Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-19 22:14 UTC

litestar-org / advanced-alchemy

A carefully crafted, thoroughly tested, optimized companion library for SQLAlchemy

PythonMIT★ 812 stars⑂ 84 forkssince Sep 2023View on GitHub ↗
KindCommand-line toolLibraryhow this is determined

litestar-org/advanced-alchemy holds a health index of 94 out of 100, placing it in the Exceptional band. It scores highest on Engineering Quality (92/100) and lowest on Security (70/100). It was last updated today. A single contributor accounts for most of its recent work.

94
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.

94
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 81 is calibrated to 94 on the published index scale (record calibration 2026-08-02).

Ownership

LitestarOrganization · verified domain
406 followers51 public repossince Jan 2022

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIadvanced_alchemy1.12.0702,8821200 days agoalembicfastapiflasklitestarsanicsqlalchemy

Metrics by category

Vitality

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

90Excellent · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
19.4/36Commit cadence — 28/52 weeks with commits
18/18Commit volume — 119 commits in the last year
10/10OpenSSF Scorecard: Maintained — 11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year119
human_commit_share0.77
days_since_last_push0
active_weeks_last_year28

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~34.5 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv1.12.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases34.5
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?

84Excellent · 17% of overall
How it's scored
47.2/60Stars — 812 stars
16/25Forks — 84 forks
6.2/15Watchers — 14 watchers
Inputs used
forks84
stars812
watchers14
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges17
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicescodecov.io, github.com, shields.io, sonarcloud.io
has_pull_request_templateyes
How it's scored
78/80Monthly downloads — 702,882 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesadvanced_alchemy
dependents—
ecosystemspypi
total_downloads—
monthly_downloads702,882
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?

73Good · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
7.7/22.5Commit distribution — top contributor authored 66% of commits
13.5/13.5Contributor breadth — 59 contributors
10/10OpenSSF Scorecard: Contributors — project has 20 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled59
top_contributor_share0.658
How it's scored
33.6/42Issue resolution — 80% of issues closed
25.8/30PR acceptance — 506/588 decided PRs merged
6.5/13Newcomer PR acceptance — 1/2 first-time contributors' PRs merged in 30d
6/15OpenSSF Scorecard: Code-Review — Found 13/30 approved changesets -- score normalized to 4
Inputs used
merged_prs506
open_issues38
closed_issues152
prs_merged_7d2
prs_decided_7d2
prs_merged_30d3
prs_decided_30d4
issue_closed_ratio0.8
closed_unmerged_prs82
first_time_authors_30d2
first_time_prs_merged_30d1
first_time_prs_decided_30d2
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
18.8/25Owner reach — 406 followers of litestar-org
22.1/25Track record — 51 public repos, account ~4 yr old
Inputs used
followers406
owner_typeOrganization
is_verifiedyes
owner_loginlitestar-org
public_repos51
account_age_days1,747

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

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall
How it's scored
24/24CI workflows — 9 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff], [tool.black])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 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

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — http://advanced-alchemy.litestar.dev/
10/10Repository description
10/10Topics — 18 topics
0/10Wiki
Inputs used
topicsduckdb, fastapi, litestar, mysql, oracle-db, postgresql, sanic, spanner, sqlalchemy, sqlite, starlette, alembic, repository-pattern, mssql, cockroachdb, litestar-org, flask, sqlmodel
has_wikino
homepagehttp://advanced-alchemy.litestar.dev/
docs_sitehttp://advanced-alchemy.litestar.dev/
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
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 — 30 out of 30 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 13/30 approved changesets -- score normalized to 4
2.5/2.5Contributors — project has 20 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 — 11 commit(s) and 3 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
5/5SAST — SAST tool is run on all commits
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 — 74 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
advisories176
affected_packages29
assessed_packages367
unassessed_packages0
affected_by_severitycritical 3, high 17, moderate 9
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 367 resolved dependencies against OSV. 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.

