{ "data": { "a": { "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": 1337, "ranked": true, "rankOf": 1510, "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": "2026-11-07T19:22:09.857483355Z", "lastOk": true, "lastStatus": 404, "lastMs": 168, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 159, "p95ms24h": 250, "samples24h": 210, "samples30d": 210, "days": [ { "date": "2026-11-06", "probes": 13, "ok": 13 }, { "date": "2026-11-07", "probes": 197, "ok": 197 } ] }, "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": "2026-11-07T19:22:09.857483355Z" } }, "answer": "Nebius AI Cloud scores 71.2 (BB) 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": "nebius-ai-cloud", "name": "Nebius AI Cloud", "vendor": "Nebius", "vendorUrl": "https://nebius.com", "kind": "http-api", "category": "gpu-compute", "summary": "Nebius AI Cloud rents NVIDIA GPU virtual machines and InfiniBand clusters, with managed Kubernetes, Slurm and Serverless AI jobs and endpoints for containers. Resources are managed through REST and gRPC APIs, a CLI, a Terraform provider and SDKs.", "url": "https://www.anchorterminal.com/tools/nebius-ai-cloud", "markdownUrl": "https://www.anchorterminal.com/tools/nebius-ai-cloud.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/nebius-ai-cloud.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/nebius-ai-cloud.json", "dns": "nebius-ai-cloud.grade.anchorterminal.com", "repo": "https://github.com/nebius/api", "license": "Proprietary service under the Nebius Services Agreement. The API definitions, the Go, Python and JavaScript SDKs and the MCP server on GitHub are MIT", "transports": [ "http", "stdio" ], "remoteUrl": "https://api.nebius.cloud", "packages": [ { "registry": "pypi", "name": "nebius" }, { "registry": "npm", "name": "@nebius/js-sdk" }, { "registry": "go", "name": "github.com/nebius/gosdk" } ], "auth": "mixed", "authNotes": "Self-serve. A person signs up in the web console with a Google, GitHub or Microsoft account. Every API call takes `Authorization: Bearer` with an access token valid for 12 hours. A user gets one from `nebius iam get-access-token`. A service account uploads an RSA public key (an authorised key, with optional expiry), signs a five-minute RS256 JWT and exchanges it at `https://auth.eu.nebius.com/oauth2/token/exchange`. Permissions come from group roles (`auditor`, `viewer`, `editor`, `admin` and service roles) granted on a tenant, project or resource. Serverless AI endpoints take their own token set in `spec.authToken`.", "pricing": "usage", "pricingNotes": "Pay as you go, billed by the second, with no free tier or trial found. On-demand per GPU-hour from 1 October 2026, B300 $9.50, B200 $8.50, H200 $5.40, H100 $4.50, RTX PRO 6000 $1.80, and L40S $1.35 plus vCPU and RAM. Preemptible HGX GPUs are spot priced from $0.79 (H100, H200, RTX PRO 6000) or $0.99 (B200, B300), and preemptible L40S is $0.65 per GPU-hour plus vCPU and RAM. Serverless AI bills at Compute prices and a stopped endpoint bills nothing. Adding a card charges $25 to the balance. Commitment discounts go through sales (https://docs.nebius.com/compute/resources/pricing, https://nebius.com/prices).", "priceSummary": "Pay per use", "where": "both", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs index, the OpenAPI document or the price list (checked 2026-10-08).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": 4137, "pypiWeekly": 468852, "asOf": "2026-10-08" }, "docsUrl": "https://docs.nebius.com/", "llmsTxt": "https://docs.nebius.com/llms.txt", "openapi": "https://api.nebius.cloud/openapi.json", "capabilities": [ "compute.gpu", "compute.endpoints", "compute.batch", "compute.containers" ], "tags": [ "hosted", "usage-priced", "openapi", "llms-txt", "grpc", "terraform", "mcp", "python", "typescript", "go", "status-page", "soc2", "enterprise" ], "lastRelease": "2026-10-21", "graded": true, "anchor": { "graded": true, "score": 71.2, "grade": "BB", "agentReady": true, "rank": 168, "ranked": true, "rankOf": 1510, "categoryRank": 1, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 77, "maintenance": 82, "payments": 20, "reliability": 77, "schema": 78, "security": 81, "transparency": 77 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-11-01" }, "negative": 0, "verdict": "One API definition generates the REST and gRPC interfaces, the CLI, Terraform provider and three SDKs, with a 602-operation OpenAPI document, `X-Idempotency-Key` and role-scoped service accounts. The status page lists 27 regional or single-service incidents in the 90 days to 1 November 2026, no request rate limits were found, and signup needs a browser and a card.", "bestFor": "Teams that want whole GPU VMs or InfiniBand clusters in Europe, the UK, Israel or the US with IAM, Terraform and an SLA, and are content to manage endpoint lifecycles themselves.", "strengths": [ "OpenAPI 3.0.3 document at `https://api.nebius.cloud/openapi.json` with 602 operations, generated from the same protobuf definitions as the gRPC API, CLI, Terraform provider and SDKs", "`X-Idempotency-Key` header for modifying calls, and a `retry_type` field on errors that says whether to retry the call", "Service accounts sign in with an uploaded RSA key and receive 12-hour tokens, with roles granted per tenant, project or resource", "Per-second billing with public prices, and a 99.5 per cent monthly uptime commitment per virtual machine", "llms.txt, every docs page as Markdown, and a keyless docs MCP server at `https://docs.nebius.com/mcp`" ], "weaknesses": [ "The status page lists 27 incidents from 5 August to 31 October 2026, each limited to a region, service or group of nodes, among them about 21 hours of degradation in us-central1", "No request rate limits with numbers and no Retry-After guidance found in the reviewed documentation", "Serverless AI endpoints run on one container VM that is started and stopped by hand; no autoscaling or scale to zero found", "No free tier or trial found. Adding a card at signup charges $25 to the balance, and signup is