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Every GPU and company listed

list_indices
Read-onlyIdempotent

Every GPU rental index and AI company token index the site lists: whether it is listed (has a price, a month of history and a value for each of its 1-day, 1-week and 1-month changes), its latest value and day, when its history starts, its provider or model count, its benchmark contract (GPUs) and its page, and the GPUs on the Every GPU page. Use it to see what the other tools accept.

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "list_indices"
  }
}

Input Schema

NameRequiredDescriptionDefault

No arguments

Output Schema

NameRequiredDescriptionDefault
gpusYes
unitsNo
licenseNo
companiesYes
other_gpusNoThe GPUs on the Every GPU page, priced as posted by get_gpu_market_prices (not indices)
methodologyNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed5 schema fields changed
    • changedOutput schema / properties / companies / items / properties / history_from / description
      Previous value: -"First day with a value"New value: +"First day with a value (the start of its page's chart)"
    • changedOutput schema / properties / companies / items / properties / listed / description
      Previous value: -"Shown on the site and by get_gpu_prices / get_token_prices: has a price and a month of history"New value: +"Shown on the site and by get_gpu_prices / get_token_prices: has a price, a month of history and a value for each of its 1-day, 1-week and 1-month changes"
    • changedOutput schema / properties / gpus / items / properties / history_from / description
      Previous value: -"First day with a value"New value: +"First day with a value (the start of its page's chart)"
    • changedOutput schema / properties / gpus / items / properties / listed / description
      Previous value: -"Shown on the site and by get_gpu_prices / get_token_prices: has a price and a month of history"New value: +"Shown on the site and by get_gpu_prices / get_token_prices: has a price, a month of history and a value for each of its 1-day, 1-week and 1-month changes"
    • changedOutput schema / properties / other_gpus / description
      Previous value: -"GPUs priced as posted by get_gpu_market_prices (not indices)"New value: +"The GPUs on the Every GPU page, priced as posted by get_gpu_market_prices (not indices)"
  2. Changed31 schema fields changed
    • changedOutput schema / properties / companies / items / properties / benchmark_contract / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / companies / items / properties / kind / enum
      Previous value: -[
      -  "gpu",
      -  "company"
      -]New value: +[
      +  "gpu",
      +  "company",
      +  null
      +]
    • changedOutput schema / properties / companies / items / properties / kind / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / companies / items / properties / listed / type
      Previous value: -"boolean"New value: +[
      +  "boolean",
      +  "null"
      +]
    • changedOutput schema / properties / companies / items / properties / models / type
      Previous value: -"integer"New value: +[
      +  "integer",
      +  "null"
      +]
    • changedOutput schema / properties / companies / items / properties / name / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / companies / items / properties / note / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / companies / items / properties / providers / type
      Previous value: -"integer"New value: +[
      +  "integer",
      +  "null"
      +]
    • changedOutput schema / properties / companies / items / properties / provisional / type
      Previous value: -"boolean"New value: +[
      +  "boolean",
      +  "null"
      +]
    • changedOutput schema / properties / companies / items / properties / url / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / companies / items / type
      Previous value: -"object"New value: +[
      +  "object",
      +  "null"
      +]
    • changedOutput schema / properties / companies / type
      Previous value: -"array"New value: +[
      +  "array",
      +  "null"
      +]
    • changedOutput schema / properties / gpus / items / properties / benchmark_contract / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / gpus / items / properties / kind / enum
      Previous value: -[
      -  "gpu",
      -  "company"
      -]New value: +[
      +  "gpu",
      +  "company",
      +  null
      +]
    • changedOutput schema / properties / gpus / items / properties / kind / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / gpus / items / properties / listed / type
      Previous value: -"boolean"New value: +[
      +  "boolean",
      +  "null"
      +]
    • changedOutput schema / properties / gpus / items / properties / models / type
      Previous value: -"integer"New value: +[
      +  "integer",
      +  "null"
      +]
    • changedOutput schema / properties / gpus / items / properties / name / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / gpus / items / properties / note / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / gpus / items / properties / providers / type
      Previous value: -"integer"New value: +[
      +  "integer",
      +  "null"
      +]
    • changedOutput schema / properties / gpus / items / properties / provisional / type
      Previous value: -"boolean"New value: +[
      +  "boolean",
      +  "null"
      +]
    • changedOutput schema / properties / gpus / items / properties / url / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / gpus / items / type
      Previous value: -"object"New value: +[
      +  "object",
      +  "null"
      +]
    • changedOutput schema / properties / gpus / type
      Previous value: -"array"New value: +[
      +  "array",
      +  "null"
      +]
    • changedOutput schema / properties / license / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / methodology / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / other_gpus / items / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / other_gpus / type
      Previous value: -"array"New value: +[
      +  "array",
      +  "null"
      +]
    • changedOutput schema / properties / units / properties / company / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / units / properties / gpu / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • changedOutput schema / properties / units / type
      Previous value: -"object"New value: +[
      +  "object",
      +  "null"
      +]
  3. Changed1 schema field changed
    • addedOutput schema / properties / other_gpus
      Added value: +{
      +  "description": "GPUs priced as posted by get_gpu_market_prices (not indices)",
      +  "items": {
      +    "type": "string"
      +  },
      +  "type": "array"
      +}
  4. Added

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The description still adds behavior beyond the annotations: it defines what 'listed' means (has a price, a month of history, and values for the 1-day/1-week/1-month changes), which tells the agent that unlisted entries may still appear with gaps. Return-field granularity is largely duplicated by the output schema, which caps this at 4.

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 intent is front-loaded in the opening clause, which is good, but the rest is a single run-on sentence chaining six enumerated attributes with 'and', making it hard to scan. Every clause does carry information, so it is not padded, but the structure could be broken into a listing sentence plus a usage sentence.

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?

With no parameters, complete annotations, and a published output schema, the description's remaining burden is small and it meets it by defining inclusion criteria and pointing at its role as an identifier-discovery step for the other tools. What it does not do is say anything about scale or ordering of the returned list, a minor gap for a full-inventory tool.

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

Parameters4/5

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

The tool takes zero parameters and the schema is empty with additionalProperties=false, so there is nothing for the description to disambiguate. Baseline for a 0-parameter tool applies.

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

Purpose4/5

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

The description names the two concrete resource classes it enumerates (GPU rental indices and AI company token indices) and spells out the per-index facts returned, so the verb 'list' from the tool name is fully substantiated. It is distinguishable from price-fetching siblings like get_gpu_prices or get_token_prices because it is framed as an inventory of what exists rather than a lookup of values. It stops short of an explicit 'returns a list of...' framing, relying on the title to carry that.

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?

'Use it to see what the other tools accept' states a clear, actionable purpose: discovery of valid identifiers before calling the price/model/history tools. That is real when-to-use guidance rather than an implied one. It does not name any specific sibling or state when-not to use it (e.g., that it returns no prices itself), which keeps it out of 5 territory.

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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