Proxlai

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

Sollte ich dies verwenden

Qualität und Sicherheit

A
Qualität der Beschreibung
76%
Vollständigkeit des Schemas
86%
Qualität der Benennung
92%
Risiko der Vergiftung
100%
Übereinstimmung der Berechtigungen
100%
Einhaltung des Protokolls
100%

Befunde (2)

  • LOWTool 'get_offering' description lacks action verbin get_offering
  • LOWTool 'compare_offerings' description lacks action verbin compare_offerings

Basierend auf einer automatisierten Analyse der Tool-Definitionen und der Einhaltung des Protokolls.

Kontextkosten

~993Tokens (Tool-Definitionen)
~1.5 KBTypische Antwortgröße
Mittlere Auswirkung auf die Aufmerksamkeit (0.78% von 128k Kontext)

Dies ist die ungefähre Anzahl der Tokens, die jedes Mal verbraucht werden, wenn die Tools des Servers in den Kontext eines Modells geladen werden. Höhere Werte verringern die Aufmerksamkeit, die für andere Aufgaben verfügbar ist.

Installieren

Installation mit einem Klick

Fügen Sie dies Ihrer Datei `claude_desktop_config.json` hinzu:

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

Remote-Endpunkte

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

Was es kann

Tool-Inventar

Tools (5)

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🟢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.

Eingabe-Schema

{
  "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).

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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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