIsqlparse0.6.0indirect
PyPIsse-starlette3.4.11indirect
PyPIsynchronicity0.12.6indirect
PyPItabulate0.10.0indirect
PyPIthreadpoolctl3.6.0indirect
PyPItime-machine3.5.1indirect
PyPItoml0.10.2indirect
PyPItqdm4.68.3indirect
PyPItruststore0.10.4indirect
PyPItruststore0.10.5indirect
PyPItypes-certifi2021.10.8.3indirect
PyPItypes-pyyaml6.0.12.20260518indirect
PyPItypes-requests2.33.0.20260518indirect
PyPItypes-tabulate0.10.0.20260508indirect
PyPItypes-toml0.10.8.20260518indirect
PyPItypes-tqdm4.68.0.20260608indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.2indirect
PyPItyping-inspection0.4.4indirect
PyPItzdata2026.2indirect
PyPItzlocal5.4.4indirect
PyPIuritemplate4.2.0indirect
PyPIurllib32.8.0indirect
PyPIuvloop0.22.1indirect
PyPIvine5.1.0indirect
PyPIvirtualenv21.7.13indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.1indirect
PyPIwebsockets16.0indirect
PyPIwrapt2.2.2indirect
PyPIwrapt2.5.0indirect
PyPIyarl1.24.2indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 281 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct. 39 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

No known advisories affect the assessed dependencies.

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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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.