Proxlai

Verified, dated prices for 231 AI APIs in 38 markets: LLMs, GPUs, speech, video and more.

使うべきか

品質と安全性

A
説明の品質
76%
スキーマの完全性
86%
命名の品質
92%
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%

検出事項(2)

  • LOWTool 'get_offering' description lacks action verbget_offering 内
  • LOWTool 'compare_offerings' description lacks action verbcompare_offerings 内

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

~993トークン数(ツール定義)
~1.5 KB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 0.78%)

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": {
    "proxlai": {
      "url": "https://proxlai.com/api/mcp"
    }
  }
}

リモートエンドポイント

https://proxlai.com/api/mcpstreamable-http

できること

ツール一覧

ツール(5)

🟢 読み取り専用🟡 書き込み🔴 削除⚪ 不明
🟢list_markets

List every market (kind of AI API) that has prices, with its id and pricing unit. Start here to find the market id.

入力スキーマ

{
  "type": "object",
  "properties": {},
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}
🟢describe_market(market)

Explain one market: what it is, how its pricing works, and the attributes you can filter and compare on (with plain-language help).

入力スキーマ

{
  "type": "object",
  "properties": {
    "market": {
      "type": "string",
      "description": "Market id from list_markets, e.g. 'llm' or 'video-generation'"
    }
  },
  "required": [
    "market"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}
🟢search_offerings(market, filters, maxPrice, weights, sort, ...)

Rank the offerings in one market by price, quality and speed, with optional requirements and a maximum price. Returns prices with their verification date and source.

入力スキーマ

{
  "type": "object",
  "properties": {
    "market": {
      "type": "string",
      "description": "Market id from list_markets"
    },
    "filters": {
      "description": "Requirements. Attribute keys come from describe_market. Do not add filters the user did not ask for.",
      "maxItems": 20,
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "attr": {
            "type": "string",
            "description": "Attribute key from the category's attribute list"
          },
          "op": {
            "type": "string",
            "enum": [
              "eq",
              "lte",
              "gte",
              "in",
              "has"
            ],
            "description": "eq: equals; lte/gte: numeric bounds; in: value is one of a list; has: boolean is true or tag list contains value"
          },
          "value": {
            "anyOf": [
              {
                "type": "number"
              },
              {
                "type": "string"
              },
              {
                "type": "boolean"
              },
              {
                "type": "array",
                "items": {
                  "type": "string"
                }
              }
            ]
          }
        },
        "required": [
          "attr",
          "op",
          "value"
        ]
      }
    },
    "maxPrice": {
      "description": "Upper bound in the market's pricing unit (USD)",
      "type": "number",
      "minimum": 0
    },
    "weights": {
      "description": "What matters, each 0..1. Default: cost 0.5, quality 0.4, speed 0.1",
      "type": "object",
      "properties": {
        "cost": {
          "type": "number",
          "minimum": 0,
          "maximum": 1,
          "description": "How much a lower price matters (0..1)"
        },
        "quality": {
          "type": "number",
          "minimum": 0,
          "maximum": 1,
          "description": "How much output quality matters (0..1)"
        },
        "speed": {
          "type": "number",
          "minimum": 0,
          "maximum": 1,
          "description": "How much speed / low latency matters (0..1)"
        }
      },
      "required": [
        "cost",
        "quality",
        "speed"
      ]
    },
    "sort": {
      "description": "score (default): best match for the weights; price: cheapest first; quality: best first",
      "type": "string",
      "enum": [
        "score",
        "price",
        "quality"
      ]
    },
    "limit": {
      "description": "How many results, default 10",
      "type": "integer",
      "minimum": 1,
      "maximum": 50
    },
    "include_unverified": {
      "description": "Also rank offerings whose price is an unverified sample, never checked against the provider (default false: left out)",
      "type": "boolean"
    }
  },
  "required": [
    "market"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}
🟢get_offering(id)

Full detail for one offering: description, capabilities, current price with its source, and price history.

入力スキーマ

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Offering id from search_offerings, e.g. 'openai/gpt-6-luna'"
    }
  },
  "required": [
    "id"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}
🟢compare_offerings(ids)

Put 2 to 4 offerings from the same market side by side: prices, scores and every capability.

入力スキーマ

{
  "type": "object",
  "properties": {
    "ids": {
      "minItems": 2,
      "maxItems": 4,
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "2 to 4 offering ids from the same market"
    }
  },
  "required": [
    "ids"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

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