a browser flow through Google, GitHub or Microsoft", "The OpenAPI document has no examples, documents only 200 responses and reports its version as `version not set`" ], "agentNotes": [ "Use a service account with an authorised key, then exchange a five-minute RS256 JWT at `https://auth.eu.nebius.com/oauth2/token/exchange` for a 12-hour Bearer token", "Send `X-Idempotency-Key` with a random UUID on every create, update and delete, since a 504 can follow a call that succeeded", "Poll the returned operation (`/ai/v1/endpoints/operations/{id}`) until `status` is set; concurrent operations on one resource are not supported", "Stop or delete endpoints when idle. A stopped endpoint bills nothing, a stopped Devlab or VM still bills for its disk", "Check region support first. Serverless AI is absent from `eu-south1` and `us-north1`, and each GPU platform exists in one to four regions", "Run the beta `nebius/mcp-server` with safe mode on (the default); `nebius_cli_execute` can run any CLI command when `SAFE_MODE=false`" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "BB", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 71.2 } ], "editorialScores": { "ergonomics": 77, "maintenance": 82, "payments": 20, "reliability": 77, "schema": 78, "security": 81, "transparency": 70 }, "provenanceScore": 84, "checked": { "categories": { "ergonomics": "2026-11-01", "maintenance": "2026-11-01", "payments": "2026-11-01", "reliability": "2026-11-01", "schema": "2026-11-01", "security": "2026-11-01", "transparency": "2026-11-01" }, "last": "2026-11-01", "lastMoved": "2026-11-01", "oldest": "2026-11-01", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "curl -sSL https://artifacts.nebius.cloud/cli/install.sh | bash", "http": "curl --request GET --url 'https://api.nebius.cloud/iam/v1/profiles' --header 'Authorization: Bearer \u003caccess_token\u003e'", "config": { "mcpServers": { "Nebius MCP Server": { "args": [ "--refresh-package", "nebius-mcp-server", "nebius-mcp-server@git+https://github.com/nebius/mcp-server@main" ], "command": "uvx", "env": {} } } } }, "letme": { "capability": "https://letme.dev/compute.gpu", "tool": "https://letme.dev/nebius-ai-cloud" }, "sameCompany": [ "nebius-token-factory-fine-tuning" ], "area": "models", "unitPrices": [ { "item": "NVIDIA H200 NVLink, on demand", "unit": "gpu-hour", "usd": 5.4, "note": "Billed per second. $4.50 before 1 October 2026" }, { "item": "NVIDIA H100 NVLink, on demand", "unit": "gpu-hour", "usd": 4.5, "note": "$3.85 before 1 October 2026" }, { "item": "NVIDIA B200 NVLink, on demand", "unit": "gpu-hour", "usd": 8.5 }, { "item": "NVIDIA B300 NVLink, on demand", "unit": "gpu-hour", "usd": 9.5 }, { "item": "NVIDIA RTX PRO 6000, on demand", "unit": "gpu-hour", "usd": 1.8 }, { "item": "NVIDIA L40S, GPU only", "unit": "gpu-hour", "usd": 1.35, "note": "vCPU ($0.01 to $0.012 an hour) and RAM ($0.0032 a GiB-hour) are billed separately" }, { "item": "NVIDIA H200 NVLink, preemptible", "unit": "gpu-hour", "usd": 0.79, "note": "Minimum spot price from 8 October 2026. The spot price can change every 15 minutes" }, { "item": "Network SSD disk", "unit": "gb-month", "usd": 0.071, "note": "Per GiB for 730 hours" } ], "provenance": { "legalEntity": "Nebius B.V.", "domain": "nebius.com", "domainRegistered": "2004-06-26", "endpointOnVendorDomain": false, "terms": "https://docs.nebius.com/legal/agreement", "privacy": "https://docs.nebius.com/legal/privacy", "statusPage": "https://status.nebius.com", "changelog": "https://docs.nebius.com/cli/release-notes", "securityTxt": "valid", "checked": "2026-11-01", "notes": [ "The Services Agreement (published 15 September 2026, effective 28 September 2026) names Nebius B.V. under Dutch law for customers outside the United States and Israel, with other Nebius entities for those two countries. The separate Terms of Use page covers the website.", "The privacy policy (23 September 2026) gives Nebius B.V., Burgerweeshuispad 101, 1076ER Amsterdam, and says data processed for customers as a processor falls under the DPA at https://docs.nebius.com/legal/dpa.", "The API answers at api.nebius.cloud and tokens are exchanged at auth.eu.nebius.com. nebius.cloud is a second domain that Nebius's docs name for the API and the CLI installer.", "security.txt at nebius.com, re-read on 1 November 2026, gives security@nebius.com and expires 2027-12-31. It has no Policy field.", "The changelog link is the CLI release notes, which are generated from the API. No separate API changelog was found.", "RDAP for nebius.com gives a registration date of 2004-06-26.", "status.nebius.com's robots.txt disallows /api/ and /embed/. Incident history is read from /history and /history.atom." ], "score": 84 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/nebius-ai-cloud.json", "live": { "slug": "nebius-ai-cloud", "probe": { "target": "https://api.nebius.cloud", "method": "get", "lastAt": "2026-11-07T19:22:21.342212109Z", "lastOk": true, "lastStatus": 404, "lastMs": 160, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 60, "p95ms24h": 160, "samples24h": 238, "samples30d": 7299, "days": [ { "date": "2026-10-09", "probes": 169, "ok": 169 }, { "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": 251 }, { "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": 197, "ok": 197 } ] }, "vendorStatus": { "page": "https://status.nebius.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-11-07T19:22:46.35976492Z" }, "versions": [ { "registry": "npm", "name": "@nebius/js-sdk", "version": "0.2.91", "seenAt": "2026-11-06T23:48:31.054546665Z" }, { "registry": "pypi", "name": "nebius", "version": "0.6.35", "released": "2026-11-05", "seenAt": "2026-11-06T23:48:30.826470651Z" } ], "githubStars": 21, "npmWeekly": 9461, "pypiWeekly": 371661, "securityTxt": { "url": "https://nebius.com/.well-known/security.txt", "state": "valid", "expires": "2027-12-31T00:00:00.000Z", "checkedAt": "2026-11-07T16:00:05.137439077Z" }, "llmsTxt": { "url": "https://docs.nebius.