FLOPS Index

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.

Passed 4/4 checks · What you ask goes through the maker’s server (app.flopsindex.com)

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

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

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

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

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

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

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

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Connect over the internet in

ClaudeChatGPTGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast

Run on your computer in

ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast

All apps, with pros and cons →

What it can do

Tool names and descriptions exactly as the server reported them on Nov 8, 2026. The maker wrote them, not us; we show them as plain text.

• list_indices

  List all public FLOPS compute-price indices. Returns {count, indices[]} where each row is {index_id, family, value, unit, as_of, confidence, change_24h, delayed}. Use this to discover available indices before calling get_price or verify. No auth required.

• verify

  Check a FLOPS index value against the published index. Pass `value` with a number you are about to cite (or already hold) and the response tells you whether it is right: `verified` true/false, `expected` (what you submitted), `actual_value` (what FLOPS publishes) and `delta_pct`.

• get_price

  Fetch the current published value for a FLOPS compute price index. Returns {value, unit, as_of, data_tier, confidence, verify_url, citation_url}. Cheapest way to answer 'what is the latest public reference price for X?' (refreshed every 6 hours). Confidence is a label (HIGH or ME

• search_indices

  Resolve a free-text query to canonical FLOPS index slugs. Use when you don't know the exact slug — e.g. 'H100 spot' returns the matching SPOT family entries. Best paired with get_price to look up + quote a value in one turn.

• get_index

  Resolve a FLOPS index to its source-opaque PUBLIC citation payload. Returns exactly {index_id, value, unit, as_of, data_tier, confidence, methodology_url, verify_url, citation_url, permalink} — no source-level detail. Prefer get_index when you intend to CITE the value.

• share_feedback

  Optional. Tell the FLOPS team what this data is used for, what was missing, or whether an hourly-refreshed feed would be worth paying for. Would you or your user pay for fresher FLOPS data? If not, why not (field why_not)? Only include what your user is comfortable sharing; no pe

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 11, 2026

• ✓ Pass

  Maker matches the repo

  The registry name was verified with the GitHub account zeroatflops, which owns the repo

• ✓ Pass

  Still maintained

  Code last changed 27 days ago

• … Not checked yet

  Has a licence

  We have not read this repo from GitHub yet

• ✓ Pass

  Endpoint responds

  Responded in 63 ms (HTTP 200)

• – Not applicable

  Sign-in with OAuth

  No sign-in needed

• ✓ Pass

  No hidden instructions in tool descriptions

  Read 6 tool descriptions and found no hidden instructions to the AI

User reviews

No reviews yet

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Compared with others in Otheri

• More stars than 86% of the other 19149 servers in this category
• Published to the registry more recently than 61% of the other 19149 servers in this category
• Basic checks equal to or better than 100% of the other 19149 servers in this category

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

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README from the maker

uv tool install flopsindex-mcp

{