71Good · 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 — 77 of 77 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff], [tool.black])
11/11Static type checking — advanced_alchemy/py.typed
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 23 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configsadvanced_alchemy/py.typed
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0.23
How it's scored
27/45Type-checkable code — Python with type-check config (advanced_alchemy/py.typed)
53/55Manageable file sizes — 10/280 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes172,574
source_files_sampled280
oversized_source_files10
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

812GitHub stars
59contributors
119commits, last 12 months
0days since last push
100releases
1bus factor
38open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:advanced_alchemy@1.12.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 84 ⇿
0Stars
84Forks
99Releases

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.

0204060801008422023-092025-042026-10
Major 1Minor 39Patch 57

Each point covers 3 days.

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 22:14 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 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 13/30 approved changesets -- score normalized to 4
10Contributorsproject has 20 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained11 commit(s) and 3 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
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities74 existing vulnerabilities detected
Direct dependencies 6
RegistryPackageVersion constraintManifest
PyPIsqlalchemy>=2.0.41pyproject.toml
PyPIalembic>=1.12.0pyproject.toml
PyPItyping-extensions>=4.0.0pyproject.toml
PyPIgreenlet—pyproject.toml
PyPIeval-type-backport—pyproject.toml
PyPIexceptiongroup—pyproject.toml
All dependencies 367

Full resolved dependency set from the GitHub dependency graph: 8 direct and 359 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIsanic-ext25.12.0indirect
PyPIsanic-routing23.12.0indirect
PyPIsanic-testing24.6.0indirect
PyPIsentry-sdk2.66.0indirect
PyPIsetuptools82.0.1indirect
PyPIsetuptools83.0.0indirect
PyPIshellingham1.5.4indirect
PyPIshibuya2025.10.21indirect
PyPIshibuya2026.7.12indirect
PyPIsix1.17.0indirect
PyPIslotscheck0.19.1indirect
PyPIslotscheck0.20.1indirect
PyPIsniffio1.3.1indirect
PyPIsnowballstemmer3.1.1indirect
PyPIsphinx7.4.7indirect
PyPIsphinx8.1.3indirect
PyPIsphinx9.0.4indirect
PyPIsphinx9.1.0indirect
PyPIsphinx-autobuild2024.10.3indirect
PyPIsphinx-autobuild2025.8.25indirect
PyPIsphinx-autodoc-typehints2.3.0indirect
PyPIsphinx-autodoc-typehints3.0.1indirect
PyPIsphinx-autodoc-typehints3.13.0indirect
PyPIsphinx-autodoc-typehints3.6.1indirect
PyPIsphinx-click6.0.0indirect
PyPIsphinx-click6.2.0indirect
PyPIsphinx-copybutton0.5.2indirect
PyPIsphinx-design0.6.1indirect
PyPIsphinx-design0.7.0indirect
PyPIsphinx-paramlinks0.6.0indirect
PyPIsphinx-togglebutton0.4.5indirect
PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-mermaid1.2.3indirect
PyPIsphinxcontrib-mermaid2.1.0indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIsqlalchemy-cockroachdb2.0.4indirect
PyPIsqlalchemy-spanner1.18.0indirect
PyPIsqlalchemy-spanner1.19.0indirect
PyPIsqlmodel0.0.34indirect
PyPIsqlmodel0.0.39indirect
PyPIsqlparse0.5.5indirect
PyPIstarlette0.49.3indirect
PyPIstarlette1.3.1indirect
PyPIstevedore5.5.0indirect
PyPIstevedore5.8.0indirect
PyPIstevedore5.9.0indirect
PyPIsybil10.1.0indirect
PyPIsybil9.3.0indirect
PyPItermcolor3.1.0indirect
PyPItermcolor3.3.0indirect
PyPItime-machine2.19.0indirect
PyPItime-machine3.2.0indirect
PyPItomli2.4.1indirect
PyPItomlkit0.15.1indirect
PyPItracerite2.3.1indirect
PyPItruststore0.10.4indirect
PyPItyper0.23.2indirect
PyPItyper0.27.0indirect
PyPItypes-aiofiles25.1.0.20251011indirect
PyPItypes-aiofiles25.1.0.20260518indirect
PyPItypes-colorama0.4.15.20250801indirect
PyPItypes-colorama0.4.15.20260508indirect
PyPItypes-cryptography3.3.23.2indirect
PyPItypes-docutils0.22.3.20251115indirect
PyPItypes-docutils0.22.3.20260712indirect
PyPItypes-passlib1.7.7.20250602indirect
PyPItypes-passlib1.7.7.20260211indirect
PyPItypes-pillow10.2.0.20240822indirect
PyPItypes-psycopg22.9.21.20251012indirect
PyPItypes-psycopg22.9.21.20260712indirect
PyPItypes-pygments2.19.0.20251121indirect
PyPItypes-pygments2.20.0.20260518indirect
PyPItypes-pymysql1.1.0.20251220indirect
PyPItypes-pymysql1.1.0.20260518indirect
PyPItypes-python-dateutil2.9.0.20260124indirect
PyPItypes-python-dateutil2.9.0.20260716indirect
PyPItypes-pytz2025.2.0.20251108indirect
PyPItypes-pytz2026.2.0.20260518indirect
PyPItypes-pyyaml6.0.12.20250915indirect
PyPItypes-pyyaml6.0.12.20260518indirect
PyPItypes-ujson5.10.0.20250822indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.3indirect
PyPIujson5.11.0indirect
PyPIujson5.13.0indirect
PyPIurllib31.26.20indirect
PyPIurllib32.7.0indirect
PyPIuuid-utils0.15.0indirect
PyPIuuid-utils0.17.0indirect
PyPIuvicorn0.39.0indirect
PyPIuvicorn0.51.0indirect
PyPIuvloop0.22.1indirect
PyPIvirtualenv20.35.4indirect
PyPIvirtualenv21.7.0indirect
PyPIwatchfiles1.1.1indirect
PyPIwatchfiles1.2.0indirect
PyPIwcmatch10.1indirect
PyPIwcmatch11.0indirect
PyPIwcwidth0.8.2indirect
PyPIwebsockets15.0.1indirect
PyPIwebsockets16.1.1indirect
PyPIwerkzeug3.1.8indirect
PyPIwheel0.47.0indirect
PyPIwrapt1.17.3indirect
PyPIwrapt2.2.2indirect
PyPIyarl1.22.0indirect
PyPIyarl1.24.5indirect
PyPIzipp3.23.1indirect
Dependency advisories 29

