{"id":"apache-beam-flink1-15-job-server","name":"beam_flink1.15_job_server","homepage":"https://hub.docker.com/r/apache/beam_flink1.15_job_server","repo_url":"https://hub.docker.com/r/apache/beam_flink1.15_job_server","category":"infrastructure","subcategories":[],"tags":["ai-ml","streaming","beam","flink","batch","job-management","data-engineering"],"what_it_does":"A job server implementation for running/serving Apache Beam pipelines on Apache Flink 1.15, likely exposing an internal service to submit manage and track Beam-on-Flink jobs.","use_cases":["Submitting and managing Beam pipelines executed on Flink 1.15","Building a service layer that abstracts Beam job lifecycle for other applications","Automating deployment and orchestration of Beam jobs targeting Flink"],"not_for":["Public internet-facing deployment without additional security hardening","Use cases requiring a turnkey hosted SaaS API/SDK","Scenarios needing a documented, standardized REST/GraphQL/SDK interface (if not provided by this package)"],"best_when":null,"avoid_when":null,"alternatives":["Apache Beam direct Flink runner usage (embedded submission patterns)","Beam on Flink with an external orchestrator (e.g., Airflow/Prefect) that submits jobs to Flink","Flink-native job submission tooling (for non-Beam-specific pipelines)"],"af_score":20.0,"security_score":22.5,"reliability_score":32.5,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:35:26.470887+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 prompt/repo content available to this evaluator, so auth posture cannot be determined."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Appears to be a software package/library rather than a hosted service; pricing not applicable from provided information."},"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":22.5,"reliability_score":32.5,"mcp_server_quality":0.0,"documentation_accuracy":20.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":40.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":20.0,"scope_granularity":0.0,"dependency_hygiene":50.0,"secret_handling":50.0,"security_notes":"No security configuration/auth/TLS/secret-handling details were provided, so scores are necessarily conservative/assumptive. As a job-management component, it should be treated as highly privileged: ensure strict network controls, authentication, and authorization for any job submission endpoints.","uptime_documented":0.0,"version_stability":50.0,"breaking_changes_history":50.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Job submission/lifecycle tools are often non-idempotent by default; retries may create duplicate jobs if not designed carefully","Flink/Beam job management frequently depends on cluster configuration (state backend, checkpoints, permissions) that must match pipeline expectations"]}}