Public record
Software health reportschema 0.31.0 · metrics 2.6.0 · 2026-08-16 22:58 UTC

invoke-ai / InvokeAI

Invoke is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, and serves as the foundation for multiple commercial products.

Python · TypeScriptApache-2.0★ 27,904 stars⑂ 2,938 forkssince Aug 2022View on GitHub ↗
KindNetwork serviceCommand-line toolDesktop applicationLibraryhow this is determined
#ai-art#artificial-intelligence#generative-art#image-generation#img2img#inpainting#latent-diffusion#linux#macos#outpainting#txt2img#windows#stable-diffusion

invoke-ai/InvokeAI holds a health index of 96 out of 100, placing it in the Exceptional band. It scores highest on Engineering Quality (100/100) and lowest on Security (58/100). It was last updated today. 2 contributors account for most of its recent work.

96
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.

96
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 83 is calibrated to 96 on the published index scale (record calibration 2026-08-02).

Ownership

InvokeOrganization
1,472 followers15 public repossince Sep 2022

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIInvokeAI6.13.846,3552733 days agostable-diffusionai

Metrics by category

Vitality

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

98Exceptional · 21% of overall

Development activity

97Exceptional
How it's scored
36/36Push recency — last push 0 days ago
33.2/36Commit cadence — 48/52 weeks with commits
18/18Commit volume — 1,233 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,233
human_commit_share1
days_since_last_push0
active_weeks_last_year48

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 ~11.1 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv6.14.0-rc2
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases11.1
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?

79Good · 17% of overall

Popularity & adoption

98Exceptional
How it's scored
60/60Stars — 27,904 stars
25/25Forks — 2,938 forks
12.8/15Watchers — 205 watchers
Inputs used
forks2,938
stars27,904
watchers205
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 (Apache-2.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges1
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

78Good
How it's scored
62.2/80Monthly downloads — 46,355 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesInvokeAI
dependents—
ecosystemspypi
total_downloads—
monthly_downloads46,355
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?

77Good · 23% of overall

Maintainer resilience (bus factor)

61Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12.3/22.5Commit distribution — top contributor authored 45% of commits
13.5/13.5Contributor breadth — 99 contributors
10/10OpenSSF Scorecard: Contributors — project has 38 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled99
top_contributor_share0.452

Issue & PR responsiveness

86Excellent
How it's scored
38.4/42Issue resolution — 91% of issues closed
25.5/30PR acceptance — 4,347/5,114 decided PRs merged
7.4/13Newcomer PR acceptance — 4/7 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs4,347
open_issues325
closed_issues3,464
prs_merged_7d17
prs_decided_7d19
prs_merged_30d46
prs_decided_30d58
issue_closed_ratio0.914
closed_unmerged_prs767
first_time_authors_30d6
first_time_prs_merged_30d4
first_time_prs_decided_30d7

Ownership & stewardship

69Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
22.8/25Owner reach — 1,472 followers of invoke-ai
16.6/25Track record — 15 public repos, account ~3 yr old
Inputs used
followers1,472
owner_typeOrganization
is_verified—
owner_logininvoke-ai
public_repos15
account_age_days1,426

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 3 days ago
20/20Version history — 273 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesInvokeAI
ecosystemspypi
any_deprecatedno
min_days_since_publish3

Engineering Quality

Are baseline engineering and documentation practices in place?

100Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows — 15 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.mjs
9.6/9.6Pre-commit hooks
6.4/6.4.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_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://invoke-ai.github.io/InvokeAI/
10/10Repository description
10/10Topics — 13 topics
10/10Wiki
Inputs used
topicsai-art, artificial-intelligence, generative-art, image-generation, img2img, inpainting, latent-diffusion, linux, macos, outpainting, txt2img, windows, stable-diffusion
has_wikiyes
homepagehttps://invoke-ai.github.io/InvokeAI/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

58Moderate · 16% of overall

Security posture

65Good
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 — 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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 38 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 17 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
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 — 153 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.5
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.

Dependency advisories

32At Risk
How it's scored
6.8/35Direct dependencies free of known advisories — 3 affected: onnx 1.16.1 (critical 9.1), diffusers 0.37.0 (high 8.8), sentencepiece 0.2.0 (high)
7.3/25Indirect dependencies free of known advisories — 3 affected: ecdsa 0.19.2 (high 7.4), protobuf 4.25.9 (high 7.5), starlette 0.48.0 (high 7.5)
18.3/40No advisories left outstanding — 6 advisory-carrying package(s) unaddressed past 90 days; oldest published 937 days ago
Inputs used
sourceosv
advisories42
affected_packages6
assessed_packages183
unassessed_packages0
affected_by_severitycritical 1, high 5
direct_affected_packages3
Matched the pypi:InvokeAI@6.13.8 runtime dependency closure — what installing the published package pulls in — 183 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.

