Public record
Software health reportschema 0.17.0 · metrics 1.13.0 · 2026-07-21 06:01 UTC

opendatahub-io / models-as-a-service

Model as a Service

Go · Python · ShellApache-2.0★ 34 stars⑂ 86 forkssince Aug 2025View on GitHub ↗

opendatahub-io/models-as-a-service holds a health index of 81 out of 100, placing it in the Good band. It scores highest on Vitality (96/100) and lowest on Community & Adoption (58/100). It was last updated today. 7 contributors account for most of its recent work.

81
overall / 100
Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

81
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe 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.

Ownership

Open Data HubOrganization
458 followers214 public repossince Nov 2019

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/opendatahub-io/models-as-a-servicev0.2.0-433 days ago

Metrics by category

Vitality

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

96Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
34.6/36Commit cadence — 50/52 weeks with commits
18/18Commit volume — 793 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year793
human_commit_share
days_since_last_push0
active_weeks_last_year50
How it's scored
27/27Ships releases — 4 releases published
36/36Release recency — latest release 33 days ago
19.8/27Release cadence — a release every ~68.3 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count4
latest_release_tagv0.2.0
releases_from_tagsno
days_since_latest_release33
mean_days_between_releases68.3
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?

58Moderate · 18% of overall
How it's scored
24.6/60Stars — 34 stars
16.1/25Forks — 86 forks
0/15Watchers — 2 watchers
Inputs used
forks86
stars34
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

85Excellent · 24% of overall
How it's scored
51.3/54Bus factor — 7 contributor(s) cover half of all commits
19.9/22.5Commit distribution — top contributor authored 11% of commits
13.5/13.5Contributor breadth — 46 contributors
10/10OpenSSF Scorecard: Contributors — project has 16 contributing companies or organizations
Inputs used
bus_factor7
contributors_sampled46
top_contributor_share0.114
How it's scored
35.4/46.8Issue resolution — 76% of issues closed
30.1/38.3PR acceptance — 873/1,108 decided PRs merged
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs873
open_issues17
closed_issues53
issue_closed_ratio0.757
closed_unmerged_prs235
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
19.1/25Owner reach — 458 followers of opendatahub-io
25/25Track record — 214 public repos, account ~6 yr old
Inputs used
followers458
owner_typeOrganization
is_verified
owner_loginopendatahub-io
public_repos214
account_age_days2,441
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 33 days ago
12/20Version history — 4 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/opendatahub-io/models-as-a-service
ecosystemsgo
any_deprecatedno
min_days_since_publish33

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 20% of overall
How it's scored
24/24CI workflows — 14 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yml
0/9.6Pre-commit hooks
0/6.4.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_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://opendatahub-io.github.io/models-as-a-service/
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepagehttps://opendatahub-io.github.io/models-as-a-service/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

71Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
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 16 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 3 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
2.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
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 — 19 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.4
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories30
affected_packages3
assessed_packages190
unassessed_packages10
affected_by_severitycritical 1, moderate 1, unknown 1
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 190 resolved dependencies against OSV. 10 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? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

81Good · 0% of overall
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes5,616
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrap — maas-api/Makefile, maas-controller/Makefile
22/22Automated tests
11/11Lint / format config — .golangci.yml
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
5/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileyes
typed_languageyes
bootstrap_filesmaas-api/Makefile, maas-controller/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
How it's scored
45/45Type-checkable code — Go (statically typed)
52.9/55Manageable file sizes — 7/180 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes120,212
source_files_sampled180
oversized_source_files7
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — samples
Inputs used
example_dirssamples
has_mcp_signalno
api_schema_files

Key facts

34GitHub stars
46contributors
793commits, last 12 months
0days since last push
4releases
7bus factor
17open issues
Go, PyPIpackage ecosystems

More detail

Star and fork history 34 ★ / 0 ⇿
34Stars

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.

