{"id":15036654,"url":"https://github.com/prefecthq/prefect","last_synced_at":"2026-06-02T11:00:50.349Z","repository":{"id":37270464,"uuid":"139199684","full_name":"PrefectHQ/prefect","owner":"PrefectHQ","description":"Prefect is a workflow orchestration framework for building resilient data pipelines in Python.","archived":false,"fork":false,"pushed_at":"2026-05-26T16:00:57.000Z","size":220851,"stargazers_count":22471,"open_issues_count":816,"forks_count":2318,"subscribers_count":194,"default_branch":"main","last_synced_at":"2026-05-26T16:10:08.539Z","etag":null,"topics":["automation","data","data-engineering","data-ops","data-science","infrastructure","ml-ops","observability","orchestration","pipeline","prefect","python","workflow","workflow-engine"],"latest_commit_sha":null,"homepage":"https://prefect.io","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/PrefectHQ.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":".github/CODEOWNERS","security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":"AGENTS.md","dco":null,"cla":null}},"created_at":"2018-06-29T21:59:26.000Z","updated_at":"2026-05-26T15:35:59.000Z","dependencies_parsed_at":"2022-07-12T16:14:59.874Z","dependency_job_id":"daf4f408-6f3a-407c-8d60-27a9cd4aed30","html_url":"https://github.com/PrefectHQ/prefect","commit_stats":{"total_commits":10690,"total_committers":169,"mean_commits":63.25443786982248,"dds":0.7360149672591207,"last_synced_commit":"d4168979fed4a190bad971fe81fbbe8436ee80c0"},"previous_names":[],"tags_count":1176,"template":false,"template_full_name":null,"purl":"pkg:github/PrefectHQ/prefect","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PrefectHQ%2Fprefect","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PrefectHQ%2Fprefect/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PrefectHQ%2Fprefect/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PrefectHQ%2Fprefect/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/PrefectHQ","download_url":"https://codeload.github.com/PrefectHQ/prefect/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PrefectHQ%2Fprefect/sbom","scorecard":{"id":112002,"data":{"date":"2025-08-11","repo":{"name":"github.com/PrefectHQ/prefect","commit":"250702afc5dd7b97c5844c111d77aa43552edd9b"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":5.1,"checks":[{"name":"Code-Review","score":10,"reason":"all changesets reviewed","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/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Maintained","score":10,"reason":"30 commit(s) and 12 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/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Security-Policy","score":9,"reason":"security policy file detected","details":["Info: security policy file detected: SECURITY.md:1","Info: Found linked content: SECURITY.md:1","Warn: One or no descriptive hints of disclosure, vulnerability, and/or timelines in security policy","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/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Dangerous-Workflow","score":0,"reason":"dangerous workflow patterns detected","details":["Warn: script injection with untrusted input ' github.head_ref ': .github/workflows/time-docker-build.yaml:85"],"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"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/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Info: jobLevel 'contents' permission set to 'read': .github/workflows/codeql-analysis.yml:52","Info: jobLevel 'actions' permission set to 'read': .github/workflows/codeql-analysis.yml:54","Info: jobLevel 'contents' permission set to 'read': .github/workflows/labeler.yml:13","Warn: jobLevel 'contents' permission set to 'write': .github/workflows/npm_update_latest_prefect.yaml:19","Info: jobLevel 'contents' permission set to 'read': .github/workflows/windows-tests.yaml:28","Warn: no topLevel permission defined: .github/workflows/api-compatibility-tests.yaml:1","Info: topLevel 'contents' permission set to 'read': .github/workflows/benchmarks.yaml:19","Info: found token with 'none' permissions: .github/workflows/codeql-analysis.yml:1","Info: topLevel 'contents' permission set to 'read': .github/workflows/codspeed-benchmarks.yaml:20","Warn: no topLevel permission defined: .github/workflows/copy-linked-issue-labels.yml:1","Warn: no topLevel permission defined: .github/workflows/docker-images.yaml:1","Warn: no topLevel permission defined: .github/workflows/helm-chart-release.yaml:1","Warn: no topLevel permission defined: .github/workflows/integration-package-release.yaml:1","Warn: no topLevel permission defined: .github/workflows/integration-package-tests.yaml:1","Warn: no topLevel permission defined: .github/workflows/integration-tests.yaml:1","Warn: no topLevel permission defined: .github/workflows/k8s-integration-tests.yaml:1","Info: topLevel 'contents' permission set to 'read': .github/workflows/labeler.yml:7","Info: topLevel 'contents' permission set to 'read': .github/workflows/markdown-tests.yaml:30","Warn: no topLevel permission defined: .github/workflows/nightly-release.yaml:1","Info: found token with 'none' permissions: .github/workflows/npm_update_latest_prefect.yaml:1","Warn: no topLevel permission defined: .github/workflows/prefect-client-publish.yaml:1","Warn: no topLevel permission defined: .github/workflows/prefect-client.yaml:1","Warn: no topLevel permission defined: .github/workflows/proxy-test.yaml:1","Warn: no topLevel permission defined: .github/workflows/python-package.yaml:1","Info: topLevel 'contents' permission set to 'read': .github/workflows/python-tests.yaml:28","Warn: topLevel 'actions' permission set to 'write': .github/workflows/python-tests.yaml:29","Warn: no topLevel permission defined: .github/workflows/stale.yml:1","Info: topLevel 'contents' permission set to 'read': .github/workflows/static-analysis.yaml:11","Warn: no topLevel permission defined: .github/workflows/time-docker-build.yaml:1","Info: topLevel 'contents' permission set to 'read': .github/workflows/ui-tests.yml:14","Info: topLevel 'contents' permission set to 'read': .github/workflows/ui-v2-checks.yml:14","Warn: no topLevel permission defined: .github/workflows/validate_worker_metadata.yaml:1","Info: found token with 'none' permissions: .github/workflows/windows-tests.yaml:1"],"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"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/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"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/f6ed084d17c9236477efd66e5b258b9d4cc7b389/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/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"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/f6ed084d17c9236477efd66e5b258b9d4cc7b389/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/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"Packaging","score":10,"reason":"packaging workflow detected","details":["Info: Project packages its releases by way of GitHub Actions.: .github/workflows/docker-images.yaml:18"],"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/f6ed084d17c9236477efd66e5b258b9d4cc7b389/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/api-compatibility-tests.yaml:37: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/api-compatibility-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/api-compatibility-tests.yaml:45: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/api-compatibility-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/api-compatibility-tests.yaml:54: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/api-compatibility-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/benchmarks.yaml:32: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/benchmarks.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/benchmarks.yaml:38: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/benchmarks.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/benchmarks.yaml:51: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/benchmarks.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codeql-analysis.yml:66: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/codeql-analysis.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codeql-analysis.yml:69: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/codeql-analysis.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codeql-analysis.yml:76: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/codeql-analysis.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codspeed-benchmarks.yaml:33: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/codspeed-benchmarks.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/codspeed-benchmarks.yaml:39: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/codspeed-benchmarks.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/codspeed-benchmarks.yaml:57: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/codspeed-benchmarks.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/copy-linked-issue-labels.yml:12: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/copy-linked-issue-labels.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-images.yaml:54: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/docker-images.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-images.yaml:57: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/docker-images.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-images.yaml:62: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/docker-images.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker-images.yaml:68: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/docker-images.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-images.yaml:74: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/docker-images.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-images.yaml:97: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/docker-images.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-images.yaml:120: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/docker-images.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration-package-release.yaml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-package-release.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration-package-release.yaml:30: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-package-release.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration-package-release.yaml:49: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-package-release.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration-package-release.yaml:65: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-package-release.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/integration-package-release.yaml:71: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-package-release.