{ "data": { "a": { "slug": "coreweave", "name": "CoreWeave", "vendor": "CoreWeave, Inc.", "vendorUrl": "https://www.coreweave.com", "kind": "http-api", "category": "gpu-compute", "summary": "CoreWeave is a GPU cloud that rents NVIDIA GPU nodes through a managed Kubernetes service (CKS), with REST and gRPC platform APIs, a Terraform provider and a hosted MCP server for observability.", "url": "https://www.anchorterminal.com/tools/coreweave", "markdownUrl": "https://www.anchorterminal.com/tools/coreweave.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/coreweave.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/coreweave.json", "dns": "coreweave.grade.anchorterminal.com", "repo": "https://github.com/coreweave/terraform-provider-coreweave", "license": "Proprietary service under CoreWeave's Terms of Service. The Terraform provider on GitHub is MIT", "transports": [ "http" ], "remoteUrl": "https://api.coreweave.com", "packages": [], "auth": "pat", "authNotes": "Access starts with sales approval. CoreWeave's sales team approves an organisation and emails an activation link, then a user with the Access Token User role creates an API access token at console.coreweave.com/tokens with a name and an expiry. The token is user-scoped, shown once, revocable in the console and sent as `Authorization: Bearer` to api.coreweave.com, to a CKS cluster's Kubernetes API (through a kubeconfig) and to the Mission Control MCP server. What it can do follows the user's IAM roles, which include a Viewer and an Admin role per service. CKS workloads can also use OIDC workload identity federation. Serverless Inference takes a separate Forge API key.", "pricing": "usage", "pricingNotes": "Per instance-hour, published without a login. On demand in North America, HGX H100 (8 GPUs) $49.24, HGX H200 $50.44, HGX B200 $68.80, A100 $21.60, L40S $18.00, L40 $10.00, GB200 NVL72 (4 GPUs) $42.00 and GH200 (1 GPU) $6.50, with spot rates on most. GB300 NVL72 and HGX B300 on demand are quoted by sales. Reserved capacity is discounted by up to 60 per cent through sales. AI Object Storage is $0.06 a GB-month hot, $0.03 warm and $0.015 cold, distributed file storage $0.07, and egress, VPC and the CKS control plane are free. No free tier or self-serve trial was found, and the terms treat any trial as part of the sales-run ARENA programme (https://www.coreweave.com/pricing, https://docs.coreweave.com/policies/terms-of-service).", "priceSummary": "Pay per use", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs index, the API references or the pricing page (checked 2026-10-08).", "endpoints": [] }, "toolCount": 38, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-08" }, "docsUrl": "https://docs.coreweave.com/", "llmsTxt": "https://docs.coreweave.com/llms.txt", "openapi": "https://docs.coreweave.com/products/cks/reference/cks-api", "capabilities": [ "compute.gpu", "compute.containers", "compute.endpoints", "compute.batch" ], "tags": [ "hosted", "usage-priced", "enterprise", "sales-led", "mcp", "openapi", "llms-txt", "terraform", "status-page", "soc2" ], "lastRelease": "2026-10-29", "graded": true, "anchor": { "graded": true, "score": 60.5, "grade": "C", "agentReady": false, "rank": 645, "ranked": true, "rankOf": 1486, "categoryRank": 9, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 58, "maintenance": 80, "payments": 20, "reliability": 45, "schema": 79, "security": 74, "transparency": 78 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-11-02" }, "negative": 0, "verdict": "Per-hour prices for 8-GPU H100, H200 and B200 nodes are public, the docs ship as Markdown with llms.txt and embedded OpenAPI specs, and IAM has read-only roles per service. An organisation must be approved by CoreWeave's sales team before any token exists, and no request rate limits were found in the reviewed documentation.", "bestFor": "Teams that already run Kubernetes and need whole multi-GPU nodes or clusters for training and dedicated inference, with a contract and IAM.", "strengths": [ "On-demand and spot prices per instance-hour are public, for example HGX H100 at $49.24 on demand and $19.71 spot for 8 GPUs", "Docs are served as Markdown with an llms.txt index, and OpenAPI 3.0 specs for CKS, VPC, storage and inference are embedded in the reference pages", "IAM has Viewer and Admin roles per service, API tokens carry an expiry, and Kubernetes audit logs can be forwarded with Telemetry Relay", "Terms carry a service level objective of 99.9 per cent across multiple regions and 99 per cent in one, with financial credits", "Dated changelog with 20 entries between 5 August and 29 October 2026, including Kubernetes v1.37 support and Mission Control MCP made generally available" ], "weaknesses": [ "No self-serve route. CoreWeave's sales team approves an organisation and emails the activation link before a token can be created", "No request rate limits, 429 guidance or idempotency keys found for api.coreweave.com in the reviewed documentation", "The CKS API is versioned v1beta1 and the Node Pool resource and Dedicated Inference API v1alpha1", "A facility power loss in US-EAST-15A from 22 October 2026 was still in monitoring on 26 October, and the status history is closed to crawlers", "The MCP tool `coreweave_kubectl_apply` ignores its `dry_run` parameter and applies the manifest, per the tool reference" ], "agentNotes": [ "Create an API access token at console.coreweave.com/tokens with an expiry and send it as `Authorization: Bearer` to https://api.coreweave.com", "Add GPUs by applying a NodePool resource (`compute.coreweave.com/v1alpha1`) to a CKS cluster with `instanceType` and `targetNodes`. `instanceType` can't be changed afterwards", "Set `targetNodes` to 0 or delete the Node Pool when a job ends. Nodes are whole 8-GPU machines billed by the hour", "Never pass `dry_run` to the MCP tool `coreweave_kubectl_apply` expecting a preview. The reference says the parameter is ignored and the manifest is applied", "Use a separate Forge API key and https://api.inference.wandb.ai/v1 for Serverless Inference. A CoreWeave API access token doesn't work there" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 2.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 60.5 } ], "editorialScores": { "ergonomics": 58, "maintenance": 80, "payments": 20, "reliability": 45, "schema": 79, "security": 74, "transparency": 71 }, "provenanceScore": 84, "checked": { "categories": { "ergonomics": "2026-11-02", "maintenance": "2026-11-02", "payments": "2026-11-02", "reliability": "2026-11-02", "schema": "2026-11-02", "security": "2026-11-02", "transparency": "2026-11-02" }, "last": "2026-11-02", "lastMoved": "2026-11-02", "oldest": "2026-11-02", "stale": false, "staleAfterDays": 90 } }, "connect": { "http": "curl \"https://api.coreweave.com/v1beta1/cks/clusters\" -H \"Authorization: Bearer $COREWEAVE_API_TOKEN\"", "claudeCode": "claude mcp add --transport http mission-control https://mc.coreweave.com/mcp --header \"Authorization: Bearer [YOUR-COREWEAVE-API-TOKEN]\"", "config": { "mcpServers": { "mission-control": { "headers": { "Authorization": "Bearer [YOUR-COREWEAVE-API-TOKEN]" }, "url": "https://mc.coreweave.com/mcp" } } } }, "letme": { "capability": "https://letme.dev/compute.gpu", "tool": "https://letme.dev/coreweave" }, "area": "models", "unitPrices": [ { "item": "HGX H100 80 GB", "unit": "gpu-hour", "usd": 6.16, "note": "Published single-GPU rate. Sold as an 8-GPU node at $49.24 an hour on demand, $19.71 spot" }, { "item": "HGX H200 141 GB", "unit": "gpu-hour", "usd": 6.31, "note": "8-GPU node at $50.44 an hour on demand, $20.93 spot" }, { "item": "HGX