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generate_deployment_command

Generates Docker run or compose commands referencing environment variable names instead of secret values, for deploying fine-tuned models securely.

Instructions

Produce docker run / compose command using env NAME references only — never secret values.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
gpusYes
imageYes
mountsYes
env_namesYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

The description discloses one behavioral trait: it never uses secret values. However, it does not mention other important aspects such as input validation, side effects, or authentication requirements. Since annotations are absent, the description carries the full burden but is insufficient.

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?

The description is a single sentence of 13 words, concise and front-loaded with the key action. Every word contributes value without redundancy.

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

Completeness2/5

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

Given the absence of annotations and schema descriptions for 4 parameters, the description is too sparse. It does not cover parameter formats or usage context, making it incomplete for an agent to use confidently.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must add meaning. It explains that env_names are references to environment variable names and not secret values, but it provides no detail on gpus, image, or mounts, leaving their semantics unclear.

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?

The description clearly states the tool's function: to produce a docker run or compose command. It also specifies a key constraint (using env NAME references, never secret values), which distinguishes it from other tools that might handle secrets or generate different commands.

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

Usage Guidelines2/5

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

The description does not explicitly state when to use this tool or compare it to alternatives like `_mcp_build_docker_image` or `push_docker_to_registry`. No guidance on prerequisites or exclusions is provided.

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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