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration-package-tests.yaml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-package-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration-package-tests.yaml:29: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-package-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration-package-tests.yaml:61: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-package-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/integration-package-tests.yaml:66: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-package-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration-tests.yaml:43: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/integration-tests.yaml:49: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration-tests.yaml:103: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/integration-tests.yaml:119: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration-tests.yaml:170: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration-tests.yaml:186: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/integration-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/k8s-integration-tests.yaml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/k8s-integration-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/k8s-integration-tests.yaml:29: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/k8s-integration-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/k8s-integration-tests.yaml:36: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/k8s-integration-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/k8s-integration-tests.yaml:41: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/k8s-integration-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/labeler.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/labeler.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/labeler.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/labeler.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/markdown-tests.yaml:64: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/markdown-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/markdown-tests.yaml:70: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/markdown-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/nightly-release.yaml:14: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/nightly-release.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/nightly-release.yaml:75: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/nightly-release.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/npm_update_latest_prefect.yaml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/npm_update_latest_prefect.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/npm_update_latest_prefect.yaml:32: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/npm_update_latest_prefect.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/prefect-client-publish.yaml:35: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/prefect-client-publish.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/prefect-client-publish.yaml:41: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/prefect-client-publish.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/prefect-client.yaml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/prefect-client.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/prefect-client.yaml:40: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/prefect-client.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/prefect-client.yaml:120: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/prefect-client.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/proxy-test.yaml:29: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/proxy-test.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/proxy-test.yaml:35: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/proxy-test.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/proxy-test.yaml:62: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/proxy-test.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yaml:80: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-package.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-package.yaml:86: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-package.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yaml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-package.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-package.yaml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-package.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yaml:33: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-package.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yaml:55: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-package.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-tests.yaml:105: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-tests.yaml:111: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-tests.yaml:195: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-tests.yaml:201: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-tests.yaml:206: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-tests.yaml:225: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-tests.yaml:232: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-tests.yaml:323: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-tests.yaml:329: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/python-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/stale.yml:10: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/stale.