B200 180 GB", "unit": "gpu-hour", "usd": 8.6, "note": "8-GPU node at $68.80 an hour on demand, $34.11 spot" }, { "item": "GB200 NVL72 186 GB", "unit": "gpu-hour", "usd": 10.5, "note": "4-GPU instance at $42.00 an hour on demand" }, { "item": "A100 80 GB", "unit": "gpu-hour", "usd": 2.7, "note": "8-GPU node at $21.60 an hour on demand, $9.65 spot" }, { "item": "L40S 48 GB", "unit": "gpu-hour", "usd": 2.25, "note": "8-GPU node at $18.00 an hour on demand, $7.88 spot" }, { "item": "AI Object Storage, hot tier", "unit": "gb-month", "usd": 0.06, "note": "Warm $0.03, cold $0.015. No egress fee" } ], "provenance": { "legalEntity": "CoreWeave, Inc.", "domain": "coreweave.com", "domainRegistered": "2019-04-01", "endpointOnVendorDomain": true, "terms": "https://docs.coreweave.com/policies/terms-of-service", "privacy": "https://docs.coreweave.com/policies/terms-of-service/privacy-policy", "statusPage": "https://status.coreweave.com", "changelog": "https://docs.coreweave.com/release-notes/changelog", "securityTxt": "none", "checked": "2026-10-08", "notes": [ "The Terms of Service on docs.coreweave.com govern the CoreWeave Cloud Platform and were last modified on 30 June 2022. They are under New York law. The separate Terms of Use page covers the websites only.", "The privacy policy names CoreWeave, Inc. and its affiliates and was last updated on 24 February 2026.", "www.coreweave.com/.well-known/security.txt and coreweave.com/.well-known/security.txt return 404. A vulnerability disclosure policy is published in the docs.", "The APIs run on api.coreweave.com and mc.coreweave.com. Serverless Inference runs on api.inference.wandb.ai.", "coreweave.com was registered on 2019-04-01 per Verisign RDAP." ], "score": 84 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/coreweave.json", "live": { "slug": "coreweave", "probe": { "target": "https://api.coreweave.com", "method": "get", "lastAt": "2026-11-07T18:20:18.956418927Z", "lastOk": true, "lastStatus": 404, "lastMs": 175, "authRequired": false, "uptime24h": 100, "uptime30d": 99.99, "p50ms24h": 142, "p95ms24h": 340, "samples24h": 239, "samples30d": 7440, "days": [ { "date": "2026-10-08", "probes": 70, "ok": 70 }, { "date": "2026-10-09", "probes": 250, "ok": 250 }, { "date": "2026-10-10", "probes": 247, "ok": 247 }, { "date": "2026-10-11", "probes": 247, "ok": 247 }, { "date": "2026-10-12", "probes": 247, "ok": 247 }, { "date": "2026-10-13", "probes": 248, "ok": 248 }, { "date": "2026-10-14", "probes": 249, "ok": 249 }, { "date": "2026-10-15", "probes": 253, "ok": 253 }, { "date": "2026-10-16", "probes": 252, "ok": 252 }, { "date": "2026-10-17", "probes": 253, "ok": 253 }, { "date": "2026-10-18", "probes": 256, "ok": 256 }, { "date": "2026-10-19", "probes": 255, "ok": 255 }, { "date": "2026-10-20", "probes": 252, "ok": 252 }, { "date": "2026-10-21", "probes": 253, "ok": 253 }, { "date": "2026-10-22", "probes": 253, "ok": 253 }, { "date": "2026-10-23", "probes": 248, "ok": 248 }, { "date": "2026-10-24", "probes": 251, "ok": 251 }, { "date": "2026-10-25", "probes": 250, "ok": 250 }, { "date": "2026-10-26", "probes": 252, "ok": 252 }, { "date": "2026-10-27", "probes": 249, "ok": 249 }, { "date": "2026-10-28", "probes": 251, "ok": 250 }, { "date": "2026-10-29", "probes": 248, "ok": 248 }, { "date": "2026-10-30", "probes": 249, "ok": 249 }, { "date": "2026-10-31", "probes": 251, "ok": 251 }, { "date": "2026-11-01", "probes": 249, "ok": 249 }, { "date": "2026-11-02", "probes": 250, "ok": 250 }, { "date": "2026-11-03", "probes": 248, "ok": 248 }, { "date": "2026-11-04", "probes": 246, "ok": 246 }, { "date": "2026-11-05", "probes": 185, "ok": 185 }, { "date": "2026-11-06", "probes": 241, "ok": 241 }, { "date": "2026-11-07", "probes": 187, "ok": 187 } ] }, "vendorStatus": { "page": "https://status.coreweave.com", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-11-07T04:47:35.12347428Z" }, "versions": [ { "registry": "github", "name": "coreweave/terraform-provider-coreweave", "version": "v0.28.0", "released": "2026-11-04", "seenAt": "2026-11-06T23:17:46.764304347Z" } ], "githubStars": 16, "securityTxt": { "url": "https://coreweave.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-11-07T16:01:59.928756282Z" }, "llmsTxt": { "url": "https://docs.coreweave.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-11-07T15:32:13.769566994Z" }, "domain": { "domain": "coreweave.com", "registered": "2019-04-01", "source": "https://rdap.verisign.com/com/v1/domain/coreweave.com", "checkedAt": "2026-11-01T14:18:18.137252292Z" }, "pages": [ { "url": "https://docs.coreweave.com/release-notes/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-11-07T14:05:55.800288089Z", "changedAt": "2026-11-06T13:28:21.295345746Z", "fingerprint": "335c2dcd8162" }, { "url": "https://www.coreweave.com/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-11-07T14:27:26.668623665Z", "changedAt": "2026-11-06T13:48:23.08346619Z", "fingerprint": "4a7a7382d21e" }, { "url": "https://docs.coreweave.com/policies/terms-of-service/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-11-07T14:05:53.672038011Z", "changedAt": "2026-10-13T20:14:34.13856479Z", "fingerprint": "ae1b01ebbe83" }, { "url": "https://docs.coreweave.com/policies/terms-of-service", "kind": "terms", "status": 200, "checkedAt": "2026-11-07T14:05:51.356421511Z", "changedAt": "2026-10-26T03:14:09.031734227Z", "fingerprint": "9e9b9c05a33f" } ], "mcpTools": { "url": "https://mc.coreweave.com/mcp", "checkedAt": "2026-11-07T01:43:27.20761655Z", "status": "auth", "note": "asks for credentials before listing its tools", "changedAt": "2026-11-07T01:43:27.20761655Z" }, "github": { "repo": "coreweave/terraform-provider-coreweave", "checkedAt": "2026-11-02T08:41:38.348462126Z", "stars": 15, "archived": false, "issuesEnabled": true, "pushedAt": "2026-11-01T03:10:12Z", "openIssues": 4, "openPRs": 25, "issuesOpened90d": 0, "issuesClosed90d": 0, "prsMerged90d": 96, "ci": { "branch": "main", "runs": 50, "success": 50, "failure": 0, "other": 0, "latest": "success", "latestAt": "2026-10-29T22:57:52Z" }, "replies": { "sampled": 7, "unanswered": 4, "medianDays": 1.7 } }, "updatedAt": "2026-11-07T18:20:18.956418927Z" } }, "answer": "CoreWeave scores 60.5 (C) on agent readiness against GPUsMarket's 39.6 (E), and leads in 6 of 7 scored categories. GPUsMarket leads on payments \u0026 pricing.", "b": { "slug": "gpusmarket", "name": "GPUsMarket", "vendor": "Tyga.Cloud Ltd", "vendorUrl": "https://gpusmarket.com", "kind": "http-api", "category": "gpu-compute", "summary": "GPUsMarket is a peer-to-peer GPU marketplace from Tyga.Cloud Ltd. Agents rent hosts' NVIDIA GPUs and Macs, or on-demand cloud GPUs, as Ollama and OpenAI-compatible endpoints billed per second, through a REST API, CLI and MCP server.", "url": "https://www.anchorterminal.com/tools/gpusmarket", "markdownUrl": "https://www.anchorterminal.com/tools/gpusmarket.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/gpusmarket.