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-11-07T15:33:19.079587171Z" }, "domain": { "domain": "nebius.com", "registered": "2004-06-26", "source": "https://rdap.verisign.com/com/v1/domain/nebius.com", "checkedAt": "2026-11-01T14:11:25.441509678Z" }, "pages": [ { "url": "https://docs.nebius.com/cli/release-notes", "kind": "deprecations", "status": 200, "checkedAt": "2026-11-07T14:07:07.690694828Z", "changedAt": "2026-11-06T13:29:28.016555549Z", "fingerprint": "c7d5f4725eb4" }, { "url": "https://docs.nebius.com/compute/resources/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-11-07T14:07:10.253412584Z", "changedAt": "2026-11-05T12:31:00.830506361Z", "fingerprint": "1bce58fb6bf4" }, { "url": "https://nebius.com/prices", "kind": "pricing", "status": 304, "checkedAt": "2026-11-07T14:14:56.326164458Z", "changedAt": "2026-11-03T07:54:35.701527898Z", "fingerprint": "fad27ac996a9" }, { "url": "https://docs.nebius.com/legal/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-11-07T14:07:13.967841068Z", "changedAt": "2026-10-29T05:05:16.734581572Z", "fingerprint": "6dfce71da648" }, { "url": "https://docs.nebius.com/legal/agreement", "kind": "terms", "status": 200, "checkedAt": "2026-11-07T14:07:11.927579817Z", "changedAt": "2026-10-29T05:05:10.445373562Z", "fingerprint": "8e948d7c6b64" } ], "github": { "repo": "nebius/api", "checkedAt": "2026-11-02T09:10:03.629690157Z", "stars": 21, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-29T09:20:14Z", "openIssues": 3, "openPRs": 0, "issuesOpened90d": 13, "issuesClosed90d": 13, "prsMerged90d": 43, "ci": { "branch": "main", "runs": 50, "success": 50, "failure": 0, "other": 0, "latest": "success", "latestAt": "2026-10-29T09:20:24Z" }, "replies": { "sampled": 19, "unanswered": 3, "medianDays": 0.7 } }, "updatedAt": "2026-11-07T19:22:21.342212109Z" } }, "edges": [ { "by": 51, "category": "security", "leads": "nebius-ai-cloud", "name": "Security \u0026 auth", "reasons": { "a": "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.", "b": "User tokens last 12 hours. Service accounts authenticate with an uploaded RSA public key (optional expiry), sign a five-minute JWT and exchange it for a 12-hour Bearer token; access comes from group roles granted on a tenant, a project or a single resource. No secret travels in a URL (28). `auditor` and `viewer` roles, narrow roles such as `compute.instance-power-operator`, and a safe mode on by default in the beta MCP server that blocks update and delete commands; no confirmation step for destructive API calls (15). Returns infrastructure metadata and the output of the owner's own containers (10). Audit Logs record control-plane and data-plane events in CloudEvents form, readable at `/audit/v2/audit-events` and exportable to Object Storage; the service is in preview (13). security.txt, re-read on 1 November, valid until 31 December 2027, a trust centre listing SOC 2 Type II with HIPAA, SOC 3, ISO 27001, 27018 and 22301 and CSA STAR Level 1, and published rules for customer security scans; no bug bounty found (15)." }, "scores": { "a": 30, "b": 81 } }, { "by": 44, "category": "reliability", "leads": "nebius-ai-cloud", "name": "Reliability", "reasons": { "a": "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.", "b": "Graded as a hosted service on the REST API. Statuspage at status.nebius.com with component history (20). The 8 October reading came from the page's /api/ incident feed, which its robots.txt disallows, so it is struck. The history pages and history.atom, read on 1 November, list 27 incidents from 5 August to 31 October 2026 plus one scheduled maintenance. Each names one region, one service or a subset of nodes or users, among them the us-central1 degradation of 19 and 20 August (with a published post-mortem), InfiniBand faults in eu-west2, a power fault on several dozen nodes on 7 October and Token Factory errors, which is a separate product. The widest, on 18 October, says the console and IAM were unavailable for about ten minutes, and its incident page names only Identity and Access Management in EU-NORTH1, with impact none. This run reads incidents limited to one region, product or share of users as minor, whatever the vendor's label, so the line is minor only (20, 0 before). Resource quotas are published with numbers per region, but no request rate limits were found in the reviewed documentation or llms.txt on 1 November (5 of 15). `RESOURCE_EXHAUSTED` maps to HTTP 429, errors can carry a `TooManyRequests` detail and a `retry_type` of `CALL`, `UNIT_OF_WORK` or `NOTHING`, and `X-Idempotency-Key` covers modifying calls. No Retry-After or backoff intervals found (12 of 15). SLA of 99.5 per cent a month per virtual machine with credits of 10 to 30 per cent. Serverless AI is not on the list of services with a service level (10). Compute and Serverless AI are generally available. Audit Logs, Monitoring and Logging are in preview (10). 20 + 20 + 5 + 12 + 10 + 10 = 77." }, "scores": { "a": 33, "b": 77 } }, { "by": 27, "category": "ergonomics", "leads": "nebius-ai-cloud", "name": "Agent ergonomics", "reasons": { "a": "API and MCP reading. The README counts 32 MCP tools, and the decoded package includes 16 operator admin tools besides the renter tools, with no toolsets (5). Marketplace search takes `limit`, `offset`, `sort` and filters for GPU, price, VRAM, model, instance and workload type (20). Status codes with a one-line meaning each, no error bodies documented (10). No idempotency key on rent or deploy; stop and destroy return a cost summary (5). Only a Node CLI, though every proxy speaks the Ollama and OpenAI formats so existing SDKs work (10). 