ray-mcp

pradeepiyer/ray-mcp

3.4

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Ray MCP Server is a Model Context Protocol server designed for Ray distributed computing, enabling LLM agents to manage Ray clusters, submit jobs, and monitor workloads programmatically.

Tools

Functions exposed to the LLM to take actions

init_ray

Initialize or connect to Ray cluster

stop_ray

Stop Ray cluster

inspect_ray

Get cluster status and metrics

submit_job

Submit jobs to the cluster

list_jobs

List all jobs

inspect_job

Inspect specific job with logs/debug info

cancel_job

Cancel running jobs

retrieve_logs

Get logs with error analysis

retrieve_logs_paginated

Get logs with pagination support

Prompts

Interactive templates invoked by user choice

No prompts

Resources

Contextual data attached and managed by the client

No resources