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ATOM Pricing Intelligence

ATOM is the Global Price Benchmark for AI Inference, delivered as a native tool for AI agents. Query live pricing across the inference market through the AIPI (ATOM Inference Price Index) family of benchmarks. Search models, compare cross-vendor pricing, and access market intelligence. Independent and transparent. Free tier included, no API key needed.

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About ATOM Pricing Intelligence

ATOM Pricing Intelligence is an MCP server published by AtticStandard in the Blockchain category: aTOM is the Global Price Benchmark for AI Inference, delivered as a native tool for AI agents. Query live pricing across the inference market through the AIPI (ATOM Inference Price Index) family of benchmarks. Search models, compare cross-vendor pricing, and access market intelligence. Independent and transparent. Free tier included, no API key needed.

Recent commit activity is the strongest signal that reported issues will get attention.

Install

Claude Code
claude mcp add atom-pricing-intelligence -- npx -y atom-mcp-server
npx
npx -y atom-mcp-server

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

Tools (9)

compare_pricesTiered

Parameters not published.

get_index_benchmarksFree

Parameters not published.

get_kpisFree

Parameters not published.

get_market_statsTiered

Parameters not published.

get_model_detailTiered

Parameters not published.

get_model_intelligenceFree

Parameters not published.

get_vendor_catalogTiered

Parameters not published.

list_vendorsFree

Parameters not published.

search_modelsTiered

Parameters not published.

Ask AI

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README


What Is This?

ATOM MCP Server lets any MCP-compatible AI agent (Claude, GPT, Cursor, Windsurf, VS Code Copilot) query real-time AI inference pricing data programmatically. Think of it as the Bloomberg Terminal for AI pricing, accessible via the Model Context Protocol.

Ask your AI assistant a question like "What's the cheapest way to run GPT-4o?" and it calls ATOM's tools behind the scenes, returning a data-backed answer from 1,600+ pricing SKUs across 40+ vendors globally.

Built by ATOM (A7OM) — the world's first methodological inference pricing index.


AIPI Indexes

14 benchmark indexes across four categories:

Category Indexes What It Answers
Modality TXT, MML, IMG, AUD, VID, VOC What does this type of inference cost?
Channel DEV, CLD, PLT, NCL Where should you buy — direct, marketplace, platform, or neocloud?
Tier FTR, BDG, RSN What's the premium for flagship vs budget vs reasoning?
Special OSS How much cheaper is open-source inference across all channels?

All indexes are global (GLB), calculated weekly using chained matched-model methodology to eliminate composition bias.


Tools

Tool Tier Description
list_vendors Free All tracked vendors with country, region, channel type, and pricing page URLs
get_kpis Free 6 market KPIs: output premium, caching savings, open-source advantage, context cost curve, caching availability, size spread
get_index_benchmarks Free AIPI price benchmarks across 14 indexes — modality, channel, tier, and licensing
get_market_stats Tiered Aggregate market intelligence: medians, quartiles, distributions, modality breakdown
search_models Tiered Multi-filter search: modality, vendor, creator, open-source, price range, context window, parameters
get_model_detail Tiered Full specs + pricing across all vendors for a single model
compare_prices Tiered Cross-vendor price comparison for a model or model family
get_vendor_catalog Tiered Complete catalog for a specific vendor: all models, modalities, and pricing

Pricing Tiers

ATOM MCP (Free) ATOM MCP Pro ($49/mo)
Vendors, KPIs, AIPI indexes ✅ Full data ✅ Full data
Market stats Aggregates only + Vendor-level breakdown
Model search & comparison Counts + price ranges Full granular SKU data
Model detail Specs only + Per-vendor pricing
Vendor catalog Summary only Full SKU listing

Free tier (no API key): Enough to understand the market — counts, ranges, distributions, benchmarks.

