Live GPU compute & inference token price indices for AI agents — 591 reference indices across H100/A100/B200/B300 spot+on-demand, Claude/GPT/Llama token pricing, and more. Every value is methodology-versioned and citable via the /v1/verify handshake.
Scored across 6 tools
get_index, get_price, and verify (with value omitted) all return essentially the same current value/unit/as_of/confidence payload, so an agent has three plausible paths for 'what is the price of X'. The descriptions attempt to differentiate by intent (citation vs. quick quote vs. check), but the boundaries are subtle and easy to misselect. search_indices vs list_indices is clearer, but the retrieval cluster remains muddled.
Five of six tools follow a verb_noun pattern (get_index, get_price, list_indices, search_indices, share_feedback); only 'verify' is a bare verb. The noun split between 'index' (singular, citation payload) and 'indices' (plural, listing) is a minor readability wrinkle but not chaotic.
Six tools is a reasonable, well-scoped surface for a price-index lookup service. share_feedback is arguably tangential to the data domain, but it is explicitly optional and small, so the set is only slightly padded.
Discovery (list/search), retrieval (get_price/get_index), and verification are covered, forming a coherent lookup-and-cite lifecycle. Gaps exist around historical/time-series access and bulk lookup, which agents may want for trend questions, but core workflows are not dead-ended.
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.
Inputs: index_id (required).
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 MED; LOW only for a labelled thin-market index, with publication=thin_market), never a numeric weight. Carries no methodology or source attribution by design — the anonymous surface does not enumerate the tiers or families it withholds.
Inputs: slug (required).
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.
Inputs: family_filter.
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.
Inputs: q (required), limit.
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. Omit value to simply look up the current published value — then verified is null, which means 'not checked', NOT 'correct'. Without an API key you are checked against the public value, which is rounded to 2 decimals and delayed onto a 6-hour grid, so a full-precision real-time number will not match anonymously. No source list or source-count is exposed.
Inputs: index_id (required), value.
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