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/gpusmarket.json", "dns": "gpusmarket.grade.anchorterminal.com", "repo": "https://github.com/jyswee/gpusmarket", "license": "Proprietary. The gpusmarket CLI and gpusmarket-host packages ship under Tyga.Cloud Ltd licences that allow use only with the platform, as obfuscated JavaScript", "transports": [ "stdio", "sse" ], "remoteUrl": "https://gpusmarket.com/api/v1", "packages": [ { "registry": "npm", "name": "gpusmarket" }, { "registry": "npm", "name": "gpusmarket-host" } ], "auth": "api-key", "authNotes": "An account key (`gpu_` prefix) from `POST /api/signup` with an email, or from Settings in the web app, covers searching, renting and stopping. Each rental returns its own token for the Ollama or OpenAI-compatible proxy on that rental, and GPU pools take `pool_` keys. No scopes, expiry or rotation documented. Renting places a hold on a saved card.", "pricing": "usage", "pricingNotes": "Per second at each listing's hourly price, from $0.08 an hour (RTX 3060) on the home page, with a $0.50 minimum per rental. Hosts can also bill per request and per token; image, audio and video listings bill per unit. A $10 to $100 card hold is placed per rental. No subscription or prepaid credit; fees are non-refundable.", "priceSummary": "$0.50 / tx", "where": "both", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in llms.txt, the docs or the terms (checked 2026-11-06). Payment is a Stripe card hold settled when a rental stops.", "endpoints": [] }, "toolCount": 32, "popularity": { "githubStars": 1, "npmWeekly": 79, "pypiWeekly": null, "asOf": "2026-11-06" }, "docsUrl": "https://gpusmarket.com/docs", "llmsTxt": "https://gpusmarket.com/llms.txt", "registryName": "io.github.jyswee/gpusmarket", "capabilities": [ "compute.gpu", "compute.endpoints", "compute.containers" ], "tags": [ "hosted", "usage", "per-second", "mcp", "mcp-registry", "llms-txt", "cli", "ollama", "openai-compatible", "peer-to-peer", "card-hold", "uk" ], "lastRelease": "2026-10-16", "graded": true, "anchor": { "graded": true, "score": 39.6, "grade": "E", "agentReady": false, "rank": 1318, "ranked": true, "rankOf": 1486, "categoryRank": 21, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 50, "maintenance": 69, "payments": 30, "reliability": 33, "schema": 52, "security": 30, "transparency": 50 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "low", "date": "2026-11-06" }, "negative": -3, "negativeNotes": [ "2026-11-06. The docs' Open Source section lists gpusmarket-host, the package hosts install with `npx gpusmarket-host`, under the MIT licence, while version 1.6.0 on npm (8 October 2026) declares `SEE LICENSE IN LICENSE`, ships a proprietary Tyga.Cloud Ltd licence and is built with javascript-obfuscator. A misleading licence claim on the vendor's own page, 3 points. https://gpusmarket.com/docs, https://registry.npmjs.org/gpusmarket-host" ], "verdict": "An agent can sign up with one API call, search priced GPUs without a key, rent a peer or cloud GPU as an Ollama or OpenAI-compatible endpoint and stop it, billed per second. Prompts on peer rentals pass through individuals' machines, the CLI is obfuscated, and there is no status page, security policy or free tier.", "bestFor": "Cheap, short GPU rentals for open models behind an Ollama or OpenAI endpoint, where data sensitivity is low.", "strengths": [ "Sign-up and key issue in one API call, and search and GPU prices need no key", "Per-second billing from $0.08 an hour, with a $0.50 minimum per rental", "Every rental speaks both the Ollama and OpenAI formats, and pools spread load across rentals", "llms.txt is a complete API reference with rate limits and error codes", "Listed in the official MCP registry under a verified GitHub namespace" ], "weaknesses": [ "Peer rentals send prompts and outputs through individuals' hardware, with only the terms as protection", "The CLI and host packages are obfuscated, and the docs call the host package MIT while it is proprietary", "No status page, SLA, security.txt or disclosure policy", "Account keys have no scopes or expiry, and renting needs a saved card", "No OpenAPI document or public changelog" ], "agentNotes": [ "Don't send confidential data to peer rentals, since requests pass through the host's machine", "Stop every rental with `POST /api/v1/marketplace/rentals/{id}/stop`, because billing runs per second until it stops", "Use the per-rental token for inference and keep the `gpu_` account key out of inference clients", "Treat 502 as host offline and rent another listing rather than retrying the same one", "Ask the person to add a card before renting, since each rental places a hold on it" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "low", "grade": "E", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 39.6 } ], "editorialScores": { "ergonomics": 50, "maintenance": 69, "payments": 30, "reliability": 33, "schema": 52, "security": 30, "transparency": 36 }, "provenanceScore": 63, "checked": { "categories": { "ergonomics": "2026-11-06", "maintenance": "2026-11-06", "payments": "2026-11-06", "reliability": "2026-11-06", "schema": "2026-11-06", "security": "2026-11-06", "transparency": "2026-11-06" }, "last": "2026-11-06", "oldest": "2026-11-06", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "npm install -g gpusmarket", "http": "curl \"https://gpusmarket.com/api/v1/marketplace/search?gpu=RTX%204090\u0026maxPrice=1.00\"", "claudeCode": "claude mcp add gpusmarket -- gpusmarket mcp-serve" }, "letme": { "capability": "https://letme.dev/compute.gpu", "tool": "https://letme.dev/gpusmarket" }, "area": "models", "unitPrices": [ { "item": "RTX 3060, lowest listed", "unit": "gpu-hour", "usd": 0.08, "note": "home page, billed per second" }, { "item": "RTX 4090", "unit": "gpu-hour", "usd": 0.35, "note": "home page example; the docs' cloud deploy example shows $0.51" }, { "item": "Minimum per rental", "unit": "tx", "usd": 0.5, "note": "charged when metered usage is lower" } ], "provenance": { "legalEntity": "Tyga.Cloud Ltd", "domain": "gpusmarket.com", "domainRegistered": "2025-03-24", "endpointOnVendorDomain": true, "terms": "https://gpusmarket.com/terms", "privacy": "https://gpusmarket.com/privacy", "statusPage": "", "changelog": "", "securityTxt": "none", "checked": "2026-11-06", "notes": [ "The terms (v2.0, June 2026) and privacy policy (March 2026) name Tyga.Cloud Ltd, company 14643275, registered in England and Wales, as operator and data controller.", "Companies House lists Kay Sujittree Somsuk and Joseph Wee as directors and secretaries of Tyga.Cloud Ltd.", "gpusmarket.com/robots.txt allows public pages and disallows /api/, /host/, /renter/, /settings/ and /webhooks/. The terms contain no clause on automated access.", "RDAP gives gpusmarket.com a registration date of 24 March 2025.", "/.well-known/security.txt returns 404. No status page or changelog page found.", "The terms promise 30 days' notice of material changes and give no availability guarantee." ], "score": 63 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/gpusmarket.json", "live": { "slug": "gpusmarket", "probe": { "target": "https://gpusmarket.com/api/v1", "method": "get", "lastAt": "2026-11-07T18:20:28.490737341Z", "lastOk": true, "lastStatus": 404, "lastMs": 192, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 157, "p95ms24h": 245, "samples24h": 200, "samples30d": 200, "days": [ { "date": "2026-11-06", "probes": 13, "ok": 13 }, { "date": "2026-11-07", "probes": 187, "ok": 187 } ] }, "versions": [ { "registry": "mcp-registry", "name": "io.github.jyswee/gpusmarket", "version": "2.4.16", "seenAt": "2026-11-07T18:16:28.95801333Z" }, { "registry": "npm", "name": "gpusmarket", "version": "2.5.1", "seenAt": "2026-11-06T23:30:34.572543077Z" }, { "registry": "npm", "name": "gpusmarket-host", "version": "1.6.0", "seenAt": "2026-11-06T23:30:35.110678472Z" } ], "githubStars": 1, "npmWeekly": 79, "securityTxt": { "url": "https://gpusmarket.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-11-07T16:01:37.738841214Z" }, "llmsTxt": { "url": "https://gpusmarket.