{"id":"feastdev-feature-server","name":"feature-server","homepage":"https://hub.docker.com/r/feastdev/feature-server","repo_url":"https://hub.docker.com/r/feastdev/feature-server","category":"ai-ml","subcategories":[],"tags":["feature-engineering","feature-store","api","server"],"what_it_does":"feature-server is intended to provide a server component for serving “features” (feature computation/lookup) to other systems. However, no README/repo metadata/content was provided here, so the exact API surface, auth model, and operational behavior cannot be verified from facts.","use_cases":["Centralized feature computation and/or feature lookup for downstream services","Feature delivery to model training/serving pipelines","Providing a consistent feature contract across multiple consumers"],"not_for":["Unauthenticated public-facing deployment without additional security controls","Use where a verified OpenAPI/SDK contract is required for automated agent integration","Workloads requiring guaranteed pagination/retry/idempotency semantics unless documented by the project"],"best_when":null,"avoid_when":null,"alternatives":["Self-hosted feature stores (e.g., Feast or similar feature-store frameworks)","Direct database-backed feature lookup services","Use a managed feature store offering with documented APIs and SLAs"],"af_score":20.0,"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":"2026-04-04T19:54:40.194779+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":"No authentication details were provided in the input; auth model cannot be assessed."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information was provided."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":20.0,"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":40.0,"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 concrete security implementation details (TLS/auth/secret handling/dependency hygiene) were provided in the input, so scores reflect unknowns rather than observed strength.","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":[]}}