Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-12 18:24 UTC

scverse / liana

LIANA+: an all-in-one framework for cell-cell communication

PythonBSD-3-Clause★ 315 stars⑂ 37 forkssince Sep 2022View on GitHub ↗
KindCommand-line toolhow this is determined
#cell-cell-communication#ligand-receptor#python#single-cell#single-cell-rna-seq#spatial#spatialomics

scverse/liana holds a health index of 92 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (100/100) and lowest on AI Readiness (60/100). It was last updated 1 day 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

scverseOrganization
1,557 followers97 public repossince Nov 2021

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIlianapoints to another repo — not scored1.10.013,2993116 days ago

Metrics by category

Vitality

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

87Excellent · 21% of overall

Development activity

83Excellent
How it's scored
36/36Push recency — last push 1 days ago
19.4/36Commit cadence — 28/52 weeks with commits
18/18Commit volume — 240 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year240
human_commit_share0.98
days_since_last_push1
active_weeks_last_year28

Release discipline

92Excellent
How it's scored
27/27Ships releases — 26 releases published
36/36Release recency — latest release 16 days ago
19.8/27Release cadence — a release every ~45.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count26
latest_release_tagv1.10.0
releases_from_tagsno
days_since_latest_release16
mean_days_between_releases45.4
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

54Moderate
How it's scored
40.5/60Stars — 315 stars
13/25Forks — 37 forks
0/15Watchers — 1 watchers
Inputs used
forks37
stars315
watchers1
growth_stateorganic
growth_factor_pct100

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (BSD-3-Clause)
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_servicescodecov.io, github.com, readthedocs.org, shields.io
has_pull_request_templateno

Sustainability & Governance

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

63Moderate · 23% of overall

Maintainer resilience (bus factor)

42Weak
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
9.1/22.5Commit distribution — top contributor authored 60% of commits
13.5/13.5Contributor breadth — 18 contributors
10/10OpenSSF Scorecard: Contributors — project has 26 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled18
top_contributor_share0.595

Issue & PR responsiveness

76Good
How it's scored
39.9/42Issue resolution — 95% of issues closed
23.1/30PR acceptance — 64/83 decided PRs merged
13/13Newcomer PR acceptance — 11/11 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — Found 1/14 approved changesets -- score normalized to 0
Inputs used
merged_prs64
open_issues9
closed_issues176
prs_merged_7d9
prs_decided_7d9
prs_merged_30d16
prs_decided_30d17
issue_closed_ratio0.951
closed_unmerged_prs19
first_time_authors_30d2
first_time_prs_merged_30d11
first_time_prs_decided_30d11

Ownership & stewardship

76Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
23/25Owner reach — 1,557 followers of scverse
22.6/25Track record — 97 public repos, account ~4 yr old
Inputs used
followers1,557
owner_typeOrganization
is_verifiedno
owner_loginscverse
public_repos97
account_age_days1,747

Engineering Quality

Are baseline engineering and documentation practices in place?

100Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — http://liana.readthedocs.io/
10/10Repository description
10/10Topics — 7 topics
10/10Wiki
Inputs used
topicscell-cell-communication, ligand-receptor, python, single-cell, single-cell-rna-seq, spatial, spatialomics
has_wikiyes
homepagehttp://liana.readthedocs.io/
docs_sitehttp://liana.readthedocs.io/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

78Good · 16% of overall

Security posture

72Good
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 15 out of 15 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
0/7.5Code-Review — Found 1/14 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 26 contributing companies or organizations
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 15 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
5/5Pinned-Dependencies — all dependencies are pinned
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
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7.2
Excluded from scoring (no data or not applicable): Branch-Protection, 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
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages58
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:liana@1.10.0 runtime dependency closure — what installing the published package pulls in — 58 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.

60Moderate · 4% of overall

Agent context & guidance

34At Risk
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://docs.claude.com/llms.txt)
18.5/40Legible commit history — 34 of 98 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://docs.claude.com/llms.txt
legible_history_share0.347
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

72Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — src/liana/py.typed
0/10Reproducible environment
10/10Demonstrated agent practice — 22 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 2 of the last 100 commits are automated dependency updates
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Inputs used
has_nixno
has_testsyes
lockfiles—
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configssrc/liana/py.typed
agent_commit_share0.22
toolchain_manifests—
dependency_bot_commit_share0.02

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (src/liana/py.typed)
55/55Manageable file sizes — 0/130 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes43,349
source_files_sampled130
oversized_source_files0

Key facts

315GitHub stars
18contributors
240commits, last 12 months
1days since last push
26releases
1bus factor
9open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Star history carried forward from 2026-07-10: GitHub restricted the stargazers API to repository admins, so it can no longer be collected. The repository has 315 stars today.
  • pypi package 'liana' points at a different repository (https://github.com/saezlab/liana-py); excluded from ecosystem scoring

More detail

Star and fork history 305 ★ / 37 ⇿
305Stars
37Forks
26Releases

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.

