Public record
Software health reportschema 0.31.0 · metrics 2.5.0 · 2026-08-07 02:11 UTC

TransluceAI / docent

Python · TypeScriptCustom license★ 119 stars⑂ 12 forkssince Aug 2025View on GitHub ↗
KindCommand-line toolNetwork serviceLibraryhow this is determined

TransluceAI/docent holds a health index of 54 out of 100, placing it in the Moderate band. It scores highest on AI Readiness (69/100) and lowest on Vitality (47/100). It was last updated 2 days ago. A single contributor accounts for most of its recent work.

54
overall / 100
Moderate

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.

54
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 53 is calibrated to 54 on the published index scale (record calibration 2026-08-02).

Ownership

TransluceOrganization
337 followers13 public repossince Jun 2024

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIdocent-python0.1.7840,731840 days ago

Metrics by category

Vitality

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

47Weak · 21% of overall
How it's scored
36/36Push recency — last push 2 days ago
14.5/36Commit cadence — 21/52 weeks with commits
18/18Commit volume — 107 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year107
human_commit_share0.42
days_since_last_push2
active_weeks_last_year21
How it's scored
0/27Ships releases — no releases published
0/36Release recency — no releases
0/27Release cadence — no releases
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count0
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?

51Moderate · 17% of overall
How it's scored
33.6/60Stars — 119 stars
8.7/25Forks — 12 forks
0/15Watchers — 1 watchers
Inputs used
forks12
stars119
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
16.9/22.5License — license file present, not a recognized license
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges4
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateno
How it's scored
61.5/80Monthly downloads — 40,731 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesdocent-python
dependents
ecosystemspypi
total_downloads
monthly_downloads40,731
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?

53Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
3.8/22.5Commit distribution — top contributor authored 83% of commits
5.4/13.5Contributor breadth — 4 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled4
top_contributor_share0.83
How it's scored
21/42Issue resolution — 50% of issues closed
24.3/30PR acceptance — 60/74 decided PRs merged
0/13Newcomer PR acceptance — 0/1 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/1 approved changesets -- score normalized to 0
Inputs used
merged_prs60
open_issues1
closed_issues1
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d1
issue_closed_ratio0.5
closed_unmerged_prs14
first_time_authors_30d1
first_time_prs_merged_30d0
first_time_prs_decided_30d1
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
18.2/25Owner reach — 337 followers of TransluceAI
12.6/25Track record — 13 public repos, account ~2 yr old
Inputs used
followers337
owner_typeOrganization
is_verified
owner_loginTransluceAI
public_repos13
account_age_days785

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 — 84 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesdocent-python
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

58Moderate · 19% of overall
How it's scored
0/24CI workflows
24/24Tests present
16/16Linter config — .eslintrc.json
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 15 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_cino
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docent.transluce.org
0/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepagehttps://docent.transluce.org
has_readmeyes
has_docs_diryes
has_descriptionno

Security

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

51Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
0/2.5CI-Tests — 0 out of 15 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/1 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
0/10Dangerous-Workflow — no data
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
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 — no data
0/7.5Vulnerabilities — 120 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated13
scorecard_versionv5.5.0
checks_inconclusive5
scorecard_aggregate3.9
Excluded from scoring (no data or not applicable): branch_protection, dangerous_workflow, packaging, signed_releases, token_permissions. 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
advisories84
affected_packages10
assessed_packages295
unassessed_packages81
affected_by_severitycritical 1, high 6, moderate 3
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 295 resolved dependencies against OSV. 81 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.

69Good · 4% of overall
How it's scored
45/45Agent instructions — .cursor/rules/backend.mdc, .cursor/rules/frontend.mdc, .cursor/rules/local_setup.mdc, .cursor/rules/schemas.mdc
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 39 of 42 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.929
agent_instruction_files.cursor/rules/backend.mdc, .cursor/rules/frontend.mdc, .cursor/rules/local_setup.mdc, .cursor/rules/schemas.mdc
agent_instruction_max_bytes3,087
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .eslintrc.json
11/11Static type checking — docent/docent/py.typed, docent_core/_server/py.typed, docent_core/_web/tsconfig.json, docent_core/py.typed
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 58 of the last 100 commits are automated dependency updates
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configsdocent/docent/py.typed, docent_core/_server/py.typed, docent_core/_web/tsconfig.json, docent_core/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.58
How it's scored
27/45Type-checkable code — Python with type-check config (docent/docent/py.typed, docent_core/_server/py.typed, docent_core/_web/tsconfig.json, docent_core/py.typed)
54.5/55Manageable file sizes — 3/347 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes94,039
source_files_sampled347
oversized_source_files3
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples, notebooks, samples
Inputs used
example_dirsexamples, notebooks, samples
has_mcp_signalno
api_schema_files

Key facts

119GitHub stars
4contributors
107commits, last 12 months
2days since last push
0releases
1bus factor
1open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'docent-core' from its registry
  • deps.dev does not index pypi:docent-python@0.1.78; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 12 ⇿
0Stars
12Forks

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.

