Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-18 22:49 UTC

biothings / biothings.api

BioThings API framework - Making high-performance API for biological annotation data

PythonApache-2.0★ 53 stars⑂ 28 forkssince Jan 2016View on GitHub ↗
KindLibraryCommand-line toolNetwork servicehow this is determined

biothings/biothings.api holds a health index of 87 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (88/100) and lowest on AI Readiness (53/100). It was last updated 4 days ago. 2 contributors account for most of its recent work.

87
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.

87
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 73 is calibrated to 87 on the published index scale (record calibration 2026-08-02).

Ownership

BioThingsOrganization
62 followers88 public repossince May 2015

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIbiothings1.1.42,440348 days agobiologymedicineannotationdataknowledgewebserviceapi

Metrics by category

Vitality

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

87Excellent · 21% of overall
How it's scored
36/36Push recencylast push 4 days ago
20.1/36Commit cadence29/52 weeks with commits
18/18Commit volume116 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year116
human_commit_share1
days_since_last_push4
active_weeks_last_year29
How it's scored
27/27Ships releases17 releases published
36/36Release recencylatest release 8 days ago
19.8/27Release cadencea release every ~99 days
0/10OpenSSF Scorecard: Signed-Releasesno data
Inputs used
releases_count17
latest_release_tagv1.1.4
releases_from_tagsno
days_since_latest_release8
mean_days_between_releases99
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?

62Moderate · 17% of overall
How it's scored
27.8/60Stars53 stars
11.9/25Forks28 forks
6/15Watchers13 watchers
Inputs used
forks28
stars53
watchers13
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized 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_badges8
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesbadge.fury.io, github.com, readthedocs.org, shields.io
has_pull_request_templateno
How it's scored
45.2/80Monthly downloads2,440 downloads/month across pypi
0/20Registry dependentsnot reported by this ecosystem
Inputs used
packagesbiothings
dependents
ecosystemspypi
total_downloads
monthly_downloads2,440
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?

74Good · 23% of overall
How it's scored
25.2/54Bus factor2 contributor(s) cover half of all commits
13.9/22.5Commit distributiontop contributor authored 38% of commits
13.5/13.5Contributor breadth23 contributors
10/10OpenSSF Scorecard: Contributorsproject has 6 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled23
top_contributor_share0.384
How it's scored
33.3/42Issue resolution79% of issues closed
27.2/30PR acceptance188/207 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
1.5/15OpenSSF Scorecard: Code-ReviewFound 1/7 approved changesets -- score normalized to 1
Inputs used
merged_prs188
open_issues53
closed_issues203
prs_merged_7d0
prs_decided_7d0
prs_merged_30d4
prs_decided_30d4
issue_closed_ratio0.793
closed_unmerged_prs19
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 backingorganization-owned
0/20Verified domain
12.9/25Owner reach62 followers of biothings
25/25Track record88 public repos, account ~11 yr old
Inputs used
followers62
owner_typeOrganization
is_verifiedno
owner_loginbiothings
public_repos88
account_age_days4,128

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable1 package(s) on pypi
35/35Publish recencylatest publish 8 days ago
20/20Version history34 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagesbiothings
ecosystemspypi
any_deprecatedno
min_days_since_publish8

Engineering Quality

Are baseline engineering and documentation practices in place?

88Excellent · 19% of overall
How it's scored
24/24CI workflows3 workflow(s)
24/24Tests present
16/16Linter config.flake8, pyproject.toml ([tool.black], [tool.isort])
0/9.6Pre-commit hooks
0/6.4.editorconfig
16/20OpenSSF Scorecard: CI-Tests6 out of 7 merged PRs checked by a CI test -- score normalized to 8
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://biothings.io
10/10Repository description
10/10Topics6 topics
10/10Wiki
Inputs used
topicsbiothings, biothings-api, api, sdk, python, ncats-translator
has_wikiyes
homepagehttps://biothings.io
docs_sitehttps://biothings.io
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

55Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
2.2/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
2/2.5CI-Tests6 out of 7 merged PRs checked by a CI test -- score normalized to 8
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-ReviewFound 1/7 approved changesets -- score normalized to 1
2.5/2.5Contributorsproject has 6 contributing companies or organizations
10/10Dangerous-Workflowno dangerous workflow patterns detected
0/7.5Dependency-Update-Toolno update tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
7.5/7.5Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packagingpackaging workflow detected
0.5/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
3/5SASTSAST tool is not run on all commits -- score normalized to 6
0/5Security-Policysecurity policy file not detected
0/7.5Signed-Releasesno data
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.2
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.
How it's scored
11.3/35Direct dependencies free of known advisories2 affected: orjson 3.11.4 (high 7.5), tornado 6.5.3 (high 7.7)
25/25Indirect dependencies free of known advisoriesno indirect dependency carries a known advisory
29/40No advisories left outstanding2 advisory-carrying package(s) unaddressed past 90 days; oldest published 239 days ago
Inputs used
sourceosv
advisories17
affected_packages2
assessed_packages25
unassessed_packages0
affected_by_severityhigh 2
direct_affected_packages2
Matched the pypi:biothings@1.1.4 runtime dependency closure — what installing the published package pulls in — 25 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.

53Moderate · 4% of overall
How it's scored
0/45Agent instructionsno CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
36.8/40Legible commit history69 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share0.69
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrapdocs/Makefile
22/22Automated tests
11/11Lint / format config.flake8, pyproject.toml ([tool.black], [tool.isort])
0/11Static type checking
10/10Reproducible environmentDockerfile
2/10Demonstrated agent practice1 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenanceno automated dependency updates observed
1/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileyes
typed_languageno
bootstrap_filesdocs/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0.01
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable codePython without a type-check config
54.2/55Manageable file sizes4/261 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes107,038
source_files_sampled261
oversized_source_files4

Key facts

53GitHub stars
23contributors
116commits, last 12 months
4days since last push
17releases
2bus factor
53open 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 ★ / 28 ⇿
0Stars
28Forks
14Releases

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.

05101520252522017-062021-122026-06
Major 1Minor 3Patch 10

Each point covers 9 days.

OpenSSF Scorecard 5.2 / 10
5.2aggregate

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 · 2026-09-18 22:48 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
8CI-Tests6 out of 7 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 1/7 approved changesets -- score normalized to 1
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
6SASTSAST tool is not run on all commits -- score normalized to 6
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 15
RegistryPackageVersion constraintManifest
PyPIrequests>=2.21.0pyproject.toml
PyPItornado==6.1.0pyproject.toml
PyPItornado==6.2.0pyproject.toml
PyPItornado==6.4.2pyproject.toml
PyPItornado==6.5.3pyproject.toml
PyPIgitpython>=3.1.0pyproject.toml
PyPIelasticsearch>=7, <8pyproject.toml
PyPIelasticsearch>=8.18,<9pyproject.toml
PyPIsingledispatchmethodpyproject.toml
PyPIdataclassespyproject.toml
PyPIjmespath>=0.7.1,<2.0.0pyproject.toml
PyPIPyYAML>=5.1pyproject.toml
PyPIorjson>=3.10.16pyproject.toml
PyPIorjson==3.11.4pyproject.toml
PyPIzstandard>=0.21.0pyproject.toml
All dependencies 30

Full resolved dependency set from the GitHub dependency graph: 11 direct and 19 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIdataclassesdirect
PyPIelasticsearchdirect
PyPIgitpythondirect
PyPIjmespathdirect
PyPIorjson3.11.4direct
PyPIpyyamldirect
PyPIrequestsdirect
PyPIsingledispatchmethoddirect
PyPItornado6.2.0direct
PyPItornado6.5.3direct
PyPIzstandarddirect
PyPIaiocron1.8indirect
PyPIasyncsshindirect
PyPIbiothings-clientindirect
PyPIboto3indirect
PyPIcryptographyindirect
PyPIdockerindirect
PyPIjsonschemaindirect
PyPImsgpackindirect
PyPInetworkxindirect
PyPIpydanticindirect
PyPIpymongoindirect
PyPIpytestindirect
PyPIsentry-sdkindirect
PyPIsetuptoolsindirect
PyPIsockjs-tornado1.0.7indirect
PyPIsphinxindirect
PyPIsphinx-reredirectsindirect
PyPIsphinx-rtd-themeindirect
PyPItyperindirect
Dependency advisories 2

Installing pypi:biothings@1.1.4 pulls in 25 packages, direct and transitive: 2 carry known advisories, of which 2 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
orjson3.11.4directhigh23.11.6
tornado6.5.3directhigh156.5.8

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.

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 statisticsPyPI.