flopsindex-mcp 0.6.0

MCP server for the FLOPS Compute Intelligence Platform — gives Claude / Cursor / Windsurf agents direct access to GPU compute price indices, methodology, and per-index verification.

flopsindex-mcp

See also — full docs docs.flopsindex.com/sdk/mcp · agent citation guide docs.flopsindex.com/integrations/llm-agent-citation-guide · public read SDK flopsindex · partner write SDK flopsindex-partner · spec schema.flopsindex.com · adopters schema.flopsindex.com/adopters

Model Context Protocol server for the FLOPS Compute Intelligence Platform.

Gives AI agents (Claude Code, Cursor, Windsurf, ChatGPT desktop, any MCP host) direct access to live FLOPS GPU-compute price indices with verifiable provenance.

Tools

Tool	Description
list_indices	Enumerate all public FLOPS indices. Optional family_filter substring (e.g. FLOPS-H100).
get_price	Latest published price + tier + confidence for one index.
get_timeseries	Decimated history (≤200 points) for one index. Range: 24h / 7d / 30d / 90d / 1y.
search_indices	Free-text search across the public catalog.
verify	Fetch the latest published value + audit receipt for a given index_id.
list_methodologies	List every published methodology version (FLCI / ITPI / FLOPS-*).
get_methodology	Fetch a single methodology document — markdown or frontmatter JSON. Citeable.
compute_margin	Hydrahost spark-spread: margin = price − chip_power × PUE × $/kWh − rack_amortization.
recompute_audit	Receipt for a published value — IOSCO Principle 9+17 substrate. Variance bands green / yellow / red.

get_forward_curve and get_settlement are still tracked in the Track D roadmap (CLRI-FWD / CLRI-SETTLED families).

Install

uv tool install flopsindex-mcp
# or
pip install flopsindex-mcp

Wire into Claude Code

claude mcp add flopsindex -- flopsindex-mcp

Wire into Cursor / Windsurf

Add to your MCP config (~/.cursor/mcp.json or equivalent):

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

Environment

Var	Default	Purpose
FLOPS_API_URL	https://app.flopsindex.com	Override for staging / self-host

Example agent prompts

"Use the flopsindex MCP server to list all H100 on-demand indices and report their latest values."

"Verify FLOPS-B300-OD-T1 and cite the receipt."

Status

v0.4.1 — gpu_capex tool added (per-SKU reference street price for a single GPU module — chip + carrier, quarterly-refreshed from GRVCI v0_benchmark + OEM channel reporting). 11 tools total. Backed by the public /v1/refdata/gpu-capex endpoint; no auth.

v0.4.0 — spread tool added (time-aligned spread between two index legs with z-score / percentile-rank stats). 10 tools total. Registry listings expanded to 5 channels (added mcp.so + wong2/awesome-mcp-servers) in LISTINGS.md. PyPI publish still gated on operator.

v0.3.0 — list_methodologies / get_methodology / compute_margin / recompute_audit added on top of the 5-tool v0.2.0 surface. Registry listings (smithery.ai, glama.ai, modelcontextprotocol/servers) tracked in LISTINGS.md. PyPI publish gated on operator (token in keyring).

v0.1.0 — Published to PyPI 2026-05-13.

License

Proprietary. © 2026 FLOPS Index.