Star history is shown as collected on 2026-07-10. GitHub restricted the stargazers API to repository administrators in July 2026, so this series can no longer be extended; the current star total above remains live.

012525037530537102022-102024-092026-08
Major 0Minor 10Patch 13

Each point covers 4 days.

OpenSSF Scorecard 7.2 / 10
7.2aggregate

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 · 2026-09-12 18:24 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
10CI-Tests15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/14 approved changesets -- score normalized to 0
10Contributorsproject has 26 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
10Pinned-Dependenciesall dependencies are pinned
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 10
RegistryPackageVersion constraintManifest
PyPIanndata>=0.13pyproject.toml
PyPIfast-array-utils—pyproject.toml
PyPImudata>=0.4pyproject.toml
PyPInumba—pyproject.toml
PyPIpandas—pyproject.toml
PyPIplotnine>=0.10.1pyproject.toml
PyPIscanpy>=1.12pyproject.toml
PyPIscverse-misc>=0.1.4pyproject.toml
PyPIsession-info2—pyproject.toml
PyPItqdm>=4pyproject.toml
All dependencies 312

Full resolved dependency set from the GitHub dependency graph: 16 direct and 296 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIanndata—direct
PyPIanndata0.12.7direct
PyPIfast-array-utils1.3.1direct
PyPImudata—direct
PyPImudata0.3.2direct
PyPInumba0.63.1direct
PyPIpandas2.3.3direct
PyPIplotnine—direct
PyPIplotnine0.15.2direct
PyPIscanpy—direct
PyPIscanpy1.11.5direct
PyPIscanpy1.12direct
PyPIscverse-misc—direct
PyPIsession-info20.3direct
PyPItqdm—direct
PyPItqdm4.67.1direct
PyPIaccessible-pygments0.0.5indirect
PyPIadjusttext1.3.0indirect
PyPIaiobotocore3.9.0indirect
PyPIaiohappyeyeballs2.7.1indirect
PyPIaiohttp3.14.3indirect
PyPIaioitertools0.13.0indirect
PyPIaiosignal1.4.0indirect
PyPIalabaster1.0.0indirect
PyPIannotated-types0.8.0indirect
PyPIannsel0.1.2indirect
PyPIannsel0.1.3indirect
PyPIappnope0.1.4indirect
PyPIarray-api-compat1.13.0indirect
PyPIasttokens3.0.1indirect
PyPIattrs25.4.0indirect
PyPIbabel2.17.0indirect
PyPIbackports-tarfile1.2.0indirect
PyPIbeautifulsoup44.14.3indirect
PyPIbotocore1.43.56indirect
PyPIbump2version1.0.1indirect
PyPIbumpversion0.6.0indirect
PyPIcell2cell0.8.4indirect
PyPIcertifi2026.1.4indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.4indirect
PyPIclick8.3.1indirect
PyPIcloudpickle3.1.2indirect
PyPIcolorama0.4.6indirect
PyPIcolorcet3.2.1indirect
PyPIcomm0.2.3indirect
PyPIcontourpy1.3.3indirect
PyPIcorneto0.9.1a6indirect
PyPIcoverage—indirect
PyPIcoverage7.13.1indirect
PyPIcryptography46.0.3indirect
PyPIcvxpy-base—indirect
PyPIcvxpy-base1.7.5indirect
PyPIcycler0.12.1indirect
PyPIdask2026.1.1indirect
PyPIdask2026.8.0indirect
PyPIdask-image2026.5.0indirect
PyPIdatashader0.19.1indirect
PyPIdebugpy1.8.19indirect
PyPIdecorator5.2.1indirect
PyPIdecoupler—indirect
PyPIdecoupler2.1.4indirect
PyPIdeprecated1.3.1indirect
PyPIdistlib0.4.0indirect
PyPIdistributed2026.1.1indirect
PyPIdistributed2026.8.0indirect
PyPIdocrep0.3.2indirect
PyPIdocutils—indirect
PyPIdocutils0.21.2indirect
PyPIdonfig0.8.1.post1indirect
PyPIdtw-python1.7.5indirect
PyPIet-xmlfile2.0.0indirect
PyPIexecuting2.2.1indirect
PyPIfastjsonschema2.21.2indirect
PyPIfilelock3.20.3indirect
PyPIfonttools4.61.1indirect
PyPIformulaic1.2.1indirect
PyPIformulaic-contrasts1.0.0indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.7.0indirect
PyPIgeopandas1.1.4indirect
PyPIgoogle-crc32c1.8.0indirect
PyPIgprofiler-official1.0.0indirect
PyPIgpytorch1.15.2indirect