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/static-analysis.yaml:32: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/static-analysis.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/static-analysis.yaml:38: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/static-analysis.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/static-analysis.yaml:48: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/static-analysis.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/static-analysis.yaml:67: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/static-analysis.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/static-analysis.yaml:73: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/static-analysis.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/time-docker-build.yaml:19: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/time-docker-build.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/time-docker-build.yaml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/time-docker-build.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/time-docker-build.yaml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/time-docker-build.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/time-docker-build.yaml:32: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/time-docker-build.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/time-docker-build.yaml:60: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/time-docker-build.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ui-tests.yml:35: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/ui-tests.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ui-tests.yml:37: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/ui-tests.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ui-v2-checks.yml:35: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/ui-v2-checks.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ui-v2-checks.yml:37: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/ui-v2-checks.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/ui-v2-checks.yml:47: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/ui-v2-checks.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/validate_worker_metadata.yaml:14: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/validate_worker_metadata.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/validate_worker_metadata.yaml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/validate_worker_metadata.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/windows-tests.yaml:38: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/windows-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/windows-tests.yaml:44: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/windows-tests.yaml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/windows-tests.yaml:64: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/windows-tests.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/windows-tests.yaml:70: update your workflow using https://app.stepsecurity.io/secureworkflow/PrefectHQ/prefect/windows-tests.yaml/main?enable=pin","Warn: containerImage not pinned by hash: Dockerfile:17","Warn: containerImage not pinned by hash: Dockerfile:38","Warn: containerImage not pinned by hash: Dockerfile:63","Warn: containerImage not pinned by hash: Dockerfile:78","Warn: containerImage not pinned by hash: client/Dockerfile:5","Warn: containerImage not pinned by hash: client/Dockerfile:30","Warn: containerImage not pinned by hash: old-sqlite.Dockerfile:2","Warn: containerImage not pinned by hash: old-sqlite.Dockerfile:24: pin your Docker image by updating python:3.9-slim to python:3.9-slim@sha256:4b826e2ca2191c24a03bdbf0c342a73c6ee4ce929eac5ebc47fef78f66b839d6","Warn: containerImage not pinned by hash: scripts/proxy-test/Dockerfile:1: pin your Docker image by updating python:3.11-slim to python:3.11-slim@sha256:0ce77749ac83174a31d5e107ce0cfa6b28a2fd6b0615e029d9d84b39c48976ee","Warn: containerImage not pinned by hash: tests/docker/contexts/alternate/Dockerfile.a:1: pin your Docker image by updating busybox to 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busybox@sha256:f9a104fddb33220ec80fc45a4e606c74aadf1ef7a3832eb0b05be9e90cd61f5f","Warn: pipCommand not pinned by hash: scripts/proxy-test/Dockerfile:6","Warn: pipCommand not pinned by hash: scripts/install-with-latest-dependencies:3","Warn: pipCommand not pinned by hash: .github/workflows/api-compatibility-tests.yaml:62","Warn: pipCommand not pinned by hash: .github/workflows/integration-package-release.yaml:38","Warn: pipCommand not pinned by hash: .github/workflows/integration-package-release.yaml:39","Warn: npmCommand not pinned by hash: .github/workflows/npm_update_latest_prefect.yaml:43","Warn: npmCommand not pinned by hash: .github/workflows/static-analysis.yaml:55","Warn: pipCommand not pinned by hash: .github/workflows/validate_worker_metadata.yaml:23","Warn: pipCommand not pinned by hash: .github/workflows/validate_worker_metadata.yaml:24","Info:   0 out of  55 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of  37 third-party GitHubAction dependencies pinned","Info:   0 out of  15 containerImage