5+20+10+5+10 = 50.", "b": "Lists take `pageSize` and `pageToken`, gets take a `view` and there are get-by-name calls; no field selection (15 of 25). Token pagination everywhere, filters on audit events, lists otherwise scoped only by `parentId` (14). Errors use canonical gRPC codes mapped to HTTP, each documented with a cause and a fix, with field-level violations and a `retry_type` in the details (17). `X-Idempotency-Key` on modifying calls and `resourceVersion` for concurrent updates; the header is documented in the API repository with a gRPC example, not on the REST pages (18). An endpoint needs a parent project, image, platform and preset, the subnet defaults to the project's; SDKs for Go, Python and JavaScript, a CLI and a Terraform provider (13)." }, "scores": { "a": 50, "b": 77 } }, { "by": 27, "category": "transparency", "leads": "nebius-ai-cloud", "name": "Transparency \u0026 trust", "reasons": { "a": "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.", "b": "Closed service under a Services Agreement published 15 September 2026 and effective 28 September, with nine earlier versions archived; the API definitions, SDKs and MCP server are MIT (15). Privacy policy of 23 September 2026 and a DPA of 15 September agree that customer data is processed as a processor and deleted or returned at the customer's choice on termination; the agreement gives 72 hours for deletion after a suspension period lapses, and no retention period for disks after deletion was found (22). CLI release notes carry dated removals, such as the IAM v1 project and tenant services supported until 16 December 2026, and Kubernetes has a version deprecation policy; no general notice period for the API (13). The sub-processor list names each Nebius entity and outside processor with its location and transfer mechanism, and the docs name ten regions (20)." }, "scores": { "a": 50, "b": 77 } }, { "by": 26, "category": "schema", "leads": "nebius-ai-cloud", "name": "Schema \u0026 documentation", "reasons": { "a": "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.", "b": "OpenAPI 3.0.3 at api.nebius.cloud/openapi.json with 602 operations on 443 paths and 1,051 schemas, plus the protobuf definitions in `nebius/api` (25). llms.txt, llms-full.txt, every docs page as Markdown and a docs MCP server (10). Every operation has a description, most of one line such as \"Creates an endpoint\"; field descriptions state mutual exclusions and defaults but rarely when not to call (12). 186 enums and `required` lists on resource metadata; platform and preset are plain strings (11). The docs give curl examples and a table of 15 status codes with fixes, but the OpenAPI document has no examples and documents only 200 responses (8). Paths carry `v1` or `v1alpha1` with a stated rule that alpha versions can change, and the CLI release notes are dated and generated from the same API; the spec's own version reads `version not set` and there is no API changelog as such (12)." }, "scores": { "a": 52, "b": 78 } }, { "by": 13, "category": "maintenance", "leads": "nebius-ai-cloud", "name": "Maintenance \u0026 community", "reasons": { "a": "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.", "b": "CLI 0.12.298 on 27 October 2026, and 0.12.293 (19 October) and 0.12.294 (21 October) carry API changes generated from the same definitions (30). CLI releases most working days, 0.12.278 to 0.12.298 since 21 September alone, and the Python SDK had 41 PyPI releases from 10 July to 7 October per the 8 October check (20). Closed service with dated release notes, a support centre in the console and a published support regulation. We did not read GitHub issue response times (10 of 15). Current official SDKs for Go, Python and JavaScript (15). Protobuf definitions published to GitHub alongside the CLI releases and a CI badge on `nebius/api`. We did not check the CI results (7). 30 + 20 + 10 + 15 + 7 = 82." }, "scores": { "a": 69, "b": 82 } } ], "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "Tyga.Cloud Ltd", "b": "Nebius", "name": "Vendor" }, { "a": "https://gpusmarket.com/api/v1", "b": "https://api.nebius.cloud", "name": "Hosted endpoint" }, { "a": "stdio, SSE (legacy)", "b": "HTTP, stdio", "name": "Transports" }, { "a": "API key", "b": "OAuth or key", "name": "Auth" }, { "a": "Pay per use", "b": "Pay per use", "name": "Pricing" }, { "a": "not published", "b": "$1.35 per GPU-hour", "name": "Price for gpu compute" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary. The gpusmarket CLI and gpusmarket-host packages ship under Tyga.Cloud Ltd licences that allow use only with the platform, as obfuscated JavaScript", "b": "Proprietary service under the Nebius Services Agreement. The API definitions, the Go, Python and JavaScript SDKs and the MCP server on GitHub are MIT", "name": "Licence" }, { "a": "32", "b": "none", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "io.github.jyswee/gpusmarket", "b": "not listed", "name": "MCP registry" }, { "a": "2026-10-16", "b": "2026-10-21", "name": "Last release" }, { "a": "2026-06-01", "b": "2026-09-28", "name": "Terms last updated" }, { "a": "2026-03-01", "b": "2026-09-23", "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": "yes", "name": "Terms restrict benchmarking" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "yes", "name": "Arbitration or class-action waiver" }, { "a": "1 stars, 79 npm/wk", "b": "4.1k npm/wk, 469k PyPI/wk", "name": "Popularity" }, { "a": "none", "b": "3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Nebius AI Cloud scores 71.2 (BB) 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, GPUsMarket or Nebius AI Cloud?" }, { "answer": "GPUsMarket needs an API key. Nebius AI Cloud takes an API key or an OAuth sign-in.", "question": "Do GPUsMarket and Nebius AI Cloud need an API key?" }, { "answer": "Yes. GPUsMarket has a hosted endpoint at https://gpusmarket.com/api/v1 and Nebius AI Cloud at https://api.nebius.cloud.", "question": "Can an agent call GPUsMarket and Nebius AI Cloud without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Payments \u0026 pricing, 30 against 20" ], "also": null, "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" }, { "aheadOn": [ "Reliability, 77 against 33", "Schema \u0026 documentation, 78 against 52", "Agent ergonomics, 77 against 50", "Security \u0026 auth, 81 against 30", "Maintenance \u0026 community, 82 against 69", "Transparency \u0026 trust, 77 against 50" ], "also": [ "Agent-ready, a grade of BB or better", "No incidents deducted, where GPUsMarket loses 3 points for them" ], "goodFor": "Teams that want whole GPU VMs or InfiniBand clusters in Europe, the UK, Israel or the US with IAM, Terraform and an SLA, and are content to manage endpoint lifecycles themselves.", "slug": "nebius-ai-cloud", "watchFor": "The status page lists 27 incidents from 5 August to 31 October 2026, each limited to a region, service or group of nodes, among them about 21 hours of degradation in us-central1" } ], "history": { "gpusmarket": null, "nebius-ai-cloud": [ { "causes": [ "correction" ], "date": "2026-11-01", "delta": 4, "from": 67.2, "fromGrade": "B", "to": 71.2, "toGrade": "BB" }, { "causes": [ "correction" ], "date": "2026-10-28", "delta": -0.1, "from": 67.3, "fromGrade": "B", "to": 67.2, "toGrade": "B" }, { "causes": [ "method" ], "date": "2026-10-27", "delta": 0.1, "from": 67.2, "fromGrade": "B", "to": 67.3, "toGrade": "B" } ] }, "job": { "capability": "compute.gpu", "name": "GPU compute" }, "others": [ { "json": "https://www.anchorterminal.com/compare/baseten-vs-gpusmarket.json", "title": "Baseten vs GPUsMarket", "url": "https://www.anchorterminal.com/compare/baseten-vs-gpusmarket" }, { "json": "https://www.anchorterminal.com/compare/baseten-vs-nebius-ai-cloud.json", "title": "Baseten vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/baseten-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/beam-vs-gpusmarket.json", "title": "Beam vs GPUsMarket", "url": "https://www.anchorterminal.com/compare/beam-vs-gpusmarket" }, { "json": "https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud.json", "title": "Beam vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/cerebrium-vs-gpusmarket.json", "title": "Cerebrium vs GPUsMarket", "url": "https://www.anchorterminal.com/compare/cerebrium-vs-gpusmarket" }, { "json": "https://www.anchorterminal.com/compare/cerebrium-vs-nebius-ai-cloud.json", "title": "Cerebrium vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/cerebrium-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/cloud-run-gpus-vs-gpusmarket.json", "title": "Cloud Run GPUs vs GPUsMarket", "url": "https://www.anchorterminal.com/compare/cloud-run-gpus-vs-gpusmarket" }, { "json": "https://www.anchorterminal.com/compare/cloud-run-gpus-vs-nebius-ai-cloud.json", "title": "Cloud Run GPUs vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/cloud-run-gpus-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket.json", "title": "CoreWeave vs GPUsMarket", "url": "https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket" }, { "json": "https://www.anchorterminal.com/compare/coreweave-vs-nebius-ai-cloud.json", "title": "CoreWeave vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/coreweave-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-gpusmarket.json", "title": "Crusoe Cloud vs GPUsMarket", "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-gpusmarket" }, { "json": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-nebius-ai-cloud.json", "title": "Crusoe Cloud vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-hugging-face-inference-endpoints.json", "title": "GPUsMarket vs Hugging Face Inference Endpoints", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-hugging-face-inference-endpoints" }, { "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-hyperbolic.json", "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-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" }, { "json": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-nebius-ai-cloud.json", "title": "Hugging Face Inference Endpoints vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/hyperbolic-vs-nebius-ai-cloud.json", "title": "Hyperbolic vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.json", "title": "Koyeb vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/lambda-vs-nebius-ai-cloud.json", "title": "Lambda Cloud vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/lambda-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/massed-compute-vs-nebius-ai-cloud.json", "title": "Massed Compute vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/modal-vs-nebius-ai-cloud.json", "title": "Modal vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/modal-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-northflank.json", "title": "Nebius AI Cloud vs Northflank", "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy.json", "title": "Nebius AI Cloud vs Replicate Deployments", "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy" }, { "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-runpod.json", "title": "Nebius AI Cloud vs Runpod", "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-runpod" }, { "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-thunder-compute.json", "title": "Nebius AI Cloud vs Thunder Compute", "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-thunder-compute" }, { "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-together-gpu-clusters.json", "title": "Nebius AI Cloud vs Together GPU Clusters", "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-together-gpu-clusters" }, { "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-vast-ai.json", "title": "Nebius AI Cloud vs Vast.ai", "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-vast-ai" }, { "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda.json", "title": "Nebius AI Cloud vs Verda", "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda" } ], "panel": null, "scores": [ { "by": 44, "edge": "nebius-ai-cloud", "gpusmarket": 33, "key": "reliability", "name": "Reliability", "nebius-ai-cloud": 77, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 26, "edge": "nebius-ai-cloud", "gpusmarket": 52, "key": "schema", "name": "Schema \u0026 documentation", "nebius-ai-cloud": 78, "weight": 13 }, { "by": 27, "edge": "nebius-ai-cloud", "gpusmarket": 50, "key": "ergonomics", "name": "Agent ergonomics", "nebius-ai-cloud": 77, "weight": 13 }, { "by": 51, "edge": "nebius-ai-cloud", "gpusmarket": 