Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-28 09:52 UTC

Haidra-Org / hordelib

A wrapper around ComfyUI to allow use by the AI Horde.

PythonAGPL-3.0★ 70 stars⑂ 20 forkssince Jun 2023View on GitHub ↗
KindCommand-line toolPluginLibraryhow this is determined

Haidra-Org/hordelib holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Engineering Quality (91/100) and lowest on Security (37/100). It was last updated today. A single contributor accounts for most of its recent work.

75
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.

75
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 65 is calibrated to 75 on the published index scale (record calibration 2026-08-02).

Ownership

HaidraOrganization
228 followers35 public repossince May 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIhorde-engine7.5.24,3291210 days ago

Metrics by category

Vitality

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

81Excellent · 21% of overall
How it's scored
36/36Push recencylast push 0 days ago
11.1/36Commit cadence16/52 weeks with commits
18/18Commit volume163 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_year163
human_commit_share1
days_since_last_push0
active_weeks_last_year16
How it's scored
27/27Ships releases100 releases published
36/36Release recencylatest release 0 days ago
27/27Release cadencea release every ~0.4 days
0/10OpenSSF Scorecard: Signed-ReleasesProject has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv7.5.2
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases0.4

Community & Adoption

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

50Moderate · 17% of overall
How it's scored
29.8/60Stars70 stars
10.7/25Forks20 forks
1.7/15Watchers3 watchers
Inputs used
forks20
stars70
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (AGPL-3.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateno
How it's scored
48.5/80Monthly downloads4,329 downloads/month across pypi
0/20Registry dependentsnot reported by this ecosystem
Inputs used
packageshorde-engine
dependents
ecosystemspypi
total_downloads
monthly_downloads4,329
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?

59Moderate · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
10.1/22.5Commit distributiontop contributor authored 55% of commits
12.2/13.5Contributor breadth9 contributors
6/10OpenSSF Scorecard: Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled9
top_contributor_share0.551
How it's scored
20.4/42Issue resolution48% of issues closed
19.9/30PR acceptance227/343 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-ReviewFound 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs227
open_issues35
closed_issues33
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio0.485
closed_unmerged_prs116
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
17/25Owner reach228 followers of Haidra-Org
17.9/25Track record35 public repos, account ~3 yr old
Inputs used
followers228
owner_typeOrganization
is_verifiedno
owner_loginHaidra-Org
public_repos35
account_age_days1,204

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable1 package(s) on pypi
35/35Publish recencylatest publish 0 days ago
20/20Version history121 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packageshorde-engine
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

91Excellent · 19% of overall
How it's scored
24/24CI workflows3 workflow(s)
24/24Tests present
16/16Linter configpyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Testsno data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://hordelib.org
10/10Repository description
10/10Topics5 topics
0/10Wiki
Inputs used
topicsai, ai-horde, comfyui, generative-ai, stable-diffusion
has_wikino
homepagehttps://hordelib.org
docs_sitehttps://hordelib.org
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

37Weak · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
0/7.5Branch-Protectionno data
0/2.5CI-Testsno data
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0/7.5Code-ReviewFound 0/30 approved changesets -- score normalized to 0
1.5/2.5Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
0/10Dangerous-Workflowdangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate 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
0/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0/5SASTno SAST tool detected
0/5Security-Policysecurity policy file not detected
0/7.5Signed-ReleasesProject has not signed or included provenance with any releases.
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities50 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.3
Excluded from scoring (no data or not applicable): Branch-Protection, CI-Tests. Remaining weights renormalized.
How it's scored
5.8/35Direct dependencies free of known advisories5 affected: pillow 12.2.0 (critical 9.1), gitpython 3.1.50 (high 8.8), aiohttp 3.14.1 (moderate 5.3), +2 more
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
34.6/40No advisories left outstanding1 advisory-carrying package(s) unaddressed past 90 days; oldest published 254 days ago
Inputs used
sourceosv
advisories83
affected_packages19
assessed_packages346
unassessed_packages4
affected_by_severitycritical 2, high 3, moderate 13, low 1
direct_affected_packages5
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 346 resolved dependencies against OSV. 4 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. 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.

63Moderate · 4% of overall
How it's scored
0/45Agent instructionsno CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history99 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share0.99
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format configpyproject.toml ([tool.ruff])
11/11Static type checkinghordelib/py.typed, mypy.ini
10/10Reproducible environmentlockfile
0/10Demonstrated agent practiceno agent-authored commits among the last 100
5/8Automated maintenancedependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configshordelib/py.typed, mypy.ini
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
27/45Type-checkable codePython with type-check config (hordelib/py.typed, mypy.ini)
54.9/55Manageable file sizes1/403 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes78,818
source_files_sampled403
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)not applicable to this kind of software
0/20MCP servernot applicable to this kind of software
40/40Runnable examplesexamples
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

70GitHub stars
9contributors
163commits, last 12 months
0days since last push
100releases
1bus factor
35open 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:horde-engine@7.5.2; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 20 ⇿
0Stars
20Forks
78Releases

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.

