TANDIU AI infrastructure data

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

Sollte ich dies verwenden

Qualität und Sicherheit

B
Qualität der Beschreibung
81%
Vollständigkeit des Schemas
70%
Qualität der Benennung
91%
Risiko der Vergiftung
100%
Übereinstimmung der Berechtigungen
100%
Einhaltung des Protokolls
100%

Befunde (3)

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

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

Kontextkosten

~1,217Tokens (Tool-Definitionen)
~808 BTypische Antwortgröße
Mittlere Auswirkung auf die Aufmerksamkeit (0.95% 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": {
    "data": {
      "url": "https://www.tandiu.cn/mcp"
    }
  }
}

Remote-Endpunkte

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

Was es kann

Tool-Inventar

Tools (9)

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🟢about_tandiu_data

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

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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).

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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
}

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