TANDIU AI infrastructure data

Read-only LLM API prices, benchmarks, price index, GPU self-hosting sizing and cloud agent data.

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Calidad y seguridad

B
Calidad de la descripción
81%
Integridad del esquema
70%
Calidad de los nombres
91%
Riesgo de envenenamiento
100%
Coincidencia de permisos
100%
Cumplimiento del protocolo
100%

Hallazgos (3)

  • LOWTool 'cheapest_model_for_score' description lacks action verben cheapest_model_for_score
  • LOWTool 'get_price_index' description lacks action verben get_price_index
  • LOWTool 'list_cloud_agents' description lacks action verben list_cloud_agents

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

Costo de contexto

~1,217Tokens (definiciones de herramientas)
~808 BTamaño de respuesta típico
Impacto moderado en la atención (0.95% 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": {
    "data": {
      "url": "https://www.tandiu.cn/mcp"
    }
  }
}

Puntos de conexión remotos

https://www.tandiu.cn/mcpstreamable-http

Qué puede hacer

Inventario de herramientas

Herramientas (9)

🟢 Solo lectura🟡 Escritura🔴 Eliminación⚪ Desconocido
🟢about_tandiu_data

What data TANDIU publishes, refresh cadence, price basis and how to cite. Call first.

Esquema de entrada

{
  "type": "object",
  "properties": {},
  "required": [],
  "additionalProperties": false
}
🟢list_llm_prices(country, vendor, query, sort_by, limit)

Official API list prices (USD per 1M tokens) with Artificial Analysis, LiveBench and Epoch AI scores for major US and Chinese LLMs. Filter and sort.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "country": {
      "type": "string",
      "description": "US, CN or another ISO code"
    },
    "vendor": {
      "type": "string"
    },
    "query": {
      "type": "string",
      "description": "substring of model name"
    },
    "sort_by": {
      "type": "string",
      "enum": [
        "livebench",
        "aa_index",
        "blended_price",
        "input_price",
        "output_price"
      ]
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 100
    }
  },
  "required": [],
  "additionalProperties": false
}
🟢cheapest_model_for_score(metric, min_score, min_percent_of_top, country, limit)

Cheapest models whose benchmark score meets a threshold (absolute or percent of the best score).

Esquema de entrada

{
  "type": "object",
  "properties": {
    "metric": {
      "type": "string",
      "enum": [
        "aa_index",
        "livebench"
      ]
    },
    "min_score": {
      "type": "number"
    },
    "min_percent_of_top": {
      "type": "number",
      "minimum": 1,
      "maximum": 100
    },
    "country": {
      "type": "string"
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 20
    }
  },
  "required": [],
  "additionalProperties": false
}
🟢get_price_index(group, since)

Chain-linked LLM price index (CN, US or all models), 30-day change, median price and series.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "group": {
      "type": "string",
      "enum": [
        "CN",
        "US",
        "ALL"
      ]
    },
    "since": {
      "type": "string",
      "description": "YYYY-MM-DD"
    }
  },
  "required": [],
  "additionalProperties": false
}
🟢list_price_changes(since, min_change_pct, limit)

Official list-price cuts/increases observed in daily snapshots, and models newly added to tracking.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "since": {
      "type": "string",
      "description": "YYYY-MM-DD, default last 90 days"
    },
    "min_change_pct": {
      "type": "number"
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 100
    }
  },
  "required": [],
  "additionalProperties": false
}
🟢estimate_self_hosting(model, gpus)

VRAM, GPUs needed, speed and hardware cost to self-host an open-weights model. Omit model to list available models.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "model": {
      "type": "string"
    },
    "gpus": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "gpu ids, e.g. h100_sxm, h20, l20, ascend910b, rtx5090d"
    }
  },
  "required": [],
  "additionalProperties": false
}
🟢list_cloud_agents(kind, query, limit)

Cloud agents (one persistent agent per person, team agents, hosting platforms) with specs and monthly prices.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "kind": {
      "type": "string",
      "enum": [
        "personal",
        "work",
        "platform"
      ]
    },
    "query": {
      "type": "string"
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 50
    }
  },
  "required": [],
  "additionalProperties": false
}
🟢recommend_coding_pc(category, tier, query)

Relative speed and tier (best/recommended/minimum/not_advised) of Macs, laptops and desktops for running Codex / Claude Code.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "category": {
      "type": "string",
      "enum": [
        "mac",
        "laptop",
        "desktop"
      ]
    },
    "tier": {
      "type": "string",
      "enum": [
        "best",
        "recommended",
        "minimum",
        "not_advised"
      ]
    },
    "query": {
      "type": "string"
    }
  },
  "required": [],
  "additionalProperties": false
}
🟢list_ai_funding(region, sector, query, since, min_amount_usd, ...)

Funding rounds of AI companies (mainly US and China): company, business, round, amount, valuation, investors, source links. Newest first; filter by region, sector, company/investor name, date or minimum amount.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "region": {
      "type": "string",
      "enum": [
        "US",
        "CN",
        "OTHER"
      ]
    },
    "sector": {
      "type": "string",
      "enum": [
        "foundation_model",
        "ai_app",
        "agent",
        "chip",
        "compute",
        "robotics",
        "autonomous",
        "infra_tools",
        "vertical",
        "other"
      ]
    },
    "query": {
      "type": "string",
      "description": "company, product or investor name"
    },
    "since": {
      "type": "string",
      "description": "YYYY-MM-DD"
    },
    "min_amount_usd": {
      "type": "number"
    },
    "sort_by": {
      "type": "string",
      "enum": [
        "date",
        "amount"
      ]
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 100
    }
  },
  "required": [],
  "additionalProperties": false
}

Comunidad

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Evidencia

Observaciones recientes

verificadoversión no registrada9 herramientas