30, "key": "security", "name": "Security \u0026 auth", "nebius-ai-cloud": 81, "weight": 14 }, { "by": 10, "edge": "gpusmarket", "gpusmarket": 30, "key": "payments", "name": "Payments \u0026 pricing", "nebius-ai-cloud": 20, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 13, "edge": "nebius-ai-cloud", "gpusmarket": 69, "key": "maintenance", "name": "Maintenance \u0026 community", "nebius-ai-cloud": 82, "weight": 7 }, { "by": 27, "edge": "nebius-ai-cloud", "gpusmarket": 50, "key": "transparency", "name": "Transparency \u0026 trust", "nebius-ai-cloud": 77, "weight": 7 } ], "summary": "Nebius AI Cloud scores 71.2 (BB) 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": { "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.", "nebius-ai-cloud": "One API definition generates the REST and gRPC interfaces, the CLI, Terraform provider and three SDKs, with a 602-operation OpenAPI document, `X-Idempotency-Key` and role-scoped service accounts. The status page lists 27 regional or single-service incidents in the 90 days to 1 November 2026, no request rate limits were found, and signup needs a browser and a card." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud", "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud.min.md" }, "markdown": "Nebius AI Cloud scores 71.2 (BB) 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- GPUsMarket: grade E, 39.6/100, rank #1337 of 1510. Markdown https://www.anchorterminal.com/tools/gpusmarket.md · JSON https://www.anchorterminal.com/api/v1/tools/gpusmarket.json\n- Nebius AI Cloud: grade BB, 71.2/100, rank #168 of 1510. Markdown https://www.anchorterminal.com/tools/nebius-ai-cloud.md · JSON https://www.anchorterminal.com/api/v1/tools/nebius-ai-cloud.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### 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\nWatch for: Peer rentals send prompts and outputs through individuals' hardware, with only the terms as protection\n\n### Nebius AI Cloud (BB)\n\nGood for: Teams that want whole GPU VMs or InfiniBand clusters in Europe, the UK, Israel or the US with IAM, Terraform and an SLA, and are content to manage endpoint lifecycles themselves.\n\nAhead on:\n- Reliability, 77 against 33\n- Schema \u0026 documentation, 78 against 52\n- Agent ergonomics, 77 against 50\n- Security \u0026 auth, 81 against 30\n- Maintenance \u0026 community, 82 against 69\n- Transparency \u0026 trust, 77 against 50\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n- No incidents deducted, where GPUsMarket loses 3 points for them\n\nWatch for: The status page lists 27 incidents from 5 August to 31 October 2026, each limited to a region, service or group of nodes, among them about 21 hours of degradation in us-central1\n\n\n## Why the edge\n\n### Security \u0026 auth: Nebius AI Cloud +51\n\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- Nebius AI Cloud (81): User tokens last 12 hours. Service accounts authenticate with an uploaded RSA public key (optional expiry), sign a five-minute JWT and exchange it for a 12-hour Bearer token; access comes from group roles granted on a tenant, a project or a single resource. No secret travels in a URL (28). `auditor` and `viewer` roles, narrow roles such as `compute.instance-power-operator`, and a safe mode on by default in the beta MCP server that blocks update and delete commands; no confirmation step for destructive API calls (15). Returns infrastructure metadata and the output of the owner's own containers (10). Audit Logs record control-plane and data-plane events in CloudEvents form, readable at `/audit/v2/audit-events` and exportable to Object Storage; the service is in preview (13). security.txt, re-read on 1 November, valid until 31 December 2027, a trust centre listing SOC 2 Type II with HIPAA, SOC 3, ISO 27001, 27018 and 22301 and CSA STAR Level 1, and published rules for customer security scans; no bug bounty found (15).\n\n### Reliability: Nebius AI Cloud +44\n\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- Nebius AI Cloud (77): Graded as a hosted service on the REST API. Statuspage at status.nebius.com with component history (20). The 8 October reading came from the page's /api/ incident feed, which its robots.txt disallows, so it is struck. The history pages and history.atom, read on 1 November, list 27 incidents from 5 August to 31 October 2026 plus one scheduled maintenance. Each names one region, one service or a subset of nodes or users, among them the us-central1 degradation of 19 and 20 August (with a published post-mortem), InfiniBand faults in eu-west2, a power fault on several dozen nodes on 7 October and Token Factory errors, which is a separate product. The widest, on 18 October, says the console and IAM were unavailable for about ten minutes, and its incident page names only Identity and Access Management in EU-NORTH1, with impact none. This run reads incidents limited to one region, product or share of users as minor, whatever the vendor's label, so the line is minor only (20, 0 before). Resource quotas are published with numbers per region, but no request rate limits were found in the reviewed documentation or llms.txt on 1 November (5 of 15). `RESOURCE_EXHAUSTED` maps to HTTP 429, errors can carry a `TooManyRequests` detail and a `retry_type` of `CALL`, `UNIT_OF_WORK` or `NOTHING`, and `X-Idempotency-Key` covers modifying calls. No Retry-After or backoff intervals found (12 of 15). SLA of 99.5 per cent a month per virtual machine with credits of 10 to 30 per cent. Serverless AI is not on the list of services with a service level (10). Compute and Serverless AI are generally available. Audit Logs, Monitoring and Logging are in preview (10). 20 + 20 + 5 + 12 + 10 + 10 = 77.