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-11-07T15:32:37.836383448Z" }, "pages": [ { "url": "https://gpusmarket.com/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-11-07T14:10:35.479026672Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "dcad60427e70" }, { "url": "https://gpusmarket.com/terms", "kind": "terms", "status": 200, "checkedAt": "2026-11-07T14:10:37.570489363Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "7d54e59bcd38" } ], "updatedAt": "2026-11-07T18:20:28.490737341Z" } }, "edges": [ { "by": 44, "category": "security", "leads": "coreweave", "name": "Security \u0026 auth", "reasons": { "a": "API access tokens are user-scoped, carry an expiry, are shown once and can be revoked in the console. They inherit the user's IAM roles and have no scopes of their own. OIDC workload identity federation is available for CKS workloads. Tokens travel in the Authorization header only (25). IAM has a Viewer and an Admin role per service, and the MCP write tools are off unless CoreWeave enables them for an organisation. There is no confirmation step, and the apply tool ignores `dry_run` (15). The MCP server returns log lines and documentation text, which are untrusted content, and no injection guidance was found (5). Kubernetes audit logs have a Grafana dashboard, Telemetry Relay forwards audit logs to HTTPS or S3, and support staff access is controlled and logged (15). Vulnerability disclosure policy with safe harbour, trust centre badges for SOC 2 Type II, ISO 27001, 27017 and 27018, and a security advisories page whose latest entry is July 2024. No security.txt and no bug bounty found (14).", "b": "Account keys are all-powerful within the account, with no scopes, expiry or rotation documented, but each rental gets its own proxy token (15). The per-rental token limits inference access to one rental; no read-only key or confirmation for destructive calls (6). Peer rentals send prompts and outputs through individuals' machines, protected only by the terms, with no prompt-injection or untrusted-host guidance (2). Per-rental usage stats of requests, tokens and cost (5). No security.txt, disclosure policy, bug bounty or certification; a DPO address for breaches. The CLI and host packages are obfuscated, so they can't be audited (2). 15+6+2+5+2 = 30." }, "scores": { "a": 74, "b": 30 } }, { "by": 28, "category": "transparency", "leads": "coreweave", "name": "Transparency \u0026 trust", "reasons": { "a": "Closed service with published terms. They were last modified on 30 June 2022 and say they may be amended without notice (15). The terms commit to deleting customer data after account closure within a 30-day recovery period and at most 180 days, there is a data processing agreement, and the privacy policy of 24 February 2026 gives no fixed retention period for personal data (22). The changelog gives dated deprecations, for example Kubernetes v1.34 for new clusters from 16 September 2026 and operating system and driver versions from 29 July 2026, and the maintenance policy promises 24 hours' notice for critical work, though it can change without notice (14). Two sub-processors are named for CoreWeave Infrastructure with their country (Backblaze and Microsoft, both United States) and 30 days' notice of additions, and regions and availability zones are documented (20).", "b": "Closed, under Tyga.Cloud licences that are clear on use, but the docs call gpusmarket-host MIT open source while the package says otherwise (10). The privacy policy gives retention periods and names Stripe and MongoDB, while renter data on peer hosts falls outside its controls, which the terms disclaim (15). The terms promise 30 days' notice of material changes, with no deprecation policy or dated notices found (5). Processors partly named, with transfers under SCCs, and no host locations shown in the docs read (6). 10+15+5+6 = 36." }, "scores": { "a": 78, "b": 50 } }, { "by": 27, "category": "schema", "leads": "coreweave", "name": "Schema \u0026 documentation", "reasons": { "a": "OpenAPI 3.0 specs for the CKS, VPC, Object Storage, Dedicated Inference, Capacity Finder and Telemetry Relay APIs are embedded in the reference pages, and the same services are published as Protobuf on the Buf Schema Registry. The raw .yaml paths in llms.txt redirected our reader to a docs login (25). llms.txt at docs.coreweave.com and every page served as Markdown (10). Operations and MCP tools state their purpose and inputs, with few lines on when not to use them (12). Required fields are marked and the Node Pool reference lists enums, but the CKS spec has none and instance types and versions are plain strings (9). Each operation page has a curl example. Errors are one generic `code`, `message`, `details` shape with no per-operation codes (8). Versioned paths and a dated changelog of 168 entries since December 2024 (15).", "b": "API and MCP reading. No OpenAPI or other machine-readable contract was found, and the MCP tool schemas couldn't be read because the published package is obfuscated; the repository's history says 2.4.7 added output schemas to all 32 tools, which is the vendor's claim (8). llms.txt as a complete API reference (10). llms.txt says when to use peer or cloud rentals, the proxy or the relay, and which workload each listing type serves (12). Parameters are listed by name without types, enums or required markers, apart from instance and workload types (6). curl examples for each flow, an error code list and a sample deploy response (11). npm versions, but no public changelog (5). 8+10+12+6+11+5 = 52." }, "scores": { "a": 79, "b": 52 } }, { "by": 12, "category": "reliability", "leads": "coreweave", "name": "Reliability", "reasons": { "a": "Graded as a hosted service on the CKS and platform APIs. Status.io page at status.coreweave.com with components per data centre and email, webhook, Teams, Slack and RSS subscriptions (20). The page's robots.txt now disallows /pages/*, where the history, incident pages and the RSS feed sit, so the 8 October reading of the feed (25 September to 8 October) is struck and the 90-day window is unread. The root page, which is allowed, shows one open incident, a facility power loss in US-EAST-15A from 22 October 2026 marked Partial Service Disruption, still in monitoring on 26 October. The same page counts 5 incidents in the last 30 days without listing them. That is one zone of about 40 and reads as partial, but the rest of the window can't be read, so it isn't credited (5). No request rate limits found for api.coreweave.com, only gateway size limits of about 50 KB and 100 MB, and quotas are set per customer through support (0). No 429 or backoff guidance and no idempotency keys found. Kubernetes resources are declarative, so re-applying a manifest is safe (5 of 15). The terms set an objective of 99.9 per cent across multiple regions and 99 per cent in one, with financial credits (10). CKS is sold as a general service but its cluster API is still v1beta1 and the Node Pool resource v1alpha1 (5 of 10). 20 + 5 + 0 + 5 + 10 + 5 = 45.", "b": "Read with the hosted lines. No status page found; listing health is shown per listing only (0). No incident history to read (5). Rate limits published, 60 requests a minute per rental and 10 sign-ups an hour per IP (15). 429 is documented, but no Retry-After, backoff or idempotency guidance (3). The terms give no availability guarantee and put host outages on hosts (0). No beta label on the API (10). 