FLOPS Index

Name: FLOPS Index
Author: zeroatflops

by zeroatflopsversion 0.12.5i★ –iComputer or cloud

Registry nameio.github.zeroatflops/flopsindex-mcp

Install

Overview

Description from the maker (original English)

GPU rental reference prices (spot, on-demand, DePIN), key-free; every value carries a verify URL.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
UsageiNot measured yet★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Computer or cloud
Transport: stdio, Streamable HTTP
Category: Other
You need to fill in: FLOPS_API_KEY

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 1 of 1 passed
Runs on the maker’s server: what you ask it goes through their server.
You fill in yourself: FLOPS_API_KEY

Values marked secret are keys to your account. Never share them or paste them into a chat.

You need

Runs in the cloudNothing to install; it connects over the internet
PyPIPython’s uv installed (for the uvx command)

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Works in Claude on the web, desktop and mobile:

Open Settings → Connectors
Press Add custom connector
Paste the address below and press Add
If it asks you to sign in, sign in with the maker

https://app.flopsindex.com/mcp

Or run it on your computer

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "flopsindex": {
      "command": "uvx",
      "args": [
        "flopsindex-mcp"
      ],
      "env": {
        "FLOPS_API_KEY": "your-value"
      }
    }
  }
}

Run this in your terminal

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

Or run it on your computer

claude mcp add flopsindex --env FLOPS_API_KEY=your-value -- uvx flopsindex-mcp

Fill in the empty values before running it.

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "flopsindex": {
      "url": "https://app.flopsindex.com/mcp"
    }
  }
}

Or run it on your computer

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "flopsindex": {
      "command": "uvx",
      "args": [
        "flopsindex-mcp"
      ],
      "env": {
        "FLOPS_API_KEY": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "flopsindex": {
      "type": "http",
      "url": "https://app.flopsindex.com/mcp"
    }
  }
}

Or run it on your computer

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "flopsindex": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "flopsindex-mcp"
      ],
      "env": {
        "FLOPS_API_KEY": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

ChatGPT connects only to servers on the internet:

Open ChatGPT on the web → Settings → Connectors (Apps)
Press Create or Add (some plans need Developer mode under Advanced first)
Paste the address below, give it a name and save
If it asks you to sign in, sign in with the maker

https://app.flopsindex.com/mcp

Menu names can differ slightly by plan and over time.

Your choice stays on this device in a cookie; no account needed.

Values you fill in

FLOPS_API_KEY secret env
Optional. Without it the five tools work key-free and return the delayed public value. A customer key is forwarded as the X-FLOPS-Api-Key header. Contact: team@flopsindex.com.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

We have not read this server’s tool list yet; we check endpoints in rotation.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026

✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account zeroatflops, which owns the repo
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
… Not checked yet
Endpoint responds
Not checked yet; we check endpoints in rotation
… Not checked yet
Sign-in with OAuth
Not checked yet; we check endpoints in rotation
… Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint

Compared with others in Otheri

More stars than 0% of the other 32509 servers in this category
Published to the registry more recently than 62% of the other 32509 servers in this category
Basic checks equal to or better than 100% of the other 32509 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is FLOPS Index safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

You need to fill in: FLOPS_API_KEY

Does it run on my computer or in the cloud?

Either way works: install it on your computer or connect to the cloud version.

Is it still maintained?

The GitHub repo last changed –, and the latest version (0.12.5) reached the registry 23 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, Fomu MCP

Alternatives

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README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

flopsindex-mcp

See also — Python SDK flopsindex · TypeScript SDK @flopsindex/sdk · live catalog app.flopsindex.com/v2/catalog/public

MCP server for the FLOPS public compute price indices — catalog, search, price lookup, and verification over stdio. Works with Claude, Cursor, Windsurf, or any MCP-capable host.

Monorepo — flopsindex · Public access overview

Public access

This package exposes the public FLOPS index surface only: citeable reference rates with verify and permalink URLs. Index construction methodology is not published in this repository — see flopsindex.com and the public access overview.

Access	What you get	How (this package)
Anonymous (default)	Delayed public price (~6h grid; indicative, not for settlement) for the FLOPS family — spot, on-demand and DePIN market types, e.g. `FLOPS-H100-OD`, `FLOPS-A100-SPOT`, `FLOPS-A100-DEPIN`. Built for agents, citation, and lookup.	No API key — stdio server or hosted `/mcp`
Keyed	Same five tools at real-time, full precision.	Set `FLOPS_API_KEY` (forwarded as `X-FLOPS-Api-Key`)
Partner	Higher fidelity, expanded coverage, and additional detail beyond the public delayed surface.	team@flopsindex.com

If you need more than delayed public rates — e.g. production-grade latency, broader index families, or deeper commercial terms — reach out to team@flopsindex.com to discuss partner options.

Tools

Five public, key-free tools:

Tool	Description
`list_indices`	Enumerate all public FLOPS indices. Optional `family_filter` substring (e.g. `FLOPS-H100`).
`search_indices`	Free-text search across the public catalog (resolves to slugs).
`get_price`	Latest published price + confidence for one index.
`get_index`	Source-opaque public payload — the citation shape (`index_id, value, unit, as_of, data_tier, confidence, verify_url, citation_url, permalink`). Use this when you intend to cite a value.
`verify`	Latest published value + verify metadata for a given `index_id`.

Resources

Every public index is also exposed as an MCP resource:

URI	Returns
`flops://index/`	Same source-opaque payload as `get_index`, `mimeType: application/json`.

list_resources enumerates one entry per catalog index; read_resource("flops://index/FLOPS-H100-OD") resolves the live value.

Install

uv tool install flopsindex-mcp

or

pip install flopsindex-mcp

Setup

Point your MCP host at the server. Config file location depends on the client (Claude Code, Cursor, Windsurf, etc.):

"mcpServers": { "flopsindex": { "command": "flopsindex-mcp" } } }

Or use the hosted gateway at https://app.flopsindex.com/mcp — same five tools, no local install.

Environment

Var	Default	Purpose
`FLOPS_API_URL`	`https://app.flopsindex.com`	Override base URL
`FLOPS_API_KEY`	_(none)_	Optional. Upgrades the five public tools to full precision.

License

Apache License 2.0 — see LICENSE and NOTICE.

FLOPS Index

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

Or run it on your computer

Or run it on your computer

Or run it on your computer

Or run it on your computer

Values you fill in

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Otheri

Common questions

Alternatives

Spec Driven Development

Remote Desktop Commander

Fomu MCP

README from the maker

flopsindex-mcp

Public access

Tools

Resources

Install

or

Setup

Environment

License