ATOM Pricing Intelligence
Compare LLM inference SKUs and vendor price indexes before you lock model choices and unit economics.
Overview
ATOM Pricing Intelligence is an MCP server for the Validate phase that queries a global benchmark of AI inference SKUs, vendors, and price indexes.
What is this MCP server?
- ATOM global benchmark: 1,600+ inference SKUs across 40+ vendors
- 14 published price indexes for AI inference comparison
- Remote SSE MCP plus local stdio via npm atom-mcp-server v1.1.2
- Hosted SSE endpoint on Railway for zero-install trials
- Documentation hub at a7om.com/mcp
- 1,600+ SKUs and 40+ vendors per registry description
- 14 price indexes published by ATOM
- Version 1.1.2; SSE remote plus npm stdio package
What problem does it solve?
Model list prices change weekly and agents guess costs, which breaks indie unit-economics spreadsheets.
Who is it for?
Solo builders shipping LLM-heavy SaaS or agents who need vendor-agnostic price lookups inside the IDE.
Skip if: Teams that only need one locked provider contract with no comparison, or non-AI products with no inference line item.
What do I get? / Deliverables
After adding ATOM MCP, your agent can pull structured inference price benchmarks across 1,600+ SKUs when choosing stacks.
- Agent queries against 1,600+ inference SKU price data
- Access to 14 ATOM price indexes and 40+ vendor coverage
Recommended MCP Servers
Journey fit
How it compares
Pricing intelligence MCP, not a model router or observability platform.
Common Questions / FAQ
Who is ATOM Pricing Intelligence for?
Indie and small-team builders evaluating inference vendors and indexes before committing to Claude, GPT, or open-weight hosting mixes.
When should I use ATOM Pricing Intelligence?
Use it during pricing validation, model selection in Build, and periodic cost reviews when you operate production agent traffic.
How do I add ATOM Pricing Intelligence to my agent?
Either add the Railway SSE remote MCP URL in your client or npm install atom-mcp-server for stdio, then register the server per a7om.com/mcp docs.