compute.wick.pics

pics.wick.computePublished by compute.wick.picsOfficial publisherv1.1.1Updated Oct 25, 2026

Live GPU spot market: 1,700+ offers, 10 provider feeds. History, watches, limit orders, no fee

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Overview

AI-generated overview

A remote GPU rental market server that lets an assistant search live GPU offers, compare prices and history, set watches and limit orders, and rent or destroy 云

What you can do
Search and inspect live GPU offers by model, class, country and GPU count, with market stats and provider reliability data. Review price and idle-capacity history, best value per dollar, price position and spot spreads. Check VRAM fit and true billing fine print per provider. Create, check and delete price watches and limit orders. Rent GPU time via wallet micropayment or your own provider key, then check or destroy rentals. Register a metering account and read your usage ledger.
When to use it
Useful when you want an assistant to find and compare GPU rental capacity, track prices over time, or place and manage rentals and price alerts across providers without visiting each marketplace.
Requirements
A remote streamable HTTP endpoint; no local install, account or API key is required for browsing. Renting on your own provider account requires a provider key passed per call; wallet-based renting uses USDC on Base over x402. An optional metering account returns a bearer token.
Before you install
Renting spends real money: wallet rentals pay USDC on Base, and provider-key rentals bill your provider account plus a platform fee (2.5%, $0.01 minimum, $5 cap per lease per UTC day). Placement tools default to dry run but go live with dry_run=false and confirm=true. destroy_rental deletes instances. The account token and order_secret are shown once and act as keys; provider keys pass through per call.

Installation

In SourceWeft

  1. Open compute.wick.pics in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/pics.wick.compute%2Fmarket/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "compute-wick-pics": {
      "type": "http",
      "url": "https://compute.wick.pics/mcp/"
    }
  }
}

README

compute.pangle.online — GPU compute meta-aggregator

[live H100 spot] [live RTX 4090 idle]

One process: provider pollers + SQLite store + ranked REST API + MCP server + the site. Live at https://compute.pangle.online · API /api/offers, /api/history, /api/idle-history, /api/watches · MCP /mcp/ (streamable HTTP).

Run anywhere (the VPS lift)

docker compose up          # or:python3 -m venv venv && venv/bin/pip install -r requirements.txtvenv/bin/uvicorn app:app --port 8956

No external services, no keys required (keys in .env deepen Vast/RunPod results; DataCrunch and Akash need none).

The fee levers — there are two, and confusing them corrupts the data

FEE_BPS (core/economics.py) marks up displayed prices, and it is 0, permanently. The book, the tape, the index and the per-chip prices are published as THE MARKET's numbers — check any of them against the provider's own page. A markup here would quietly make every published price ours instead of theirs, so this lever stays off.

EXEC_FEE_BPS is the platform fee, charged on what we settle, never on what the provider charges: 2.5%, one cent minimum, capped at $5 per lease per UTC day (core/meter.py). Renters place on their own provider key and pay the provider directly; this is the only thing we take, and it is disclosed in the quote and the receipt before anything is placed.

REF_VAST / REF_RUNPOD referral slots ride the same seam.

Layout

providers/ one drop-in module per marketplace · core/ schema, rank, economics, stats · db.py SQLite (WAL) with provider_health honesty table · app.py FastAPI + scheduler + MCP mount · web/ the hand-written site (see DESIGN-DIRECTION.md).

Tests: venv/bin/python -m tests.test_pipeline

Generated pages

web/gpu/, web/vs/ and web/sitemap.xml are built artifacts — regenerate with venv/bin/python gen_gpu_pages.py (the deployment runs it hourly).

Fonts

Martian Mono ships in web/fonts/ (SIL OFL). The display serif (Erode, by Indian Type Foundry via Fontshare) is not redistributed here — its license doesn't allow it; fetch it from https://www.fontshare.com/fonts/erode into web/fonts/ as erode-400.woff2 / erode-600.woff2, or let the stack fall back to Georgia.

