ATOM Pricing Intelligence

Registre officiel E-commerce

The Global Price Benchmark for AI Inference. 1,600+ SKUs, 40+ vendors, 14 price indexes.

Installation

Ajoutez ceci à la configuration MCP de votre client (Claude Desktop : claude_desktop_config.json ; Cursor : .cursor/mcp.json ; VS Code et les autres utilisent la même forme « mcpServers »).

Remote (sse)
Claude Code
claude mcp add --transport sse atom-pricing-intelligence 'https://atom-mcp-server-production.up.railway.app/mcp'
Configuration JSON (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "atom-pricing-intelligence": {
            "type": "sse",
            "url": "https://atom-mcp-server-production.up.railway.app/mcp"
        }
    }
}
NPM package atom-mcp-server
Claude Code
claude mcp add atom-pricing-intelligence -- npx -y atom-mcp-server@1.1.2
Configuration JSON (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "atom-pricing-intelligence": {
            "command": "npx",
            "args": [
                "-y",
                "atom-mcp-server@1.1.2"
            ]
        }
    }
}

Documentation

Tirée du README du projet sur GitHub, actualisée chaque semaine. Les liens ouvrent GitHub.

Sommaire
  1. Attic Standard MCP Server
  2. What this is
  3. The indexes
  4. Tools
  5. Free and PRO
  6. Connect
  7. Example questions
  8. Self-hosting
  9. About
  10. License

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

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

Questions fréquentes

Qu'est-ce que ATOM Pricing Intelligence ?

The Global Price Benchmark for AI Inference. 1,600+ SKUs, 40+ vendors, 14 price indexes.

Comment installer ATOM Pricing Intelligence ?

Il fonctionne comme serveur distant. Dans Claude Code : claude mcp add --transport sse atom-pricing-intelligence 'https://atom-mcp-server-production.up.railway.app/mcp'. Pour les autres clients, collez la configuration JSON de cette page dans leurs réglages MCP.

Faut-il une clé API pour ATOM Pricing Intelligence ?

Son entrée au registre n'indique aucune clé ni secret obligatoire. Certaines fonctions peuvent tout de même demander un compte auprès du service auquel il se connecte.

ATOM Pricing Intelligence est-il open source ?

Son code est public sur GitHub, mais le dépôt ne déclare pas de licence standard.

Qui maintient ATOM Pricing Intelligence ?

Il est publié par A7OM-AI. AI.tn le référence sans le maintenir ni le recommander.

Issu du registre MCP officiel. Être listé n'est pas une recommandation : vérifiez le code et les permissions d'un serveur avant de lui donner accès à vos données.