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search_families

Browse provider groupings like 'openai' or 'openrouter/deepseek' to explore available providers. Use substring and ZDR filters to narrow results.

Instructions

Browse available provider groupings (e.g. 'openai', 'openrouter/deepseek'). Use this to explore what's available before drilling into specific models with search_models.

Args: search: Substring filter applied to family names zdr: Filter OpenRouter models to Zero Data Retention (ZDR) compatible only. Defaults to the server's ZERO_DATA_RETENTION setting. Set explicitly to override.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
zdrNo
searchNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior4/5

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

Description implies read-only operation ('browse') and explains filtering, but doesn't explicitly state no side effects or safety profile; no annotations to rely on.

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?

Concise, front-loaded purpose, efficient parameter descriptions in docstring format, no waste.

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 purpose, usage, and parameters adequately; output schema exists so return values need not be explained, but lacks mention of output format or potential pagination.

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

Parameters5/5

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

Schema coverage is 0%, and description fully explains both parameters: search as substring filter and zdr as ZDR filter with default behavior.

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?

Description clearly states 'Browse available provider groupings' with examples ('openai', 'openrouter/deepseek'), distinguishing it from sibling search_models.

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

Usage Guidelines5/5

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

Explicitly says to use this tool before drilling into specific models with search_models, providing clear when-to-use and alternative.

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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