PyPIgreenlet3.3.1indirect
PyPIgseapy—indirect
PyPIgseapy1.1.11indirect
PyPIh5py3.15.1indirect
PyPIhighspy—indirect
PyPIhighspy1.12.0indirect
PyPIid1.5.0indirect
PyPIidentify2.6.16indirect
PyPIidna3.11indirect
PyPIigraph1.0.0indirect
PyPIimagecodecs2025.11.11indirect
PyPIimageio2.37.4indirect
PyPIimagesize1.4.1indirect
PyPIimportlib-metadata8.7.1indirect
PyPIinflect7.5.0indirect
PyPIiniconfig2.3.0indirect
PyPIinterface-meta1.3.0indirect
PyPIipykernel7.1.0indirect
PyPIipython9.9.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.0indirect
PyPIjaraco-functools4.4.0indirect
PyPIjedi0.19.2indirect
PyPIjeepney0.9.0indirect
PyPIjinja23.1.6indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.3indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter-cache1.0.1indirect
PyPIjupyter-client8.8.0indirect
PyPIjupyter-core5.9.1indirect
PyPIkeyring25.7.0indirect
PyPIkiwisolver1.4.9indirect
PyPIkneed—indirect
PyPIkneed0.8.5indirect
PyPIlatexcodec3.0.1indirect
PyPIlazy-loader0.5indirect
PyPIlegacy-api-wrap1.5indirect
PyPIlegendkit0.3.6indirect
PyPIliana2.0.0indirect
PyPIlinear-operator0.6.1indirect
PyPIllvmlite0.46.0indirect
PyPIlocket1.0.0indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImarsilea0.5.7indirect
PyPImatplotlib3.10.8indirect
PyPImatplotlib-inline0.2.1indirect
PyPImatplotlib-scalebar0.9.0indirect
PyPImdit-py-plugins0.5.0indirect
PyPImdurl0.1.2indirect
PyPImizani0.14.3indirect
PyPImofaflex0.1.0.post2.dev191+g7928d6fd3indirect
PyPImofapy2—indirect
PyPImofapy20.7.3indirect
PyPImofax0.3.7indirect
PyPImore-itertools10.8.0indirect
PyPImpmath1.3.0indirect
PyPImsgpack1.2.2indirect
PyPImultidict6.7.1indirect
PyPImultipledispatch1.0.0indirect
PyPImultiscale-spatial-image2.0.3indirect
PyPImuon—indirect
PyPImuon0.1.7indirect
PyPImypy—indirect
PyPImyst-nb—indirect
PyPImyst-nb1.3.0indirect
PyPImyst-parser5.0.0indirect
PyPInarwhals2.15.0indirect
PyPInatsort8.4.0indirect
PyPInbclient0.10.4indirect
PyPInbformat5.10.4indirect
PyPInest-asyncio1.6.0indirect
PyPInetworkx3.6.1indirect
PyPInh30.3.2indirect
PyPInodeenv1.10.0indirect
PyPInumcodecs0.16.5indirect
PyPInumpy2.3.5indirect
PyPIome-zarr0.15.0indirect
PyPIome-zarr0.18.0indirect
PyPIome-zarr-models1.8.0indirect
PyPIomnipath—indirect
PyPIomnipath1.0.12indirect
PyPIopenpyxl3.1.5indirect
PyPIopt-einsum3.4.0indirect
PyPIpackaging26.0indirect
PyPIparam2.4.1indirect
PyPIparso0.8.5indirect
PyPIpartd1.4.2indirect
PyPIpathlib-abc0.5.2indirect
PyPIpatsy1.0.2indirect
PyPIpexpect4.9.0indirect
PyPIpillow12.1.0indirect
PyPIpims0.7indirect
PyPIplatformdirs4.5.1indirect
PyPIplotly7.0.0indirect
PyPIpluggy1.6.0indirect
PyPIpooch1.9.0indirect
PyPIpre-commit4.5.1indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf6.33.4indirect
PyPIpsutil7.2.1indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpyarrow23.0.0indirect
PyPIpybtex0.25.1indirect
PyPIpybtex-docutils1.0.3indirect
PyPIpycparser3.0indirect
PyPIpycrosstalker2.1.2indirect
PyPIpyct0.6.0indirect
PyPIpydantic2.12.5indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-zarr0.10.0indirect
PyPIpydata-sphinx-theme0.15.4indirect
PyPIpydeseq2—indirect
PyPIpydeseq20.5.4indirect
PyPIpygments2.19.2indirect
PyPIpynndescent0.6.0indirect
PyPIpyogrio0.13.0indirect
PyPIpyparsing3.3.2indirect
PyPIpyproj3.7.2indirect
PyPIpyro-api0.1.2indirect
PyPIpyro-ppl1.9.1indirect
PyPIpyscipopt—indirect
PyPIpyscipopt5.7.1indirect
PyPIpytest—indirect
PyPIpytest9.0.2indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpytz2025.2indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyyaml6.0.3indirect
PyPIpyzmq27.1.0indirect
