Attic Standard

io.github.AtticStandardv2.1.0更新於 Oct 5, 2026

The global price benchmark for AI inference: 23 price indexes, market KPIs and SKU-level prices.

已驗證Streamable HTTP可網頁執行AI & MLData & AnalyticsFinance

概覽

AI 產生的概覽

讓助理取得 Attic Standard 基準的每週 AI 推論價格指數、市場 KPI 與 SKU 層級模型價格。

功能
Attic Standard 是遠端 MCP 伺服器,提供已發布的 AI 推論價格基準。get_index_benchmarks、get_kpis、get_model_intelligence 等工具會回傳依模態、通路、層級、授權、來源與用途劃分的 23 個指數,以及九項市場 KPI 與六項能力指標。其他工具可搜尋已定價的 SKU、查看某模型在各供應商的規格與價格、依供應商比較某模型或系列、列出供應商並回傳某供應商的價目表。免費呼叫回傳計數、區間與去識別化樣本;PRO 呼叫回傳供應商名稱、模型名稱與精確價格。
適用情境
當助理需要當前且有出處的推論價格而非猜測時使用:比較配銷通路、查看某模態或層級本週的價格,或為某模型尋找最便宜的供應商。適合價格研究、採購比較與市場分析。
執行需求
遠端 MCP 端點 URL 的用戶端可用 npx mcp-remote 代理。免費層不需帳號。PRO 明細需要付費訂閱,並在每次呼叫時以 _atom_api_key 傳入金鑰。自架需要 Node.js 以及 SUPABASE_URL、SUPABASE_SERVICE_ROLE_KEY、TRANSPORT、PORT 變數。
安裝前請注意
免費層會隱去供應商名稱、模型名稱與精確價格;完整的 SKU 層級明細需要每月 500 美元的付費 PRO 層。PRO 訂閱者須以 _atom_api_key 提供金鑰,README 建議將其寫入專案指令,這會把金鑰存入助理的上下文。自架需要伺服器端資料庫金鑰 SUPABASE_SERVICE_ROLE_KEY,應只保留在主機環境中。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Attic Standard,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。

{
  "mcpServers": {
    "atom-mcp-server": {
      "type": "http",
      "url": "https://mcp.atticstandard.com/mcp"
    }
  }
}

README

Attic Standard MCP Server

The Global Price Benchmark for AI Inference, as a native tool for AI agents.
One number both sides trust.

Website · Methodology · MCP PRO


What this is

Attic Standard is the independent price reporting agency for AI inference. Every week it records the published prices of model developers, cloud marketplaces, inference platforms and neoclouds, and turns them into price indexes and market KPIs.

This server puts that data inside any MCP-compatible assistant (Claude, ChatGPT, Cursor, Windsurf, VS Code). Ask "Where is text inference priced this week?" or "Cheapest place to run Llama 3.3 70B?" and the assistant answers from the published benchmark instead of guessing.


The indexes

23 published indexes in six families, each reported for input, cached input and output where the modality has them.

FamilyIndexesWhat it answers
ModalityText, Multimodal, Image (per image), Image (per megapixel), Video (per second), Video (per clip), Audio, Voice, EmbeddingsWhat does this kind of inference cost?
ChannelModel developers, Cloud marketplaces, Inference platforms, NeocloudsWhere is it cheapest to buy?
TierFlagship, Core, CompactWhat does a place higher in a maker's lineup cost?
LicenseOpen weights, Restricted weights, ProprietaryWhat is the price of openness?
OriginUnited States, ChinaHow do the two model-building countries price?
Use caseReasoning, CodingWhat do specialist models cost?

Each index carries two numbers:

  • Benchmark: the chained level, May 2026 = 100 (the average of that month's weeks), with week, month and vs-base changes.
  • Spot: what the market charges this week, in dollars. Each model is taken at the median of its vendors' prices, and the spot is the median across those models, with the interquartile range. Its change is stated against its own May 2026 average, month on month and week on week, and because the spot follows the market as it stands, that change reflects models arriving and leaving as well as repricing.

Token prices are per 1,000 tokens. Other modalities use their own unit.


