Proxlai

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

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Calidad y seguridad

A
Calidad de la descripción
76%
Integridad del esquema
86%
Calidad de los nombres
92%
Riesgo de envenenamiento
100%
Coincidencia de permisos
100%
Cumplimiento del protocolo
100%

Hallazgos (2)

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

Basado en el análisis automatizado de las definiciones de herramientas y el cumplimiento del protocolo.

Costo de contexto

~993Tokens (definiciones de herramientas)
~1.5 KBTamaño de respuesta típico
Impacto moderado en la atención (0.78% del contexto de 128k)

Este es el número aproximado de tokens que se consumen cada vez que las herramientas del servidor se cargan en el contexto de un modelo. Los recuentos más altos reducen la atención disponible para otras tareas.

Instalar

Instalación con un clic

Agrega esto a tu archivo `claude_desktop_config.json`:

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

Puntos de conexión remotos

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

Qué puede hacer

Inventario de herramientas

Herramientas (5)

🟢 Solo lectura🟡 Escritura🔴 Eliminación⚪ Desconocido
🟢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.

Esquema de entrada

{
  "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).

Esquema de entrada

{
  "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.

Esquema de entrada

{
  "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.

Esquema de entrada

{
  "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.

Esquema de entrada

{
  "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"
}

Comunidad

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Evidencia

Observaciones recientes

verificadoversión no registrada5 herramientas