0481216202022023-062025-012026-08
Major 4Minor 21Patch 53

Each point covers 3 days.

OpenSSF Scorecard 3.3 / 10
3.3aggregate

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 · 2026-08-28 09:51 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
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate 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
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities50 existing vulnerabilities detected
Direct dependencies 57
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All dependencies 350

Full resolved dependency set from the GitHub dependency graph: 73 direct and 277 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPInvidia-cufft12.2.0.46indirect
PyPInvidia-cufft-cu1211.3.0.4indirect
PyPInvidia-cufile1.15.1.6indirect
PyPInvidia-cufile1.17.1.22indirect
PyPInvidia-cufile-cu121.11.1.6indirect
PyPInvidia-curand10.4.0.35indirect
PyPInvidia-curand10.4.2.55indirect
PyPInvidia-curand-cu1210.3.7.77indirect
PyPInvidia-cusolver12.0.4.66indirect
PyPInvidia-cusolver12.2.0.1indirect
PyPInvidia-cusolver-cu1211.7.1.2indirect
PyPInvidia-cusparse12.6.3.3indirect
PyPInvidia-cusparse12.7.10.1indirect
PyPInvidia-cusparse-cu1212.5.4.2indirect
PyPInvidia-cusparselt-cu120.7.1indirect
PyPInvidia-cusparselt-cu130.8.1indirect
PyPInvidia-nccl-cu122.29.3indirect
PyPInvidia-nccl-cu132.29.7indirect
PyPInvidia-nvjitlink13.0.88indirect
PyPInvidia-nvjitlink13.3.33indirect
PyPInvidia-nvjitlink-cu1212.6.85indirect
PyPInvidia-nvshmem-cu123.4.5indirect
PyPInvidia-nvshmem-cu133.4.5indirect
PyPInvidia-nvtx13.0.85indirect
PyPInvidia-nvtx13.2.75indirect
PyPInvidia-nvtx-cu1212.6.77indirect
PyPIonnxruntime1.26.0indirect
PyPIonnxruntime1.27.0indirect
PyPIopen-clip-torch2.32.0indirect
PyPIopencv-python-headless4.13.0.92indirect
PyPIopentelemetry-api1.38.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.38.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.38.0indirect
PyPIopentelemetry-instrumentation0.59b0indirect
PyPIopentelemetry-instrumentation-system-metrics0.59b0indirect
PyPIopentelemetry-proto1.38.0indirect
PyPIopentelemetry-sdk1.38.0indirect
PyPIopentelemetry-semantic-conventions0.59b0indirect
PyPIopentelemetry-util-http0.59b0indirect
PyPIpackaging25.0indirect
PyPIpackaging26.2indirect
PyPIpathspec0.12.1indirect
PyPIpathspec1.1.1indirect
PyPIplatformdirs4.10.0indirect
PyPIplatformdirs4.5.0indirect
PyPIpluggy1.6.0indirect
PyPIpooch1.9.0indirect
PyPIportalocker3.2.0indirect
PyPIpre-commit4.3.0indirect
PyPIpre-commit4.6.0indirect
PyPIprometheus-client0.23.1indirect
PyPIprometheus-client0.25.0indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf6.33.6indirect
PyPIpycares5.0.1indirect
PyPIpycollada0.9.3indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.46.4indirect
PyPIpygments2.19.2indirect
PyPIpygments2.20.0indirect
PyPIpymatting1.1.15indirect
PyPIpynvml13.0.1indirect
PyPIpyparsing3.3.2indirect
PyPIpypng0.20220715.0indirect
PyPIpyproject-api1.10.0indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpytest8.4.2indirect
PyPIpytest9.1.1indirect
PyPIpytest-cov7.0.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-sugar1.1.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.4.2indirect
PyPIpytokens0.3.0indirect
PyPIpytokens0.4.1indirect
PyPIpytorch-lightning2.6.5indirect
PyPIpywin32312indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.5.9indirect
PyPIrembg2.0.76indirect
PyPIrich15.0.0indirect