This repository publishes no package the index resolves, so its own dependency graph was assessed — 367 packages, which also include development and test pins that never ship: 29 carry known advisories, of which 0 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
anyio4.12.1indirectcritical44.14.2
anyio4.13.0indirectcritical44.14.2
asyncmy0.2.11indirectcritical2—
aiohttp3.13.5indirecthigh313.14.4
aiohttp3.14.2indirecthigh53.14.4
cryptography47.0.0indirecthigh750.0.0
fsspec2025.10.0indirecthigh22026.6.0
httpcore22.0.0indirecthigh22.10.0
httpcore22.7.0indirecthigh22.10.0
httpx22.0.0indirecthigh62.12.0
httpx22.7.0indirecthigh102.12.0
orjson3.11.5indirecthigh13.11.6
python-multipart0.0.20indirecthigh140.0.31
sqlparse0.5.5indirecthigh100.6.0
starlette0.49.3indirecthigh101.3.1
ujson5.11.0indirecthigh85.13.0
urllib31.26.20indirecthigh142.8.0
urllib32.7.0indirecthigh62.8.0
virtualenv20.35.4indirecthigh1021.7.13
virtualenv21.7.0indirecthigh821.7.13
cryptography49.0.0indirectmoderate250.0.0
filelock3.19.1indirectmoderate43.20.3
mako1.3.12indirectmoderate21.4.2
multidict6.7.1indirectmoderate26.9.1
pytest8.4.2indirectmoderate29.0.3
python-dotenv1.2.1indirectmoderate21.2.2
requests2.32.5indirectmoderate22.33.0
setuptools82.0.1indirectmoderate283.0.0
werkzeug3.1.8indirectmoderate23.1.9

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.