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zeroatflops

flopsindex-mcp

list_indices

List public FLOPS compute-price indices to discover available options before fetching specific rates or verifying data.

Instructions

List all public FLOPS compute-price indices. Returns {count, indices[]} where each row is {index_id, family, value, unit, as_of, confidence, change_24h, delayed}. Use this to discover available indices before calling get_index or verify. No auth required.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
family_filterNoOptional family prefix to filter by (e.g. 'FLOPS-H100'). Case-sensitive substring match.
Behavior4/5

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

With no annotations provided, the description takes on the full transparency burden. It discloses the return shape ({count, indices[]} with field details) and auth status ('No auth required'). It does not mention edge cases or rate limits, but for a read-only list operation the disclosure is solid.

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?

Two sentences, front-loaded with the core action, then return format, usage guidance, and auth note. No wasted words; every sentence earns its place.

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

Completeness5/5

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

For a low-complexity tool with one optional parameter and no output schema, the description is complete. It explains the return structure, usage context, and authentication, which is sufficient for an agent to invoke it correctly.

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 100% for the one parameter; the schema already fully describes family_filter. The description does not add extra semantic meaning beyond the schema, so the baseline of 3 applies.

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 opens with a specific verb and resource: 'List all public FLOPS compute-price indices.' It clearly distinguishes this list-all tool from siblings like get_index or search_indices by stating its role as a discovery mechanism.

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?

Explicit usage guidance is given: 'Use this to discover available indices before calling get_index or verify.' This names specific alternatives and provides ordering context, making it clear when to pick this tool over others.

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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