{"date":"2026-08-21T15:55:24Z","repo":{"name":"github.com/microsoft/AI-For-Beginners","commit":"33e781bf7bfb9b39fd27c4e4a3e592669b52cb4b"},"scorecard":{"version":"v4.13.1","commit":"49c0eed3a423f00c872b5c3c9f1bbca9e8aae799"},"score":7.5,"checks":[{"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/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#binary-artifacts"}},{"name":"Branch-Protection","score":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","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/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#branch-protection"}},{"name":"CI-Tests","score":10,"reason":"4 out of 4 merged PRs checked by a CI test -- score normalized to 10","details":null,"documentation":{"short":"Determines if the project runs tests before pull requests are merged.","url":"https://github.com/ossf/scorecard/blob/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#ci-tests"}},{"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/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#cii-best-practices"}},{"name":"Code-Review","score":-1,"reason":"found no human review activity in the last 4 changesets","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/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#code-review"}},{"name":"Contributors","score":10,"reason":"18 different organizations found -- score normalized to 10","details":["Info: contributors work for #opentowork ex. python/c++ dev @ yandex algo researcher @ huawei,Azure,BuildForSDG,Fizzyo,Her-AI-Studio,InhaBas,MicrosoftCopilot,MicrosoftDocs,MicrosoftStudentAmbassadors-Kenya,TeamBloomm,beanpot-studio,coremob,evangelism,golclinics,localizeflow,microsoft,microsoft corporation,moscow aviation institute"],"documentation":{"short":"Determines if the project has a set of contributors from multiple organizations (e.g., companies).","url":"https://github.com/ossf/scorecard/blob/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#contributors"}},{"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/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#dangerous-workflow"}},{"name":"Dependency-Update-Tool","score":10,"reason":"update tool detected","details":["Info: tool 'Dependabot' is used: :0"],"documentation":{"short":"Determines if the project uses a dependency update tool.","url":"https://github.com/ossf/scorecard/blob/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#dependency-update-tool"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no OSSFuzz integration found: Follow the steps in https://github.com/google/oss-fuzz to integrate fuzzing for your project.\nOver time, try to add fuzzing for more functionalities of your project. (High effort)","Warn: no OneFuzz integration found: Follow the steps in https://github.com/microsoft/onefuzz to start fuzzing for your project.\nOver time, try to add fuzzing for more functionalities of your project. (High effort)","Warn: no GoBuiltInFuzzer integration found: Follow the steps in https://go.dev/doc/fuzz/ to enable fuzzing on your project.\nOver time, try to add fuzzing for more functionalities of your project. (Medium effort)","Warn: no PythonAtherisFuzzer integration found: Follow the steps in https://github.com/google/atheris to enable fuzzing on your project.\nOver time, try to add fuzzing for more functionalities of your project. (Medium effort)","Warn: no CLibFuzzer integration found: Follow the steps in https://llvm.org/docs/LibFuzzer.html to enable fuzzing on your project.\nOver time, try to add fuzzing for more functionalities of your project. (Medium effort)","Warn: no CppLibFuzzer integration found: Follow the steps in https://llvm.org/docs/LibFuzzer.html to enable fuzzing on your project.\nOver time, try to add fuzzing for more functionalities of your project. (Medium effort)","Warn: no SwiftLibFuzzer integration found: Follow the steps in https://google.github.io/oss-fuzz/getting-started/new-project-guide/swift-lang/ to enable fuzzing on your project.\nOver time, try to add fuzzing for more functionalities of your project. (Medium effort)","Warn: no RustCargoFuzzer integration found: Follow the steps in https://rust-fuzz.github.io/book/cargo-fuzz.html to enable fuzzing on your project.\nOver time, try to add fuzzing for more functionalities of your project. (Medium effort)","Warn: no JavaJazzerFuzzer integration found: Follow the steps in https://github.com/CodeIntelligenceTesting/jazzer to enable fuzzing on your project.\nOver time, try to add fuzzing for more functionalities of your project. (Medium effort)","Warn: no ClusterFuzzLite integration found: Follow the steps in https://github.com/google/clusterfuzzlite to integrate fuzzing as part of CI.