PyPIrangehttpserver1.4.0indirect
PyPIreadme-renderer44.0indirect
PyPIreferencing0.37.0indirect
PyPIrequests2.32.5indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrfc39862.0.0indirect
PyPIrich14.2.0indirect
PyPIrpds-py0.30.0indirect
PyPIs3fs2026.7.0indirect
PyPIsankeyflow0.4.1indirect
PyPIscanpydoc—indirect
PyPIscikit-image0.26.0indirect
PyPIscikit-learn1.8.0indirect
PyPIscipy1.15.3indirect
PyPIseaborn0.13.2indirect
PyPIsecretstorage3.5.0indirect
PyPIsession-info1.0.1indirect
PyPIsetuptools80.10.1indirect
PyPIshapely2.1.2indirect
PyPIsix1.17.0indirect
PyPIslicerator1.1.0indirect
PyPIsnowballstemmer3.0.1indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.8.3indirect
PyPIspatial-image1.2.3indirect
PyPIspatialdata0.7.3indirect
PyPIspatialdata0.8.0indirect
PyPIspatialdata-plot0.4.0indirect
PyPIspatialdata-plot0.4.2indirect
PyPIsphinx—indirect
PyPIsphinx8.1.3indirect
PyPIsphinx-autodoc-typehints3.0.1indirect
PyPIsphinx-book-theme—indirect
PyPIsphinx-book-theme1.1.4indirect
PyPIsphinx-copybutton0.5.2indirect
PyPIsphinx-tabs3.4.7indirect
PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-bibtex—indirect
PyPIsphinxcontrib-bibtex2.6.5indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-mermaid—indirect
PyPIsphinxcontrib-mermaid2.1.0indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIsphinxext-opengraph0.13.0indirect
PyPIsqlalchemy2.0.46indirect
PyPIsquidpy—indirect
PyPIsquidpy1.8.2indirect
PyPIsquidpy1.8.3indirect
PyPIstack-data0.6.3indirect
PyPIstatannotations0.7.2indirect
PyPIstatsmodels0.14.6indirect
PyPIstdlib-list0.12.0indirect
PyPIsympy1.14.0indirect
PyPItabulate0.9.0indirect
PyPItblib3.2.2indirect
PyPItensorly—indirect
PyPItensorly0.9.0indirect
PyPItexttable1.7.0indirect
PyPIthreadpoolctl3.6.0indirect
PyPItifffile2026.3.3indirect
PyPItifffile2026.8.23indirect
PyPItoolz1.1.0indirect
PyPItorch2.13.0indirect
PyPItorch2.13.0+cpuindirect
PyPItornado6.5.4indirect
PyPItraitlets5.14.3indirect
PyPItwine—indirect
PyPItwine6.2.0indirect
PyPItypeguard4.4.4indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.4indirect
PyPItzdata2025.3indirect
PyPIumap-learn0.5.11indirect
PyPIuniversal-pathlib0.3.10indirect
PyPIurllib32.6.3indirect
PyPIvalidators0.35.0indirect
PyPIvirtualenv20.36.1indirect
PyPIwcwidth0.3.2indirect
PyPIwrapt2.0.1indirect
PyPIxarray2026.7.0indirect
PyPIxarray-dataclass3.0.0indirect
PyPIxarray-spatial0.10.17indirect
PyPIxarray-spatial0.5.3indirect
PyPIxlrd2.0.2indirect
PyPIyarl1.24.5indirect
PyPIzarr3.1.5indirect
PyPIzict3.0.0indirect
PyPIzipp3.23.0indirect
PyPIzstandard0.25.0indirect
Dependency advisories 0

Installing pypi:liana@1.10.0 pulls in 58 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

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.

Raw JSON report machine-readable

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

The message is kept through sign-in.

Related records

Inspected repositories sharing catalogue tags or ecosystems with scverse/liana. Read them side by side →

100astropy/astropyAstronomy and astrophysics core libraryExceptional100huggingface/transformers🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. Exceptional100optuna/optunaA hyperparameter optimization frameworkExceptional100open-telemetry/opentelemetry-pythonOpenTelemetry Python API and SDK Exceptional100PrefectHQ/prefectPrefect is a workflow orchestration framework for building resilient data pipelines in Python.Exceptional100deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Exceptional

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.