{"id":"apache-beam-spark-job-server","name":"beam_spark_job_server","af_score":17.0,"security_score":36.5,"reliability_score":27.5,"what_it_does":"beam_spark_job_server appears to provide a server for running/serving Apache Beam jobs on or via Apache Spark (i.e., a service layer around launching and managing Beam-on-Spark executions).","best_when":"You need to programmatically submit and manage Beam pipelines that run on Spark, and you can deploy and operate the server in your own infrastructure.","avoid_when":"You cannot provide appropriate authentication/authorization, resource isolation, and operational monitoring around job execution.","last_evaluated":"2026-04-04T19:48:53.715043+00:00","has_mcp":false,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Without interface/API documentation, agents may be unable to reliably discover endpoints, request/response schemas, or submission semantics.","Job servers that launch distributed work commonly require careful handling of timeouts, retries, and deduplication; idempotency may be non-trivial.","If authentication/authorization is not implemented at the component level, exposing it publicly can be risky."],"error_quality":0.0}