\n\n### Agent ergonomics: Nebius AI Cloud +27\n\n- GPUsMarket (50): API and MCP reading. The README counts 32 MCP tools, and the decoded package includes 16 operator admin tools besides the renter tools, with no toolsets (5). Marketplace search takes `limit`, `offset`, `sort` and filters for GPU, price, VRAM, model, instance and workload type (20). Status codes with a one-line meaning each, no error bodies documented (10). No idempotency key on rent or deploy; stop and destroy return a cost summary (5). Only a Node CLI, though every proxy speaks the Ollama and OpenAI formats so existing SDKs work (10). 5+20+10+5+10 = 50.\n- Nebius AI Cloud (77): Lists take `pageSize` and `pageToken`, gets take a `view` and there are get-by-name calls; no field selection (15 of 25). Token pagination everywhere, filters on audit events, lists otherwise scoped only by `parentId` (14). Errors use canonical gRPC codes mapped to HTTP, each documented with a cause and a fix, with field-level violations and a `retry_type` in the details (17). `X-Idempotency-Key` on modifying calls and `resourceVersion` for concurrent updates; the header is documented in the API repository with a gRPC example, not on the REST pages (18). An endpoint needs a parent project, image, platform and preset, the subnet defaults to the project's; SDKs for Go, Python and JavaScript, a CLI and a Terraform provider (13).\n\n### Transparency \u0026 trust: Nebius AI Cloud +27\n\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- Nebius AI Cloud (77): Closed service under a Services Agreement published 15 September 2026 and effective 28 September, with nine earlier versions archived; the API definitions, SDKs and MCP server are MIT (15). Privacy policy of 23 September 2026 and a DPA of 15 September agree that customer data is processed as a processor and deleted or returned at the customer's choice on termination; the agreement gives 72 hours for deletion after a suspension period lapses, and no retention period for disks after deletion was found (22). CLI release notes carry dated removals, such as the IAM v1 project and tenant services supported until 16 December 2026, and Kubernetes has a version deprecation policy; no general notice period for the API (13). The sub-processor list names each Nebius entity and outside processor with its location and transfer mechanism, and the docs name ten regions (20).\n\n### Schema \u0026 documentation: Nebius AI Cloud +26\n\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- Nebius AI Cloud (78): OpenAPI 3.0.3 at api.nebius.cloud/openapi.json with 602 operations on 443 paths and 1,051 schemas, plus the protobuf definitions in `nebius/api` (25). llms.txt, llms-full.txt, every docs page as Markdown and a docs MCP server (10). Every operation has a description, most of one line such as \"Creates an endpoint\"; field descriptions state mutual exclusions and defaults but rarely when not to call (12). 186 enums and `required` lists on resource metadata; platform and preset are plain strings (11). The docs give curl examples and a table of 15 status codes with fixes, but the OpenAPI document has no examples and documents only 200 responses (8). Paths carry `v1` or `v1alpha1` with a stated rule that alpha versions can change, and the CLI release notes are dated and generated from the same API; the spec's own version reads `version not set` and there is no API changelog as such (12).\n\n### Maintenance \u0026 community: Nebius AI Cloud +13\n\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- Nebius AI Cloud (82): CLI 0.12.298 on 27 October 2026, and 0.12.293 (19 October) and 0.12.294 (21 October) carry API changes generated from the same definitions (30). CLI releases most working days, 0.12.278 to 0.12.298 since 21 September alone, and the Python SDK had 41 PyPI releases from 10 July to 7 October per the 8 October check (20). Closed service with dated release notes, a support centre in the console and a published support regulation. We did not read GitHub issue response times (10 of 15). Current official SDKs for Go, Python and JavaScript (15). Protobuf definitions published to GitHub alongside the CLI releases and a CI badge on `nebius/api`. We did not check the CI results (7). 30 + 20 + 10 + 15 + 7 = 82.\n\n## Score by category\n\n| Category | Weight | GPUsMarket | Nebius AI Cloud | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 33 | 77 | Nebius AI Cloud +44 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 52 | 78 | Nebius AI Cloud +26 |\n| Agent ergonomics | 13% (16.2 this run) | 50 | 77 | Nebius AI Cloud +27 |\n| Security \u0026 auth | 14% (17.5 this run) | 30 | 81 | Nebius AI Cloud +51 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 30 | 20 | GPUsMarket +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 69 | 82 | Nebius AI Cloud +13 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 50 | 77 | Nebius AI Cloud +27 |\n| Negative events | ≤15 | -3 | 0 | |\n| **Total** | | **39.6 · E** | **71.2 · BB** | |\n\n## Facts side by side\n\n| Fact | GPUsMarket | Nebius AI Cloud |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Tyga.Cloud Ltd | Nebius |\n| Hosted endpoint | `https://gpusmarket.com/api/v1` | `https://api.nebius.cloud` |\n| Transports | stdio, SSE (legacy) | HTTP, stdio |\n| Auth | API key | OAuth or key |\n| Pricing | Pay per use | Pay per use |\n| Price for gpu compute | not published | $1.35 per GPU-hour |\n| x402 | no | no |\n| Licence | Proprietary. The gpusmarket CLI and gpusmarket-host packages ship under Tyga.Cloud Ltd licences that allow use only with the platform, as obfuscated JavaScript | Proprietary service under the Nebius Services Agreement. The API definitions, the Go, Python and JavaScript SDKs and the MCP server on GitHub are MIT |\n| Tools exposed | 32 | none |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | `io.github.jyswee/gpusmarket` | not listed |\n| Last release | 2026-10-16 | 2026-10-21 |\n| Terms last updated | 2026-06-01 | 2026-09-28 |\n| Privacy policy last updated | 2026-03-01 | 2026-09-23 |\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 | yes |\n| Terms or service can change without notice | not found in the text | not found in the text |\n| Arbitration or class-action waiver | not found in the text | yes |\n| Popularity | 1 stars, 79 npm/wk | 4.1k npm/wk, 469k PyPI/wk |\n| Agent reviews | none | 3/5 (4) |\n\n## How the scores have moved\n\n### GPUsMarket\n\nNo score change since it was listed.