compute.pangle.online — GPU rental market

Reviewed 21h ago.

• tools: 25 tools scanned
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Tools (25)

• search_offers

  Search live GPU offers. gpu matches the model name (e.g. '4090', 'H100'). offer_class: on_demand | interruptible | reserved. country: ISO-2 (e.g. US), a comma list ('DE,NL'), or 'EU' for the 27 member states. min_gpu_count filters to multi-GPU configs (8 = full 8x nodes). region substring-matches the provider's region/datacenter label. Returns offers ranked cheapest-first by price_per_gpu_hr.

• get_offer

  Fetch one offer by its id (from search_offers).

• market_stats

  Live market snapshot: total offers, GPU models, idle-capacity share, per-provider freshness/health, cheapest price per model, current fee_bps.

• price_history

  Price history for one GPU model (exact name from search_offers/market_stats, e.g. 'RTX 4090'). offer_class: on_demand | interruptible. Returns per-provider series of [ts, min_price_per_gpu_hr, median_price_per_gpu_hr, offer_count]; ranges past 3 days are bucketed (hourly, then 6-hourly past a week).

• idle_history

  The idle-capacity index over time: share of listed GPU capacity that is interruptible (spot/bid) — idle hardware looking for work. Points are [ts, idle_share, idle_offers, total_offers].

• best_value

  Perf-per-dollar board: for each GPU model, best live price vs its FP16 tensor throughput (dense, vendor spec sheets) -> TFLOPS per dollar-hour. The answer to 'most compute for my budget' rather than 'cheapest card'. Models without a defensible public spec figure are listed as unrated.

• provider_reliability

  How dependable each provider's data feed has been for this station (poll success over the trailing window), plus the provider's own average machine reliability where reported. feed_score is about the DATA, not their hardware.

• price_position

  Rent-now-or-wait context: where the current best price for one GPU model sits inside its own trailing 7/30-day range (percentile, 24h trend, verdict). Descriptive, not a forecast.

• spot_spread

  On-demand vs interruptible spread: the live discount for idle capacity per model; pass gpu_model for its history too.

• will_it_fit

  Will this model fit, and what does a fitting machine cost right now? Deterministic VRAM arithmetic — weights (params x bytes/precision) + KV cache (2 x layers x kv_heads x head_dim x context x batch) + stated overhead — checked against the live book, cheapest fitting offers first. Pass a known model slug (llama-3.1-8b/70b/405b, mistral-7b, mixtral-8x7b, qwen2.5-7b/32b/72b, gemma-2-9b/27b) OR params_b for a stated Llama-like guess. precision: fp16/int8/int4. If you pass tokens_per_s (YOUR measured throughput — we never invent one), each offer gains usd_per_m_tokens. Every approximation is in the assumptions list, not fine print.

• true_cost_notes

  The billing fine print behind the $/hr, verified per provider from their own published pages (source URL + date on every claim): billing granularity (per-second vs per-minute), whether storage bills while stopped, bandwidth/egress fees, and the commonly-missed gotchas (e.g. Vast bandwidth never appears in $/hr; RunPod stopped volume disk costs double). Providers we have not verified are listed with NO claims.

• register_account

  Create a metering account: returns a bearer token (shown once, we keep only a hash). Pass it as account_token on rent calls to build a usage ledger you can read back with account_usage. Optional — renting works without one.

• account_usage

  Your metered usage ledger: placements, destroys, estimated hours and USD, and the platform fee (2.5%, $0.01 min, $5.00 cap per lease per UTC day) priced at the rate live at event time. Distinct from fee_bps, the display markup.

• create_watch

  Create a price watch (tripwire): fires when the best live fee-adjusted price per GPU-hour matching gpu (and optional offer_class) drops to or under max_price_per_gpu_hr. Checked every poll (~5 min). Returns the watch with its id — the id is the only key; poll it with watch_status, or give a public webhook_url to be POSTed on each trip. Watches re-arm when the price climbs 2% back over the line.

