io.github.laserodds21/gpu-prices

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Au dernier audit MCP Hub, le serveur MCP « io.github.laserodds21/gpu-prices » est classé « Non encore testé ». Référencé dans l'annuaire. Seul le pentest comportemental fait foi, et il n'a pas encore été exécuté sur ce serveur. Le verdict est réévalué en continu ; consultez la fiche pour l'état à jour.

Méthode : MCP Hub analyse la description de chaque outil (couche 1) et, pour le verdict fort, exécute le serveur dans une micro-VM isolée avec leurres et réseau bloqué (couche 2). On publie des noms et des compteurs, jamais le contenu brut renvoyé par un outil.

Les 16 outils

• buy_vs_rent≈ 289 tokens

  A card's new retail price (median of 3+ sellers) against its live on-demand rental rates: months of rental, at the cheapest rate card and at the median, that equal the purchase price, at 100%, 70%, 50% and 25% of a 730-hour month. Rental fee only - power, hosting, the server around the card and resale are not counted. Without gpu, every card that has a retail median.

  Paramètres, retour & exemple (1)

  Paramètres

  • gpu · string · optionnel
    GPU id or name, e.g. rtx-4090; omit for every card with a retail median.

  Exemple d'appel

  {"name": "buy_vs_rent", "arguments": {"gpu": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"gpu": "texte", "page": "texte", "cards": "texte", "gpu_id": "texte", "cite_as": "texte", "attribution": "texte", "not_counted": "texte", "data_updated_at": "texte", "hours_per_month": "texte"}}

• commitment_savings≈ 347 tokens

  Committed and spot rates for one GPU (or every GPU) set against the same provider's own on-demand rate for the same card, region and price scope - the pairs behind the site's typical discount - with the median per term across every card. A commitment is paid whether the GPU runs or not.

  Paramètres, retour & exemple (3)

  Paramètres

  • gpu · string · optionnel
    Optional GPU id or name; without it, every card.
  • term · string · optionnel · any | reserved_1y | reserved_3y | spot
    Which market to pair; default any (1-year, 3-year and spot).
  • limit · integer · optionnel
    Pairs to return, largest saving first; default 15.

  Exemple d'appel

  {"name": "commitment_savings", "arguments": {"gpu": "texte", "term": "any", "limit": 1}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"gpu": "texte", "note": "texte", "page": "texte", "term": "texte", "pairs": "texte", "method": "texte", "cite_as": "texte", "attribution": "texte", "pairs_found": "texte", "data_updated_at": "texte", "typical_by_term": "texte"}}

• compare_gpus≈ 270 tokens

  Two GPU models side by side: VRAM, median rate card and panel size, cheapest on-demand rate, price per GB of VRAM, retail median where one exists, and every provider that lists both on-demand with the signed difference. Live quotes only.

  Paramètres, retour & exemple (2)

  Paramètres

  • a · string · requis
    First GPU id or name (h100-sxm, "H200").
  • b · string · requis
    Second GPU id or name.

  Exemple d'appel

  {"name": "compare_gpus", "arguments": {"a": "texte", "b": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"a": "texte", "b": "texte", "both": "texte", "note": "texte", "cite_as": "texte", "attribution": "texte", "difference_is": "texte", "data_updated_at": "texte", "providers_listing_both": "texte"}}

• compare_providers≈ 278 tokens

  Two providers on every GPU both list on-demand today: each side's cheapest on-demand rate card, the difference and which is lower, and the count. Community capacity and marketplace floors are left out of the comparison. Live quotes only.

  Paramètres, retour & exemple (2)

  Paramètres

  • a · string · requis
    First provider id or name (runpod, lambda, "Google Cloud").
  • b · string · requis
    Second provider id or name.

  Exemple d'appel

  {"name": "compare_providers", "arguments": {"a": "texte", "b": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"a": "texte", "b": "texte", "gpus": "texte", "note": "texte", "page": "texte", "cite_as": "texte", "lower_on": "texte", "attribution": "texte", "gpus_compared": "texte", "data_updated_at": "texte"}}

• estimate_cost≈ 464 tokens

  What N GPUs of one model cost for a number of hours at listed rates: at each of the cheapest rate cards and at the median rate card, with the arithmetic. Rental fee only - storage, network egress, taxes and idle time are not counted - and listed rates, not availability.

  Paramètres, retour & exemple (6)

  Paramètres

  • gpu · string · requis
    GPU id or name.
  • gpus · integer · optionnel
    How many GPUs; default 1.
  • hours · number · optionnel
    Hours of use; default 730 (a month around the clock).
  • limit · integer · optionnel
    Cheapest rate cards to price; default 5.
  • market · string · optionnel · on_demand | spot | community | shared | serverless | reserved | reserved_1y | reserved_3y
    Market; default on_demand.
  • region · string · optionnel · any | US | EU
    Rates listed in US or EU regions, plus rates that name no region (a provider's rate everywhere); default any.

