{"id":"apache-beam-flink1-9-job-server","name":"beam_flink1.9_job_server","homepage":"https://hub.docker.com/r/apache/beam_flink1.9_job_server","repo_url":"https://hub.docker.com/r/apache/beam_flink1.9_job_server","category":"infrastructure","subcategories":[],"tags":["ai-ml","streaming","data-processing","apache-beam","apache-flink","job-orchestration","infrastructure"],"what_it_does":"No package contents were provided (README/repo metadata or manifest). Based on only the name 'beam_flink1.9_job_server', this appears to be a component/server related to Apache Beam running on Apache Flink 1.9, likely used to serve/manage Beam job submission/execution on Flink. However, there is insufficient information to confirm exact behavior, interfaces, auth, pricing, or operational characteristics.","use_cases":["Submitting and managing Apache Beam jobs on Apache Flink 1.9","Acting as a job-management server in a Flink/Beam deployment architecture"],"not_for":["Interactive/managed SaaS usage where you need documented REST endpoints","Environments where you require clearly documented auth, rate limits, and operational guarantees without inspecting the source code"],"best_when":null,"avoid_when":null,"alternatives":["Using Beam runners directly (e.g., Flink runner) without an intermediary job server (if compatible with your architecture)","Other Beam-on-Flink job orchestration approaches in your existing platform (e.g., platform-native schedulers)"],"af_score":13.2,"security_score":0.0,"reliability_score":15.0,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T19:57:09.838758+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 documentation provided in the prompt/data; cannot determine auth mechanism."},"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 provided; likely self-hosted open-source component, but unconfirmed."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":13.2,"security_score":0.0,"reliability_score":15.0,"mcp_server_quality":0.0,"documentation_accuracy":10.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":20.0,"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 security-relevant documentation or code metadata provided (TLS/auth/secret handling/dependency info). Scores are therefore conservative defaults based on missing evidence.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":0.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Insufficient interface information: without source/docs, an agent cannot reliably discover endpoints/tools, request/response schemas, or error formats.","Job submission systems may not be idempotent by default; without explicit guarantees, repeated submissions can create duplicate jobs."]}}