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One key, every model: measured scores and live prices, routed per request to the cheapest fit.

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-06-18
URL
ChatGPT
–
Claude
–

TDQS

A3.9/5.0

Scored across 8 tools

Disambiguation5/5

Each tool targets a distinct broker operation: chat sends requests, estimate_cost estimates, recommend_model suggests, list_models/get_model inspect models, create_account handles signup, get_balance checks funds, and report_outcome reports results. Overlap between recommend_model and chat routing is minimal and well explained by the descriptions.

Naming Consistency4/5

The set uses consistent lower snake_case and mostly follows a verb_noun pattern (create_account, estimate_cost, get_balance, get_model, list_models, recommend_model, report_outcome). Only 'chat' deviates from that pattern, but it is still clear and readable.

Tool Count5/5

Eight tools is well scoped for an LLM broker API, covering chat, model discovery, cost estimation, account creation, billing, and outcome reporting. The count is neither thin nor bloated, and each tool earns its place.

Completeness3/5

Core operations are present, but create_account points to a status_url for retrieving the API key after payment without exposing a tool to poll or GET that URL, creating an onboarding dead end. The referenced currencies endpoint is also not exposed as a tool, and account lifecycle beyond creation/balance is limited.

Available Tools

8 tools
chatRun a chat completion through the brokerAInspect

Sends messages to the broker (OpenAI chat completions). model defaults to taylor (strongest measured model); any id from list_models works. routing sets criteria per request, e.g. {"category": "coding", "level": "best"}. Needs Authorization: Bearer ast_sk_… — billed like the REST API.

Inputs: model, prompt, routing, messages, +1 more.

create_accountBuy an API keyAInspect

Creates a card checkout (Stripe) for a new broker account — same as POST /api/v1/broker/accounts. Give checkout_url to your human; after payment the API key is shown exactly once at status_url (GET, poll until 200). topup: amount 10/25/50, monthly: limit 50/100/250 (USD/EUR/CHF; other currencies: GET /api/v1/broker/currencies). Omit category and level to choose per request.

Inputs: billing (required), level, limit, amount, +2 more.

estimate_costEstimate the cost of a requestA
Read-only
Inspect

Cost estimate at list price for a model and token counts, in your currency. The bill follows the offer the router actually picks (broker.cost in the chat result).

Inputs: model (required), currency, input_tokens, output_tokens.

get_balanceAccount balance and spendA
Read-only
Inspect

Balance, credit limit and spend this month (CHF, the book currency), billing mode and payment currency of the account behind Authorization: Bearer ast_sk_….

Inputs: no named parameters.

get_modelGet one model with scores and pricesA
Read-only
Inspect

One model from list_models by id: measured scores per category, price per 1M tokens (default USD), regions, context and capabilities.

Inputs: id (required), currency.

list_modelsList models with measured scores and pricesA
Read-only
Inspect

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.

Inputs: limit, region, category, currency, +1 more.

recommend_modelRecommend a model for a taskA
Read-only
Inspect

Picks from the published catalog (our own benchmark scores, list prices): best = highest score in the category, best_value = score per output price, plus alternatives. Only measured models are recommended. Returns chat_arguments for that model and a routing object to let the broker pick per request.

Inputs: category (required), region, currency, min_score, +2 more.

report_outcomeReport whether a request did its jobA
Idempotent
Inspect

Tell the broker if the answer to a request worked for your task — request_id comes from broker.receipt of every chat answer. Outcomes appear per model in list_models as reported (failures_30d / outcomes_30d), so the scores are checked against real tasks. No refund, no price change.

Inputs: outcome (required), request_id (required), reason.

Tool Schema Changelog

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