Add broken links checker

[htahir1]

Describe changes

I added a link checker that runs on every PR

Pre-requisites

Please ensure you have done the following:

• I have read the CONTRIBUTING.md document.
• I have added tests to cover my changes.
• I have based my new branch on develop and the open PR is targeting develop. If your branch wasn't based on develop read Contribution guide on rebasing branch to develop.
• IMPORTANT: I made sure that my changes are reflected properly in the following resources:
  • ZenML Docs
  • Dashboard: Needs to be communicated to the frontend team.
  • Templates: Might need adjustments (that are not reflected in the template tests) in case of non-breaking changes and deprecations.
  • Projects: Depending on the version dependencies, different projects might get affected.

Types of changes

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Breaking change (fix or feature that would cause existing functionality to change)
• Other (add details above)

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[github-actions]

🔍 Broken Links Report

Summary

• 📁 Files with broken links: 59
• 🔗 Total broken links: 117

Details

File	Link Text	Broken Path
reference/how-do-i.md	"Project templates"	../how-to/setting-up-a-project-repository/using-project-templates.md
reference/how-do-i.md	"the dedicated documentation section"	../getting-started/deploying-zenml/manage-the-deployed-services/upgrade-the-version-of-the-zenml-server.md
reference/api-reference.md	"service account"	../how-to/connecting-to-zenml/connect-with-a-service-account.md
popular-integrations/gcp-guide.md	"in-browser stack deployment wizard"	../../infrastructure-deployment/stack-deployment/deploy-a-cloud-stack.md
popular-integrations/gcp-guide.md	"stack registration wizard"	../../infrastructure-deployment/stack-deployment/register-a-cloud-stack.md
popular-integrations/gcp-guide.md	"the ZenML GCP Terraform module"	../../infrastructure-deployment/stack-deployment/deploy-a-cloud-stack-with-terraform.md
popular-integrations/kubeflow.md	"Service Connector"	../../infrastructure-deployment/auth-management/service-connectors-guide.md
popular-integrations/aws-guide.md	"in-browser stack deployment wizard"	../../infrastructure-deployment/stack-deployment/deploy-a-cloud-stack.md
popular-integrations/aws-guide.md	"stack registration wizard"	../../infrastructure-deployment/stack-deployment/register-a-cloud-stack.md
popular-integrations/aws-guide.md	"the ZenML AWS Terraform module"	../../infrastructure-deployment/stack-deployment/deploy-a-cloud-stack-with-terraform.md
popular-integrations/aws-guide.md	"installed"	../../../getting-started/installation.md
popular-integrations/aws-guide.md	"artifact store"	../../../user-guide/production-guide/remote-storage.md
popular-integrations/aws-guide.md	"here"	../../../component-guide/artifact-stores/s3.md
popular-integrations/aws-guide.md	"orchestrator"	../../../user-guide/production-guide/cloud-orchestration.md
popular-integrations/aws-guide.md	"here"	../../../component-guide/orchestrators/sagemaker.md
popular-integrations/aws-guide.md	"container registry"	../../../component-guide/container-registries/container-registries.md
popular-integrations/aws-guide.md	"here"	../../../component-guide/container-registries/aws.md
popular-integrations/aws-guide.md	"production guide"	../../../user-guide/production-guide/production-guide.md
popular-integrations/kubernetes.md	"Service Connector"	../../infrastructure-deployment/auth-management/service-connectors-guide.md
popular-integrations/azure-guide.md	"in-browser stack deployment wizard"	../../infrastructure-deployment/stack-deployment/deploy-a-cloud-stack.md
popular-integrations/azure-guide.md	"stack registration wizard"	../../infrastructure-deployment/stack-deployment/register-a-cloud-stack.md
popular-integrations/azure-guide.md	"the ZenML Azure Terraform module"	../../infrastructure-deployment/stack-deployment/deploy-a-cloud-stack-with-terraform.md
popular-integrations/azure-guide.md	"a ZenML Azure
Service Connector"	../../infrastructure-deployment/auth-management/azure-service-connector.md
control-logging/view-logs-on-the-dasbhoard.md	"service connector"	../../infrastructure-deployment/auth-management/service-connectors-guide.md
contribute-to-zenml/implement-a-custom-integration.md	"implement your own stack component flavors"	implement-a-custom-stack-component.md
contribute-to-zenml/implement-a-custom-integration.md	"the previous page"	implement-a-custom-stack-component.md
