Flopsindex MCP Server

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.

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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."

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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.

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Features

• Five key-free tools — list_indices, search_indices, get_price, get_index, 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).

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What's in this repo

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Verify a value yourself

curl -s https://app.flopsindex.com/v1/price/FLOPS-H100-OD | jq
#   value:            2.95            (USD/GPU-hr, 2dp)
#   unit:             USD/GPU-hr
#   as_of:            2026-07-13T12:00:00Z   (delayed to a ~6h grid: 00/06/12/18 UTC)
#   data_tier:        LIVE
#   confidence:       HIGH            (HIGH | MED, label only)
#   change_24h:       FLAT            (banded: UP | FLAT | DOWN)
#   disclaimer:       indicative reference; not for settlement
#   methodology_url:  /i/FLOPS-H100-OD/methodology
#   verify_url:       /v1/verify?...
#   citation_url:     /cite?...
#   permalink:        /i/FLOPS-H100-OD
#   ... source-opaque public payload only.

The same value is reachable via the SDK and via the MCP get_index tool — every path returns the same source-opaque payload.

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Public surface

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License

Apache License 2.0 — see LICENSE and NOTICE.

Apache 2.0 governs the source code in this repository (SDKs, MCP server, schema, examples). The underlying price data, the FLOPS trademark, and the hosted index methodology are the proprietary work of FLOPS Index; use of the published APIs is governed by the terms at flopsindex.com.

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Contributing

• Bug reports + small fixes welcome via Issues / PRs.
• Contributions are welcome. Use only the public index identifiers from /v2/catalog/public.
• For partner-tier access, contact team@flopsindex.com.

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Status

Public surface, gateway, and catalog: app.flopsindex.com.