{"date":"2026-08-17","repo":{"name":"github.com/zenml-io/zenml","commit":"4cd0be89aee0ad0cc0cc2b237c28c3d490729e45"},"scorecard":{"version":"v5.5.1-0.20260815060127-d1fab88f5463","commit":"d1fab88f54636ff366076edfc5c239f97b3c8e66"},"score":6.8,"checks":[{"name":"Code-Review","score":9,"reason":"Found 24/25 approved changesets -- score normalized to 9","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#code-review"}},{"name":"Maintained","score":10,"reason":"30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#maintained"}},{"name":"Security-Policy","score":10,"reason":"security policy file detected","details":["Info: security policy file detected: SECURITY.md:1","Info: Found linked content: SECURITY.md:1","Info: Found disclosure, vulnerability, and/or timelines in security policy: SECURITY.md:1","Info: Found text in security policy: SECURITY.md:1"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#security-policy"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#cii-best-practices"}},{"name":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#dangerous-workflow"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: Apache License 2.0: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#license"}},{"name":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Info: jobLevel 'contents' permission set to 'read': .github/workflows/claude.yml:56","Info: jobLevel 'pull-requests' permission set to 'read': .github/workflows/claude.yml:57","Info: jobLevel 'issues' permission set to 'read': .github/workflows/claude.yml:58","Info: jobLevel 'actions' permission set to 'read': .github/workflows/claude.yml:60","Info: jobLevel 'contents' permission set to 'read': .github/workflows/codeql.yml:21","Info: jobLevel 'actions' permission set to 'read': .github/workflows/codeql.yml:20","Info: jobLevel 'contents' permission set to 'read': .github/workflows/dependency-audit.yml:32","Info: jobLevel 'contents' permission set to 'read': .github/workflows/dependency-audit.yml:130","Info: jobLevel 'contents' permission set to 'read': .github/workflows/dependency-audit.yml:167","Info: jobLevel 'contents' permission set to 'read': .github/workflows/nightly_build.yml:29","Info: jobLevel 'contents' permission set to 'read': .github/workflows/pr_workspace_deploy.yml:144","Info: jobLevel 'contents' permission set to 'read': .github/workflows/publish_docker_image.yml:25","Info: jobLevel 'contents' permission set to 'read': .github/workflows/publish_helm_chart.yml:16","Info: jobLevel 'contents' permission set to 'read': .github/workflows/publish_stack_templates.yml:11","Info: jobLevel 'contents' permission set to 'read': .github/workflows/publish_to_pypi.yml:17","Info: jobLevel 'contents' permission set to 'read': .github/workflows/release.yml:84","Info: jobLevel 'contents' permission set to 'read': .github/workflows/release_prepare.yml:136","Info: jobLevel 'contents' permission set to 'read': .github/workflows/zizmor.yml:25","Info: jobLevel 'actions' permission set to 'read': .github/workflows/zizmor.yml:26","Warn: no topLevel permission defined: .github/workflows/base-package-functionality.yml:1","Warn: no topLevel permission defined: .github/workflows/check-links.yml:1","Warn: no topLevel permission defined: .github/workflows/check-markdown-links.yml:1","Warn: no topLevel permission defined: .github/workflows/ci-fast.yml:1","Warn: no topLevel permission defined: .github/workflows/ci-slow.yml:1","Warn: no topLevel permission defined: .github/workflows/claude.yml:1","Warn: no topLevel permission defined: .github/workflows/codeql.yml:1","Info: found token with 'none' permissions: .github/workflows/dependency-audit.yml:1","Warn: no topLevel permission defined: .github/workflows/generate-test-duration.yml:1","Warn: no topLevel permission defined: .github/workflows/gitbook-redirect-check.yml:1","Warn: no topLevel permission defined: .github/workflows/image-optimiser.yml:1","Warn: no topLevel permission defined: .github/workflows/integration-test-fast-services.yml:1","Warn: no topLevel permission defined: .github/workflows/integration-test-fast.yml:1","Warn: no topLevel permission defined: .github/workflows/integration-test-slow-services.yml:1","Warn: no topLevel permission defined: .github/workflows/integration-test-slow.yml:1","Warn: no topLevel permission defined: .github/workflows/linting.yml:1","Warn: no topLevel permission defined: .github/workflows/nightly_build.yml:1","Warn: no topLevel permission defined: .github/workflows/notify-changelog.yml:1","Warn: no topLevel permission defined: .github/workflows/notify-projects-backend.yml:1","Warn: no topLevel permission defined: .github/workflows/performance-profiling.yml:1","Warn: no topLevel permission defined: .github/workflows/pr_labeler.yml:1","Warn: no topLevel permission defined: .github/workflows/pr_workspace_deploy.yml:1","Warn: no topLevel permission defined: .github/workflows/publish_api_docs.yml:1","Warn: no topLevel permission defined: .github/workflows/publish_docker_image.yml:1","Warn: no topLevel permission defined: .github/workflows/publish_helm_chart.yml:1","Warn: no topLevel permission defined: .github/workflows/publish_stack_templates.yml:1","Warn: no topLevel permission defined: .github/workflows/publish_to_pypi.yml:1","Warn: no topLevel permission defined: .github/workflows/publish_to_pypi_nightly.yml:1","Warn: no topLevel permission defined: .github/workflows/release.yml:1","Warn: no topLevel permission defined: .github/workflows/release_finalize.yml:1","Warn: no topLevel permission defined: .github/workflows/release_prepare.yml:1","Warn: no topLevel permission defined: .github/workflows/require-release-label.yml:1","Warn: no topLevel permission defined: .github/workflows/server-request-count.yml:1","Info: topLevel 'contents' permission set to 'read': .github/workflows/snack-it.yml:32","Warn: no topLevel permission defined: .github/workflows/spellcheck.yml:1","Warn: no topLevel permission defined: .github/workflows/stale-prs.yml:1","Warn: no topLevel permission defined: .github/workflows/templates-test.yml:1","Warn: no topLevel permission defined: .github/workflows/trivy-zenml-core.yml:1","Warn: no topLevel permission defined: .github/workflows/trivy-zenserver.yml:1","Warn: no topLevel permission defined: .github/workflows/unit-test.yml:1","Warn: no topLevel permission defined: .github/workflows/update-templates-to-examples.yml:1","Warn: no topLevel permission defined: .github/workflows/validate-changelog.yml:1","Warn: no topLevel permission defined: .github/workflows/vscode-tutorial-pipelines-test.yml:1","Warn: no topLevel permission defined: .github/workflows/weekly-agent-pipelines-test.yml:1","Info: found token with 'none' permissions: .github/workflows/zizmor.yml:1","Info: no jobLevel write permissions found"],"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#token-permissions"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#binary-artifacts"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#signed-releases"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#fuzzing"}},{"name":"Branch-Protection","score":3,"reason":"branch protection is not maximal on development and all release branches","details":["Info: 'allow deletion' disabled on branch 'main'","Info: 'force pushes' disabled on branch 'main'","Warn: branch 'main' does not require approvers","Warn: codeowners review is not required on branch 'main'","Warn: no status checks found to merge onto branch 'main'"],"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#branch-protection"}},{"name":"Packaging","score":10,"reason":"packaging