AWS Notebook Runner MCP
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TDQS
Scored across 13 tools
Each tool targets a distinct action (plan, start, check status, inspect, estimate) for separate AWS execution paths (EC2+SSM vs SageMaker), with clear descriptions that prevent confusion even between start_ec2_smoke_run and start_ec2_smoke_run_async.
All tool names follow a verb_noun pattern in snake_case consistently, using action verbs like check, estimate, explain, get, inspect, plan, start. No mixed conventions.
13 tools cover the full workflow for two execution modes without bloat. Each tool serves a clear purpose in the lifecycle (plan, start, status, cost, setup, inspection).
The tool set covers setup checks, planning, starting (sync and async for EC2), status retrieval, cost estimation, and notebook inspection. Missing a cancel/abort tool for running jobs, but the guarded design mitigates this gap.