bots.st/compute-pangle-online-gpu-rental-market
compute.pangle.online — GPU rental market
Search live GPU rental offers and prices
2376 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 25
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://compute.pangle.online/mcp/
What it can do
| Tool | What it says it does |
|---|---|
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. |
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. |
cancel_limit_order | Cancel a limit order. Requires the order_secret from create_limit_order. |
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… |
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… |
delete_watch | Delete a watch by id. |
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… |
get_offer | Fetch one offer by its id (from search_offers). |
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]. |
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. |
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… |
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. |
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. |
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. |
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… |
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… |
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… |
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. |
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… |
spot_spread | On-demand vs interruptible spread: the live discount for idle capacity per model; pass gpu_model for its history too. |
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… |
watch_status | Current state of a watch: armed/tripped, last price seen, recent events, and the best matching offer right now. |
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… |
In its maker's words
Live GPU rental market: 2,500+ offers across a dozen provider feeds. History, watches, limit orders.
- Website
- compute.pangle.online/agents
- Source
- github.com/aitools420/compute-wick
- Publisher
- compute.pangle.online
- Listed from
- the official MCP Registry as
online.pangle.compute/gpu-rental-market - Version
- 1.2.0, updated 28 Aug 2026
- Kinds of work
- Search and research, Data and databases, Shops and payments
The domain it lives on
- pangle.online
- registered 24 Aug 2026 (3 months ago), at GoDaddy.com, LLC, its home page is a working site
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 2376 ms | |
| Answered | 2147 ms | |
| Answered | 977 ms |
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