Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-27 13:35 UTC

explosion / thinc

🔮 A refreshing functional take on deep learning, compatible with your favorite libraries

PythonMIT★ 2,890 stars⑂ 294 forkssince Oct 2014View on GitHub ↗
KindNetwork serviceWeb interfacehow this is determined
#machine-learning#deep-learning#artificial-intelligence#ai#python#nlp#natural-language-processing#spacy#machine-learning-library#type-checking#functional-programming#pytorch#tensorflow#mxnet#jax

explosion/thinc holds a health index of 71 out of 100, placing it in the Good band. It scores highest on Community & Adoption (80/100) and lowest on AI Readiness (44/100). It was last updated 153 days ago. A single contributor accounts for most of its recent work.

71
overall / 100
Good

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.

71
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 63 is calibrated to 71 on the published index scale (record calibration 2026-08-02).

Ownership

ExplosionOrganization · verified domain
1,504 followers79 public repossince Jun 2016

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIthinc9.1.125,732,595250713 days ago

Metrics by category

Vitality

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

48Weak · 21% of overall

Development activity

30At Risk
How it's scored
9.9/36Push recency — last push 153 days ago
4.2/36Commit cadence — 6/52 weeks with commits
15.6/18Commit volume — 53 commits in the last year
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Inputs used
commits_last_year53
human_commit_share1
days_since_last_push153
active_weeks_last_year6

Release discipline

74Good
How it's scored
27/27Ships releases — 94 releases published
27/36Release recency — latest release 157 days ago
19.8/27Release cadence — a release every ~59.8 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count94
latest_release_tagv8.3.13
releases_from_tagsno
days_since_latest_release157
mean_days_between_releases59.8

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

80Excellent · 17% of overall

Popularity & adoption

87Excellent
How it's scored
56.1/60Stars — 2,890 stars
20.6/25Forks — 294 forks
10.4/15Watchers — 74 watchers
Inputs used
forks294
stars2,890
watchers74
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

57Moderate
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges6
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

100Exceptional
How it's scored
80/80Monthly downloads — 25,732,595 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesthinc
dependents—
ecosystemspypi
total_downloads—
monthly_downloads25,732,595
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?

69Good · 23% of overall

Maintainer resilience (bus factor)

42Weak
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
9.9/22.5Commit distribution — top contributor authored 56% of commits
13.5/13.5Contributor breadth — 62 contributors
10/10OpenSSF Scorecard: Contributors — project has 24 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled62
top_contributor_share0.561

Issue & PR responsiveness

66Good
How it's scored
39/42Issue resolution — 93% of issues closed
26.5/30PR acceptance — 713/808 decided PRs merged
0/13Newcomer PR acceptance — 0/1 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — Found 1/30 approved changesets -- score normalized to 0
Inputs used
merged_prs713
open_issues11
closed_issues143
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d1
issue_closed_ratio0.929
closed_unmerged_prs95
first_time_authors_30d1
first_time_prs_merged_30d0
first_time_prs_decided_30d1

Ownership & stewardship

98Exceptional
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
22.8/25Owner reach — 1,504 followers of explosion
25/25Track record — 79 public repos, account ~10 yr old
Inputs used
followers1,504
owner_typeOrganization
is_verifiedyes
owner_loginexplosion
public_repos79
account_age_days3,722

Package maintenance

79Good
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
14/35Publish recency — latest publish 713 days ago
20/20Version history — 250 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesthinc
ecosystemspypi
any_deprecatedno
min_days_since_publish713

Engineering Quality

Are baseline engineering and documentation practices in place?

70Good · 19% of overall

Engineering practices

74Good
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config — .eslintrc, pyproject.toml ([tool.isort]), setup.cfg ([flake8])
0/9.6Pre-commit hooks
0/6.4.editorconfig
10/20OpenSSF Scorecard: CI-Tests — 1 out of 2 merged PRs checked by a CI test -- score normalized to 5
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

65Good
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://thinc.ai
10/10Repository description
10/10Topics — 15 topics
0/10Wiki
Inputs used
topicsmachine-learning, deep-learning, artificial-intelligence, ai, python, nlp, natural-language-processing, spacy, machine-learning-library, type-checking, functional-programming, pytorch, tensorflow, mxnet, jax
has_wikino
homepagehttps://thinc.ai
docs_sitehttps://thinc.ai
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

51Moderate · 16% of overall

Security posture

39Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
1.2/2.5CI-Tests — 1 out of 2 merged PRs checked by a CI test -- score normalized to 5
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 24 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
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 — Project has not signed or included provenance with any releases.
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 146 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3.9
Excluded from scoring (no data or not applicable): Branch-Protection. 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_packages16
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:thinc@9.1.1 runtime dependency closure — what installing the published package pulls in — 16 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.

