MCP.Market

FLOPS Index MCP server

online · 100% uptime
by zeroatflops·io.github.zeroatflops/flopsindex-mcp·v0.12.5·1 stars
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GPU rental reference prices (spot, on-demand, DePIN), key-free; every value carries a verify URL.

B75/100grade B
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B75/100

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1 stars

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FLOPS Index tools

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How FLOPS Index compares

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

Safety score
75/100
higher than 45% of 48,255 servers
Uptime
100%
of our recent checks; the typical remote server answers 100%
Response time
456 ms
faster than 32% of 30,031 servers
GitHub stars
1
more than 65% of 28,688 servers

Release history: 2 versions in the registry since 2026-07-31, latest 2026-10-14, typically one every 75 days.

Install FLOPS Index in Claude Code, Cursor or VS Code

claude mcp add --transport http flopsindex-mcp https://app.flopsindex.com/mcp
Add to Cursor

What the publisher says

From the FLOPS Index repository's README, as published. We do not edit it. Read it on GitHub

flopsindex

Reference rates for compute economics — public price indices for GPU rentals (spot, on-demand, DePIN). Every published value carries a verify URL your code can check against the public index.

Try it in one line

# MCP server (Claude Code, Cursor, Windsurf, ChatGPT desktop, ...)
pip install flopsindex-mcp && claude mcp add flopsindex -- flopsindex-mcp

# Python REST SDK
pip install flopsindex

# TypeScript / JavaScript SDK
npm i @flopsindex/sdk

# Or skip install — hit the hosted MCP gateway
# https://app.flopsindex.com/mcp   (anonymous, zero-config)

Or to your agent: "Get me the current FLOPS price for an H100 on-demand and show me the verify URL."

What's distinctive

Source-opaque by contract. Every public payload returns a value plus citation and verify URLs — nothing about how the value was produced.

One surface, two access modes.

  • Anonymous → delayed public price for the published FLOPS index family (FLOPS-{model}-{OD|SPOT|DEPIN}), delayed onto a ~6h grid (as_of snaps to 00/06/12/18 UTC). Indicative reference — not for settlement. The citation surface, designed for LLM/agent discovery and academic reference. The family spans many accelerator models (NVIDIA data-center and workstation GPUs plus AMD Instinct), not just H100 — enumerate the live set via /v2/catalog/public; it grows as coverage crosses the ≥3-source floor.
  • Keyed (X-FLOPS-Api-Key) → the same five tools at full precision.

A partner tier with higher fidelity and expanded coverage is available — contact team@flopsindex.com.

Features

  • Five key-free tools — listindices, searchindices, getprice, getindex, verify. No API key, no signup, no configuration.
  • Every value carries a verify URL — check any published number against the index from your own code. verify returns whether a cited value matches.
  • Spot, on-demand and DePIN reference prices per chip and market type.
  • Three vendors — NVIDIA data-center and workstation GPUs, AMD MI300X, and Intel Gaudi 2. Enumerate the live set via /v2/catalog/public.
  • Source-opaque by contract — the value plus citation and verify links, never the inputs behind it.
  • Delayed onto a ~6h grid (00/06/12/18 UTC), 2dp values, banded 24h change, label confidence. Indicative reference — not for settlement.
  • Zero install or local — hosted MCP gateway at https://app.flopsindex.com/mcp, or uvx flopsindex-mcp.
  • SDKs included — Python (flopsindex), TypeScript (@flopsindex/sdk), and LangChain / LlamaIndex (langchain-flopsindex).

What's in this repo

Shortened. The full README is on GitHub.

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

FLOPS Index: common questions

Is FLOPS Index MCP server safe?
Mostly: it is graded B (75/100). Read the FLOPS Index safety report
How do I install FLOPS Index?
It runs remotely at app.flopsindex.com. 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 FLOPS Index need an API key?
Yes. The registry entry asks for FLOPS_API_KEY.
Is FLOPS Index maintained?
The last commit was 95 days ago (2026-08-01). The latest release is v0.12.5.
Is FLOPS Index up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
How does FLOPS Index compare with other MCP servers?
safety score 75/100 (higher than 45% of 48,255 servers); uptime 100% (of our recent checks; the typical remote server answers 100%); response time 456 ms (faster than 32% of 30,031 servers). Full comparison.