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For agents

A budget,
not a card.

The whole market is available as tools. An agent can find the cheapest machine that fits a job, launch it, wait for it and shut it down — and it can never spend more than the number on its key.

Create an agent key MCP setup REST API
Session logagent · key bk_…a41
› fine-tune needs one ≥80 GB card, under $3/hr, in the EU
gpu_search_offers(min_vram=80, region="EU", max_price=3)
  → 14 offers · best H100 SXM, Germany, $2.31/hr
gpu_quote(offer="m_4be1…")       → $2.31/hr held 120 s
gpu_launch(quote, ttl="3h", max_spend=8)
  → lease ls_7f2c… provisioning
gpu_get_lease(wait_until_running=true)
  → running · ssh root@… · 0.064¢ per second
  budget left today $41.69 of $50.00

Guardrails

  1. 01

    A budget per key

    Each agent gets its own key with a daily, monthly or lifetime budget and a maximum hourly rate.

  2. 02

    Checked before renting

    Balance, budget, concurrency and account limits are checked before we rent anything from a provider.

  3. 03

    One switch to stop

    Stop everything a key is running in one action, from the website or the API.

  4. 04

    No payment access

    Agents never see card details. Adding credit is always a link a person opens.

The tools

Live at runmesh.ai/mcp. Create a key under Console → Keys; launching is invite-only for now.

gpu_search_offers Filter live offers by model, memory, price, region and host tier.
gpu_get_offer Full details of one offer.
gpu_list_images Curated images that boot well; any public image also works.
gpu_quote Hold an exact offer’s price for 120 seconds, for a given disk size.
gpu_launch Launch from a quote with your SSH public key, a time limit and a spending cap. Safe to retry.
gpu_get_lease Read a machine’s state, or wait until it is running.
gpu_list_leases Machines on the account, with state and cost so far.
gpu_extend Push a machine’s time limit out, within budget.
gpu_stop Terminate now. The unused hold comes back immediately.
gpu_balance Balance, holds and remaining budget for this key.
gpu_topup_link A link for a person to add credit. Agents can’t pay.