0246810121212025-102026-032026-08
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 · 2026-08-07 02:11 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
0CI-Tests0 out of 15 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/1 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
n/aDangerous-Workflowno workflows found
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
n/aToken-PermissionsNo tokens found
0Vulnerabilities120 existing vulnerabilities detected
Direct dependencies 42
RegistryPackageVersion constraintManifest
PyPIpydantic>=2.11.7docent/pyproject.toml
PyPIpyyaml>=6.0.2docent/pyproject.toml
PyPItiktoken>=0.7.0docent/pyproject.toml
PyPItqdm>=4.67.1docent/pyproject.toml
PyPIbackoff>=2.2.1docent/pyproject.toml
PyPIinspect-ai>=0.3.132docent/pyproject.toml
PyPIopentelemetry-api>=1.34.1docent/pyproject.toml
PyPIopentelemetry-sdk>=1.34.1docent/pyproject.toml
PyPIopentelemetry-exporter-otlp-proto-grpc>=1.34.1docent/pyproject.toml
PyPIopentelemetry-exporter-otlp-proto-http>=1.34.1docent/pyproject.toml
PyPIopentelemetry-instrumentation-anthropic>=0.44.1docent/pyproject.toml
PyPIopentelemetry-instrumentation-bedrock>=0.44.1docent/pyproject.toml
PyPIopentelemetry-instrumentation-langchain>=0.44.1docent/pyproject.toml
PyPIopentelemetry-instrumentation-openai>=0.44.1docent/pyproject.toml
PyPIopentelemetry-instrumentation-threading>=0.55b1docent/pyproject.toml
PyPIpython-dotenv>=1.2.2pyproject.toml
PyPItyper>=0.16.0pyproject.toml
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PyPIfastapi>=0.114.1pyproject.toml
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PyPIalembic>=1.16.4pyproject.toml
PyPIpasslib>=1.7.4pyproject.toml
PyPIopenai>=1.68.0pyproject.toml
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PyPIposthog>=6.3.1pyproject.toml
PyPIjsonschema>=4.24.0pyproject.toml
All dependencies 376