\nOver time, try to add fuzzing for more functionalities of your project. (High effort)","Warn: no HaskellPropertyBasedTesting integration found: Use one of the following frameworks to fuzz your project:\nQuickCheck: https://hackage.haskell.org/package/QuickCheck\nhedgehog: https://hedgehog.qa/\nvalidity: https://github.com/NorfairKing/validity\nsmallcheck: https://hackage.haskell.org/package/smallcheck\nhspec: https://hspec.github.io/\ntasty: https://hackage.haskell.org/package/tasty (High effort)","Warn: no TypeScriptPropertyBasedTesting integration found: Use fast-check: https://github.com/dubzzz/fast-check (High effort)","Warn: no JavaScriptPropertyBasedTesting integration found: Use fast-check: https://github.com/dubzzz/fast-check (High effort)"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: License file found in expected location: LICENSE:1","Info: FSF or OSI recognized license: LICENSE:1"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#license"}},{"name":"Maintained","score":10,"reason":"30 commit(s) out of 30 and 1 issue activity out of 30 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/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#maintained"}},{"name":"Packaging","score":-1,"reason":"no published package detected","details":["Warn: no GitHub/GitLab publishing workflow detected"],"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/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#packaging"}},{"name":"Pinned-Dependencies","score":3,"reason":"dependency not pinned by hash detected -- score normalized to 3","details":["Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codeql.yml:62: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/AI-For-Beginners/codeql.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codeql.yml:72: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/AI-For-Beginners/codeql.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codeql.yml:100: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/AI-For-Beginners/codeql.yml/main?enable=pin","Warn: containerImage not pinned by hash: .devcontainer/Dockerfile:1: pin your Docker image by updating mcr.microsoft.com/vscode/devcontainers/miniconda:0-3 to mcr.microsoft.com/vscode/devcontainers/miniconda:0-3@sha256:bde4693b6e7f6d40df85ae92764c9e9264edd4ddcfa05f2cb8d287798750db80","Warn: pipCommand not pinned by hash: .devcontainer/Dockerfile:13-19","Info:   3 out of   6 GitHub-owned GitHubAction dependencies pinned","Info:   1 out of   1 third-party GitHubAction dependencies pinned","Info:   0 out of   1 containerImage dependencies pinned","Info:   0 out of   1 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/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#pinned-dependencies"}},{"name":"SAST","score":10,"reason":"SAST tool is run on all commits","details":["Info: all commits (30) are checked with a SAST tool","Info: SAST tool detected: CodeQL"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#sast"}},{"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/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#security-policy"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":["Warn: no GitHub releases found"],"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#signed-releases"}},{"name":"Token-Permissions","score":9,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/codeql.yml:1: Visit https://app.stepsecurity.io/secureworkflow/microsoft/AI-For-Beginners/codeql.yml/main?enable=permissions\nTick the 'Restrict permissions for GITHUB_TOKEN'\nUntick other options\nNOTE: If you want to resolve multiple issues at once, you can visit https://app.stepsecurity.io/securerepo instead. (Low effort)","Info: jobLevel 'packages' permission set to 'read': .github/workflows/codeql.yml:36","Info: jobLevel 'actions' permission set to 'read': .github/workflows/codeql.yml:39","Info: jobLevel 'contents' permission set to 'read': .github/workflows/codeql.yml:40","Info: topLevel permissions set to 'read-all': .github/workflows/scorecard.yml:18","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/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#token-permissions"}},{"name":"Vulnerabilities","score":0,"reason":"20 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: GHSA-26c4-7vv6-867j / PYSEC-2026-3629","Warn: Project is vulnerable to: GHSA-58hv-7753-xmfq / PYSEC-2026-3630","Warn: Project is vulnerable to: GHSA-5gwj-m78q-7pq3 / PYSEC-2026-3631","Warn: Project is vulnerable to: GHSA-gh82-f9x8-5frx / PYSEC-2026-3632","Warn: Project is vulnerable to: GHSA-hqp4-2352-xf5r / PYSEC-2026-2324","Warn: Project is vulnerable to: GHSA-m8wh-29wm-52mv / PYSEC-2026-3633","Warn: Project is vulnerable to: GHSA-v2w2-w228-c444 / PYSEC-2026-3634","Warn: Project is vulnerable to: GHSA-45hq-cxwh-f6vc / PYSEC-2026-2255","Warn: Project is vulnerable to: GHSA-4x4j-2g7c-83w6 / PYSEC-2026-2257","Warn: Project is vulnerable to: GHSA-5x94-69rx-g8h2 / PYSEC-2026-2254","Warn: Project is vulnerable to: GHSA-62p4-gmf7-7g93 / PYSEC-2026-3493","Warn: Project is vulnerable to: GHSA-6r8x-57c9-28j4 / PYSEC-2026-3451","Warn: Project is vulnerable to: GHSA-8v84-f9pq-wr9x / PYSEC-2026-2253","Warn: Project is vulnerable to: GHSA-9hw9-ch79-4vh6 / PYSEC-2026-3453","Warn: Project is vulnerable to: GHSA-fj7v-r99m-22gq / PYSEC-2026-3494","Warn: Project is vulnerable to: GHSA-jjj6-mw9f-p565 / PYSEC-2026-3495","Warn: Project is vulnerable to: GHSA-pg7v-jwj7-p798 / PYSEC-2026-3452","Warn: Project is vulnerable to: GHSA-phj9-mv4w-65pm / PYSEC-2026-2256","Warn: Project is vulnerable to: GHSA-vjc4-5qp5-m44j / PYSEC-2026-3496","Warn: Project is vulnerable to: GHSA-xj96-63gp-2gmr / PYSEC-2026-3454"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/49c0eed3a423f00c872b5c3c9f1bbca9e8aae799/docs/checks.md#vulnerabilities"}}]}