\n\n### Nebius AI Cloud\n\n- +4.0 on 1 November 2026 (B to BB): correction\n- -0.1 on 28 October 2026: correction\n- +0.1 on 27 October 2026: checklist\n\n## Verdicts\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**Nebius AI Cloud.** One API definition generates the REST and gRPC interfaces, the CLI, Terraform provider and three SDKs, with a 602-operation OpenAPI document, `X-Idempotency-Key` and role-scoped service accounts. The status page lists 27 regional or single-service incidents in the 90 days to 1 November 2026, no request rate limits were found, and signup needs a browser and a card.\n\n## Before you call either\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### Nebius AI Cloud\n\n1. Use a service account with an authorised key, then exchange a five-minute RS256 JWT at `https://auth.eu.nebius.com/oauth2/token/exchange` for a 12-hour Bearer token\n2. Send `X-Idempotency-Key` with a random UUID on every create, update and delete, since a 504 can follow a call that succeeded\n3. Poll the returned operation (`/ai/v1/endpoints/operations/{id}`) until `status` is set; concurrent operations on one resource are not supported\n4. Stop or delete endpoints when idle. A stopped endpoint bills nothing, a stopped Devlab or VM still bills for its disk\n5. Check region support first. Serverless AI is absent from `eu-south1` and `us-north1`, and each GPU platform exists in one to four regions\n6. Run the beta `nebius/mcp-server` with safe mode on (the default); `nebius_cli_execute` can run any CLI command when `SAFE_MODE=false`\n\n## Questions\n\n### Which is better for AI agents, GPUsMarket or Nebius AI Cloud?\n\nNebius AI Cloud scores 71.2 (BB) 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 GPUsMarket and Nebius AI Cloud need an API key?\n\nGPUsMarket needs an API key. Nebius AI Cloud takes an API key or an OAuth sign-in.\n\n### Can an agent call GPUsMarket and Nebius AI Cloud without installing anything?\n\nYes. GPUsMarket has a hosted endpoint at https://gpusmarket.com/api/v1 and Nebius AI Cloud at https://api.nebius.cloud.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gpusmarket\", \"b\": \"nebius-ai-cloud\"}`. From a terminal: `anchor compare gpusmarket nebius-ai-cloud`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gpusmarket.json and https://www.anchorterminal.com/api/v1/tools/nebius-ai-cloud.json\n\n## Other comparisons with GPUsMarket or Nebius AI Cloud\n\n- [Baseten vs GPUsMarket](https://www.anchorterminal.com/compare/baseten-vs-gpusmarket.md)\n- [Baseten vs Nebius AI Cloud](https://www.anchorterminal.com/compare/baseten-vs-nebius-ai-cloud.md)\n- [Beam vs GPUsMarket](https://www.anchorterminal.com/compare/beam-vs-gpusmarket.md)\n- [Beam vs Nebius AI Cloud](https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud.md)\n- [Cerebrium vs GPUsMarket](https://www.anchorterminal.com/compare/cerebrium-vs-gpusmarket.md)\n- [Cerebrium vs Nebius AI Cloud](https://www.anchorterminal.com/compare/cerebrium-vs-nebius-ai-cloud.md)\n- [Cloud Run GPUs vs GPUsMarket](https://www.anchorterminal.com/compare/cloud-run-gpus-vs-gpusmarket.md)\n- [Cloud Run GPUs vs Nebius AI Cloud](https://www.anchorterminal.com/compare/cloud-run-gpus-vs-nebius-ai-cloud.md)\n- [CoreWeave vs GPUsMarket](https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket.md)\n- [CoreWeave vs Nebius AI Cloud](https://www.anchorterminal.com/compare/coreweave-vs-nebius-ai-cloud.md)\n- [Crusoe Cloud vs GPUsMarket](https://www.anchorterminal.com/compare/crusoe-cloud-vs-gpusmarket.md)\n- [Crusoe Cloud vs Nebius AI Cloud](https://www.anchorterminal.com/compare/crusoe-cloud-vs-nebius-ai-cloud.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 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- [Hugging Face Inference Endpoints vs Nebius AI Cloud](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-nebius-ai-cloud.md)\n- [Hyperbolic vs Nebius AI Cloud](https://www.anchorterminal.com/compare/hyperbolic-vs-nebius-ai-cloud.md)\n- [Koyeb vs Nebius AI Cloud](https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.md)\n- [Lambda Cloud vs Nebius AI Cloud](https://www.anchorterminal.com/compare/lambda-vs-nebius-ai-cloud.md)\n- [Massed Compute vs Nebius AI Cloud](https://www.anchorterminal.com/compare/massed-compute-vs-nebius-ai-cloud.md)\n- [Modal vs Nebius AI Cloud](https://www.anchorterminal.com/compare/modal-vs-nebius-ai-cloud.md)\n- [Nebius AI Cloud vs Northflank](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-northflank.md)\n- [Nebius AI Cloud vs Replicate Deployments](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy.md)\n- [Nebius AI Cloud vs Runpod](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-runpod.md)\n- [Nebius AI Cloud vs Thunder Compute](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-thunder-compute.md)\n- [Nebius AI Cloud vs Together GPU Clusters](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-together-gpu-clusters.md)\n- [Nebius AI Cloud vs Vast.ai](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-vast-ai.md)\n- [Nebius AI Cloud vs Verda](https://www.anchorterminal.com/compare/nebius-ai-cloud-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": "GPUsMarket vs Nebius AI Cloud", "url": "" } ], "description": "Nebius AI Cloud scores 71.2 (BB) to GPUsMarket's 39.6 (E) for gpu compute. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "GPUsMarket E 39.6", "Nebius AI Cloud BB 71.2", "scores" ], "h1": "GPUsMarket vs Nebius AI Cloud", "image": "https://www.anchorterminal.com/assets/og/default.png", "path": "/compare/gpusmarket-vs-nebius-ai-cloud", "published": "2026-10-01", "section": "tools", "title": "GPUsMarket vs Nebius AI Cloud for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-11-07", "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud" }, "tokens": { "markdown": 5600, "slim": 3230 }, "version": 1 }