44Weak · 4% of overall

Agent context & guidance

8Critical
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
8/40Legible commit history — 15 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.15
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

57Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .eslintrc, pyproject.toml ([tool.isort]), setup.cfg ([flake8])
11/11Static type checking — thinc/py.typed
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsthinc/py.typed
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (thinc/py.typed)
55/55Manageable file sizes — 0/195 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes58,628
source_files_sampled195
oversized_source_files0

Machine-readable interfaces

40Weak
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

2,890GitHub stars
62contributors
53commits, last 12 months
153days since last push
94releases
1bus factor
11open issues
npm, 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 ★ / 294 ⇿
0Stars
294Forks
94Releases

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.

050100150200250300290162014-122020-102026-08
Major 4Minor 14Patch 63

Each point covers 11 days.

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 · 2026-08-27 13:34 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during GetBranch(main): error during branchesHandler.query: 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
5CI-Tests1 out of 2 merged PRs checked by a CI test -- score normalized to 5
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/30 approved changesets -- score normalized to 0
10Contributorsproject has 24 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
10Packagingpackaging workflow detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities146 existing vulnerabilities detected
Direct dependencies 46
RegistryPackageVersion constraintManifest
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All dependencies 1,747

Full resolved dependency set from the GitHub dependency graph: 46 direct and 1,701 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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npmterser-webpack-plugin5.3.6indirect
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npmtheming1.3.0indirect
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npmtimers-ext0.1.7indirect
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npmtunnel-agent0.6.0indirect
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npmunderscore.string3.3.6indirect
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npmweb-namespaces1.1.4indirect
npmweb-vitals1.1.2indirect
npmwebidl-conversions3.0.1indirect
npmwebpack5.75.0indirect
npmwebpack-dev-middleware4.3.0indirect
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npmwebpack-sources3.2.3indirect
npmwebpack-stats-plugin1.1.1indirect
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npmwhatwg-url5.0.0indirect
npmwhich1.3.1indirect
npmwhich2.0.2indirect
npmwhich-boxed-primitive1.0.2indirect
npmwhich-module2.0.0indirect
npmwhich-typed-array1.1.9indirect
npmwidest-line3.1.0indirect
npmwildcard2.0.0indirect
npmword-wrap1.2.3indirect
npmworkbox-background-sync4.3.1indirect
npmworkbox-broadcast-update4.3.1indirect
npmworkbox-build4.3.1indirect
npmworkbox-cacheable-response4.3.1indirect
npmworkbox-core4.3.1indirect
npmworkbox-expiration4.3.1indirect
npmworkbox-google-analytics4.3.1indirect
npmworkbox-navigation-preload4.3.1indirect
npmworkbox-precaching4.3.1indirect
npmworkbox-range-requests4.3.1indirect
npmworkbox-routing4.3.1indirect
npmworkbox-strategies4.3.1indirect
npmworkbox-streams4.3.1indirect
npmworkbox-sw4.3.1indirect
npmworkbox-window4.3.1indirect
npmwrap-ansi6.2.0indirect
npmwrap-ansi7.0.0indirect
npmwrappy1.0.2indirect
npmwrite-file-atomic3.0.3indirect
npmws7.4.6indirect
npmxdg-basedir4.0.0indirect
npmxml2js0.4.17indirect
npmxmlbuilder4.2.1indirect
npmxmlhttprequest-ssl1.6.3indirect
npmxss1.0.14indirect
npmxstate4.32.1indirect
npmxtend4.0.2indirect
npmxxhash-wasm0.4.2indirect
npmy18n4.0.3indirect
npmyallist2.1.2indirect
npmyallist3.1.1indirect
npmyallist4.0.0indirect
npmyaml1.10.2indirect
npmyaml2.2.1indirect
npmyaml-loader0.8.0indirect
npmyargs15.4.1indirect
npmyargs-parser18.1.3indirect
npmyeast0.1.2indirect
npmyocto-queue0.1.0indirect
npmyoga-layout-prebuilt1.10.0indirect
npmyurnalist2.1.0indirect
npmzwitch1.0.5indirect
PyPIblack—indirect
PyPIcoverage—indirect
PyPIcython—indirect
PyPIflake85.0.4indirect
PyPIgraphviz—indirect
PyPIhypothesis—indirect
PyPIipykernel—indirect
PyPIisort—indirect
PyPIml-datasets—indirect
PyPImypy—indirect
PyPInbconvert—indirect
PyPInbformat—indirect
PyPIpathy—indirect
PyPIpydot—indirect
PyPIpytest—indirect
PyPIpytest-cov—indirect
Dependency advisories 0

Installing pypi:thinc@9.1.1 pulls in 16 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.

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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.