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marc-shade

Cluster Execution MCP Server

by marc-shade

offload_to

Route a bash command to a specific cluster node (Linux x86_64, macOS ARM64) for architecture-specific execution or debugging.

Instructions

Explicitly route command to specific cluster node.

Use when you need to:

  • Run Linux-specific commands -> offload to macpro51

  • Test on specific architecture

  • Balance load manually

  • Debug node-specific issues

Available nodes:

  • macpro51: Linux x86_64 builder (docker, podman, compilation)

  • mac-studio: macOS ARM64 orchestrator

  • macbook-air: macOS ARM64 researcher

Parameters:

  • command (required): Bash command to execute

  • node_id (required): Target node ID

Returns execution result from specified node.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
commandYes
node_idYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations provided, so description carries full burden, but it only states routing and returns execution result, lacking details on safety, authentication, rate limits, or side effects of command execution.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Structured with bullet points, front-loaded purpose, every sentence adds value, no wasted words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Covers main aspects: purpose, use cases, nodes, parameters, and return value (execution result); output schema exists. Missing error handling or failure modes.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 0%, description adds meaning by explaining command is a bash command and node_id is target node ID, and lists available nodes, but lacks details on format, constraints, or examples.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Explicitly states routing command to specific cluster node, lists use cases and available nodes, clearly differentiating from sibling tools like cluster_bash, cluster_status, and parallel_execute.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Provides explicit when-to-use scenarios (Linux commands, specific architecture, load balancing, debugging) and lists available nodes, though does not directly compare to siblings or mention when not to use.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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