LLM Broker

List models with measured scores and prices

list_models

Read-only

Models on the broker with benchmark scores per category (0–1, measured by us), price per 1M tokens (default USD, any currency from GET /api/v1/broker/currencies) and regions. Filter by category, region and price; sorted by score in the category, else by price.

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_models"
  }
}

Input Schema

Name	Required	Description
`limit`	No
`region`	No
`category`	No
`currency`	No	ISO 4217 code, default USD
`max_price_per_mtok`	No	Max output price per 1M tokens, in currency

Schema Changelog

Changes observed during successful MCP inspections.

Changed2 schema fields changedOct 2, 2026

addedInput schema / properties / currency

Added value: +{
+  "description": "ISO 4217 code, default USD",
+  "type": "string"
+}

changedInput schema / properties / max_price_per_mtok / description

Previous value: -"Max output price per 1M tokens in CHF"New value: +"Max output price per 1M tokens, in currency"

First observedOct 2, 2026

TDQS

A4.1/5.0

Behavior4/5

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

Annotations already declare readOnlyHint=true and openWorldHint=false, so safety is covered; the description still adds real context beyond them — the default USD currency, the pointer to GET /api/v1/broker/currencies for other currencies, and the deterministic sort rule (score within category, otherwise price). It omits pagination/limit behavior, which is the main remaining gap.

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

Conciseness4/5

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

A single dense sentence that front-loads the payload (models, scores, prices, regions) before the filtering and sorting rules. Every clause carries information, though the parenthetical currency endpoint reference slightly interrupts the flow.

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?

No output schema exists, so the description must describe the return shape, and it does list the per-record fields (category scores, price per 1M tokens, regions) plus the ordering. It stops short of explaining pagination or whether limit caps the result set, which an agent would want for a listing 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?

Schema description coverage is only 40% (limit, region and category are bare), and the description compensates by naming the three filter dimensions (category, region, price) and clarifying the currency param's default and how to discover valid codes. It adds marginal value on top of the schema but leaves limit semantics (page size vs. total) unspecified.

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?

States a specific verb (list) and resource (models on the broker) and enumerates exactly what each record carries: per-category benchmark scores (0-1, measured by the provider), price per 1M tokens with currency, and regions. The only sibling, chat, is unrelated, so differentiation is trivially satisfied.

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 description implies usage ('Filter by category, region and price') and explains the ordering rule, but never states when to reach for this tool versus not, nor any prerequisite conditions. With a single unrelated sibling there is little to disambiguate, so implied guidance is adequate but not explicit.

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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