Full resolved dependency set from the GitHub dependency graph: 53 direct and 323 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIfsspec2025.3.0indirect
PyPIghp-import2.1.0indirect
PyPIgoogle-auth2.40.3indirect
PyPIgoogleapis-common-protos1.70.0indirect
PyPIgriffe1.14.0indirect
PyPIgrpcio1.74.0indirect
PyPIgrpcio1.75.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.1.10indirect
PyPIhf-xet1.1.5indirect
PyPIhiredis3.2.1indirect
PyPIhttpcore1.0.9indirect
PyPIhttptools0.6.4indirect
PyPIhttpx0.28.1indirect
PyPIhuggingface-hub0.34.3indirect
PyPIhuggingface-hub0.35.0indirect
PyPIidentify2.6.14indirect
PyPIidna3.15indirect
PyPIijson3.4.0indirect
PyPIimportlib-metadata8.7.0indirect
PyPIiniconfig2.1.0indirect
PyPIipykernel6.30.1indirect
PyPIipython9.5.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIipywidgets8.1.7indirect
PyPIisoduration20.11.0indirect
PyPIjedi0.19.2indirect
PyPIjinja23.1.6indirect
PyPIjiter0.10.0indirect
PyPIjiter0.11.0indirect
PyPIjmespath1.0.1indirect
PyPIjson50.12.1indirect
PyPIjsonlines4.0.0indirect
PyPIjsonpatch1.33indirect
PyPIjsonpath-ng1.7.0indirect
PyPIjsonpointer3.0.0indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter1.1.1indirect
PyPIjupyter-client8.6.3indirect
PyPIjupyter-console6.6.3indirect
PyPIjupyter-core5.8.1indirect
PyPIjupyter-events0.12.0indirect
PyPIjupyter-lsp2.3.0indirect
PyPIjupyter-server2.20.0indirect
PyPIjupyter-server-terminals0.5.3indirect
PyPIjupyterlab4.5.7indirect
PyPIjupyterlab-pygments0.3.0indirect
PyPIjupyterlab-server2.28.0indirect
PyPIjupyterlab-widgets3.0.15indirect
PyPIkiwisolver1.4.9indirect
PyPIlark1.2.2indirect
PyPIlinkify-it-py2.0.3indirect
PyPImako1.3.12indirect
PyPImarkdown3.9indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkupsafe3.0.2indirect
PyPImatplotlib3.10.6indirect
PyPImatplotlib-inline0.1.7indirect
PyPImdit-py-plugins0.5.0indirect
PyPImdurl0.1.2indirect
PyPImergedeep1.3.4indirect
PyPImistune3.3.0indirect
PyPImkdocs1.6.1indirect
PyPImkdocs-autorefs1.4.3indirect
PyPImkdocs-get-deps0.2.0indirect
PyPImkdocs-material9.6.20indirect
PyPImkdocs-material-extensions1.3.1indirect
PyPImkdocstrings0.30.1indirect
PyPImkdocstrings-python1.18.2indirect
PyPImmh35.2.0indirect
PyPImultidict6.6.4indirect
PyPImultiprocess0.70.16indirect
PyPInbclient0.10.2indirect
PyPInbconvert7.17.1indirect
PyPInbformat5.10.4indirect
PyPInest-asyncio1.6.0indirect
PyPInodeenv1.9.1indirect
PyPInotebook7.5.6indirect
PyPInotebook-shim0.2.4indirect
PyPInumpy2.3.3indirect
PyPIopentelemetry-exporter-otlp-proto-common1.34.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.37.0indirect
PyPIopentelemetry-instrumentation0.55b1indirect
PyPIopentelemetry-instrumentation0.58b0indirect
PyPIopentelemetry-semantic-conventions0.55b1indirect
PyPIopentelemetry-semantic-conventions0.58b0indirect
PyPIopentelemetry-semantic-conventions-ai0.4.11indirect
PyPIopentelemetry-semantic-conventions-ai0.4.13indirect
PyPIoverrides7.7.0indirect
PyPIpackaging25.0indirect
PyPIpaginate0.5.7indirect
PyPIpandas2.3.2indirect
PyPIpandocfilters1.5.1indirect
PyPIparso0.8.5indirect
PyPIpathspec0.12.1indirect
PyPIpexpect4.9.0indirect
PyPIpillow12.2.0indirect
PyPIplatformdirs4.4.0indirect
PyPIpluggy1.6.0indirect
PyPIply3.11indirect
PyPIpre-commit4.3.0indirect
PyPIprometheus-client0.23.1indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.3.2indirect
PyPIpsutil7.0.0indirect
PyPIpsutil7.1.0indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpyarrow23.0.1indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser2.23indirect
PyPIpydantic-core2.33.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpymdown-extensions10.21.3indirect
PyPIpyparsing3.2.4indirect
PyPIpyright1.1.405indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-json-logger3.3.0indirect
PyPIpython-yakh0.4.1indirect
PyPIpytz2025.2indirect
PyPIpywin32311indirect
PyPIpywinpty3.0.0indirect
PyPIpyyaml-env-tag1.1indirect
PyPIpyzmq27.1.0indirect
PyPIquesto0.4.1indirect
PyPIreferencing0.36.2indirect
PyPIregex2024.11.6indirect
PyPIregex2025.9.18indirect
PyPIrequests2.33.0indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrfc3987-syntax1.1.0indirect
PyPIrich13.9.4indirect
PyPIrpds-py0.27.1indirect
PyPIrsa4.9.1indirect
PyPIs3fs2025.3.0indirect
PyPIs3transfer0.13.1indirect
PyPIsemver3.0.4indirect
PyPIsend2trash1.8.3indirect
PyPIsetuptools80.9.0indirect
PyPIshellingham1.5.4indirect
PyPIshortuuid1.0.13indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.8indirect
PyPIsoupsieve2.8.4indirect
PyPIstack-data0.6.3indirect
PyPIstarlette1.3.1indirect
PyPItenacity9.1.2indirect
PyPIterminado0.18.1indirect
PyPItextual2.1.2indirect
PyPItinycss21.4.0indirect
PyPItokenizers0.21.4indirect
PyPItokenizers0.22.1indirect
PyPItornado6.5.7indirect
PyPItraitlets5.14.3indirect
PyPItypes-python-dateutil2.9.0.20250822indirect
PyPItyping-extensions4.14.0indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.1indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.2indirect
PyPIuc-micro-py1.0.3indirect
PyPIuri-template1.3.0indirect
PyPIurllib32.7.0indirect
PyPIuvloop0.21.0indirect
PyPIvirtualenv20.36.1indirect
PyPIwatchfiles1.1.0indirect
PyPIwcwidth0.2.13indirect
PyPIwebcolors24.11.1indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.8.0indirect
PyPIwebsockets15.0.1indirect
PyPIwidgetsnbextension4.0.14indirect
PyPIwrapt1.17.2indirect
PyPIwrapt1.17.3indirect
PyPIxxhash3.5.0indirect
PyPIyarl1.20.1indirect
PyPIzipp3.23.0indirect
Dependency advisories 10

This repository publishes no package the index resolves, so its own dependency graph was assessed — 295 packages, which also include development and test pins that never ship: 10 carry known advisories, of which 0 are direct. 81 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
pillow12.2.0indirectcritical2612.3.0
aiohttp3.14.0indirecthigh223.14.3
click8.2.1indirecthigh18.3.3
jupyterlab4.5.7indirecthigh64.6.2
next16.2.6indirecthigh916.2.11
pyasn10.6.3indirecthigh60.6.4
soupsieve2.8indirecthigh42.8.4
aiohttp3.14.1indirectmoderate63.14.3
pymdown-extensions10.21.3indirectmoderate211.0.0
setuptools80.9.0indirectmoderate283.0.0

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

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 v2.5.0, schema v0.31.0 — full methodology · metrics wiki.

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