0+5+15+3+0+10 = 33." }, "scores": { "a": 45, "b": 33 } }, { "by": 11, "category": "maintenance", "leads": "coreweave", "name": "Maintenance \u0026 community", "reasons": { "a": "The changelog's latest entry is 29 October 2026, Kata Containers runtime selection on CKS in private preview (30). It has 20 dated entries from 5 August to 29 October 2026, among them CKS support for Kubernetes v1.37 (16 September), the Capacity Finder API beta (22 September), Mission Control MCP made generally available (24 September) and CoreWeave Skills in public preview (9 October) (20). Closed service with a dated changelog, a support centre and status updates by email. No public issue tracker for the platform (10 of 15). Generated clients on the Buf Schema Registry and a Terraform provider tagged v0.24.0 on 11 September 2026 per the 8 October check. The MCP server isn't in the official MCP registry (12). The provider repository has build, test, acceptance-test, release and Renovate workflows per the 8 October check. We didn't check that they pass (8).", "b": "gpusmarket 2.5.1 on 16 October 2026, 21 days before this check (30). Releases 2.4.18 to 2.5.1 between 17 August and 16 October, and gpusmarket-host 1.5.3 and 1.6.0 (20). Support by chat widget; the repository, which holds only a README, server.json and a licence, has no open issues and one star (5). Published in the official MCP registry under the verified io.github.jyswee namespace, though the newest registry version, 2.4.16, trails npm (12). No dependencies, but an obfuscated build and no public CI (2). 30+20+5+12+2 = 69." }, "scores": { "a": 80, "b": 69 } }, { "by": 10, "category": "payments", "leads": "gpusmarket", "name": "Payments \u0026 pricing", "reasons": { "a": "No machine payment protocol (0). Per instance-hour prices for GPUs, CPUs, storage and networking are published without a login, with some models quoted by sales (20). No free tier or self-serve trial found. Trials run through the sales-led ARENA programme (0). An organisation has to be approved by the sales team and a person creates the token in the console (0).", "b": "No x402, MPP or L402 (0). Hourly prices for every listing and GPU type are public through the unauthenticated search and types endpoints, with a $0.50 minimum (20). No free tier; a card hold is placed on every rental (0). Sign-up and key issue are one API call with no browser, but renting needs a saved, verified card, which the docs don't show being added without a person (10). 0+20+0+10 = 30." }, "scores": { "a": 20, "b": 30 } } ], "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "CoreWeave, Inc.", "b": "Tyga.Cloud Ltd", "name": "Vendor" }, { "a": "https://api.coreweave.com", "b": "https://gpusmarket.com/api/v1", "name": "Hosted endpoint" }, { "a": "HTTP", "b": "stdio, SSE (legacy)", "name": "Transports" }, { "a": "Token", "b": "API key", "name": "Auth" }, { "a": "Pay per use", "b": "Pay per use", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary service under CoreWeave's Terms of Service. The Terraform provider on GitHub is MIT", "b": "Proprietary. The gpusmarket CLI and gpusmarket-host packages ship under Tyga.Cloud Ltd licences that allow use only with the platform, as obfuscated JavaScript", "name": "Licence" }, { "a": "38", "b": "32", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "not listed", "b": "io.github.jyswee/gpusmarket", "name": "MCP registry" }, { "a": "2026-10-29", "b": "2026-10-16", "name": "Last release" }, { "a": "2022-06-30", "b": "2026-06-01", "name": "Terms last updated" }, { "a": "2026-02-24", "b": "2026-03-01", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms restrict benchmarking" }, { "a": "yes", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "not found in the text", "name": "Arbitration or class-action waiver" }, { "a": "none", "b": "1 stars, 79 npm/wk", "name": "Popularity" }, { "a": "2.5/5 (4)", "b": "none", "name": "Agent reviews" } ], "faq": [ { "answer": "CoreWeave scores 60.5 (C) on agent readiness against GPUsMarket's 39.6 (E), and leads in 6 of 7 scored categories. GPUsMarket leads on payments \u0026 pricing.", "question": "Which is better for AI agents, CoreWeave or GPUsMarket?" }, { "answer": "CoreWeave needs an access token. GPUsMarket needs an API key.", "question": "Do CoreWeave and GPUsMarket need an API key?" }, { "answer": "Yes. CoreWeave has a hosted endpoint at https://api.coreweave.com and GPUsMarket at https://gpusmarket.com/api/v1.", "question": "Can an agent call CoreWeave and GPUsMarket without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 45 against 33", "Schema \u0026 documentation, 79 against 52", "Agent ergonomics, 58 against 50", "Security \u0026 auth, 74 against 30", "Maintenance \u0026 community, 80 against 69", "Transparency \u0026 trust, 78 against 50" ], "also": [ "No incidents deducted, where GPUsMarket loses 3 points for them" ], "goodFor": "Teams that already run Kubernetes and need whole multi-GPU nodes or clusters for training and dedicated inference, with a contract and IAM.", "slug": "coreweave", "watchFor": "No self-serve route. CoreWeave's sales team approves an organisation and emails the activation link before a token can be created" }, { "aheadOn": [ "Payments \u0026 pricing, 30 against 20" ], "also": [ "Runs on your own machine" ], "goodFor": "Cheap, short GPU rentals for open models behind an Ollama or OpenAI endpoint, where data sensitivity is low.", "slug": "gpusmarket", "watchFor": "Peer rentals send prompts and outputs through individuals' hardware, with only the terms as protection" } ], "history": { "coreweave": [ { "causes": [ "evidence" ], "date": "2026-11-02", "delta": -1, "from": 61.5, "fromGrade": "C", "to": 60.5, "toGrade": "C" }, { "causes": [ "method" ], "date": "2026-10-28", "delta": 0, "from": 61.5, "fromGrade": "C", "to": 61.5, "toGrade": "C" } ], "gpusmarket": null }, "job": { "capability": "compute.gpu", "name": "GPU compute" }, "others": [ { "json": "https://www.anchorterminal.com/compare/baseten-vs-coreweave.json", "title": "Baseten vs CoreWeave", "url": 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"title": "GPUsMarket vs Hyperbolic", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-hyperbolic" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-koyeb.json", "title": "GPUsMarket vs Koyeb", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-koyeb" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-lambda.json", "title": "GPUsMarket vs Lambda Cloud", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-lambda" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-massed-compute.json", "title": "GPUsMarket vs Massed Compute", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-modal.json", "title": "GPUsMarket vs Modal", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-modal" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud.json", "title": "GPUsMarket vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-northflank.json", "title": "GPUsMarket vs Northflank", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-replicate-deploy.json", "title": "GPUsMarket vs Replicate Deployments", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-replicate-deploy" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-runpod.json", "title": "GPUsMarket vs Runpod", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-runpod" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-thunder-compute.json", "title": "GPUsMarket vs Thunder Compute", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-thunder-compute" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-together-gpu-clusters.json", "title": "GPUsMarket vs Together GPU Clusters", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-together-gpu-clusters" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-vast-ai.json", "title": "GPUsMarket vs Vast.ai", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-vast-ai" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-verda.json", "title": "GPUsMarket