customize-docker-builds/define-where-an-image-is-built.md	"local image builder"	../../../component-guide/image-builders/local.md
customize-docker-builds/define-where-an-image-is-built.md	"ZenML stack"	/docs/book/user-guide/production-guide/understand-stacks.md
migration-guide/README.md	"Migration guide 0.13.2 → 0.20.0"	migration-zero-twenty.md
migration-guide/README.md	"Migration guide 0.23.0 → 0.30.0"	migration-zero-thirty.md
migration-guide/README.md	"Migration guide 0.39.1 → 0.41.0"	migration-zero-forty.md
setting-up-a-project-repository/connect-your-git-repository.md	"speed up the Docker image building for containerized stack components"	../../infrastructure-deployment/customize-docker-builds/use-code-repositories-to-speed-up-docker-build-times.md
setting-up-a-project-repository/connect-your-git-repository.md	"here"	../../infrastructure-deployment/customize-docker-builds/use-code-repositories-to-speed-up-docker-build-times.md
setting-up-a-project-repository/README.md	"Set up repository guide"	./best-practices.md
setting-up-a-project-repository/README.md	"Set up a repository guide"	./best-practices.md
setting-up-a-project-repository/README.md	"Organizing Stacks, Pipelines, Models, and Artifacts guide"	./stacks-pipelines-models.md
setting-up-a-project-repository/README.md	"Access Management and Roles guide"	./access-management-and-roles.md
setting-up-a-project-repository/README.md	"Shared Libraries and Logic for Teams guide"	./shared_components_for_teams.md
setting-up-a-project-repository/README.md	"Project Templates guide"	./project-templates.md
setting-up-a-project-repository/set-up-repository.md	"here"	../../infrastructure-deployment/customize-docker-builds/README.md
collaborate-with-team/access-management.md	"Best Practices for Upgrading ZenML Servers"	../../advanced-topics/manage-zenml-server/best-practices-upgrading-zenml.md
collaborate-with-team/access-management.md	"Best Practices for Upgrading ZenML Servers"	../../advanced-topics/manage-zenml-server/best-practices-upgrading-zenml.md
collaborate-with-team/stacks-pipelines-models.md	"run them independently as needed"	../develop-locally/local-prod-pipeline-variants.md
collaborate-with-team/stacks-pipelines-models.md	"Shared Libraries and Logic for Teams"	./shared_components_for_teams.md
collaborate-with-team/shared-components-for-teams.md	"documentation on how to use a private PyPI repository"	../customize-docker-builds/how-to-use-a-private-pypi-repository.md
infrastructure-as-code/terraform-stack-management.md	"here"	../../project-setup-and-management/connecting-to-zenml/connect-with-a-service-account.md
stack-deployment/implement-a-custom-stack-component.md	"secrets"	../../interact-with-secrets.md
stack-deployment/reference-secrets-in-stack-configuration.md	"centralized secrets management"	../../interact-with-secrets.md
stack-deployment/reference-secrets-in-stack-configuration.md	"Interact with secrets"	../../interact-with-secrets.md
stack-deployment/deploy-a-cloud-stack-with-terraform.md	"here"	../../project-setup-and-management/connecting-to-zenml/connect-with-a-service-account.md
complex-usecases/unmaterialized-artifacts.md	"here"	handle-custom-data-types.md
complex-usecases/passing-artifacts-between-pipelines.md	"materialized"	artifact-versioning.md
complex-usecases/datasets.md	"Materializers"	./handle-custom-data-types.md
build-pipelines/use-failure-success-hooks.md	"Project templates"	../../project-setup-and-management/setting-up-a-project-repository/using-project-templates.md
build-pipelines/use-failure-success-hooks.md	"Project templates"	../../project-setup-and-management/setting-up-a-project-repository/using-project-templates.md
build-pipelines/use-failure-success-hooks.md	"Project templates"	../../project-setup-and-management/setting-up-a-project-repository/using-project-templates.md
build-pipelines/hyper-parameter-tuning.md	"Project templates"	../../project-setup-and-management/setting-up-a-project-repository/using-project-templates.md
build-pipelines/hyper-parameter-tuning.md	"Project templates"	../../project-setup-and-management/setting-up-a-project-repository/using-project-templates.md
build-pipelines/schedule-a-pipeline.md	"HyperAIOrchestrator"	../../component-guide/orchestrators/hyperai.md
configure-python-environments/handling-dependencies.md	"here"	../../infrastructure-deployment/customize-docker-builds/docker-settings-on-a-pipeline.md
