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stream_remote_logs

Fetch and sanitize remote training logs via SSH for a given job and target. Dry-run mode unless SSH credentials are configured.

Instructions

Fetch and sanitize remote training logs via SSH (dry-run unless FTOS_SSH_* configured).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
job_idYes
targetYes
n_linesNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

No annotations are provided, so the description bears full responsibility. It discloses the dry-run behavior but lacks details on what 'sanitize' entails, what happens when SSH is not configured, and whether the operation is destructive or read-only.

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

Conciseness3/5

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

The description is a single sentence, which is concise, but it omits crucial details that would improve readability and utility without being verbose.

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 tool's complexity (SSH, dry-run, sanitization, three parameters with zero descriptions), the single sentence is insufficient for an agent to use the tool correctly, even with an output schema present.

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

Parameters1/5

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

Schema description coverage is 0%, yet the description adds no meaning to the three parameters. It only mentions 'via SSH' but does not clarify job_id, target, or n_lines, leaving the agent to infer from parameter names alone.

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 uses specific actions 'Fetch and sanitize' and clearly identifies the resource 'remote training logs' via SSH, distinguishing it from sibling tools like 'sanitize_logs_for_claude' or 'dry_run_remote_config'.

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

Usage Guidelines3/5

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

The mention of 'dry-run unless FTOS_SSH_* configured' implies when the tool actually fetches logs, but it does not explicitly state when to use this tool over alternatives or provide exclusions.

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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