workflow detected","details":["Info: Project packages its releases by way of GitHub Actions.: .github/workflows/nightly_build.yml:22"],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#packaging"}},{"name":"SAST","score":7,"reason":"SAST tool detected but not run on all commits","details":["Info: SAST configuration detected: CodeQL","Warn: 7 commits out of 29 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#sast"}},{"name":"Pinned-Dependencies","score":5,"reason":"dependency not pinned by hash detected -- score normalized to 5","details":["Warn: third-party GitHubAction not pinned by hash: .github/workflows/update-templates-to-examples.yml:193: update your workflow using https://app.stepsecurity.io/secureworkflow/zenml-io/zenml/update-templates-to-examples.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/update-templates-to-examples.yml:268: update your workflow using https://app.stepsecurity.io/secureworkflow/zenml-io/zenml/update-templates-to-examples.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/update-templates-to-examples.yml:46: update your workflow using https://app.stepsecurity.io/secureworkflow/zenml-io/zenml/update-templates-to-examples.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/update-templates-to-examples.yml:120: update your workflow using https://app.stepsecurity.io/secureworkflow/zenml-io/zenml/update-templates-to-examples.yml/main?enable=pin","Warn: containerImage not pinned by hash: docker/base.Dockerfile:10: pin your Docker image by updating python:3.11-slim-bookworm to python:3.11-slim-bookworm@sha256:2e32f7d302adc1c37428355c1e646897c0c53f4fd60b6a551245fb90ee129f91","Warn: containerImage not pinned by hash: docker/base.Dockerfile:26","Warn: containerImage not pinned by hash: docker/base.Dockerfile:51","Warn: containerImage not pinned by hash: docker/base.Dockerfile:72","Warn: containerImage not pinned by hash: docker/base.Dockerfile:96","Warn: containerImage not pinned by hash: docker/base.Dockerfile:140","Warn: containerImage not pinned by hash: docker/zenml-dev.Dockerfile:4: pin your Docker image by updating python:3.11-slim-bookworm to python:3.11-slim-bookworm@sha256:2e32f7d302adc1c37428355c1e646897c0c53f4fd60b6a551245fb90ee129f91","Warn: containerImage not pinned by hash: docker/zenml-dev.Dockerfile:20","Warn: containerImage not pinned by hash: docker/zenml-dev.Dockerfile:64","Warn: containerImage not pinned by hash: docker/zenml-server-dev.Dockerfile:9: pin your Docker image by updating python:3.11-slim-bookworm to python:3.11-slim-bookworm@sha256:2e32f7d302adc1c37428355c1e646897c0c53f4fd60b6a551245fb90ee129f91","Warn: containerImage not pinned by hash: docker/zenml-server-dev.Dockerfile:50","Warn: containerImage not pinned by hash: docker/zenml-server-dev.Dockerfile:97","Warn: containerImage not pinned by hash: docker/zenml-server-dev.Dockerfile:145","Warn: containerImage not pinned by hash: docker/zenml-server-dev.Dockerfile:157","Warn: containerImage not pinned by hash: docker/zenml-server-hf-spaces.Dockerfile:1: pin your Docker image by updating zenmldocker/zenml-server:latest to zenmldocker/zenml-server:latest@sha256:52181188dc0eb2ac47dd43dfeccef644718db62f9145aa56e6db4b2e0c34728c","Warn: containerImage not pinned by hash: examples/e2e_nlp/gradio/Dockerfile:4: pin your Docker image by updating python:3.9 to python:3.9@sha256:da5aee29682d12a6649f51c8d6f15b87deb3e6c524b923c41d0cb3304d07c913","Warn: pipCommand not pinned by hash: docker/base.Dockerfile:18-24","Warn: pipCommand not pinned by hash: docker/base.Dockerfile:63-70","Warn: pipCommand not pinned by hash: docker/base.Dockerfile:87-94","Warn: pipCommand not pinned by hash: docker/zenml-dev.Dockerfile:12-18","Warn: pipCommand not pinned by hash: docker/zenml-dev.Dockerfile:57-60","Warn: pipCommand not pinned by