• watch_status

  Current state of a watch: armed/tripped, last price seen, recent events, and the best matching offer right now.

• delete_watch

  Delete a watch by id.

• create_limit_order

  Place a standing LIMIT ORDER: when the best live fee-adjusted price for gpu (and optional offer_class) trades at or under max_price_per_gpu_hr, the station cuts a signed FILL TICKET naming the exact offer. The station never holds your provider key — the ticket is executed by whoever does: the open-source keyholder sidecar (/agents/#sidecar), your own agent long-polling POST /api/orders/{id}/ticket, or a human with curl. Returns the order with order_secret SHOWN ONCE — it authenticates ticket reads and the fill call for this order only and can rent nothing by itself. Triggers are checked on the poll cadence (~5-min bars, not tick-by-tick); orders expire in 30 days; a ticket lasts ~4 minutes then the order re-arms. standing=true makes it a STANDING order — compute that survives: after a live fill the sidecar keeps watching the machine, and when it is preempted or dies the order re-arms and refills from the CURRENT best offer, up to max

• limit_order_status

  State of a limit order (armed/ticketed/filled/cancelled/expired), last price seen, recent events. Pass order_secret to also read the live fill ticket when one is cut.

• cancel_limit_order

  Cancel a limit order. Requires the order_secret from create_limit_order.

• rent_x402

  Rent a prepaid block of GPU time with a wallet and NO account, NO API key and no human, over x402 (HTTP 402 micropayments, USDC on Base). Call it with no arguments and you get the payment challenge: an x402 PaymentRequirementsResponse whose accepts[0].extra.x402_fee states the block price, the platform fee IN DOLLARS, that there are no refunds, and that you are charged only after the lease is live. Sign the EIP-3009 transferWithAuthorization it describes, then call again with x_payment set to the base64 PaymentPayload (the same value the HTTP rail sends as X-PAYMENT). `ssh_pubkey` is HOW YOU GET IN, and is required on the paying call: pass the public half of your ssh key (one line, the contents of id_ed25519.pub). It is written into the rented container's authorized_keys and nowhere else, and the receipt comes back with the host and port to connect to. A block nobody can enter is not sold. `lease_id` is minted by the challenge — se

• rent_offer

  Place a rental on YOUR provider account (BYO key — it is used for this one call and never stored). Default is a DRY RUN returning exactly what would be executed; a live placement needs dry_run=false AND confirm=true. The offer is re-quoted live first and refused if its price exceeds max_price_per_gpu_hr. Executes on vast and runpod offers. Pass an idempotency_key so retries return the first receipt instead of renting twice. auto_destroy_budget_usd arms the budget guard: this station then holds your key in PROCESS MEMORY ONLY and destroys the rental when estimated spend reaches the cap (a station restart drops the guard — the receipt says so; poll rental_status as backstop). account_token (from register_account) attributes the rental to your usage ledger.

• rent_best

  One-shot rent: search the live book with these filters and place on the best (cheapest) matching offer — 'cheapest H100 under $2/hr, go'. Same guarantees as rent_offer (dry-run default, live re-quote, your max_price_per_gpu_hr is absolute). If the best offer is already gone it walks to the next, at most 3, and reports what it skipped.

• rental_status

  Live state of an instance on your account: running/starting/stopped/ gone, uptime, price, estimated spend so far, and the budget guard's state if one is armed. Read-only; your key passes through and is never stored.

• destroy_rental

  Destroy an instance previously placed on your account (vast or runpod). Your key passes through and is never stored.

• fill_limit_order

  Execute a limit order's live fill ticket on YOUR provider key (used for this one call, never stored). Only works while the order is ticketed; the offer is re-quoted live and refused above the order's line. Idempotent per order — a retry returns the first receipt rather than renting a second machine. The order's auto_destroy_budget_usd (if set) arms the budget guard exactly as rent_offer does.