83Excellent · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — .github/AGENTS.md, invokeai/frontend/web/CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_files.github/AGENTS.md, invokeai/frontend/web/CLAUDE.md
agent_instruction_max_bytes1,406

Verify loop (build / test / typecheck)

84Excellent
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — eslint.config.mjs
11/11Static type checking — docs/tsconfig.json, invokeai/frontend/web/tsconfig.json
10/10Reproducible environment — Dockerfile, Nix, lockfile
10/10Demonstrated agent practice — 36 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
2/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
Inputs used
has_nixyes
has_testsyes
lockfilespnpm-lock.yaml, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configsdocs/tsconfig.json, invokeai/frontend/web/tsconfig.json
agent_commit_share0.36
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (docs/tsconfig.json, invokeai/frontend/web/tsconfig.json)
54.5/55Manageable file sizes — 30/3,031 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes1,819,840
source_files_sampled3,031
oversized_source_files30

Machine-readable interfaces

80Excellent
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — invokeai/frontend/web/openapi.json
0/20MCP server
40/40Runnable examples — notebooks
Inputs used
example_dirsnotebooks
has_mcp_signalno
api_schema_filesinvokeai/frontend/web/openapi.json

Key facts

27,904GitHub stars
99contributors
1,233commits, last 12 months
0days since last push
100releases
2bus factor
325open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 21 authors (cap 12)

More detail

Star and fork history 0 ★ / 2,938 ⇿
0Stars
2,938Forks
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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

1,5002,0002,5003,0002,938222024-022025-052026-08
Major 1Minor 24Patch 19

Each point covers 3 days.

OpenSSF Scorecard 6.5 / 10
6.5aggregate

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 · 2026-08-16 22:57 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-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
10Code-Reviewall changesets reviewed
10Contributorsproject has 38 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 17 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
2Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities153 existing vulnerabilities detected
Direct dependencies 46
RegistryPackageVersion constraintManifest
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PyPIcompel>=2.4.0,<3pyproject.toml
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PyPIonnx==1.16.1pyproject.toml
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PyPIimageio>=2.37pyproject.toml
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PyPIsemver~=3.0.1pyproject.toml
PyPIPyWavelets—pyproject.toml
All dependencies 1,854