ATOM MCP Pro ($49/mo): Full granular data — every vendor, model, price, and spec. → a7om.com/mcp


Quick Start

Option 1: Remote URL — Claude.ai / Claude Desktop (recommended)

No install required. Connect directly to ATOM's hosted server:

Claude.ai (web): Settings → Connectors → Add custom connector

Name: ATOM Pricing Intelligence
URL:  https://atom-mcp-server-production.up.railway.app/mcp

Claude Desktop: Settings → Developer → Edit Config

{
  "mcpServers": {
    "atom-pricing": {
      "url": "https://atom-mcp-server-production.up.railway.app/mcp"
    }
  }
}

Note: Remote URL support requires a recent Claude Desktop version. If it doesn't work, use the npx method below.

Claude Desktop (via npx proxy):

{
  "mcpServers": {
    "atom-pricing": {
      "command": "npx",
      "args": ["mcp-remote", "https://atom-mcp-server-production.up.railway.app/mcp"]
    }
  }
}

Option 2: Local (stdio) — for Cursor, Windsurf, etc.

git clone https://github.com/A7OM-AI/atom-mcp-server.git
cd atom-mcp-server
npm install && npm run build

Add to your MCP client config:

{
  "mcpServers": {
    "atom-pricing": {
      "command": "node",
      "args": ["/path/to/atom-mcp-server/dist/index.js"],
      "env": {
        "SUPABASE_URL": "https://jonncmzxvxzwyaznokba.supabase.co",
        "SUPABASE_ANON_KEY": "your-anon-key"
      }
    }
  }
}

Option 3: Deploy your own (Railway)

Deploy on Railway

Set environment variables in Railway dashboard:

  • SUPABASE_URL
  • SUPABASE_ANON_KEY
  • ATOM_API_KEYS (comma-separated, for paid tier validation)
  • TRANSPORT=http

Example Queries

Once connected, just ask your AI assistant naturally:

  • "What's the cheapest way to run GPT-4o?"
  • "Compare Claude Sonnet 4.5 pricing across all vendors"
  • "Find open-source text models under $0.50 per million tokens"
  • "Show me Google's full model catalog"
  • "What are the AIPI benchmark prices for text inference?"
  • "How do neocloud prices compare to cloud marketplaces?"
  • "How much cheaper is open-source inference?"
  • "Give me a market overview of AI inference pricing"
  • "What are the key market KPIs for AI inference?"

Environment Variables

Variable Required Description
SUPABASE_URL Yes Supabase project URL
SUPABASE_ANON_KEY Yes Supabase anonymous/public key
ATOM_API_KEYS No Comma-separated valid API keys for paid tier
TRANSPORT No stdio (default) or http
PORT No HTTP port (default 3000)

Tech Stack

  • TypeScript / Node.js
  • MCP SDK (@modelcontextprotocol/sdk)
  • Supabase (PostgreSQL) via REST API
  • Express (HTTP transport)
  • Zod (schema validation)

About ATOM

ATOM tracks 1,600+ AI inference pricing SKUs from 40+ vendors globally through the AIPI (ATOM Inference Price Index) system — the first methodological price benchmark for AI inference. 14 indexes span modality, channel, tier, and licensing dimensions, updated weekly using chained matched-model methodology to eliminate composition bias.

Vendors are classified across four distribution channels: Model Developers (direct API), Cloud Marketplaces (AWS Bedrock, Google Vertex, Azure), Inference Platforms (DeepInfra, Fireworks, Together AI), and Neoclouds (Groq, Cerebras).

Products: ATOM MCP · ATOM Terminal · ATOM Feed


License

MIT


README copy captured when this server was indexed; it may lag the repository. The original is authoritative.

Questions

About ATOM Pricing Intelligence

How do I install ATOM Pricing Intelligence?

Run claude mcp add atom-pricing-intelligence -- npx -y atom-mcp-server, then add the server to your MCP client's configuration.

Is ATOM Pricing Intelligence safe to use with an AI agent?

Its trust score is 37 out of 100 (low). It passes 1 of the 1 static security checks run so far. It has no ConduID identity yet, so agent calls to it are not receipted.

Is ATOM Pricing Intelligence still maintained?

Yes — the last commit was 11 days ago. The repository has 0 stars and 0 forks.