Server providing Argo CD integration for MCP clients.
compute.pangle.online — GPU rental market is installed from its publisher's own source and answers where it runs, so this marketplace is not in the path of a single call. There is no address here to send one to, and a panel that pretended otherwise would be showing you an answer we made up. Install it and call it from your own client — the Installation tab has the entry for each one.
What it does
Live GPU rental market: 2,500+ offers across a dozen provider feeds. History, watches, limit orders.
Quickstart
# 1 — add it to Claude Code
claude mcp add --scope user --transport http compute-pangle-online-gpu-rental-market-mcp https://compute.pangle.online/mcp/
# 2 — ask your agent for something these tools do
# search_offers, get_offer, market_stats and 22 more
compute.pangle.online — GPU rental market costs nothing on mcprush: there is no plan to choose here, no cap to set and nothing mcprush can bill you for.
Collected from a public index. Nobody has claimed this account, so nothing here was written by its author — claim it if it is yours.
Where are you running it?
Every route below installs the same thing and ends at the same approval screen. Nothing here runs on your machine and nothing runs on ours: this server answers at its publisher’s own address, and what you install is the connection straight to it.
This is a public server: it answers at its publisher’s own address and this marketplace is not in the path. Claude Code registers it in one command; --scope user makes it available in every project. The transport below is http, as the publisher's own manifest declares it.
claude mcp add --scope user --transport http compute-pangle-online-gpu-rental-market-mcp https://compute.pangle.online/mcp/Reconnect, or start a new session, and the tools appear in the model’s tool list.
One config entry pointing straight at the publisher’s own address — this marketplace is not in the path, and nothing from this listing executes on your machine.
25 tools, with what each one reads, writes and reaches shown before you agree — the same list on every route above. Read the tool surface.
Tool surface
What the model actually sees. Descriptions are diffed on every release — see version history.
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 pr
| Parameter | Type | Required | Notes |
|---|---|---|---|
| gpu | string | no | — |
| country | string | no | — |
| offer_class | string | no | — |
| provider | string | no | — |
| max_price_per_gpu_hr | number | no | — |
| min_vram_gb | number | no | — |
| min_reliability | number | no | — |
| min_gpu_count | integer | no | — |
| region | string | no | — |
| limit | integer | no | — |
Fetch one offer by its id (from search_offers).
| Parameter | Type | Required | Notes |
|---|---|---|---|
| offer_id | string | yes | — |
Live market snapshot: total offers, GPU models, idle-capacity share, per-provider freshness/health, cheapest price per model, current fee_bps.
No parameter schema on file.
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).
| Parameter | Type | Required | Notes |
|---|---|---|---|
| gpu | string | no | — |
| gpu_model | string | no | — |
| offer_class | string | no | — |
| hours | integer | no | — |
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].
| Parameter | Type | Required | Notes |
|---|---|---|---|
| hours | integer | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| offer_class | string | no | — |
| min_vram_gb | number | no | — |
| limit | integer | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| days | integer | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| gpu | string | no | — |
| gpu_model | string | no | — |
| offer_class | string | no | — |
On-demand vs interruptible spread: the live discount for idle capacity per model; pass gpu_model for its history too.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| gpu_model | string | no | — |
| hours | integer | no | — |
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, gemm
| Parameter | Type | Required | Notes |
|---|---|---|---|
| model | string | no | — |
| params_b | number | no | — |
| precision | string | no | — |
| context | integer | no | — |
| batch | integer | no | — |
| offer_class | string | no | — |
| tokens_per_s | number | no | — |
| limit | integer | no | — |
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 ver
No parameter schema on file.
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| label | string | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| account_token | string | yes | — |
| days | integer | no | — |
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% ba
| Parameter | Type | Required | Notes |
|---|---|---|---|
| gpu | string | yes | — |
| max_price_per_gpu_hr | number | yes | — |
| offer_class | string | no | — |
| webhook_url | string | no | — |
Current state of a watch: armed/tripped, last price seen, recent events, and the best matching offer right now.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| watch_id | string | yes | — |
Delete a watch by id.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| watch_id | string | yes | — |
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 /ap
| Parameter | Type | Required | Notes |
|---|---|---|---|
| gpu | string | yes | — |
| max_price_per_gpu_hr | number | yes | — |
| offer_class | string | no | — |
| min_vram_gb | number | no | — |
| min_gpu_count | integer | no | — |
| webhook_url | string | no | — |
| auto_destroy_budget_usd | number | no | — |
| standing | boolean | no | — |
| max_refills | integer | no | — |
| cooloff_seconds | integer | no | — |
| spend_alert_usd | number | no | — |
| age_alert_hours | number | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| order_id | string | yes | — |
| order_secret | string | no | — |
Cancel a limit order. Requires the order_secret from create_limit_order.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| order_id | string | yes | — |
| order_secret | string | yes | — |
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 af
| Parameter | Type | Required | Notes |
|---|---|---|---|
| x_payment | string | no | — |
| blocks | integer | no | — |
| lease_id | string | no | — |
| originator | string | no | — |
| ssh_pubkey | string | no | — |
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 ret
| Parameter | Type | Required | Notes |
|---|---|---|---|
| offer_id | string | yes | — |
| api_key | string | yes | — |
| max_price_per_gpu_hr | number | yes | — |
| confirm | boolean | no | — |
| dry_run | boolean | no | — |
| idempotency_key | string | no | — |
| image | string | no | — |
| disk_gb | number | no | — |
| label | string | no | — |
| auto_destroy_budget_usd | number | no | — |
| account_token | string | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| api_key | string | yes | — |
| max_price_per_gpu_hr | number | yes | — |
| gpu | string | no | — |
| offer_class | string | no | — |
| provider | string | no | — |
| country | string | no | — |
| min_vram_gb | number | no | — |
| min_gpu_count | integer | no | — |
| confirm | boolean | no | — |
| dry_run | boolean | no | — |
| idempotency_key | string | no | — |
| image | string | no | — |
| disk_gb | number | no | — |
| label | string | no | — |
| auto_destroy_budget_usd | number | no | — |
| account_token | string | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| provider | string | yes | — |
| provider_instance_id | string | yes | — |
| api_key | string | yes | — |
Destroy an instance previously placed on your account (vast or runpod). Your key passes through and is never stored.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| provider | string | yes | — |
| provider_instance_id | string | yes | — |
| api_key | string | yes | — |
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 r
| Parameter | Type | Required | Notes |
|---|---|---|---|
| order_id | string | yes | — |
| order_secret | string | yes | — |
| api_key | string | yes | — |
| confirm | boolean | no | — |
| dry_run | boolean | no | — |
| image | string | no | — |
| disk_gb | number | no | — |
| account_token | string | no | — |
- Every tool — any call limit is its publisher’s, not ours
- No card, and mcprush charges nothing for it
- Runs at its publisher’s own address — this marketplace is not in the path
- Nothing to cap, because mcprush bills nothing
What counts against your monthly calls
| Tool | Unit | Calls used | Out of the allowance |
|---|
Nothing here is billable: mcprush charges nothing to install compute.pangle.online — GPU rental market or to call it, at any volume.
Two independent axes, because powerful and malicious are different questions. The grade is threat only. The capability level is blast radius, and it is never a penalty on the grade — it is priced as one subtract-only term in the score, where you can see it.
This listing is an address its publisher runs, and you connect to it directly — this marketplace is not in the path. The scanner reads packages and public source, and an address is neither: the repository linked on this page is where this record was collected from, not a copy of what the address serves, so it is not graded in its place. So there is no grade — not a withheld one, an unmeasured one.
Release history
This is an address its publisher runs: which release it serves is theirs to choose, so there is nothing here to pin. The history below is for reading; the current release on file is 1.2.0.
No release note was published with this version.
One review per account, from a signed-in account that does not publish this listing. Nothing else is asked — you can say what you think before you install it. Publishers can reply once per review, and a review can be edited or deleted by whoever wrote it.
Any signed-in account that does not publish compute.pangle.online — GPU rental market can review it, once — before installing it or after. A review from an account that has installed it is marked as one.
Nobody has reviewed this listing. The rating on the card is the mean of the reviews written here and nothing else, so there is no rating until somebody writes the first — which takes a signed-in account that does not publish it, and nothing else.