{"date":"2026-08-17","repo":{"name":"github.com/ludwig-ai/ludwig","commit":"8afd6b64c018377052c5671af61fecf99c57feec"},"scorecard":{"version":"v5.5.1-0.20260815060127-d1fab88f5463","commit":"d1fab88f54636ff366076edfc5c239f97b3c8e66"},"score":5.4,"checks":[{"name":"Maintained","score":10,"reason":"30 commit(s) and 4 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":"Code-Review","score":0,"reason":"Found 0/28 approved changesets -- score normalized to 0","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":"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":"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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/docker.yml:1","Warn: no topLevel permission defined: .github/workflows/pytest.yml:1","Warn: no topLevel permission defined: .github/workflows/pytest_slow.yml:1","Info: topLevel 'contents' permission set to 'read': .github/workflows/schema.yml:15","Info: topLevel 'contents' permission set to 'read': .github/workflows/test-results.yml:22","Warn: topLevel 'checks' permission set to 'write': .github/workflows/test-results.yml:23","Info: topLevel 'actions' permission set to 'read': .github/workflows/test-results.yml:24","Warn: no topLevel permission defined: .github/workflows/upload-pypi.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":"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":"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":"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":"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":"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":"Branch-Protection","score":-1,"reason":"internal 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","details":null,"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 2 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":"Packaging","score":10,"reason":"packaging workflow detected","details":["Info: Project packages its releases by way of GitHub Actions.: .github/workflows/docker.yml:19"],"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":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker.yml:40: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/docker.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker.yml:51: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/docker.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker.yml:65: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/docker.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker.yml:68: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/docker.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker.yml:72: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/docker.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker.yml:78: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/docker.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:29: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:38: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:62: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:106: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:108: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:117: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pytest.yml:130: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:146: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:186: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:188: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:197: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pytest.yml:210: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:226: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:238: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:240: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:264: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest_slow.yml:35: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest_slow.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest_slow.yml:38: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/pytest_slow.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/schema.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/schema.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/schema.yml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/schema.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/schema.yml:65: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/schema.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/test-results.yml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/test-results.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/test-results.yml:46: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/test-results.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/test-results.yml:61: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/test-results.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/upload-pypi.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/upload-pypi.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/upload-pypi.yml:26: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/upload-pypi.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/upload-pypi.yml:36: update your workflow using https://app.stepsecurity.io/secureworkflow/ludwig-ai/ludwig/upload-pypi.yml/main?enable=pin","Warn: containerImage not pinned by hash: .devcontainer/Dockerfile:1: pin your Docker image by updating python:3.12-slim to python:3.12-slim@sha256:2c941e860699f878900b0edc2403613c234d4b32eda3cc9fa7036991a2a63c4a","Warn: containerImage not pinned by hash: docker/ludwig-gpu/Dockerfile:12: pin your Docker image by updating nvidia/cuda:12.6.3-cudnn-devel-ubuntu24.04 to nvidia/cuda:12.6.3-cudnn-devel-ubuntu24.04@sha256:50efab398f76258daa91ceebb33b6467e40217c67ea44fb5a2cebc6be7d9cce3","Warn: containerImage not pinned by hash: docker/ludwig-ray-gpu/Dockerfile:12: pin your Docker image by updating rayproject/ray:2.54.0-py312-cu126 to rayproject/ray:2.54.0-py312-cu126@sha256:196ce2e80a678479240af661b4ca91a653ad6d67f245405fbbf0a570c16c20d1","Warn: containerImage not pinned by hash: docker/ludwig-ray/Dockerfile:12: pin your Docker image by updating rayproject/ray:2.54.0-py312 to rayproject/ray:2.54.0-py312@sha256:6eacc8b1bec4aa94467fadcfb967996b963986116509cf8294d12dfd05eb18f9","Warn: containerImage not pinned by hash: docker/ludwig/Dockerfile:12: pin your Docker image by updating python:3.12-slim to python:3.12-slim@sha256:2c941e860699f878900b0edc2403613c234d4b32eda3cc9fa7036991a2a63c4a","Warn: pipCommand not pinned by hash: .devcontainer/Dockerfile:24","Warn: pipCommand not pinned by hash: docker/ludwig-gpu/Dockerfile:27","Warn: pipCommand not pinned by hash: docker/ludwig-gpu/Dockerfile:34-38","Warn: pipCommand not pinned by hash: docker/ludwig-gpu/Dockerfile:34-38","Warn: pipCommand not pinned by hash: docker/ludwig-gpu/Dockerfile:39","Warn: pipCommand not pinned by hash: docker/ludwig-ray-gpu/Dockerfile:28","Warn: pipCommand not pinned by hash: docker/ludwig-ray-gpu/Dockerfile:35-39","Warn: pipCommand not pinned by hash: docker/ludwig-ray-gpu/Dockerfile:35-39","Warn: pipCommand not pinned by hash: docker/ludwig-ray-gpu/Dockerfile:40","Warn: pipCommand not pinned by hash: docker/ludwig-ray/Dockerfile:27","Warn: pipCommand not pinned by hash: docker/ludwig-ray/Dockerfile:34-38","Warn: pipCommand not pinned by hash: docker/ludwig-ray/Dockerfile:34-38","Warn: pipCommand not pinned by hash: docker/ludwig-ray/Dockerfile:39","Warn: pipCommand not pinned by hash: docker/ludwig/Dockerfile:23","Warn: pipCommand not pinned by hash: docker/ludwig/Dockerfile:30-34","Warn: pipCommand not pinned by hash: docker/ludwig/Dockerfile:30-34","Warn: pipCommand not pinned by hash: docker/ludwig/Dockerfile:35","Warn: pipCommand not pinned by hash: .github/workflows/pytest.yml:45","Warn: pipCommand not pinned by hash: .github/workflows/pytest.yml:124","Warn: pipCommand not pinned by hash: .github/workflows/pytest.yml:204","Warn: pipCommand not pinned by hash: .github/workflows/pytest.yml:250","Warn: pipCommand not pinned by hash: .github/workflows/pytest_slow.yml:51","Warn: pipCommand not pinned by hash: .github/workflows/schema.yml:30","Warn: pipCommand not pinned by hash: .github/workflows/upload-pypi.yml:32","Info:   0 out of  22 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of  12 third-party GitHubAction dependencies pinned","Info:   0 out of   5 containerImage dependencies pinned","Info:   0 out of  24 pipCommand 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"}}]}