configure-python-environments/README.md	"integrations"	../../component-guide/README.md
configure-python-environments/README.md	"pipeline and step build environments"	../../component-guide/image-builders/image-builders.md
configure-python-environments/README.md	"orchestrator"	../../component-guide/orchestrators/orchestrators.md
configure-python-environments/README.md	"containerize your pipeline"	../../infrastructure-deployment/customize-docker-builds/README.md
use-configuration-files/runtime-configuration.md	"containerization"	../../infrastructure-deployment/customize-docker-builds/README.md
use-configuration-files/runtime-configuration.md	"DockerSettings"	../customize-docker-builds/README.md
use-configuration-files/runtime-configuration.md	"ResourceSettings"	../training-with-gpus/training-with-gpus.md
use-configuration-files/what-can-be-configured.md	"build"	../../infrastructure-deployment/customize-docker-builds/README.md
use-configuration-files/what-can-be-configured.md	"here"	../../infrastructure-deployment/customize-docker-builds/README.md
training-with-gpus/README.md	"step operators"	../../component-guide/step-operators/step-operators.md
develop-locally/keep-your-dashboard-server-clean.md	"documentation on naming pipeline runs"	../../pipeline-development/build-pipelines/name-your-pipeline-and-runs.md
migration-guide/migration-zero-twenty.md	"the ZenML deployment documentation"	../../../../user-guide/production-guide/deploying-zenml.md
migration-guide/migration-zero-twenty.md	"deploy a ZenML Server"	../../user-guide/getting-started/deploying-zenml/deploying-zenml.md
migration-guide/migration-zero-twenty.md	"deploy a ZenML Server"	../../user-guide/getting-started/deploying-zenml/deploying-zenml.md
migration-guide/migration-zero-twenty.md	"deploy a ZenML Server"	../../user-guide/getting-started/deploying-zenml/deploying-zenml.md
migration-guide/migration-zero-twenty.md	"ZenML deployment documentation"	../../user-guide/getting-started/deploying-zenml/deploying-zenml.md
migration-guide/migration-zero-twenty.md	"ZenML deployment documentation"	../../user-guide/getting-started/deploying-zenml/deploying-zenml.md
migration-guide/migration-zero-twenty.md	"starter guide"	../../user-guide/starter-guide/pipelines/pipelines.md
migration-guide/migration-zero-twenty.md	"ZenML deployment documentation"	../../user-guide/getting-started/deploying-zenml/deploying-zenml.md
migration-guide/migration-zero-twenty.md	"documentation on writing custom stack component flavors"	../../how-to/infrastructure-deployment/stack-deployment/implement-a-custom-stack-component.md
migration-guide/migration-zero-twenty.md	"new docs section about settings"	../../how-to/pipeline-development/use-configuration-files/what-can-be-configured.md
migration-guide/migration-zero-twenty.md	"here"	../../user-guide/starter-guide/production-fundamentals/containerization.md
migration-guide/migration-zero-twenty.md	"here"	../../user-guide/starter-guide/production-fundamentals/containerization.md
migration-guide/migration-zero-twenty.md	"custom orchestrator"	../../user-guide/component-gallery/orchestrators/custom.md
migration-guide/migration-zero-twenty.md	"step operator"	../../user-guide/component-gallery/step-operators/custom.md
migration-guide/migration-zero-twenty.md	"iterating over pipelines as experiments"	../../user-guide/starter-guide/pipelines/parameters-and-caching.md
migration-guide/migration-zero-twenty.md	"new docs for post-execution"	../../user-guide/starter-guide/pipelines/fetching-pipelines.md
artifact-stores/custom.md	"the best practice"	../../how-to/setting-up-a-project-repository/best-practices.md
experiment-trackers/experiment-trackers.md	"Stack"	/docs/book/user-guide/production-guide/understand-stacks.md
experiment-trackers/custom.md	"the best practice"	../../how-to/setting-up-a-project-repository/best-practices.md
data-validators/custom.md	"the best practice"	../../how-to/setting-up-a-project-repository/best-practices.md
container-registries/custom.md	"the best practice"	../../how-to/setting-up-a-project-repository/best-practices.md
orchestrators/airflow.md	"this page"	/docs/book/how-to/customize-docker-builds/README.md
orchestrators/airflow.md	"this docs page"	/docs/book/how-to/pipeline-development/use-configuration-files/README.md
orchestrators/airflow.md	"the instructions on this page"	/docs/book/how-to/pipeline-development/training-with-gpus/README.md
orchestrators/airflow.md	"here"	/docs/book/how-to/pipeline-development/use-configuration-files/README.md
