Ray is a distributed Python runtime for scaling compute-intensive workloads from a laptop to a cluster. Use Ray Core for task and actor parallelism, Ray Data for distributed ETL, Ray Train for distrib
Use with AI
Install the MCP server or CLI to instantly fetch Ray documentation:
Install command
claude mcp add biocontext7 -- npx @biocontext7/mcpOr share this page: biocontext7.com/tools/ray
Use this skill for Slurm workload manager operations across HPC and cloud clusters, including sbatch job submission, srun interactive execution, squeue and sacct monitoring, resource request tuning, d
3 shared topics • 3 shared operations
Use this skill when users need AWS Batch for containerized high-throughput compute jobs on AWS. Covers compute environments, job queues, job definitions, submit-job orchestration, array jobs, multi-no
3 shared topics • 2 shared operations
Conda and Mamba package/environment management for bioinformatics. Create, export, and reproduce isolated software environments using conda or mamba (fast C++ solver). Manage Bioconda channels, resolv
3 shared topics • 2 shared operations
Poetry is the Python dependency management and packaging tool for creating reproducible projects with pyproject.toml and poetry.lock. Use this skill for dependency resolution, virtual environment isol
3 shared topics • 2 shared operations
Seqera Platform (formerly Nextflow Tower) — cloud orchestration and monitoring platform for Nextflow pipelines. Provides the tw CLI for launching pipelines, managing compute environments (AWS Batch, G
3 shared topics • 2 shared operations