Atom Pricing Intelligence

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

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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.

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The indexes

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

Family	Indexes	What it answers
Modality	Text, Multimodal, Image (per image), Image (per megapixel), Video (per second), Video (per clip), Audio, Voice, Embeddings	What does this kind of inference cost?
Channel	Model developers, Cloud marketplaces, Inference platforms, Neoclouds	Where is it cheapest to buy?
Tier	Flagship, Core, Compact	What does a place higher in a maker's lineup cost?
License	Open weights, Restricted weights, Proprietary	What is the price of openness?
Origin	United States, China	How do the two model-building countries price?
Use case	Reasoning, Coding	What 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.

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Tools

Tool	Tier	What it returns
get_index_benchmarks	Free	Every published index at the current week: benchmark level and changes, spot price, range and changes, coverage with the May 2026 basket
get_price_history	Free / PRO	Weekly 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_kpis	Free	The 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_intelligence	Free	Six capability measures: reasoning tier share, long-context saturation, context ceiling, output ceiling spread, training cutoff lag, vendor modality breadth
get_index_constituents	Free / PRO	What is inside an index basket: composition by channel, origin, tier and license (free); model-by-model basket with vendors (PRO)
get_market_stats	Free / PRO	Coverage (vendors by channel, models, SKUs, indexes) and price distributions by modality, unit and direction; vendor breakdown on PRO
list_vendors	Free	The vendor fleet with channel, country and pricing page
search_models	Free / PRO	Search every priced SKU by modality, vendor, channel, creator, family, tier, license, origin, reasoning, price and context
get_model_detail	Free / PRO	One model's specs, the indexes it belongs to, and its price at every vendor
compare_prices	Free / PRO	One model or family across all vendors: cheapest, highest and spread per direction, with every offer on PRO
get_vendor_catalog	Free / PRO	One vendor's channel, coverage and full price list

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Free and PRO

	Free	MCP PRO
Indexes, index history, market KPIs, model intelligence	Full	Full
Vendor list and market coverage	Full	Full
Index baskets	Composition counts	Model and vendor detail
Search, model detail, comparisons, catalogs, model price history	Counts, ranges, redacted samples	Vendor 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.

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Connect

Claude (web and desktop)

Settings → Connectors → Add custom connector

Name: Attic Standard
URL:  https://mcp.atticstandard.com/mcp

Claude Desktop, Cursor, Windsurf (config file)

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

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

{
  "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."

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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)

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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.

Variable	Required	Description
SUPABASE_URL	Yes	Database URL
SUPABASE_SERVICE_ROLE_KEY	Yes (hosted)	Server-side database key, set only in the host's environment
TRANSPORT	No	stdio (default) or http
PORT	No	HTTP port (default 3000)

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

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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