orchestrators/custom.md	"the best practice"	../../how-to/setting-up-a-project-repository/best-practices.md
orchestrators/azureml.md	"connected to the remote ZenML server"	../../how-to/connecting-to-zenml/connect-in-with-your-user-interactive.md
orchestrators/orchestrators.md	"ZenML stack"	/docs/book/user-guide/production-guide/understand-stacks.md
orchestrators/orchestrators.md	"runs a ZenML pipeline"	/docs/book/user-guide/starter-guide/starter-guide.md
image-builders/image-builders.md	"ZenML stack"	/docs/book/user-guide/production-guide/understand-stacks.md
image-builders/custom.md	"the best practice"	../../how-to/setting-up-a-project-repository/best-practices.md
model-deployers/custom.md	"the best practice"	../../how-to/setting-up-a-project-repository/best-practices.md
step-operators/custom.md	"the best practice"	../../how-to/setting-up-a-project-repository/best-practices.md
step-operators/step-operators.md	"ZenML stack"	/docs/book/user-guide/production-guide/understand-stacks.md
step-operators/modal.md	"resource settings"	../../how-to/training-with-gpus/training-with-gpus.md
deploying-zenml/deploy-with-docker.md	"a custom implementation of the secrets store API"	manage-the-deployed-services/custom-secret-stores.md
deploying-zenml/custom-secret-stores.md	"deployment guide"	../README.md
production-guide/cloud-orchestration.md	"ZenML builds an image"	../../how-to/setting-up-a-project-repository/connect-your-git-repository.md
production-guide/deploying-zenml.md	"here"	../../how-to/connecting-to-zenml/README.md
production-guide/ci-cd.md	"here"	../../how-to/connecting-to-zenml/connect-with-a-service-account.md
production-guide/end-to-end.md	"ZenML templates"	../../how-to/setting-up-a-project-repository/using-project-templates.md
production-guide/connect-code-repository.md	"many different flavors of git repositories"	../../how-to/setting-up-a-project-repository/connect-your-git-repository.md
production-guide/connect-code-repository.md	"the ZenML Git Integration here"	../../how-to/setting-up-a-project-repository/connect-your-git-repository.md
starter-guide/starter-project.md	"ZenML templates"	../../how-to/setting-up-a-project-repository/using-project-templates.md
finetuning-llms/finetuning-with-accelerate.md	"Model Control Plane"	../../../how-to/use-the-model-control-plane/README.md
rag-with-zenml/storing-embeddings-in-a-vector-database.md	"the docs here"	../../../component-guide/step-operators/README.md

📂 Full file paths

• /home/runner/work/zenml/zenml/scripts/../docs/book/reference/how-do-i.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/reference/how-do-i.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/reference/api-reference.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/popular-integrations/gcp-guide.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/popular-integrations/gcp-guide.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/popular-integrations/gcp-guide.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/popular-integrations/kubeflow.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/popular-integrations/aws-guide.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/popular-integrations/aws-guide.md
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• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/popular-integrations/aws-guide.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/popular-integrations/kubernetes.md
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• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/popular-integrations/azure-guide.md
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• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/manage-the-zenml-server/migration-guide/README.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/manage-the-zenml-server/migration-guide/README.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/manage-the-zenml-server/migration-guide/README.md
• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/project-setup-and-management/setting-up-a-project-repository/connect-your-git-repository.md
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• /home/runner/work/zenml/zenml/scripts/../docs/book/how-to/project-setup-and-management/collaborate-with-team/access-management.md
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[strickvl]

Love it, if these are all indeed broken! And the internal links are really the ones we care about, so good to scope it to that.