dependencies pinned","Info:   4 out of   6 npmCommand dependencies pinned","Info:   0 out of   7 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/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"SAST","score":8,"reason":"SAST tool detected but not run on all commits","details":["Info: SAST configuration detected: CodeQL","Warn: 12 commits out of 30 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Vulnerabilities","score":1,"reason":"9 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2018-34 / GHSA-2fc2-6r4j-p65h","Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6","Warn: Project is vulnerable to: PYSEC-2019-108 / GHSA-9fq2-x9r6-wfmf","Warn: Project is vulnerable to: PYSEC-2018-33 / GHSA-cw6w-4rcx-xphc","Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2017-1 / GHSA-frgw-fgh6-9g52","Warn: Project is vulnerable to: PYSEC-2020-73","Warn: Project is vulnerable to: GHSA-v6h2-p8h4-qcjw"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}}]},"last_synced_at":"2025-08-15T12:29:49.607Z","repository_id":37270464,"created_at":"2025-08-15T12:29:49.607Z","updated_at":"2025-08-15T12:29:49.607Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33818568,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-02T02:00:07.132Z","response_time":109,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["automation","data","data-engineering","data-ops","data-science","infrastructure","ml-ops","observability","orchestration","pipeline","prefect","python","workflow","workflow-engine"],"created_at":"2024-09-24T20:31:49.109Z","updated_at":"2026-06-02T11:00:50.303Z","avatar_url":"https://github.com/PrefectHQ.png","language":"Python","funding_links":[],"categories":["8. MLOps / LLMOps \u0026 Production"],"sub_categories":[],"readme":"\u003cp align=\"center\"\u003e\u003cimg src=\"https://github.com/PrefectHQ/prefect/assets/3407835/c654cbc6-63e8-4ada-a92a-efd2f8f24b85\" width=1000\u003e\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n    \u003ca href=\"https://pypi.org/project/prefect/\" alt=\"PyPI version\"\u003e\n        \u003cimg alt=\"PyPI\" src=\"https://img.shields.io/pypi/v/prefect?color=0052FF\u0026labelColor=090422\" /\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://pypi.org/project/prefect/\" alt=\"PyPI downloads/month\"\u003e\n        \u003cimg alt=\"Downloads\" src=\"https://img.shields.io/pypi/dm/prefect?color=0052FF\u0026labelColor=090422\" /\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://github.com/prefecthq/prefect/\" alt=\"Stars\"\u003e\n        \u003cimg src=\"https://img.shields.io/github/stars/prefecthq/prefect?color=0052FF\u0026labelColor=090422\" /\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://github.com/prefecthq/prefect/pulse\" alt=\"Activity\"\u003e\n        \u003cimg src=\"https://img.shields.io/github/commit-activity/m/prefecthq/prefect?color=0052FF\u0026labelColor=090422\" /\u003e\n    \u003c/a\u003e\n    \u003cbr\u003e\n    \u003ca href=\"https://prefect.io/slack\" alt=\"Slack\"\u003e\n        \u003cimg src=\"https://img.shields.io/badge/slack-join_community-red.svg?color=0052FF\u0026labelColor=090422\u0026logo=slack\" /\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://www.youtube.com/c/PrefectIO/\" alt=\"YouTube\"\u003e\n        \u003cimg src=\"https://img.shields.io/badge/youtube-watch_videos-red.svg?color=0052FF\u0026labelColor=090422\u0026logo=youtube\" /\u003e\n    \u003c/a\u003e\n\u003c/p\u003e\n\n\n\u003cp align=\"center\"\u003e\n    \u003ca href=\"https://docs.prefect.io/v3/get-started/index?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none\"\u003e\n        Installation\n    \u003c/a\u003e\n    ·\n    \u003ca href=\"https://docs.prefect.io/v3/get-started/quickstart?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none\"\u003e\n        Quickstart\n    \u003c/a\u003e\n    ·\n    \u003ca href=\"https://docs.prefect.io/v3/how-to-guides/workflows/write-and-run?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none\"\u003e\n        Build workflows\n    \u003c/a\u003e\n    ·\n    \u003ca href=\"https://docs.prefect.io/v3/concepts/deployments?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none\"\u003e\n        Deploy workflows\n    \u003c/a\u003e\n    ·\n    \u003ca href=\"https://app.prefect.cloud/?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none\"\u003e\n        Prefect Cloud\n    \u003c/a\u003e\n\u003c/p\u003e\n\n# Prefect\n\nPrefect is a workflow orchestration framework for building data pipelines in Python.\nIt's the simplest way to elevate a script into a production workflow.\nWith Prefect, you can build resilient, dynamic data pipelines that react to the world around them and recover from unexpected changes.\n\nWith just a few lines of code, data teams can confidently automate any data process with features such as scheduling, caching, retries, and event-based automations.\n\nWorkflow activity is tracked and can be monitored with a self-hosted [Prefect server](https://docs.prefect.io/latest/manage/self-host/?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none) instance or managed [Prefect Cloud](https://www.prefect.io/cloud-vs-oss?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none) dashboard.\n\n\u003e [!TIP]\n\u003e Prefect flows can handle retries, dependencies, and even complex branching logic\n\u003e \n\u003e [Check our docs](https://docs.prefect.io/v3/get-started/index?