01325383422025-082026-012026-07
OpenSSF Scorecard 6.4 / 10
6.4aggregate

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 · 2026-07-21 06:01 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
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 16 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 3 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
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
0Vulnerabilities19 existing vulnerabilities detected
Direct dependencies 41
RegistryPackageVersion constraintManifest
Gogithub.com/gin-contrib/corsv1.7.6maas-api/go.mod
Gogithub.com/gin-gonic/ginv1.10.1maas-api/go.mod
Gogithub.com/golang-jwt/jwt/v5v5.3.0maas-api/go.mod
Gogithub.com/golang-migrate/migrate/v4v4.19.1maas-api/go.mod
Gogithub.com/google/uuidv1.6.0maas-api/go.mod
Gogithub.com/jackc/pgx/v5v5.9.2maas-api/go.mod
Gogithub.com/kserve/kservev0.0.0-20251121160314-57d83d202f36maas-api/go.mod
Gogithub.com/lib/pqv1.10.9maas-api/go.mod
Gogithub.com/openai/openai-go/v2v2.3.1maas-api/go.mod
Gogithub.com/prometheus/client_golangv1.23.2maas-api/go.mod
Gogithub.com/prometheus/client_modelv0.6.2maas-api/go.mod
Gogithub.com/stretchr/testifyv1.11.1maas-api/go.mod
Gogo.opentelemetry.io/otelv1.44.0maas-api/go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpcv1.44.0maas-api/go.mod
Gogo.opentelemetry.io/otel/sdkv1.44.0maas-api/go.mod
Gogo.opentelemetry.io/otel/tracev1.44.0maas-api/go.mod
Gogo.uber.org/zapv1.27.0maas-api/go.mod
Gogolang.org/x/syncv0.20.0maas-api/go.mod
Gogoogle.golang.org/grpcv1.81.1maas-api/go.mod
Gok8s.io/apiv0.34.1maas-api/go.mod
Gok8s.io/apimachineryv0.34.1maas-api/go.mod
Gok8s.io/client-gov0.34.1maas-api/go.mod
Gok8s.io/utilsv0.0.0-20250820121507-0af2bda4dd1dmaas-api/go.mod
Goknative.dev/pkgv0.0.0-20250915135827-db4c336acdbemaas-api/go.mod
Gosigs.k8s.io/gateway-apiv1.4.0maas-api/go.mod
Gogithub.com/go-logr/logrv1.4.3maas-controller/go.mod
Gogithub.com/kserve/kservev0.19.0-rc0.0.20260715171408-85065ab905e4maas-controller/go.mod
Gogithub.com/onsi/gomegav1.41.0maas-controller/go.mod
Gogithub.com/stretchr/testifyv1.11.1maas-controller/go.mod
Gogopkg.in/yaml.v3v3.0.1maas-controller/go.mod
Gok8s.io/apiv0.35.3maas-controller/go.mod
Gok8s.io/apiextensions-apiserverv0.35.3maas-controller/go.mod
Gok8s.io/apimachineryv0.35.3maas-controller/go.mod
Gok8s.io/client-gov0.35.3maas-controller/go.mod
Gok8s.io/utilsv0.0.0-20260319190234-28399d86e0b5maas-controller/go.mod
Goknative.dev/pkgv0.0.0-20260120122510-4a022ed9999amaas-controller/go.mod
Gosigs.k8s.io/controller-runtimev0.23.3maas-controller/go.mod
Gosigs.k8s.io/gateway-apiv1.5.1maas-controller/go.mod
Gosigs.k8s.io/kustomize/apiv0.21.1maas-controller/go.mod
Gosigs.k8s.io/kustomize/kyamlv0.21.1maas-controller/go.mod
Gosigs.k8s.io/yamlv1.6.0maas-controller/go.mod
All dependencies 200

