{"id":"seldonio-seldon-deploy-server","name":"seldon-deploy-server","homepage":"https://hub.docker.com/r/seldonio/seldon-deploy-server","repo_url":"https://hub.docker.com/r/seldonio/seldon-deploy-server","category":"infrastructure","subcategories":[],"tags":["ai-ml","infrastructure","devtools","ml-deployment","kubernetes","control-plane"],"what_it_does":"Seldon Deploy Server provides the backend service for Seldon Deploy, exposing HTTP endpoints to manage and deploy model-serving resources (e.g., application/deployment specs) to the target runtime (such as Kubernetes).","use_cases":["Managing Seldon Deploy application/deployment lifecycle via an API","Triggering/controlling deployments of ML models to a serving platform","Integrating Seldon Deploy with automation pipelines (CI/CD, GitOps) that need a control plane API"],"not_for":["Direct model inference (runtime prediction) traffic","Standalone inference gateway without the Seldon Deploy control-plane components","Use as a general-purpose third-party public API without authentication and network controls"],"best_when":"You already run Seldon Deploy and need a programmable control-plane service for deploying/operating model-serving resources.","avoid_when":"You only need inference, not deployment management; or you cannot secure/administer the service appropriately (network exposure, authz, TLS).","alternatives":["Seldon Deploy UI or CLI-driven workflows (if available in your environment)","Kubernetes-native deployment automation (Helm/Kustomize/GitOps) for model-serving resources","Other ML serving control planes (depending on your stack)"],"af_score":27.0,"security_score":39.5,"reliability_score":35.0,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T19:40:24.175007+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":"Authentication/authorization requirements are not provided in the supplied information, so this evaluation cannot confirm the exact auth mechanism."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Self-hosted infrastructure component; pricing depends on your deployment environment."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":27.0,"security_score":39.5,"reliability_score":35.0,"mcp_server_quality":0.0,"documentation_accuracy":40.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":40.0,"rate_limit_clarity":0.0,"tls_enforcement":50.0,"auth_strength":30.0,"scope_granularity":30.0,"dependency_hygiene":40.0,"secret_handling":50.0,"security_notes":"No specific security/TLS/auth details were provided in the supplied content. As a deployment control-plane, it should be protected with TLS, strong authn/authz, least-privilege, and restricted network access; ensure secrets are managed via a proper secret store and never logged.","uptime_documented":0.0,"version_stability":50.0,"breaking_changes_history":50.0,"error_recovery":40.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["As a control-plane service, deployments can be asynchronous; agents should expect eventual consistency rather than immediate readiness.","Update/create operations may have side effects and may not be safely re-tried without idempotency keys or operation semantics."]}}