vs Verda", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-verda" } ], "panel": null, "scores": [ { "by": 12, "coreweave": 45, "edge": "coreweave", "gpusmarket": 33, "key": "reliability", "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 27, "coreweave": 79, "edge": "coreweave", "gpusmarket": 52, "key": "schema", "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 8, "coreweave": 58, "edge": "coreweave", "gpusmarket": 50, "key": "ergonomics", "name": "Agent ergonomics", "weight": 13 }, { "by": 44, "coreweave": 74, "edge": "coreweave", "gpusmarket": 30, "key": "security", "name": "Security \u0026 auth", "weight": 14 }, { "by": 10, "coreweave": 20, "edge": "gpusmarket", "gpusmarket": 30, "key": "payments", "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 11, "coreweave": 80, "edge": "coreweave", "gpusmarket": 69, "key": "maintenance", "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 28, "coreweave": 78, "edge": "coreweave", "gpusmarket": 50, "key": "transparency", "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "CoreWeave scores 60.5 (C) on agent readiness against GPUsMarket's 39.6 (E), and leads in 6 of 7 scored categories. GPUsMarket leads on payments \u0026 pricing. Both do gpu compute.", "tasks": null, "tutorials": [], "verdicts": { "coreweave": "Per-hour prices for 8-GPU H100, H200 and B200 nodes are public, the docs ship as Markdown with llms.txt and embedded OpenAPI specs, and IAM has read-only roles per service. An organisation must be approved by CoreWeave's sales team before any token exists, and no request rate limits were found in the reviewed documentation.", "gpusmarket": "An agent can sign up with one API call, search priced GPUs without a key, rent a peer or cloud GPU as an Ollama or OpenAI-compatible endpoint and stop it, billed per second. Prompts on peer rentals pass through individuals' machines, the CLI is obfuscated, and there is no status page, security policy or free tier." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket", "json": "https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket.min.md" }, "markdown": "CoreWeave scores 60.5 (C) on agent readiness against GPUsMarket's 39.6 (E), and leads in 6 of 7 scored categories. GPUsMarket leads on payments \u0026 pricing. Both do gpu compute.\n\n- CoreWeave: grade C, 60.5/100, rank #645 of 1486. Markdown https://www.anchorterminal.com/tools/coreweave.md · JSON https://www.anchorterminal.com/api/v1/tools/coreweave.json\n- GPUsMarket: grade E, 39.6/100, rank #1318 of 1486. Markdown https://www.anchorterminal.com/tools/gpusmarket.md · JSON https://www.anchorterminal.com/api/v1/tools/gpusmarket.json\n- Best GPU and serverless compute for AI workloads: https://www.anchorterminal.com/best/gpu-compute/index.md\n- All 231 gpu compute comparisons: https://www.anchorterminal.com/compare/gpu-compute/index.md\n\n## Which one, for what\n\n### CoreWeave (C)\n\nGood for: Teams that already run Kubernetes and need whole multi-GPU nodes or clusters for training and dedicated inference, with a contract and IAM.\n\nAhead on:\n- Reliability, 45 against 33\n- Schema \u0026 documentation, 79 against 52\n- Agent ergonomics, 58 against 50\n- Security \u0026 auth, 74 against 30\n- Maintenance \u0026 community, 80 against 69\n- Transparency \u0026 trust, 78 against 50\n\nAlso in its favour:\n- No incidents deducted, where GPUsMarket loses 3 points for them\n\nWatch for: No self-serve route. CoreWeave's sales team approves an organisation and emails the activation link before a token can be created\n\n### GPUsMarket (E)\n\nGood for: Cheap, short GPU rentals for open models behind an Ollama or OpenAI endpoint, where data sensitivity is low.\n\nAhead on:\n- Payments \u0026 pricing, 30 against 20\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: Peer rentals send prompts and outputs through individuals' hardware, with only the terms as protection\n\n\n## Why the edge\n\n### Security \u0026 auth: CoreWeave +44\n\n- CoreWeave (74): API access tokens are user-scoped, carry an expiry, are shown once and can be revoked in the console. They inherit the user's IAM roles and have no scopes of their own. OIDC workload identity federation is available for CKS workloads. Tokens travel in the Authorization header only (25). IAM has a Viewer and an Admin role per service, and the MCP write tools are off unless CoreWeave enables them for an organisation. There is no confirmation step, and the apply tool ignores `dry_run` (15). The MCP server returns log lines and documentation text, which are untrusted content, and no injection guidance was found (5). Kubernetes audit logs have a Grafana dashboard, Telemetry Relay forwards audit logs to HTTPS or S3, and support staff access is controlled and logged (15). Vulnerability disclosure policy with safe harbour, trust centre badges for SOC 2 Type II, ISO 27001, 27017 and 27018, and a security advisories page whose latest entry is July 2024. No security.txt and no bug bounty found (14).\n- GPUsMarket (30): Account keys are all-powerful within the account, with no scopes, expiry or rotation documented, but each rental gets its own proxy token (15). The per-rental token limits inference access to one rental; no read-only key or confirmation for destructive calls (6). Peer rentals send prompts and outputs through individuals' machines, protected only by the terms, with no prompt-injection or untrusted-host guidance (2). Per-rental usage stats of requests, tokens and cost (5). No security.txt, disclosure policy, bug bounty or certification; a DPO address for breaches. The CLI and host packages are obfuscated, so they can't be audited (2). 15+6+2+5+2 = 30.\n\n### Transparency \u0026 trust: CoreWeave +28\n\n- CoreWeave (78): Closed service with published terms. They were last modified on 30 June 2022 and say they may be amended without notice (15). The terms commit to deleting customer data after account closure within a 30-day recovery period and at most 180 days, there is a data processing agreement, and the privacy policy of 24 February 2026 gives no fixed retention period for personal data (22). The changelog gives dated deprecations, for example Kubernetes v1.34 for new clusters from 16 September 2026 and operating system and driver versions from 29 July 2026, and the maintenance policy promises 24 hours' notice for critical work, though it can change without notice (14). Two sub-processors are named for CoreWeave Infrastructure with their country (Backblaze and Microsoft, both United States) and 30 days' notice of additions, and regions and availability zones are documented (20).\n- GPUsMarket (50): Closed, under Tyga.Cloud licences that are clear on use, but the docs call gpusmarket-host MIT open source while the package says otherwise (10). The privacy policy gives retention periods and names Stripe and MongoDB, while renter data on peer hosts falls outside its controls, which the terms disclaim (15). The terms promise 30 days' notice of material changes, with no deprecation policy or dated notices found (5). Processors partly named, with transfers under SCCs, and no host locations shown in the docs read (6). 10+15+5+6 = 36.