Attic Standard MCP Server

MCP serverAI & models

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

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use Attic Standard MCP Server to get index benchmarks

Install Attic Standard MCP Server

The server’s own address, for the clients that take one directly. Or connect ahel once and every client you use reads it from one address, with the account kept on ahel rather than in each client’s config.

  • Claude Code

    claude mcp add --transport http --scope user attic-standard-mcp-server 'https://mcp.atticstandard.com/mcp'

    Run it once in your project, then open /mcp to approve any sign-in the server asks for.

  • Claude Desktop

    https://mcp.atticstandard.com/mcp

    Add a custom connector in Settings, paste this address, and approve the sign-in.

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=attic-standard-mcp-server&config=eyJ1cmwiOiJodHRwczovL21jcC5hdHRpY3N0YW5kYXJkLmNvbS9tY3AifQ==

    Open the link and Cursor adds the server at that address.

  • ChatGPT

    https://mcp.atticstandard.com/mcp

    In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.

  • Codex

    codex mcp add attic-standard-mcp-server --url 'https://mcp.atticstandard.com/mcp'

    Run it once, then sign in with codex mcp login attic-standard-mcp-server if the server asks for an account.

From the project's README

As published by atticstandard/atom-mcp-server in README.md.


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

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."


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: info@atticstandard.com

License

MIT

Tools it offers (11)

What this server listed when ahel dialed its public endpoint in Oct 2026, with no key and no account of yours. The names are the server’s own.

  • get_index_benchmarks
  • get_price_history
  • get_kpis
  • get_model_intelligence
  • get_index_constituents
  • get_market_stats
  • list_vendors
  • search_models
  • get_model_detail
  • compare_prices
  • get_vendor_catalog

Signals

Last commit
Oct 2026
Advanced
Delivery
atom-mcp-server MCP server → your ahel connector (mcp.ahel.ai) → your AI.
Item type
mcp-server
Key
io-github-atticstandard-atom-mcp-server
Source
github.com/atticstandard/atom-mcp-server
Hosted endpoint
https://mcp.atticstandard.com/mcp