{"id":"zenmldocker-zenml-server","name":"zenml-server","homepage":"https://hub.docker.com/r/zenmldocker/zenml-server","repo_url":"https://hub.docker.com/r/zenmldocker/zenml-server","category":"infrastructure","subcategories":[],"tags":["ml-ops","workflow-orchestration","backend","zenml"],"what_it_does":"zenml-server appears to be a backend/server component for ZenML (an ML workflow/orchestration platform). This evaluation is limited because no README/repo metadata/package manifest content was provided, so interface, auth, and operational details cannot be verified from source facts.","use_cases":["Running the ZenML control-plane/server to manage pipelines, runs, artifacts, and workflow state","Serving ZenML API endpoints for clients/agents to create and monitor ML workflows"],"not_for":["Standalone inference or training execution without the rest of the ZenML stack","Use as a generic workflow server unrelated to ZenML"],"best_when":null,"avoid_when":null,"alternatives":["ZenML cloud/hosted offerings (if applicable)","Other ML workflow orchestrators (e.g., Kubeflow Pipelines, Airflow, Prefect, Dagster)"],"af_score":5.0,"security_score":0.0,"reliability_score":0.0,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:30:58.762290+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"Auth details not provided in the prompt; cannot verify whether the server uses API keys, OAuth, SSO, or RBAC scopes."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Pricing not provided; zenml-server is typically self-hosted/open-source, but this cannot be confirmed from provided facts."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":5.0,"security_score":0.0,"reliability_score":0.0,"mcp_server_quality":0.0,"documentation_accuracy":0.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":0.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":0.0,"scope_granularity":0.0,"dependency_hygiene":0.0,"secret_handling":0.0,"security_notes":"No source facts were provided to assess transport security (TLS), authentication method strength, scope granularity, dependency posture, or secret handling.","uptime_documented":0.0,"version_stability":0.0,"breaking_changes_history":0.0,"error_recovery":0.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":[]}}