hash: docker/zenml-dev.Dockerfile:126-127","Warn: pipCommand not pinned by hash: docker/zenml-server-dev.Dockerfile:24-33","Warn: pipCommand not pinned by hash: docker/zenml-server-dev.Dockerfile:90-93","Warn: pipCommand not pinned by hash: docker/zenml-server-dev.Dockerfile:161-162","Warn: pipCommand not pinned by hash: examples/e2e_nlp/gradio/Dockerfile:10","Warn: pipCommand not pinned by hash: scripts/format.sh:37","Warn: pipCommand not pinned by hash: scripts/generate-docs.sh:55","Warn: pipCommand not pinned by hash: scripts/install-zenml-dev.sh:204","Warn: pipCommand not pinned by hash: scripts/install-zenml-dev.sh:206","Warn: pipCommand not pinned by hash: scripts/test-migrations.sh:330","Warn: pipCommand not pinned by hash: .github/workflows/check-links.yml:30","Warn: pipCommand not pinned by hash: .github/workflows/check-markdown-links.yml:20","Warn: downloadThenRun not pinned by hash: .github/workflows/ci-slow.yml:145","Warn: pipCommand not pinned by hash: .github/workflows/gitbook-redirect-check.yml:20","Warn: pipCommand not pinned by hash: .github/workflows/integration-test-fast-services.yml:163","Warn: chocoCommand not pinned by hash: .github/workflows/integration-test-fast-services.yml:176","Warn: downloadThenRun not pinned by hash: .github/workflows/integration-test-fast-services.yml:213","Warn: pipCommand not pinned by hash: .github/workflows/integration-test-fast.yml:213","Warn: chocoCommand not pinned by hash: .github/workflows/integration-test-fast.yml:226","Warn: downloadThenRun not pinned by hash: .github/workflows/integration-test-fast.yml:263","Warn: pipCommand not pinned by hash: .github/workflows/integration-test-slow-services.yml:154","Warn: downloadThenRun not pinned by hash: .github/workflows/integration-test-slow-services.yml:204","Warn: pipCommand not pinned by hash: .github/workflows/integration-test-slow.yml:211","Warn: downloadThenRun not pinned by hash: .github/workflows/integration-test-slow.yml:233","Warn: pipCommand not pinned by hash: .github/workflows/performance-profiling.yml:44","Warn: pipCommand not pinned by hash: .github/workflows/performance-profiling.yml:58","Warn: pipCommand not pinned by hash: .github/workflows/performance-profiling.yml:82","Warn: pipCommand not pinned by hash: .github/workflows/pr_workspace_deploy.yml:185","Warn: pipCommand not pinned by hash: .github/workflows/pr_workspace_deploy.yml:186","Warn: pipCommand not pinned by hash: .github/workflows/release_prepare.yml:176","Warn: pipCommand not pinned by hash: .github/workflows/release_prepare.yml:177","Warn: pipCommand not pinned by hash: .github/workflows/server-request-count.yml:37","Warn: pipCommand not pinned by hash: .github/workflows/server-request-count.yml:54","Warn: pipCommand not pinned by hash: .github/workflows/server-request-count.yml:80","Warn: pipCommand not pinned by hash: .github/workflows/update-templates-to-examples.yml:70","Warn: pipCommand not pinned by hash: .github/workflows/update-templates-to-examples.yml:143","Warn: pipCommand not pinned by hash: .github/workflows/update-templates-to-examples.yml:218","Warn: pipCommand not pinned by hash: .github/workflows/update-templates-to-examples.yml:291","Warn: downloadThenRun not pinned by hash: .github/workflows/vscode-tutorial-pipelines-test.yml:48","Warn: downloadThenRun not pinned by hash: .github/workflows/weekly-agent-pipelines-test.yml:38","Info: 124 out of 124 GitHub-owned GitHubAction dependencies pinned","Info:  80 out of  84 third-party GitHubAction dependencies pinned","Info:   0 out of  16 containerImage dependencies pinned","Info:   1 out of  37 pipCommand dependencies pinned","Info:   0 out of   7 downloadThenRun dependencies pinned","Info:   0 out of   2 chocoCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#pinned-dependencies"}}]}