MCP.Market

ATOM Pricing Intelligence MCP server

online · 100% uptime
by A7OM-AI·io.github.A7OM-AI/atom-mcp-server·v1.1.2
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The Global Price Benchmark for AI Inference. 1,600+ SKUs, 40+ vendors, 14 price indexes.

B82/100grade B
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Safety scan
B82/100

full report

Adoption
Growing

0 stars65 downloads/wk

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ATOM Pricing Intelligence tools

Tool list not cached yet. `describe` through the gateway fetches it live.

Public scan report

scanner v0.1.10 · 2026-09-28 · same rubric, same numbers if you re-run it

no findings
  • Code scan45 source files scanned25/25
  • Live reliabilityremote reachable in 273ms; handshake note: SSE error: Non-200 status code (405)20/20
  • –Tool poisoningtools not inspected (endpoint requires auth); not countedn/a
  • Auth qualityopen endpoint, read-only tools10/15
  • Maintenancelast push 97 days ago8/15
  • Maintainer identityregistry namespace matches repository owner7/10
Overall 82/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How ATOM Pricing Intelligence compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
82/100
higher than 63% of 48,255 servers
Uptime
100%
of our recent checks; the typical remote server answers 100%
Response time
346 ms
faster than 42% of 30,031 servers
Downloads a week
65
more than 51% of 12,191 servers with a package

Install ATOM Pricing Intelligence in Claude Code, Cursor or VS Code

claude mcp add --transport http atom-mcp-server https://atom-mcp-server-production.up.railway.app/mcp
Add to Cursor

What the publisher says

From the ATOM Pricing Intelligence repository's README, as published. We do not edit it. Read it on GitHub

ATOM MCP Server

The Global Price Benchmark for AI Inference, delivered as a native tool for AI agents. Independent pricing intelligence for developers, analysts, and infrastructure buyers. Transparent methodology, deterministic indexing, weekly market intelligence across the global AI inference market.

Website · About ATOM · Methodology · ATOM MCP Pro

What This Is

ATOM MCP Server lets any MCP-compatible AI agent (Claude, GPT, Cursor, Windsurf, VS Code Copilot) query live AI inference pricing data programmatically. Built on financial index methodology comparable to S&P Dow Jones, MSCI, and Bloomberg, the ATOM Inference Price Index (AIPI) is the first independent benchmark for the AI inference market.

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 pulled from live coverage across the global vendor landscape.

AIPI Indexes

The AIPI index family spans four categories, all calculated weekly using chained matched-model methodology to eliminate composition bias:

All indexes are global (GLB) and reported across three pricing directions: input, cached input, output.

Tools

Two complementary intelligence layers. Pricing tells you what inference costs; Model Intelligence tells you what you are paying for.

Pricing Tiers

Free tier (no API key): enough to understand the market through counts, ranges, distributions, benchmarks, and capability metrics.

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

ATOM Pricing Intelligence: common questions

Is ATOM Pricing Intelligence MCP server safe?
Mostly: it is graded B (82/100). Read the ATOM Pricing Intelligence safety report
How do I install ATOM Pricing Intelligence?
It runs remotely at atom-mcp-server-production.up.railway.app. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does ATOM Pricing Intelligence need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is ATOM Pricing Intelligence maintained?
The last commit was 134 days ago (2026-06-23). The latest release is v1.1.2.
Is ATOM Pricing Intelligence up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of ATOM Pricing Intelligence?
Servers from other publishers that do the same job: World Monitor MCP server.
How does ATOM Pricing Intelligence compare with other MCP servers?
safety score 82/100 (higher than 63% of 48,255 servers); uptime 100% (of our recent checks; the typical remote server answers 100%); response time 346 ms (faster than 42% of 30,031 servers). Full comparison.

Alternatives to ATOM Pricing Intelligence

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