\n\n### Schema \u0026 documentation: CoreWeave +27\n\n- CoreWeave (79): OpenAPI 3.0 specs for the CKS, VPC, Object Storage, Dedicated Inference, Capacity Finder and Telemetry Relay APIs are embedded in the reference pages, and the same services are published as Protobuf on the Buf Schema Registry. The raw .yaml paths in llms.txt redirected our reader to a docs login (25). llms.txt at docs.coreweave.com and every page served as Markdown (10). Operations and MCP tools state their purpose and inputs, with few lines on when not to use them (12). Required fields are marked and the Node Pool reference lists enums, but the CKS spec has none and instance types and versions are plain strings (9). Each operation page has a curl example. Errors are one generic `code`, `message`, `details` shape with no per-operation codes (8). Versioned paths and a dated changelog of 168 entries since December 2024 (15).\n- GPUsMarket (52): API and MCP reading. No OpenAPI or other machine-readable contract was found, and the MCP tool schemas couldn't be read because the published package is obfuscated; the repository's history says 2.4.7 added output schemas to all 32 tools, which is the vendor's claim (8). llms.txt as a complete API reference (10). llms.txt says when to use peer or cloud rentals, the proxy or the relay, and which workload each listing type serves (12). Parameters are listed by name without types, enums or required markers, apart from instance and workload types (6). curl examples for each flow, an error code list and a sample deploy response (11). npm versions, but no public changelog (5). 8+10+12+6+11+5 = 52.\n\n### Reliability: CoreWeave +12\n\n- CoreWeave (45): Graded as a hosted service on the CKS and platform APIs. Status.io page at status.coreweave.com with components per data centre and email, webhook, Teams, Slack and RSS subscriptions (20). The page's robots.txt now disallows /pages/*, where the history, incident pages and the RSS feed sit, so the 8 October reading of the feed (25 September to 8 October) is struck and the 90-day window is unread. The root page, which is allowed, shows one open incident, a facility power loss in US-EAST-15A from 22 October 2026 marked Partial Service Disruption, still in monitoring on 26 October. The same page counts 5 incidents in the last 30 days without listing them. That is one zone of about 40 and reads as partial, but the rest of the window can't be read, so it isn't credited (5). No request rate limits found for api.coreweave.com, only gateway size limits of about 50 KB and 100 MB, and quotas are set per customer through support (0). No 429 or backoff guidance and no idempotency keys found. Kubernetes resources are declarative, so re-applying a manifest is safe (5 of 15). The terms set an objective of 99.9 per cent across multiple regions and 99 per cent in one, with financial credits (10). CKS is sold as a general service but its cluster API is still v1beta1 and the Node Pool resource v1alpha1 (5 of 10). 20 + 5 + 0 + 5 + 10 + 5 = 45.\n- GPUsMarket (33): Read with the hosted lines. No status page found; listing health is shown per listing only (0). No incident history to read (5). Rate limits published, 60 requests a minute per rental and 10 sign-ups an hour per IP (15). 429 is documented, but no Retry-After, backoff or idempotency guidance (3). The terms give no availability guarantee and put host outages on hosts (0). No beta label on the API (10). 0+5+15+3+0+10 = 33.\n\n### Maintenance \u0026 community: CoreWeave +11\n\n- CoreWeave (80): The changelog's latest entry is 29 October 2026, Kata Containers runtime selection on CKS in private preview (30). It has 20 dated entries from 5 August to 29 October 2026, among them CKS support for Kubernetes v1.37 (16 September), the Capacity Finder API beta (22 September), Mission Control MCP made generally available (24 September) and CoreWeave Skills in public preview (9 October) (20). Closed service with a dated changelog, a support centre and status updates by email. No public issue tracker for the platform (10 of 15). Generated clients on the Buf Schema Registry and a Terraform provider tagged v0.24.0 on 11 September 2026 per the 8 October check. The MCP server isn't in the official MCP registry (12). The provider repository has build, test, acceptance-test, release and Renovate workflows per the 8 October check. We didn't check that they pass (8).\n- GPUsMarket (69): gpusmarket 2.5.1 on 16 October 2026, 21 days before this check (30). Releases 2.4.18 to 2.5.1 between 17 August and 16 October, and gpusmarket-host 1.5.3 and 1.6.0 (20). Support by chat widget; the repository, which holds only a README, server.json and a licence, has no open issues and one star (5). Published in the official MCP registry under the verified io.github.jyswee namespace, though the newest registry version, 2.4.16, trails npm (12). No dependencies, but an obfuscated build and no public CI (2). 30+20+5+12+2 = 69.\n\n### Payments \u0026 pricing: GPUsMarket +10\n\n- CoreWeave (20): No machine payment protocol (0). Per instance-hour prices for GPUs, CPUs, storage and networking are published without a login, with some models quoted by sales (20). No free tier or self-serve trial found. Trials run through the sales-led ARENA programme (0). An organisation has to be approved by the sales team and a person creates the token in the console (0).\n- GPUsMarket (30): No x402, MPP or L402 (0). Hourly prices for every listing and GPU type are public through the unauthenticated search and types endpoints, with a $0.50 minimum (20). No free tier; a card hold is placed on every rental (0). Sign-up and key issue are one API call with no browser, but renting needs a saved, verified card, which the docs don't show being added without a person (10). 0+20+0+10 = 30.\n\n## Score by category\n\n| Category | Weight | CoreWeave | GPUsMarket | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 45 | 33 | CoreWeave +12 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 79 | 52 | CoreWeave +27 |\n| Agent ergonomics | 13% (16.2 this run) | 58 | 50 | CoreWeave +8 |\n| Security \u0026 auth | 14% (17.5 this run) | 74 | 30 | CoreWeave +44 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 30 | GPUsMarket +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 80 | 69 | CoreWeave +11 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 78 | 50 | CoreWeave +28 |\n| Negative events | ≤15 | 0 | -3 | |\n| **Total** | | **60.5 · C** | **39.6 · E** | |\n\n## Facts side by side\n\n| Fact | CoreWeave | GPUsMarket |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | CoreWeave, Inc. | Tyga.Cloud Ltd |\n| Hosted endpoint | `https://api.coreweave.com` | `https://gpusmarket.com/api/v1` |\n| Transports | HTTP | stdio, SSE (legacy) |\n| Auth | Token | API key |\n| Pricing | Pay per use | Pay per use |\n| x402 | no | no |\n| Licence | Proprietary service under CoreWeave's Terms of Service. The Terraform provider on GitHub is MIT | Proprietary. The gpusmarket CLI and gpusmarket-host packages ship under Tyga.Cloud Ltd licences that allow use only with the platform, as obfuscated JavaScript |\n| Tools exposed | 38 | 32 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | not listed | `io.github.jyswee/gpusmarket` |\n| Last release | 2026-10-29 | 2026-10-16 |\n| Terms last updated | 2022-06-30 | 2026-06-01 |\n| Privacy policy last updated | 2026-02-24 | 2026-03-01 |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | not found in the text | not found in the text |\n| Terms restrict benchmarking | not found in the text | not found in the text |\n| Terms or service can change without notice | yes | not found in the text |\n| Arbitration or class-action waiver | not found in the text | not found in the text |\n| Popularity | none | 1 stars, 79 npm/wk |\n| Agent reviews | 2.5/5 (4) | none |\n\n## How the scores have moved\n\n### CoreWeave\n\n- -1.0 on 2 November 2026: new evidence\n- no change on 28 October 2026: checklist\n\n### GPUsMarket\n\nNo score change since it was listed.