License

AGPL-3.0 — see LICENSE. Run it, fork it, learn from it; if you serve a modified version, share your changes the same way.

Source: README.md at commit e0a7cbf

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.

Parametersgpulimitregioncountryprovidermin_vram_gboffer_classmin_gpu_countmin_reliabilitymax_price_per_gpu_hr

get_offer

Fetch one offer by its id (from search_offers).

Parametersoffer_idrequired

market_stats

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

Takes no parameters.

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).

Parametersgpuhoursgpu_modeloffer_class

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].

Parametershours

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.

Parameterslimitmin_vram_gboffer_class

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.

Parametersdays

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.

Parametersgpugpu_modeloffer_class

spot_spread

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

Parametershoursgpu_model

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.

Parametersbatchlimitmodelcontextparams_bprecisionoffer_classtokens_per_s

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.

Takes no parameters.

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.

Parameterslabel

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.

Parametersdaysaccount_tokenrequired

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.

Parametersgpurequiredoffer_classwebhook_urlmax_price_per_gpu_hrrequired

watch_status

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

Parameterswatch_idrequired

delete_watch

Delete a watch by id.

Parameterswatch_idrequired

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_refills times with cooloff_seconds between death and refill. Honest limits: this re-provisions the MACHINE, not the WORK (GPU memory is not portable — resume from your own checkpoints); refills need your sidecar alive (it is both witness and executor); cancelling stops supervision but cannot destroy a running machine (the station holds no key). Watchdog: spend_alert_usd / age_alert_hours fire a "still yours?" webhook once per machine when the spend ESTIMATE (uptime x price; the provider's bill is authoritative) or age crosses your line — auto_destroy_budget_usd remains the hard stop.

Parametersgpurequiredstandingmax_refillsmin_vram_gboffer_classwebhook_urlmin_gpu_countage_alert_hourscooloff_secondsspend_alert_usdmax_price_per_gpu_hrrequiredauto_destroy_budget_usd

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.

Parametersorder_idrequiredorder_secret

cancel_limit_order

Cancel a limit order. Requires the order_secret from create_limit_order.

Parametersorder_idrequiredorder_secretrequired

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 — send back the one you were given; it is the accrual key for the daily fee cap and this station refuses ids it did not mint or that belong to another payer. `originator` is an OPTIONAL opaque attribution label (<=64 chars, e.g. a handle or a reverse-DNS name) naming the client implementation that produced the fill. It is carried unmodified onto the receipt and onto the public ledger row, and it never affects the price, the fee, verification or settlement — the same block costs the same either way. Returns the receipt on success. Every fill is published at /api/receipts. Wire contract: docs/X402-FEE-0.1.md, frozen as x402-fee/0.1. Note for x402 MCP-transport clients: this tool takes the payment as an ARGUMENT rather than in _meta["x402/payment"]. The payload is byte-identical; only the channel differs, because a tool argument is the one place every MCP client can portably put it. The HTTP rail is fully transport-conformant.

Parametersblockslease_idx_paymentoriginatorssh_pubkey

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.

Parametersimagelabelapi_keyrequiredconfirmdisk_gbdry_runoffer_idrequiredaccount_tokenidempotency_keymax_price_per_gpu_hrrequiredauto_destroy_budget_usd

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.

Parametersgpuimagelabelapi_keyrequiredconfirmcountrydisk_gbdry_runprovidermin_vram_gboffer_classaccount_token+4 more

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.

Parametersapi_keyrequiredproviderrequiredprovider_instance_idrequired

destroy_rental

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

Parametersapi_keyrequiredproviderrequiredprovider_instance_idrequired

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.

Parametersimageapi_keyrequiredconfirmdisk_gbdry_runorder_idrequiredorder_secretrequiredaccount_token

Version history

1
  1. v1.1.1LatestSep 16, 2026

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