Full resolved dependency set from the GitHub dependency graph: 55 direct and 1,799 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPInvidia-cuda-nvrtc-cu1212.6.77indirect
PyPInvidia-cuda-nvrtc-cu1212.8.61indirect
PyPInvidia-cuda-runtime-cu1212.6.77indirect
PyPInvidia-cuda-runtime-cu1212.8.57indirect
PyPInvidia-cudnn-cu129.5.1.17indirect
PyPInvidia-cudnn-cu129.7.1.26indirect
PyPInvidia-cufft-cu1211.3.0.4indirect
PyPInvidia-cufft-cu1211.3.3.41indirect
PyPInvidia-cufile-cu121.11.1.6indirect
PyPInvidia-cufile-cu121.13.0.11indirect
PyPInvidia-curand-cu1210.3.7.77indirect
PyPInvidia-curand-cu1210.3.9.55indirect
PyPInvidia-cusolver-cu1211.7.1.2indirect
PyPInvidia-cusolver-cu1211.7.2.55indirect
PyPInvidia-cusparse-cu1212.5.4.2indirect
PyPInvidia-cusparse-cu1212.5.7.53indirect
PyPInvidia-cusparselt-cu120.6.3indirect
PyPInvidia-nccl-cu122.26.2indirect
PyPInvidia-nvjitlink-cu1212.6.85indirect
PyPInvidia-nvjitlink-cu1212.8.61indirect
PyPInvidia-nvtx-cu1212.6.77indirect
PyPInvidia-nvtx-cu1212.8.55indirect
PyPIoneccl2022.0.0indirect
PyPIoneccl-devel2022.0.0indirect
PyPIonemkl-license2026.0.0indirect
PyPIonemkl-sycl-blas2026.0.0indirect
PyPIonemkl-sycl-dft2026.0.0indirect
PyPIonemkl-sycl-lapack2026.0.0indirect
PyPIonemkl-sycl-rng2026.0.0indirect
PyPIonemkl-sycl-sparse2026.0.0indirect
PyPIonnxruntime-directml1.24.4indirect
PyPIonnxruntime-gpu1.27.0indirect
PyPIopt-einsum3.4.0indirect
PyPIoverrides7.7.0indirect
PyPIovld0.5.17indirect
PyPIpackaging26.2indirect
PyPIpandocfilters1.5.1indirect
PyPIparso0.8.7indirect
PyPIpathspec1.1.1indirect
PyPIpexpect4.9.0indirect
PyPIpip26.1.2indirect
PyPIpip-tools7.5.3indirect
PyPIpipdeptree3.1.0indirect
PyPIplatformdirs4.10.0indirect
PyPIpluggy1.6.0indirect
PyPIpolyfactory2.19.0indirect
PyPIpre-commit4.6.0indirect
PyPIprometheus-client0.25.0indirect
PyPIprotobuf4.25.9indirect
PyPIptyprocess0.7.0indirect
PyPIpudb2025.1.5indirect
PyPIpure-eval0.2.3indirect
PyPIpyasn10.6.3indirect
PyPIpycountry26.2.16indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-extra-types2.11.1indirect
PyPIpyelftools0.33indirect
PyPIpygls2.1.1indirect
PyPIpygments2.20.0indirect
PyPIpyparsing3.3.2indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpyreadline33.5.6indirect
PyPIpytest9.1.1indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-datadir1.8.0indirect
PyPIpytest-timeout2.4.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.4.2indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-engineio4.13.3indirect
PyPIpython-json-logger4.1.0indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpywinpty3.0.5indirect
PyPIpyyaml6.0.3indirect
PyPIpyzes0.1.1indirect
PyPIpyzmq27.1.0indirect
PyPIreadme-renderer45.0indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.5.9indirect
PyPIrequests-testadapter0.3.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc39862.0.0indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrfc3987-syntax1.1.0indirect
PyPIrich15.0.0indirect
PyPIrpds-py2026.5.1indirect
PyPIrsa4.9.1indirect
PyPIruff0.11.13indirect
PyPIruff-lsp0.0.62indirect
PyPIscipy1.17.1indirect
PyPIsecretstorage3.5.0indirect
PyPIsend2trash2.1.0indirect
PyPIsetuptools82.0.1indirect
PyPIshellingham1.5.4indirect
PyPIsimple-websocket1.1.0indirect
PyPIsix1.17.0indirect
PyPIsnakeviz2.2.2indirect
PyPIsounddevice0.5.5indirect
PyPIsoupsieve2.8.4indirect
PyPIstack-data0.6.3indirect
PyPIstarlette0.48.0indirect
PyPIsympy1.14.0indirect
PyPItbb2023.0.0indirect
PyPItcmlib1.5.0indirect
PyPIterminado0.18.1indirect
PyPItiktoken0.13.0indirect
PyPItinycss21.5.1indirect
PyPItokenizers0.22.2indirect
PyPItomli2.4.1indirect
PyPItornado6.5.7indirect
PyPItqdm4.68.3indirect
PyPItraitlets5.15.1indirect
PyPItrampoline0.1.2indirect
PyPItriton3.3.1indirect
PyPItriton-rocm3.6.0indirect
PyPItriton-xpu3.7.2indirect
PyPItwine6.2.0indirect
PyPItyper0.25.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIumf1.1.0indirect
PyPIuri-template1.3.0indirect
PyPIurllib32.7.0indirect
PyPIurwid4.0.3indirect
PyPIurwid-readline0.15.1indirect
PyPIuvloop0.22.1indirect
PyPIvirtualenv21.5.1indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.1indirect
PyPIwebcolors25.10.0indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets16.0indirect
PyPIwheel0.47.0indirect
PyPIwrapt2.2.2indirect
PyPIwsproto1.3.2indirect
PyPIxformers0.0.31.post1indirect
PyPIxformers0.0.35indirect
PyPIzipp4.1.0indirect
Dependency advisories 6

Installing pypi:InvokeAI@6.13.8 pulls in 183 packages, direct and transitive: 6 carry known advisories, of which 3 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
onnx1.16.1directcritical191.22.0
diffusers0.37.0directhigh50.38.0
sentencepiece0.2.0directhigh20.2.1
ecdsa0.19.2indirecthigh2—
protobuf4.25.9indirecthigh26.33.5
starlette0.48.0indirecthigh121.3.1

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 v2.6.0, schema v0.31.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.