PyPIrpds-py2026.5.1indirect
PyPIrtree1.4.1indirect
PyPIruff0.14.4indirect
PyPIruff0.15.19indirect
PyPIscikit-learn1.9.0indirect
PyPIsetuptools81.0.0indirect
PyPIshapely2.1.2indirect
PyPIshellingham1.5.4indirect
PyPIsimsimd6.5.16indirect
PyPIsix1.17.0indirect
PyPIsmmap5.0.3indirect
PyPIsounddevice0.5.5indirect
PyPIsoundfile0.14.0indirect
PyPIspandrel-extra-arches0.2.0indirect
PyPIstringzilla4.6.2indirect
PyPIsvg-path7.0indirect
PyPIsympy1.14.0indirect
PyPItabulate0.10.0indirect
PyPItenacity9.1.4indirect
PyPItermcolor3.3.0indirect
PyPIthreadpoolctl3.6.0indirect
PyPItifffile2026.6.1indirect
PyPItimm0.9.16indirect
PyPItomli2.3.0indirect
PyPItorch2.12.0indirect
PyPItorch2.12.1indirect
PyPItorch2.12.1+cpuindirect
PyPItorch2.12.1+cu126indirect
PyPItorch2.12.1+cu130indirect
PyPItorch2.12.1+cu132indirect
PyPItorchmetrics1.9.0indirect
PyPItox4.32.0indirect
PyPItrampoline0.1.2indirect
PyPItrimesh4.12.2indirect
PyPItriton3.7.0indirect
PyPItriton3.7.1indirect
PyPItyper0.25.1indirect
PyPItypes-colorama0.4.15.20250801indirect
PyPItypes-colorama0.4.15.20260508indirect
PyPItypes-docutils0.22.2.20251006indirect
PyPItypes-docutils0.22.3.20260518indirect
PyPItypes-pillow10.2.0.20240822indirect
PyPItypes-psutil7.0.0.20251001indirect
PyPItypes-psutil7.2.2.20260518indirect
PyPItypes-pygments2.19.0.20250809indirect
PyPItypes-pygments2.20.0.20260518indirect
PyPItypes-pywin32311.0.0.20251008indirect
PyPItypes-pywin32312.0.0.20260609indirect
PyPItypes-pyyaml6.0.12.20250915indirect
PyPItypes-pyyaml6.0.12.20260518indirect
PyPItypes-regex2025.11.3.20251106indirect
PyPItypes-regex2026.5.9.20260518indirect
PyPItypes-requests2.32.4.20250913indirect
PyPItypes-requests2.33.0.20260518indirect
PyPItypes-setuptools80.9.0.20250822indirect
PyPItypes-setuptools82.0.0.20260518indirect
PyPItypes-tabulate0.10.0.20260508indirect
PyPItypes-tabulate0.9.0.20241207indirect
PyPItypes-tqdm4.67.0.20250809indirect
PyPItypes-tqdm4.68.0.20260608indirect
PyPItypes-urllib31.26.25.14indirect
PyPItyping-inspection0.4.2indirect
PyPIujson5.12.1indirect
PyPIujson5.13.0indirect
PyPIurllib32.5.0indirect
PyPIurllib32.7.0indirect
PyPIvhacdx0.0.10indirect
PyPIvirtualenv20.35.4indirect
PyPIvirtualenv21.5.1indirect
PyPIwcwidth0.8.1indirect
PyPIwin32-setctime1.2.0indirect
PyPIwrapt1.17.3indirect
PyPIxxhash3.7.1indirect
PyPIyacs0.1.8indirect
PyPIzipp4.1.0indirect
Dependency advisories 19

This repository publishes no package the index resolves, so its own dependency graph was assessed — 346 packages, which also include development and test pins that never ship: 19 carry known advisories, of which 5 are direct. 4 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
pillow12.2.0directcritical2612.3.0
black25.9.0indirectcritical326.3.1
gitpython3.1.50directhigh183.1.58
click8.3.0indirecthigh18.3.3
urllib32.5.0indirecthigh82.7.0
aiohttp3.14.1directmoderate63.14.3
filelock3.20.0directmoderate43.20.3
pydantic-settings2.14.1directmoderate12.14.2
pytest8.4.2indirectmoderate29.0.3
setuptools81.0.0indirectmoderate283.0.0
torch2.12.0indirectmoderate12.13.0
torch2.12.1indirectmoderate12.13.0
torch2.12.1+cpuindirectmoderate12.13.0
torch2.12.1+cu126indirectmoderate12.13.0
torch2.12.1+cu130indirectmoderate12.13.0
torch2.12.1+cu132indirectmoderate12.13.0
ujson5.12.1indirectmoderate25.13.0
virtualenv20.35.4indirectmoderate220.36.1
pygments2.19.2indirectlow22.20.0

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 statisticsPyPI.