Tools

ToolTierWhat it returns
get_index_benchmarksFreeEvery published index at the current week: benchmark level and changes, spot price, range and changes, coverage with the May 2026 basket
get_price_historyFree / PROWeekly index series with the spot price and its range (free); week-by-week price of a model at every vendor, with each repricing (PRO)
get_kpisFreeThe nine market KPIs: output premium, caching discount, caching availability, repricing activity, repricing depth, post-launch drift, multi-vendor spread, first-party premium, marketplace premium
get_model_intelligenceFreeSix capability measures: reasoning tier share, long-context saturation, context ceiling, output ceiling spread, training cutoff lag, vendor modality breadth
get_index_constituentsFree / PROWhat is inside an index basket: composition by channel, origin, tier and license (free); model-by-model basket with vendors (PRO)
get_market_statsFree / PROCoverage (vendors by channel, models, SKUs, indexes) and price distributions by modality, unit and direction; vendor breakdown on PRO
list_vendorsFreeThe vendor fleet with channel, country and pricing page
search_modelsFree / PROSearch every priced SKU by modality, vendor, channel, creator, family, tier, license, origin, reasoning, price and context
get_model_detailFree / PROOne model's specs, the indexes it belongs to, and its price at every vendor
compare_pricesFree / PROOne model or family across all vendors: cheapest, dearest and spread per direction, with every offer on PRO
get_vendor_catalogFree / PROOne vendor's channel, coverage and full price list

Free and PRO

FreeMCP PRO
Indexes, index history, market KPIs, model intelligenceFullFull
Vendor list and market coverageFullFull
Index basketsComposition countsModel and vendor detail
Search, model detail, comparisons, catalogs, model price historyCounts, ranges, redacted samplesVendor names, model names, exact prices
Price$0$500/month

The free tier carries everything atticstandard.com publishes. PRO adds the vendor- and SKU-level detail behind it. Subscribe at atticstandard.com/mcp.


Connect

Claude (web and desktop)

Settings → Connectors → Add custom connector

text
Name: Attic StandardURL:  https://mcp.atticstandard.com/mcp

Claude Desktop, Cursor, Windsurf (config file)

json
{  "mcpServers": {    "attic-standard": {      "url": "https://mcp.atticstandard.com/mcp"    }  }}

If your client does not accept a remote URL, use the proxy:

json
{  "mcpServers": {    "attic-standard": {      "command": "npx",      "args": ["mcp-remote", "https://mcp.atticstandard.com/mcp"]    }  }}

Connections made with the earlier address, https://atom-mcp-server-production.up.railway.app/mcp, keep working.

PRO key

PRO subscribers receive a key. Tell your assistant to pass it as _atom_api_key on each call, or keep it in a project instruction such as "Use my Attic Standard key XXXX for every Attic Standard tool call."


Example questions

  • "Where is text inference priced this week, and how has it moved since May?"
  • "Compare the four distribution channels."
  • "How much cheaper are open-weight models than proprietary ones?"
  • "What share of models dropped in price after launch?"
  • "What is inside the flagship index?"
  • "Cheapest place to run DeepSeek V3, and who repriced it this quarter?" (PRO)
  • "Everything one named vendor sells, with prices." (PRO)

Self-hosting

The hosted server above is the supported way to connect. The code is open so you can see exactly what it reads and how it gates data.

VariableRequiredDescription
SUPABASE_URLYesDatabase URL
SUPABASE_SERVICE_ROLE_KEYYes (hosted)Server-side database key, set only in the host's environment
TRANSPORTNostdio (default) or http
PORTNoHTTP port (default 3000)

Stack: TypeScript, Node.js, MCP SDK, Express, Zod, Supabase over REST.


About

Attic Standard publishes the global price benchmark for AI inference: independent, methodology-led and updated weekly across the model developers, cloud marketplaces, inference platforms and neoclouds that sell inference. The name refers to the Attic silver-weight standard of the ancient Greek world, a common measure both sides of a trade accepted.

Products: MCP · Terminal · Feed

Contact: [email protected]

License

MIT

來源:README.md,提交 0762d2b

工具

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版本歷史

1
  1. v2.1.0最新Oct 5, 2026