  Exemple d'appel

  {"name": "estimate_cost", "arguments": {"gpu": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"gpu": "texte", "gpus": "texte", "page": "texte", "hours": "texte", "gpu_id": "texte", "market": "texte", "region": "texte", "cite_as": "texte", "at_median": "texte", "arithmetic": "texte", "at_cheapest": "texte", "attribution": "texte"}}

• fetch≈ 183 tokens

  The text of one GPU Economy page by an id from search (gpu:h100-sxm, provider:runpod, index:h100, reserved, buy-vs-rent): its live rates with read times, as plain text, with the page URL to cite.

  Paramètres, retour & exemple (1)

  Paramètres

  • id · string · requis
    An id from search.

  Exemple d'appel

  {"name": "fetch", "arguments": {"id": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"id": "texte", "url": "texte", "text": "texte", "title": "texte", "metadata": {}}}

• find_gpus≈ 459 tokens

  GPU models that meet a memory and price requirement, cheapest first: for each card its cheapest live on-demand rate card (provider, read time, page), its median rate card and panel size, VRAM and price per GB of VRAM. Community capacity and marketplace floors are out unless the market is set.

  Paramètres, retour & exemple (6)

  Paramètres

  • limit · integer · optionnel
    Cards to return; default 10.
  • market · string · optionnel · on_demand | spot | community | shared | serverless | reserved | reserved_1y | reserved_3y
    Market of the cheapest rate; default on_demand.
  • region · string · optionnel · any | US | EU
    Rates listed in US or EU regions, plus rates that name no region (a provider's rate everywhere); default any.
  • vendor · string · optionnel · any | nvidia | amd
    Default any.
  • min_vram_gb · number · optionnel
    Least memory per GPU, in GB (24, 48, 80, 141...). Default 0.
  • max_usd_per_gpu_hour · number · optionnel
    Highest acceptable rate per GPU-hour, compared with each card's cheapest rate. Optional.

  Exemple d'appel

  {"name": "find_gpus", "arguments": {"limit": 1, "market": "on_demand", "region": "any", "vendor": "any", "min_vram_gb": 1, "max_usd_per_gpu_hour": 1}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"gpus": "texte", "note": "texte", "cite_as": "texte", "attribution": "texte", "requirement": "texte", "cards_matching": "texte", "data_updated_at": "texte"}}

• gpu_prices≈ 400 tokens

  Current listed rental prices for one GPU model across providers, cheapest first, in USD per GPU-hour, each with the time it was read and the GPU Economy page that links its source. Live quotes only.

  Paramètres, retour & exemple (4)

  Paramètres

  • gpu · string · requis
    GPU id (h100-sxm, h200, b200, rtx-4090) or a name ("H100 SXM", "RTX 4090").
  • limit · integer · optionnel
    Rows to return, cheapest first; default 10.
  • market · string · optionnel · any | on_demand | spot | community | shared | serverless | reserved | reserved_1y
    Market to keep; default on_demand. "any" keeps spot, community, serverless and reserved too.
  • region · string · optionnel · any | US | EU
    Rates listed in US or EU regions, plus rates that name no region (a provider's rate everywhere); default any.

  Exemple d'appel

  {"name": "gpu_prices", "arguments": {"gpu": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"gpu": "texte", "note": "texte", "page": "texte", "gpu_id": "texte", "market": "texte", "prices": "texte", "quotes": "texte", "region": "texte", "cite_as": "texte", "attribution": "texte", "data_updated_at": "texte"}}

• list_gpus≈ 181 tokens

  Every GPU model tracked, with its id, VRAM, how many providers list it and the median on-demand rate card in USD per GPU-hour.

  Paramètres, retour & exemple (0)

  Exemple d'appel

  {"name": "list_gpus", "arguments": {}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"gpus": "texte", "count": "texte", "cite_as": "texte", "attribution": "texte", "data_updated_at": "texte"}}

• price_history≈ 282 tokens

  Weekly median and cheapest listed on-demand rate for one GPU model, newest week first, from two sources kept apart: our own hourly reads, and a series reconstructed from a public price catalog (second-hand). Each week carries its panel size; read a median against it.

  Paramètres, retour & exemple (2)

  Paramètres

  • gpu · string · requis
    GPU id or name.
  • weeks · integer · optionnel
    Weeks per source, newest first; default 12.

  Exemple d'appel

  {"name": "price_history", "arguments": {"gpu": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"gpu": "texte", "note": "texte", "page": "texte", "gpu_id": "texte", "series": "texte", "cite_as": "texte", "attribution": "texte", "data_updated_at": "texte"}}

• price_index≈ 280 tokens

  The Cloud GPU Price Index: median listed on-demand H100 SXM rate across providers, this week and the last eight weeks, with the base-100 index and the receipts; also the newest hourly point and the monthly averages over a fixed panel.