Full resolved dependency set from the GitHub dependency graph: 41 direct and 159 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
Gogithub.com/gin-contrib/corsv1.7.6direct
Gogithub.com/gin-gonic/ginv1.10.1direct
Gogithub.com/go-logr/logrv1.4.3direct
Gogithub.com/golang-jwt/jwt/v5v5.3.0direct
Gogithub.com/golang-migrate/migrate/v4v4.19.1direct
Gogithub.com/google/uuidv1.6.0direct
Gogithub.com/jackc/pgx/v5v5.9.2direct
Gogithub.com/kserve/kservev0.0.0-20251121160314-57d83d202f36direct
Gogithub.com/kserve/kservev0.19.0-rc0.0.20260715171408-85065ab905e4direct
Gogithub.com/lib/pqv1.10.9direct
Gogithub.com/onsi/gomegav1.41.0direct
Gogithub.com/openai/openai-go/v2v2.3.1direct
Gogithub.com/prometheus/client_golangv1.23.2direct
Gogithub.com/prometheus/client_modelv0.6.2direct
Gogithub.com/stretchr/testifyv1.11.1direct
Gogo.opentelemetry.io/otelv1.44.0direct
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpcv1.44.0direct
Gogo.opentelemetry.io/otel/sdkv1.44.0direct
Gogo.opentelemetry.io/otel/tracev1.44.0direct
Gogo.uber.org/zapv1.27.0direct
Gogo.uber.org/zapv1.28.0direct
Gogolang.org/x/syncv0.20.0direct
Gogoogle.golang.org/grpcv1.81.1direct
Gogopkg.in/yaml.v3v3.0.1direct
Gok8s.io/apiv0.34.1direct
Gok8s.io/apiv0.35.3direct
Gok8s.io/apiextensions-apiserverv0.35.3direct
Gok8s.io/apimachineryv0.34.1direct
Gok8s.io/apimachineryv0.35.3direct
Gok8s.io/client-gov0.34.1direct
Gok8s.io/client-gov0.35.3direct
Gok8s.io/utilsv0.0.0-20250820121507-0af2bda4dd1ddirect
Gok8s.io/utilsv0.0.0-20260319190234-28399d86e0b5direct
Goknative.dev/pkgv0.0.0-20250915135827-db4c336acdbedirect
Goknative.dev/pkgv0.0.0-20260120122510-4a022ed9999adirect
Gosigs.k8s.io/controller-runtimev0.22.1direct
Gosigs.k8s.io/gateway-apiv1.4.0direct
Gosigs.k8s.io/gateway-apiv1.5.1direct
Gosigs.k8s.io/kustomize/apiv0.21.1direct
Gosigs.k8s.io/kustomize/kyamlv0.21.1direct
Gosigs.k8s.io/yamlv1.6.0direct
Gocel.dev/exprv0.25.1indirect
Gocloud.google.com/gov0.121.6indirect
Gocloud.google.com/go/authv0.16.4indirect
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Gocloud.google.com/go/compute/metadatav0.9.0indirect
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Gogithub.com/azure/azure-sdk-for-go/sdk/azcorev1.19.1indirect
Gogithub.com/azure/azure-sdk-for-go/sdk/azidentityv1.13.0indirect
Gogithub.com/azure/azure-sdk-for-go/sdk/internalv1.11.2indirect
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Gogithub.com/azuread/microsoft-authentication-library-for-gov1.5.0indirect
Gogithub.com/beorn7/perksv1.0.1indirect
Gogithub.com/blang/semver/v4v4.0.0indirect
Gogithub.com/bytedance/sonicv1.13.3indirect
Gogithub.com/bytedance/sonic/loaderv0.2.4indirect
Gogithub.com/cenkalti/backoff/v5v5.0.3indirect
Gogithub.com/cespare/xxhash/v2v2.3.0indirect
Gogithub.com/cloudwego/base64xv0.1.5indirect
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Gogithub.com/emicklei/go-restful/v3v3.13.0indirect
Gogithub.com/envoyproxy/go-control-plane/envoyv1.37.0indirect
Gogithub.com/envoyproxy/protoc-gen-validatev1.3.3indirect
Gogithub.com/evanphx/json-patch/v5v5.9.11indirect
Gogithub.com/expr-lang/exprv1.17.8indirect
Gogithub.com/felixge/httpsnoopv1.0.4indirect
Gogithub.com/fsnotify/fsnotifyv1.10.0indirect
Gogithub.com/fsnotify/fsnotifyv1.9.0indirect
Gogithub.com/fxamacker/cbor/v2v2.9.0indirect
Gogithub.com/fxamacker/cbor/v2v2.9.1indirect
Gogithub.com/gabriel-vasile/mimetypev1.4.9indirect
Gogithub.com/gin-contrib/ssev1.1.0indirect
Gogithub.com/go-errors/errorsv1.5.1indirect
Gogithub.com/go-jose/go-jose/v4v4.1.4indirect
Gogithub.com/go-logr/stdrv1.2.2indirect
Gogithub.com/go-logr/zaprv1.3.0indirect
Gogithub.com/go-openapi/jsonpointerv0.21.2indirect
Gogithub.com/go-openapi/jsonpointerv0.23.1indirect
Gogithub.com/go-openapi/jsonreferencev0.21.0indirect
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Gogithub.com/go-openapi/swagv0.23.1indirect
Gogithub.com/go-openapi/swagv0.26.0indirect
Gogithub.com/go-openapi/swag/cmdutilsv0.26.0indirect
Gogithub.com/go-openapi/swag/convv0.26.0indirect
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Gogithub.com/go-openapi/swag/jsonnamev0.26.0indirect
Gogithub.com/go-openapi/swag/jsonutilsv0.26.0indirect
Gogithub.com/go-openapi/swag/loadingv0.26.0indirect
Gogithub.com/go-openapi/swag/manglingv0.26.0indirect
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Gogithub.com/go-openapi/swag/stringutilsv0.26.0indirect
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Gogithub.com/go-openapi/swag/yamlutilsv0.26.0indirect
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Gogithub.com/go-playground/validator/v10v10.26.0indirect
Gogithub.com/goccy/go-jsonv0.10.5indirect
Gogithub.com/gogo/protobufv1.3.2indirect
Gogithub.com/google/btreev1.1.3indirect
Gogithub.com/google/gnostic-modelsv0.7.0indirect
Gogithub.com/google/gnostic-modelsv0.7.1indirect
Gogithub.com/google/go-cmpv0.7.0indirect
Gogithub.com/google/s2a-gov0.1.9indirect
Gogithub.com/googleapis/enterprise-certificate-proxyv0.3.6indirect
Gogithub.com/googleapis/gax-go/v2v2.15.0indirect
Gogithub.com/googleapis/google-cloud-go-testingv0.0.0-20210719221736-1c9a4c676720indirect
Gogithub.com/googlecloudplatform/opentelemetry-operations-go/detectors/gcpv1.31.0indirect
Gogithub.com/googlecloudplatform/opentelemetry-operations-go/exporter/metricv0.53.0indirect
Gogithub.com/googlecloudplatform/opentelemetry-operations-go/internal/resourcemappingv0.53.0indirect
Gogithub.com/grpc-ecosystem/grpc-gateway/v2v2.29.0indirect
Gogithub.com/jackc/pgpassfilev1.0.0indirect
Gogithub.com/jackc/pgservicefilev0.0.0-20240606120523-5a60cdf6a761indirect
Gogithub.com/jackc/puddle/v2v2.2.2indirect
Gogithub.com/jmespath/go-jmespathv0.4.1-0.20220621161143-b0104c826a24indirect
Gogithub.com/josharian/internv1.0.0indirect
Gogithub.com/json-iterator/gov1.1.12indirect
Gogithub.com/kedacore/keda/v2v2.18.3indirect
Gogithub.com/klauspost/cpuid/v2v2.2.10indirect
Gogithub.com/kylelemons/godebugv1.1.0indirect
Gogithub.com/leodido/go-urnv1.4.0indirect
Gogithub.com/mailru/easyjsonv0.9.0indirect
Gogithub.com/mattn/go-isattyv0.0.20indirect
Gogithub.com/modern-go/concurrentv0.0.0-20180306012644-bacd9c7ef1ddindirect
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Gosigs.k8s.io/gateway-api-inference-extensionv1.5.0indirect
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PyPImkdocs-swagger-ui-tagindirect
PyPIpygmentsindirect
PyPIpytestindirect
PyPIpytest-htmlindirect
PyPIpytest-metadataindirect
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Dependency advisories 3