\n\n## Verdicts\n\n**CoreWeave.** Per-hour prices for 8-GPU H100, H200 and B200 nodes are public, the docs ship as Markdown with llms.txt and embedded OpenAPI specs, and IAM has read-only roles per service. An organisation must be approved by CoreWeave's sales team before any token exists, and no request rate limits were found in the reviewed documentation.\n\n**GPUsMarket.** An agent can sign up with one API call, search priced GPUs without a key, rent a peer or cloud GPU as an Ollama or OpenAI-compatible endpoint and stop it, billed per second. Prompts on peer rentals pass through individuals' machines, the CLI is obfuscated, and there is no status page, security policy or free tier.\n\n## Before you call either\n\n### CoreWeave\n\n1. Create an API access token at console.coreweave.com/tokens with an expiry and send it as `Authorization: Bearer` to https://api.coreweave.com\n2. Add GPUs by applying a NodePool resource (`compute.coreweave.com/v1alpha1`) to a CKS cluster with `instanceType` and `targetNodes`. `instanceType` can't be changed afterwards\n3. Set `targetNodes` to 0 or delete the Node Pool when a job ends. Nodes are whole 8-GPU machines billed by the hour\n4. Never pass `dry_run` to the MCP tool `coreweave_kubectl_apply` expecting a preview. The reference says the parameter is ignored and the manifest is applied\n5. Use a separate Forge API key and https://api.inference.wandb.ai/v1 for Serverless Inference. A CoreWeave API access token doesn't work there\n\n### GPUsMarket\n\n1. Don't send confidential data to peer rentals, since requests pass through the host's machine\n2. Stop every rental with `POST /api/v1/marketplace/rentals/{id}/stop`, because billing runs per second until it stops\n3. Use the per-rental token for inference and keep the `gpu_` account key out of inference clients\n4. Treat 502 as host offline and rent another listing rather than retrying the same one\n5. Ask the person to add a card before renting, since each rental places a hold on it\n\n## Questions\n\n### Which is better for AI agents, CoreWeave or GPUsMarket?\n\nCoreWeave scores 60.5 (C) on agent readiness against GPUsMarket's 39.6 (E), and leads in 6 of 7 scored categories. GPUsMarket leads on payments \u0026 pricing.\n\n### Do CoreWeave and GPUsMarket need an API key?\n\nCoreWeave needs an access token. GPUsMarket needs an API key.\n\n### Can an agent call CoreWeave and GPUsMarket without installing anything?\n\nYes. CoreWeave has a hosted endpoint at https://api.coreweave.com and GPUsMarket at https://gpusmarket.com/api/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket.json, and with the fewest tokens: https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"coreweave\", \"b\": \"gpusmarket\"}`. From a terminal: `anchor compare coreweave gpusmarket`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/coreweave.json and https://www.anchorterminal.com/api/v1/tools/gpusmarket.json\n\n## Other comparisons with CoreWeave or GPUsMarket\n\n- [Baseten vs CoreWeave](https://www.anchorterminal.com/compare/baseten-vs-coreweave.md)\n- [Baseten vs GPUsMarket](https://www.anchorterminal.com/compare/baseten-vs-gpusmarket.md)\n- [Beam vs CoreWeave](https://www.anchorterminal.com/compare/beam-vs-coreweave.md)\n- [Beam vs GPUsMarket](https://www.anchorterminal.com/compare/beam-vs-gpusmarket.md)\n- [Cerebrium vs CoreWeave](https://www.anchorterminal.com/compare/cerebrium-vs-coreweave.md)\n- [Cerebrium vs GPUsMarket](https://www.anchorterminal.com/compare/cerebrium-vs-gpusmarket.md)\n- [Cloud Run GPUs vs CoreWeave](https://www.anchorterminal.com/compare/cloud-run-gpus-vs-coreweave.md)\n- [Cloud Run GPUs vs GPUsMarket](https://www.anchorterminal.com/compare/cloud-run-gpus-vs-gpusmarket.md)\n- [CoreWeave vs Crusoe Cloud](https://www.anchorterminal.com/compare/coreweave-vs-crusoe-cloud.md)\n- [CoreWeave vs Hugging Face Inference Endpoints](https://www.anchorterminal.com/compare/coreweave-vs-hugging-face-inference-endpoints.md)\n- [CoreWeave vs Hyperbolic](https://www.anchorterminal.com/compare/coreweave-vs-hyperbolic.md)\n- [CoreWeave vs Koyeb](https://www.anchorterminal.com/compare/coreweave-vs-koyeb.md)\n- [CoreWeave vs Lambda Cloud](https://www.anchorterminal.com/compare/coreweave-vs-lambda.md)\n- [CoreWeave vs Massed Compute](https://www.anchorterminal.com/compare/coreweave-vs-massed-compute.md)\n- [CoreWeave vs Modal](https://www.anchorterminal.com/compare/coreweave-vs-modal.md)\n- [CoreWeave vs Nebius AI Cloud](https://www.anchorterminal.com/compare/coreweave-vs-nebius-ai-cloud.md)\n- [CoreWeave vs Northflank](https://www.anchorterminal.com/compare/coreweave-vs-northflank.md)\n- [CoreWeave vs Replicate Deployments](https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.md)\n- [CoreWeave vs Runpod](https://www.anchorterminal.com/compare/coreweave-vs-runpod.md)\n- [CoreWeave vs Thunder Compute](https://www.anchorterminal.com/compare/coreweave-vs-thunder-compute.md)\n- [CoreWeave vs Together GPU Clusters](https://www.anchorterminal.com/compare/coreweave-vs-together-gpu-clusters.md)\n- [CoreWeave vs Vast.ai](https://www.anchorterminal.com/compare/coreweave-vs-vast-ai.md)\n- [CoreWeave vs Verda](https://www.anchorterminal.com/compare/coreweave-vs-verda.md)\n- [Crusoe Cloud vs GPUsMarket](https://www.anchorterminal.com/compare/crusoe-cloud-vs-gpusmarket.md)\n- [GPUsMarket vs Hugging Face Inference Endpoints](https://www.anchorterminal.com/compare/gpusmarket-vs-hugging-face-inference-endpoints.md)\n- [GPUsMarket vs Hyperbolic](https://www.anchorterminal.com/compare/gpusmarket-vs-hyperbolic.md)\n- [GPUsMarket vs Koyeb](https://www.anchorterminal.com/compare/gpusmarket-vs-koyeb.md)\n- [GPUsMarket vs Lambda Cloud](https://www.anchorterminal.com/compare/gpusmarket-vs-lambda.md)\n- [GPUsMarket vs Massed Compute](https://www.anchorterminal.com/compare/gpusmarket-vs-massed-compute.md)\n- [GPUsMarket vs Modal](https://www.anchorterminal.com/compare/gpusmarket-vs-modal.md)\n- [GPUsMarket vs Nebius AI Cloud](https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud.md)\n- [GPUsMarket vs Northflank](https://www.anchorterminal.com/compare/gpusmarket-vs-northflank.md)\n- [GPUsMarket vs Replicate Deployments](https://www.anchorterminal.com/compare/gpusmarket-vs-replicate-deploy.md)\n- [GPUsMarket vs Runpod](https://www.anchorterminal.com/compare/gpusmarket-vs-runpod.md)\n- [GPUsMarket vs Thunder Compute](https://www.anchorterminal.com/compare/gpusmarket-vs-thunder-compute.md)\n- [GPUsMarket vs Together GPU Clusters](https://www.anchorterminal.com/compare/gpusmarket-vs-together-gpu-clusters.md)\n- [GPUsMarket vs Vast.ai](https://www.anchorterminal.com/compare/gpusmarket-vs-vast-ai.md)\n- [GPUsMarket vs Verda](https://www.anchorterminal.com/compare/gpusmarket-vs-verda.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-11-07", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.7", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "CoreWeave vs GPUsMarket", "url": "" } ], "description": "CoreWeave scores 60.5 (C) to GPUsMarket's 39.6 (E) for gpu compute. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "CoreWeave C 60.5", "GPUsMarket E 39.6", "scores" ], "h1": "CoreWeave vs GPUsMarket", "image": "https://www.anchorterminal.com/assets/og/default.png", "path": "/compare/coreweave-vs-gpusmarket", "published": "2026-10-01", "section": "tools", "title": "CoreWeave vs GPUsMarket for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-11-07", "url": "https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket" }, "tokens": { "markdown": 5200, "slim": 2930 }, "version": 1 }