  Paramètres, retour & exemple (1)

  Paramètres

  • window · string · optionnel · week | hour | month
    Which window leads the answer; default week. Every answer carries the newest value of each.

  Exemple d'appel

  {"name": "price_index", "arguments": {"window": "week"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"hour": "texte", "name": "texte", "page": "texte", "method": "texte", "months": "texte", "series": "texte", "window": "texte", "cite_as": "texte", "current": "texte", "receipts": "texte", "attribution": "texte", "data_updated_at": "texte"}}

• provider_info≈ 348 tokens

  One provider: its type (hyperscaler, specialist GPU cloud or marketplace), the regions or tiers it names, how GPU Economy reads its prices (pricing page, API or rendered page), how many GPU models and live quotes it has, a one-line note for a reader, its cheapest on-demand rate per card, and what it bills beyond the GPU-hour where read (what the rate includes, data out, storage, stopped instances, billing step). Links its GPU Economy page.

  Paramètres, retour & exemple (1)

  Paramètres

  • provider · string · requis
    Provider id or name (runpod, "Google Cloud", vast-ai).

  Exemple d'appel

  {"name": "provider_info", "arguments": {"provider": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"note": "texte", "page": "texte", "read": "texte", "type": "texte", "cite_as": "texte", "markets": "texte", "provider": "texte", "attribution": "texte", "live_quotes": "texte", "provider_id": "texte", "beyond_gpu_hour": "texte", "data_updated_at": "texte"}}

• provider_prices≈ 255 tokens

  Every current listed rental price at one provider (runpod, lambda, aws, vast-ai, ...), in USD per GPU-hour, each with its read time and the GPU Economy page that links its source. Live quotes only.

  Paramètres, retour & exemple (1)

  Paramètres

  • provider · string · requis
    Provider id (runpod, lambda, coreweave, aws, azure, gcp, vast-ai) or its name.

  Exemple d'appel

  {"name": "provider_prices", "arguments": {"provider": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"page": "texte", "prices": "texte", "quotes": "texte", "cite_as": "texte", "provider": "texte", "attribution": "texte", "provider_id": "texte", "data_updated_at": "texte"}}

• recent_price_changes≈ 352 tokens

  Listed prices that changed in the last 30 days, one row per quote, newest change first: the figure before its first change in the window, the figure now, and how many times it changed. A quote back at its starting figure is left out, and so are marketplace floors unless asked for. Optionally for one GPU or one provider.

  Paramètres, retour & exemple (4)

  Paramètres

  • gpu · string · optionnel
    Optional GPU id or name.
  • limit · integer · optionnel
    Rows; default 20.
  • provider · string · optionnel
    Optional provider id or name.
  • include_marketplaces · boolean · optionnel
    Also list marketplace floors (Vast.ai), which move with every read; default false.

  Exemple d'appel

  {"name": "recent_price_changes", "arguments": {"gpu": "texte", "limit": 1, "provider": "texte", "include_marketplaces": true}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"page": "texte", "window": "texte", "changes": "texte", "cite_as": "texte", "attribution": "texte", "marketplaces": "texte", "quotes_changed": "texte", "data_updated_at": "texte", "changes_in_window": "texte"}}

• search≈ 200 tokens

  Find GPU Economy pages for a query - a GPU, a provider, the price index, reserved rates, buy vs rent. Returns ids for fetch, with each page's title and URL.

  Paramètres, retour & exemple (1)

  Paramètres

  • query · string · requis
    What to look for, e.g. "H100 SXM", "runpod", "reserved H200", "price index".

  Exemple d'appel

  {"name": "search", "arguments": {"query": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"results": []}}

• token_cost≈ 366 tokens

  Modelled, not measured: a listed GPU-hour rate divided by the output throughput NVIDIA published for that card and model, per million output tokens, at the cheapest live on-demand rate card and at the median, with NVIDIA's run (model, framework, precision, sequence, concurrency, date). Cards are not comparable on it - NVIDIA runs each card differently - and an idle GPU costs the same and produces nothing: a floor, never a bill.

  Paramètres, retour & exemple (2)

  Paramètres

  • gpu · string · requis
    GPU id or name; NVIDIA publishes runs for B200, B300, H100 SXM, H200 and RTX PRO 6000.
  • model · string · optionnel
    Optional model name to keep (gpt-oss-120b, "Qwen 3.5"); default every model NVIDIA ran on the card.

  Exemple d'appel

  {"name": "token_cost", "arguments": {"gpu": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"gpu": "texte", "page": "texte", "runs": "texte", "rates": "texte", "caveat": "texte", "gpu_id": "texte", "cite_as": "texte", "formula": "texte", "modelled": "texte", "attribution": "texte", "data_updated_at": "texte", "throughput_source": "texte"}}

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Source

https://gpueconomy.com/mcp