Troubleshooting & Best Practices

Secrets management, troubleshooting guides, and CI/CD best practices

Secrets Management

GitHub Secrets

Required secrets for CI/CD:

Secret	Purpose	Used By
GITHUB_TOKEN	Container registry authentication	build-and-push
KUBECONFIG	Kubernetes cluster access	deploy

Kubernetes Secrets

Created manually or via secrets operator:

kubectl create secret generic mcp-server-langgraph-secrets \
  --from-literal=anthropic-api-key="<key>" \
  --from-literal=jwt-secret-key="<secret>" \
  --from-literal=redis-password="`<password>`" \
  --from-literal=postgres-password="`<password>`" \
  --from-literal=keycloak-client-secret="<secret>" \
  --from-literal=keycloak-admin-password="`<password>`" \
  --from-literal=openfga-store-id="<id>" \
  --from-literal=openfga-model-id="<id>" \
  -n mcp-server-langgraph

Secret Rotation

1. Update secret in Kubernetes
2. Trigger rolling restart:
   kubectl rollout restart deployment/mcp-server-langgraph -n mcp-server-langgraph
   

Troubleshooting

Build Failures

Issue: Docker build fails

Solution:

1. Check Dockerfile syntax
2. Verify base image availability
3. Check dependency installation
4. Review build logs in GitHub Actions

Test Failures

Issue: Tests fail in CI but pass locally

Solution:

1. Ensure same Python version (3.12)
2. Check environment variables
3. Verify test isolation
4. Review CI logs for specific errors

Deployment Validation Failures

Issue: Validation script reports errors

Solution:

1. Run validation locally:
   python3 scripts/validation/validate_deployments.py
   

2. Fix reported configuration issues
3. Validate specific components:
   docker compose config
   helm lint deployments/helm/mcp-server-langgraph
   kubectl kustomize deployments/kustomize/overlays/dev
   

Deployment Failures

Issue: Deployment fails or pods crash

Solution:

1. Check pod status:
   kubectl get pods -n mcp-server-langgraph
   kubectl describe pod <pod-name> -n mcp-server-langgraph
   

2. Review logs:
   kubectl logs -n mcp-server-langgraph <pod-name>
   

3. Verify secrets exist:
   kubectl get secrets -n mcp-server-langgraph
   

4. Check resource availability:
   kubectl top nodes
   kubectl top pods -n mcp-server-langgraph
   

Rollback Issues

Issue: Rollback doesn’t restore service

Solution:

1. Verify rollback completed:
   kubectl rollout status deployment/mcp-server-langgraph -n mcp-server-langgraph
   

2. Check if database migrations need rollback
3. Verify configuration compatibility
4. Review pod events for errors

Best Practices

1. Always test locally before pushing: Run make test and make validate-all
2. Use feature branches: Never commit directly to main
3. Write meaningful commit messages: Follow conventional commits
4. Update tests with code changes: Maintain test coverage
5. Validate deployment configs: Run validation before creating PRs
6. Monitor deployments: Watch logs and metrics after deployment
7. Test rollbacks in staging: Practice rollback procedures
8. Keep secrets secure: Never commit secrets to git
9. Document changes: Update CHANGELOG.md
10. Review before merge: Always have PRs reviewed
11. Monitor workflow efficiency: Review Actions usage monthly
12. Update dependencies: Keep GitHub Actions up to date
13. Cache strategically: Balance cache hits vs maintenance
14. Use artifact retention: Don’t store artifacts forever
15. Review SBOM regularly: Check for new vulnerabilities
16. Run mutation tests: Verify test effectiveness monthly
17. Track benchmarks: Monitor performance trends over time
18. Leverage concurrency controls: Prevent duplicate workflow runs

References

• GitHub Actions Documentation
• Docker Build Documentation
• Helm Documentation
• Kustomize Documentation
• Deployment Quickstart
• Deployment README

Next Steps

Workflows

Review workflow configuration

Testing

Debug test failures

Back to Overview

Return to CI/CD overview

---

CI/CD Complete: Comprehensive pipeline with testing, deployment, and troubleshooting guides!