TANDIU AI infrastructure data
Read-only LLM API prices, benchmarks, price index, GPU self-hosting sizing and cloud agent data.
使うべきか
品質と安全性
検出事項（3）
- LOWTool 'cheapest_model_for_score' description lacks action verbcheapest_model_for_score 内
- LOWTool 'get_price_index' description lacks action verbget_price_index 内
- LOWTool 'list_cloud_agents' description lacks action verblist_cloud_agents 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
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": {
"data": {
"url": "https://www.tandiu.cn/mcp"
}
}
}リモートエンドポイント
https://www.tandiu.cn/mcpstreamable-httpできること
ツール一覧
ツール（9）
🟢about_tandiu_data
What data TANDIU publishes, refresh cadence, price basis and how to cite. Call first.
入力スキーマ
{
"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.
入力スキーマ
{
"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).
入力スキーマ
{
"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.
入力スキーマ
{
"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.
入力スキーマ
{
"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.
入力スキーマ
{
"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.
入力スキーマ
{
"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.
入力スキーマ
{
"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.
入力スキーマ
{
"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
}コミュニティ
エビデンス