LLM Broker

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

使うべきか

品質と安全性

A
説明の品質
100%
スキーマの完全性
77%
命名の品質
90%
ポイズニングのリスク
100%
権限の一致
100%
プロトコルへの準拠
100%

ツール定義とプロトコルへの準拠に関する自動分析に基づいています。

コンテキストコスト

~1,249トークン数(ツール定義)
~867 B一般的なレスポンスサイズ
注意への影響は中程度(128k コンテキストの 0.98%)

これは、サーバーのツールがモデルのコンテキストに読み込まれるたびに消費されるおおよそのトークン数です。数が多いほど、ほかのタスクに使える注意が減ります。

インストール

ワンクリックインストール

これを `claude_desktop_config.json` ファイルに追加してください:

{
  "mcpServers": {
    "broker": {
      "url": "https://api.llm-broker.net/api/v1/broker/mcp"
    }
  }
}

リモートエンドポイント

https://api.llm-broker.net/api/v1/broker/mcpstreamable-http

できること

ツール一覧

ツール(8)

🟢 読み取り専用🟡 書き込み🔴 削除⚪ 不明
🟢list_models(category, limit, currency, region, max_price_per_mtok)

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.

入力スキーマ

{
  "type": "object",
  "properties": {
    "category": {
      "type": "string",
      "enum": [
        "coding",
        "instruction_following",
        "math",
        "reasoning"
      ]
    },
    "limit": {
      "default": 10,
      "maximum": 50,
      "type": "integer",
      "minimum": 1
    },
    "currency": {
      "type": "string",
      "description": "ISO 4217 code, default USD"
    },
    "region": {
      "type": "string",
      "enum": [
        "ch",
        "eu",
        "us",
        "asia",
        "global"
      ]
    },
    "max_price_per_mtok": {
      "type": "number",
      "description": "Max output price per 1M tokens, in currency"
    }
  }
}
🟢get_model(id, currency)

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

入力スキーマ

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string"
    },
    "currency": {
      "type": "string",
      "description": "ISO 4217, default USD"
    }
  },
  "required": [
    "id"
  ]
}
🟢recommend_model(category, currency, region, capabilities, min_score, ...)

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.

入力スキーマ

{
  "type": "object",
  "properties": {
    "category": {
      "type": "string",
      "enum": [
        "coding",
        "instruction_following",
        "math",
        "reasoning"
      ]
    },
    "currency": {
      "type": "string",
      "description": "ISO 4217, default USD"
    },
    "region": {
      "type": "string",
      "enum": [
        "ch",
        "eu",
        "us",
        "asia",
        "global"
      ]
    },
    "capabilities": {
      "type": "array",
      "items": {
        "type": "string",
        "enum": [
          "reasoning",
          "structured_output",
          "tools",
          "vision"
        ]
      }
    },
    "min_score": {
      "maximum": 1,
      "type": "number",
      "minimum": 0
    },
    "max_price_per_mtok": {
      "type": "number",
      "description": "Max output price per 1M tokens, in currency"
    }
  },
  "required": [
    "category"
  ]
}
🟢estimate_cost(currency, model, input_tokens, output_tokens)

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).

入力スキーマ

{
  "type": "object",
  "properties": {
    "currency": {
      "type": "string",
      "description": "ISO 4217, default USD"
    },
    "model": {
      "type": "string"
    },
    "input_tokens": {
      "default": 0,
      "type": "integer",
      "minimum": 0
    },
    "output_tokens": {
      "default": 0,
      "type": "integer",
      "minimum": 0
    }
  },
  "required": [
    "model"
  ]
}
🟢chat(messages, prompt, model, max_tokens, routing)

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.

入力スキーマ

{
  "type": "object",
  "properties": {
    "messages": {
      "type": "array",
      "items": {
        "type": "object"
      }
    },
    "prompt": {
      "type": "string",
      "description": "Shortcut for a single user message"
    },
    "model": {
      "default": "taylor",
      "type": "string"
    },
    "max_tokens": {
      "type": "integer",
      "minimum": 1
    },
    "routing": {
      "type": "object"
    }
  }
}
🟢get_balance

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

入力スキーマ

{
  "type": "object",
  "properties": {}
}
🟢report_outcome(reason, request_id, outcome)

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.

入力スキーマ

{
  "type": "object",
  "properties": {
    "reason": {
      "type": "string",
      "maxLength": 500
    },
    "request_id": {
      "type": "string"
    },
    "outcome": {
      "type": "string",
      "enum": [
        "success",
        "failure"
      ]
    }
  },
  "required": [
    "request_id",
    "outcome"
  ]
}
🟡create_account(level, category, limit, currency, amount, ...)

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.

入力スキーマ

{
  "type": "object",
  "properties": {
    "level": {
      "type": "string"
    },
    "category": {
      "type": "string",
      "description": "optional, with level: a fixed performance promise"
    },
    "limit": {
      "type": "integer",
      "description": "monthly credit limit in currency"
    },
    "currency": {
      "default": "USD",
      "type": "string"
    },
    "amount": {
      "type": "integer",
      "description": "topup amount in currency"
    },
    "billing": {
      "type": "string",
      "enum": [
        "topup",
        "monthly"
      ]
    }
  },
  "required": [
    "billing"
  ]
}

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