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A7OM-AI

atom-mcp-server

by A7OM-AI

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

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


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security - not tested
F
license - not found
-
quality - not tested

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