This repository publishes no package the index resolves, so its own dependency graph was assessed — 190 packages, which also include development and test pins that never ship: 3 carry known advisories, of which 0 are direct. 10 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
golang.org/x/cryptov0.51.0indirectcritical270.52.0
github.com/kedacore/keda/v2v2.18.3indirectmoderate12.20.0
github.com/aws/aws-sdk-gov1.55.6indirectunknown2

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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                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "19 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 190 resolved dependencies against OSV; 10 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.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 190
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 10
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 30,
              "affected_packages": 3,
              "assessed_packages": 190,
              "unassessed_packages": 10,
              "affected_by_severity": "critical 1, moderate 1, unknown 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 190,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 9
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 81,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 5616
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 94,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "maas-api/Makefile",
                "maas-controller/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "maas-api/Makefile, maas-controller/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "maas-api/Makefile, maas-controller/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 5",
                "points": 5,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 120212,
              "source_files_sampled": 180,
              "oversized_source_files": 7
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "7/180 source files over 60KB",
                "points": 52.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 180,
                      "oversized": 7
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "samples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "samples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T06:01:33.713891Z",
  "schema_version": "0.17.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/o/opendatahub-io/models-as-a-service.svg",
  "full_name": "opendatahub-io/models-as-a-service",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v1.13.0, schema v0.17.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsGo.