Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-19 13:32 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.

TypeScript · PythonApache-2.0★ 28,754 stars⑂ 3,069 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
1,501 followers16 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
PyPIInvokeAI6.14.223,12527921 days agostable-diffusionai

Metrics by category

Vitality

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

95Exceptional · 21% of overall

Development activity

98Exceptional
How it's scored
36/36Push recency — last push 0 days ago
33.9/36Commit cadence — 49/52 weeks with commits
18/18Commit volume — 4,860 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year4,860
human_commit_share1
days_since_last_push0
active_weeks_last_year49

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~8.8 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv7.0.0-alpha.3
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases8.8

Community & Adoption

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

77Good · 17% of overall

Popularity & adoption

98Exceptional
How it's scored
60/60Stars — 28,754 stars
25/25Forks — 3,069 forks
13/15Watchers — 215 watchers
Inputs used
forks3,069
stars28,754
watchers215
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)

73Good
How it's scored
58.2/80Monthly downloads — 23,125 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesInvokeAI
dependents—
ecosystemspypi
total_downloads—
monthly_downloads23,125
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?

79Good · 23% of overall

Maintainer resilience (bus factor)

63Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
14.4/22.5Commit distribution — top contributor authored 36% 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_share0.36

Issue & PR responsiveness

89Excellent
How it's scored
39/42Issue resolution — 93% of issues closed
25.5/30PR acceptance — 4,524/5,312 decided PRs merged
11.1/13Newcomer PR acceptance — 6/7 first-time contributors' PRs merged in 30d
13.5/15OpenSSF Scorecard: Code-Review — Found 29/30 approved changesets -- score normalized to 9
Inputs used
merged_prs4,524
open_issues282
closed_issues3,707
prs_merged_7d56
prs_decided_7d60
prs_merged_30d56
prs_decided_30d60
issue_closed_ratio0.929
closed_unmerged_prs788
first_time_authors_30d6
first_time_prs_merged_30d6
first_time_prs_decided_30d7

Ownership & stewardship

70Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
22.8/25Owner reach — 1,501 followers of invoke-ai
17.1/25Track record — 16 public repos, account ~4 yr old
Inputs used
followers1,501
owner_typeOrganization
is_verifiedno
owner_logininvoke-ai
public_repos16
account_age_days1,490

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 21 days ago
20/20Version history — 279 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesInvokeAI
ecosystemspypi
any_deprecatedno
min_days_since_publish21

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, pyproject.toml ([tool.ruff])
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/
docs_sitehttps://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

63Moderate
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
6.8/7.5Code-Review — Found 29/30 approved changesets -- score normalized to 9
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 16 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
0.5/5SAST — SAST tool is not run on all commits -- score normalized to 1
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 64 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): Branch-Protection. Remaining weights renormalized.

Dependency advisories

37Weak
How it's scored
6/35Direct dependencies free of known advisories — 4 affected: onnx 1.16.1 (critical 9.1), python-jose 3.5.0 (critical 9.1), sentencepiece 0.2.0 (high), +1 more
8.4/25Indirect dependencies free of known advisories — 2 affected: ecdsa 0.19.2 (high 7.4), protobuf 4.25.9 (high 7.5)
22.5/40No advisories left outstanding — 4 advisory-carrying package(s) unaddressed past 90 days; oldest published 1,000 days ago
Inputs used
sourceosv
advisories32
affected_packages6
assessed_packages148
unassessed_packages0
affected_by_severitycritical 2, high 4
direct_affected_packages4
Matched the pypi:InvokeAI@6.14.2 runtime dependency closure — what installing the published package pulls in — 148 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.

92Excellent · 4% of overall

Agent context & guidance

96Exceptional
How it's scored
45/45Agent instructions — .github/AGENTS.md, AGENTS.md, invokeai/app/AGENTS.md, invokeai/backend/AGENTS.md, invokeai/frontend/api/AGENTS.md, invokeai/frontend/webv1/AGENTS.md, invokeai/frontend/webv2/AGENTS.md, invokeai/frontend/webv2/src/workbench/canvas-engine/AGENTS.md, invokeai/frontend/webv2/src/workbench/extensions/AGENTS.md, invokeai/frontend/webv2/src/workbench/projects/AGENTS.md, tests/AGENTS.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://invoke-ai.github.io/InvokeAI/llms.txt)
35.7/40Legible commit history — 67 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://invoke-ai.github.io/InvokeAI/llms.txt
legible_history_share0.67
agent_instruction_files.github/AGENTS.md, AGENTS.md, invokeai/app/AGENTS.md, invokeai/backend/AGENTS.md, invokeai/frontend/api/AGENTS.md, invokeai/frontend/webv1/AGENTS.md, invokeai/frontend/webv2/AGENTS.md, invokeai/frontend/webv2/src/workbench/canvas-engine/AGENTS.md, invokeai/frontend/webv2/src/workbench/extensions/AGENTS.md, invokeai/frontend/webv2/src/workbench/projects/AGENTS.md, tests/AGENTS.md
agent_instruction_max_bytes11,035

Verify loop (build / test / typecheck)

90Excellent
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — eslint.config.mjs, pyproject.toml ([tool.ruff])
11/11Static type checking — docs/tsconfig.json, invokeai/frontend/webv1/tsconfig.json, invokeai/frontend/webv2/tsconfig.json
10/10Reproducible environment — Dockerfile, Nix, lockfile
10/10Demonstrated agent practice — 7 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
8/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
Inputs used
has_nixyes
has_testsyes
lockfilespnpm-lock.yaml, uv.lock
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configsdocs/tsconfig.json, invokeai/frontend/webv1/tsconfig.json, invokeai/frontend/webv2/tsconfig.json
agent_commit_share0.07
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

99Exceptional
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
54.2/55Manageable file sizes — 92/6,601 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes2,395,473
source_files_sampled6,601
oversized_source_files92

Machine-readable interfaces

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

Key facts

28,754GitHub stars
99contributors
4,860commits, last 12 months
0days since last push
100releases
2bus factor
282open 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 15 authors (cap 12)

More detail

Star and fork history 0 ★ / 3,069 ⇿
0Stars
3,069Forks
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.

2,0002,2002,4002,6002,8003,0003,2003,069312024-062025-082026-10
Major 1Minor 25Patch 18

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 13:28 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
9Code-ReviewFound 29/30 approved changesets -- score normalized to 9
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 16 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
8Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
1SASTSAST tool is not run on all commits -- score normalized to 1
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities64 existing vulnerabilities detected
Direct dependencies 52
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Full resolved dependency set from the GitHub dependency graph: 64 direct and 2,104 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIscipy1.17.1indirect
PyPIsecretstorage3.5.0indirect
PyPIsetuptools82.0.1indirect
PyPIshellingham1.5.4indirect
PyPIsimple-websocket1.1.0indirect
PyPIsix1.17.0indirect
PyPIsnakeviz2.2.2indirect
PyPIsounddevice0.5.5indirect
PyPIstarlette1.8.0indirect
PyPIsympy1.14.0indirect
PyPItbb2023.0.0indirect
PyPItcmlib1.5.0indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktoken0.13.0indirect
PyPItokenizers0.22.2indirect
PyPItornado6.5.10indirect
PyPItqdm4.68.3indirect
PyPItrampoline0.1.2indirect
PyPItriton3.7.1indirect
PyPItriton3.8.0+git4cff872c.rocm10.0.0indirect
PyPItriton-xpu3.7.2indirect
PyPItwine6.2.0indirect
PyPItyper0.25.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIumf1.1.0indirect
PyPIurllib32.8.0indirect
PyPIurwid4.0.3indirect
PyPIurwid-readline0.15.1indirect
PyPIuvloop0.22.1indirect
PyPIvirtualenv21.14.5indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.1indirect
PyPIwebsockets16.0indirect
PyPIwheel0.47.0indirect
PyPIwrapt2.2.2indirect
PyPIwsproto1.3.2indirect
PyPIxformers0.0.31.post1indirect
PyPIxformers0.0.35indirect
PyPIzipp4.1.0indirect
PyPIzopfli0.4.3indirect
Dependency advisories 6

Installing pypi:InvokeAI@6.14.2 pulls in 148 packages, direct and transitive: 6 carry known advisories, of which 4 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
onnx1.16.1directcritical201.22.0
python-jose3.5.0directcritical2—
sentencepiece0.2.0directhigh20.2.1
transformers5.5.4directhigh45.10.0
ecdsa0.19.2indirecthigh2—
protobuf4.25.9indirecthigh26.33.5

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.