compute.wick.pics

pics.wick.compute由 compute.wick.pics 发布官方发布者v1.1.1更新于 Oct 25, 2026

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

已验证Streamable HTTP可网页运行云端与基础设施金融数据与分析

概览

AI 生成的概览

远程 GPU 租赁市场服务器,让助手搜索实时 GPU 报价、比较价格与历史、设置价格监控和限价单,并租用或销毁实例。

可以做什么
按型号、类型、国家和 GPU 数量搜索并查看实时 GPU 报价,附市场统计与供应商数据可靠性。查看价格与闲置容量历史、性价比排行、价格分位和现货价差。估算显存是否够用,并核对各供应商的计费细则。创建、查询和删除价格监控与限价单。通过钱包微支付或自有供应商密钥租用 GPU,查询或销毁实例。注册计量账户并读取用量账本。
适用场景
适合让助手跨供应商查找和比较 GPU 租赁容量、跟踪价格走势,或直接下单租用、管理实例和价格提醒,而无需逐个访问各市场网站。
运行要求
远程 streamable HTTP 端点,浏览无需本地安装、账户或 API 密钥。在自有供应商账户上租用需每次调用传入供应商密钥;钱包租用通过 x402 使用 Base 上的 USDC。可选计量账户会返回一个 bearer 令牌。
安装前请注意
租用会产生真实费用:钱包租用支付 Base 上的 USDC,供应商密钥租用计入你的供应商账单,另加平台费(2.5%,最低 0.01 美元,每租约每 UTC 日上限 5 美元)。下单工具默认试运行,需 dry_run=false 且 confirm=true 才真正执行。destroy_rental 会删除实例。账户令牌和 order_secret 仅显示一次,等同密钥;供应商密钥按次传入。

安装

在 SourceWeft 中

  1. 打开 控制台中的 compute.wick.pics,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable,通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体,或 SourceWeft 对话中。智能体会读取该服务器的安装指南,先向你展示发布者、端点和登录方式,经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/pics.wick.compute%2Fmarket/install.md,并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前,先告诉我它的发布者、端点和登录方式,等我确认。不要把 API 密钥写进命令或我会提交的文件;问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "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.

来源:README.md,提交 e0a7cbf

工具

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.

输入参数gpulimitregioncountryprovidermin_vram_gboffer_classmin_gpu_countmin_reliabilitymax_price_per_gpu_hr

get_offer

Fetch one offer by its id (from search_offers).

输入参数offer_id必填

market_stats

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

无需输入参数。

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).

输入参数gpuhoursgpu_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].

输入参数hours

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.

输入参数limitmin_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.

输入参数days

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.

输入参数gpugpu_modeloffer_class

spot_spread

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

输入参数hoursgpu_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.

输入参数batchlimitmodelcontextparams_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.

无需输入参数。

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.

输入参数label

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.

输入参数daysaccount_token必填

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.

输入参数gpu必填offer_classwebhook_urlmax_price_per_gpu_hr必填

watch_status

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

输入参数watch_id必填

delete_watch

Delete a watch by id.

输入参数watch_id必填

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.

输入参数gpu必填standingmax_refillsmin_vram_gboffer_classwebhook_urlmin_gpu_countage_alert_hourscooloff_secondsspend_alert_usdmax_price_per_gpu_hr必填auto_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.

输入参数order_id必填order_secret

cancel_limit_order

Cancel a limit order. Requires the order_secret from create_limit_order.

输入参数order_id必填order_secret必填

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.

输入参数blockslease_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.

输入参数imagelabelapi_key必填confirmdisk_gbdry_runoffer_id必填account_tokenidempotency_keymax_price_per_gpu_hr必填auto_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.

输入参数gpuimagelabelapi_key必填confirmcountrydisk_gbdry_runprovidermin_vram_gboffer_classaccount_token另有 4 个

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.

输入参数api_key必填provider必填provider_instance_id必填

destroy_rental

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

输入参数api_key必填provider必填provider_instance_id必填

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.

输入参数imageapi_key必填confirmdisk_gbdry_runorder_id必填order_secret必填account_token

版本历史

1
  1. v1.1.1最新Sep 16, 2026

评分

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