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none) or see the example below to learn more!\n\n## Getting started\n\nPrefect requires Python 3.10+. To [install the latest version of Prefect](https://docs.prefect.io/v3/get-started/install), run one of the following commands:\n\n```bash\npip install -U prefect\n```\n\n```bash\nuv add prefect\n```\n\nThen create and run a Python file that uses Prefect `flow` and `task` decorators to orchestrate and observe your workflow - in this case, a simple script that fetches the number of GitHub stars from a repository:\n\n```python\nfrom prefect import flow, task\nimport httpx\n\n\n@task(log_prints=True)\ndef get_stars(repo: str):\n    url = f\"https://api.github.com/repos/{repo}\"\n    count = httpx.get(url).json()[\"stargazers_count\"]\n    print(f\"{repo} has {count} stars!\")\n\n\n@flow(name=\"GitHub Stars\")\ndef github_stars(repos: list[str]):\n    for repo in repos:\n        get_stars(repo)\n\n\n# run the flow!\nif __name__ == \"__main__\":\n    github_stars([\"PrefectHQ/prefect\"])\n```\n\nFire up a Prefect server and open the UI at http://localhost:4200 to see what happened:\n\n```bash\nprefect server start\n```\n\nTo run your workflow on a schedule, turn it into a deployment and schedule it to run every minute by changing the last line of your script to the following:\n\n```python\nif __name__ == \"__main__\":\n    github_stars.serve(\n        name=\"first-deployment\",\n        cron=\"* * * * *\",\n        parameters={\"repos\": [\"PrefectHQ/prefect\"]}\n    )\n```\n\nYou now have a process running locally that is looking for scheduled deployments!\nAdditionally you can run your workflow manually from the UI or CLI. You can even run deployments in response to [events](https://docs.prefect.io/latest/automate/?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none).\n\n\u003e [!TIP]\n\u003e Where to go next - check out our [documentation](https://docs.prefect.io/v3/get-started/index?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none) to learn more about:\n\u003e - [Deploying flows to production environments](https://docs.prefect.io/v3/deploy?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none)\n\u003e - [Adding error handling and retries](https://docs.prefect.io/v3/develop/write-tasks#retries?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none)\n\u003e - [Integrating with your existing tools](https://docs.prefect.io/integrations/integrations?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none)\n\u003e - [Setting up team collaboration features](https://docs.prefect.io/v3/manage/cloud/manage-users/manage-teams#manage-teams?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none)\n\n\n## Prefect Cloud\n\nPrefect Cloud provides workflow orchestration for the modern data enterprise. By automating over 200 million data tasks monthly, Prefect empowers diverse organizations — from Fortune 50 leaders such as Progressive Insurance to innovative disruptors such as Cash App — to increase engineering productivity, reduce pipeline errors, and cut data workflow compute costs.\n\nRead more about Prefect Cloud [here](https://www.prefect.io/cloud-vs-oss?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none) or sign up to [try it for yourself](https://app.prefect.cloud?utm_source=oss\u0026utm_medium=oss\u0026utm_campaign=oss_gh_repo\u0026utm_term=none\u0026utm_content=none).\n\n## prefect-client\n\nIf your use case is geared towards communicating with Prefect Cloud or a remote Prefect server, check out our\n[prefect-client](https://pypi.org/project/prefect-client/). It is a lighter-weight option for accessing client-side functionality in the Prefect SDK and is ideal for use in ephemeral execution environments.\n\n## Connect \u0026 Contribute\nJoin a thriving community of over 25,000 practitioners who solve data challenges with Prefect. Prefect's community is built on collaboration, technical innovation, and continuous improvement.\n\n### Community Resources\n🌐 **[Explore the Documentation](https://docs.prefect.io)** - Comprehensive guides and API references  \n💬 **[Join the Slack Community](https://prefect.io/slack)** - Connect with thousands of practitioners  \n🤝 **[Contribute to Prefect](https://docs.prefect.io/contribute/)** - Help shape the future of the project  \n 🔌 **[Support or create a new Prefect integration](https://docs.prefect.io/contribute/contribute-integrations)** - Extend Prefect's capabilities   \n📋 **[Tail the Dev Log](https://dev-log.prefect.io/)** - Prefect's open source development blog\n\n### Stay Informed\n📥 **[Subscribe to our Newsletter](https://prefect.io/newsletter)** - Get the latest Prefect news and updates  \n📣 **[X](https://x.com/PrefectIO)** and **[Bluesky](https://bsky.app/profile/prefect.io)** - Latest updates and announcements  \n📺 **[YouTube](https://www.youtube.com/@PrefectIO)** - Video tutorials and webinars  \n📱 **[LinkedIn](https://www.linkedin.com/company/prefect)** - Professional networking and company news  \n\nYour contributions, questions, and ideas make Prefect better every day. Whether you're reporting bugs, suggesting features, or improving documentation, your input is invaluable to the Prefect community.\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprefecthq%2Fprefect","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fprefecthq%2Fprefect","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprefecthq%2Fprefect/lists"}