{"id":"apache-beam-flink1-16-job-server","name":"beam_flink1.16_job_server","homepage":"https://hub.docker.com/r/apache/beam_flink1.16_job_server","repo_url":"https://hub.docker.com/r/apache/beam_flink1.16_job_server","category":"infrastructure","subcategories":[],"tags":["ai-ml","data-processing","apache-beam","flink","job-server","runner-integration"],"what_it_does":"beam_flink1.16_job_server is a Beam (Apache Beam) Flink 1.16 job server component that supports executing Beam pipelines on Flink by providing a job submission/control layer targeted to that Flink version.","use_cases":["Running Apache Beam pipelines on Apache Flink 1.16","Submitting and managing Flink jobs from Beam runners","CI/CD integration where Beam pipelines are executed on a Flink cluster"],"not_for":["Using as a standalone SaaS API for job management","Running on Flink versions other than 1.16 without compatibility layers","Teams seeking a turnkey REST/GraphQL API or SDK for end users (it is a runner-side component)"],"best_when":"You are building or running Apache Beam pipelines with a Flink 1.16 backend and need a job server implementation compatible with that environment.","avoid_when":"You need a public network API (REST/GraphQL/SDK) for external clients, or you are not targeting Flink 1.16 specifically.","alternatives":["Apache Beam Flink runner components for other Flink versions","Using a different Beam runner/job server implementation that targets your Flink version"],"af_score":37.0,"security_score":39.5,"reliability_score":36.2,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:35:36.830311+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 scheme can be inferred from the provided package name alone; this appears to be an internal runner/job-server component rather than a public API."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":null},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":37.0,"security_score":39.5,"reliability_score":36.2,"mcp_server_quality":0.0,"documentation_accuracy":30.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":90.0,"rate_limit_clarity":0.0,"tls_enforcement":60.0,"auth_strength":40.0,"scope_granularity":0.0,"dependency_hygiene":50.0,"secret_handling":50.0,"security_notes":"As the evaluation inputs do not include implementation details, security properties (TLS/auth/secret handling) cannot be confirmed. Likely deployed within trusted infrastructure (Flink/Beam runner), but verify transport security and credentials handling in the actual code/config.","uptime_documented":0.0,"version_stability":55.0,"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":["May require alignment of Beam runner and Flink versions (targeting 1.16 specifically).","As a runner-side component, typical agent-friendly REST semantics (structured HTTP errors, headers, pagination) may not apply."]}}