{ "data": { "a": { "slug": "massed-compute", "name": "Massed Compute", "vendor": "Massed Compute", "vendorUrl": "https://massedcompute.com", "kind": "http-api", "category": "gpu-compute", "summary": "Massed Compute is a US GPU cloud that rents NVIDIA GPU virtual machines by the hour from hardware it owns, with bare metal and clusters by quote. Agents use its REST API or a hosted MCP server.", "url": "https://www.anchorterminal.com/tools/massed-compute", "markdownUrl": "https://www.anchorterminal.com/tools/massed-compute.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/massed-compute.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/massed-compute.json", "repo": "https://github.com/Massed-Compute/massed-compute-mcp", "license": "Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://vm.massedcompute.com/api/v1", "packages": [ { "registry": "npm", "name": "massed-compute-mcp" }, { "registry": "pypi", "name": "massed-compute-mcp" } ], "auth": "mixed", "authNotes": "Self-serve. The owner signs up in a browser, verifies an email address and creates a named API token at vm.massedcompute.com/settings/api, choosing Full access or Read only. The token is shown once, travels as a Bearer header and is revoked from the token table. The same token works for the REST API and the MCP server. MCP clients that send no token get a 401 with an OAuth challenge, and the owner signs in and approves full or read-only access. Grants are listed and revoked under Connected Apps. The older marketplace API on `api.massedcompute.com` issues keys only through support.", "pricing": "usage", "pricingNotes": "No free tier or trial credit was found. The owner adds a card or pays in crypto, makes a first deposit and sets an auto-recharge threshold of at least $5 before any launch. Running VMs are debited every minute at a published hourly rate. On 9 October 2026 a single A30 was $0.35 an hour, an RTX A6000 $0.57, an L40S $0.97, an A100 80 GB $1.35 and an H100 80 GB $2.73. No bandwidth charge per the pricing page. Bare metal, clusters and the marketplace API are by quote (https://vm.massedcompute.com/pricing).", "priceSummary": "Pay per use", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs, the two OpenAPI files, the MCP server card or the pricing page. The billing docs describe crypto top-ups made by the account owner, which is not a machine payment protocol (checked 2026-10-09).", "endpoints": [] }, "toolCount": 17, "popularity": { "githubStars": 1, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-09" }, "docsUrl": "https://vm-docs.massedcompute.com", "llmsTxt": "https://massedcompute.com/llms.txt", "openapi": "https://vm-docs.massedcompute.com/redocusaurus/plugin-redoc-0.yaml", "registryName": "io.github.Massed-Compute/mcp", "capabilities": [ "compute.gpu" ], "tags": [ "hosted", "usage-priced", "openapi", "mcp", "oauth", "api-key", "read-only-keys", "node", "python", "card-required", "crypto-payments", "closed-source" ], "lastRelease": "2026-07-24", "graded": true, "anchor": { "graded": true, "score": 42.3, "grade": "E", "agentReady": false, "rank": 896, "ranked": true, "rankOf": 950, "categoryRank": 18, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 56, "maintenance": 51, "payments": 20, "reliability": 20, "schema": 69, "security": 61, "transparency": 61 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-09" }, "negative": -5, "negativeNotes": [ "8 June 2026. The `instances_list` and `instances_get` MCP tools returned the cleartext VM password although their descriptions said it was redacted. Fixed in `massed-compute-mcp` 1.0.3 and later moved server-side, with rotation advice in the changelog. No GitHub advisory is published. Fixed and documented, so 3 points (https://github.com/Massed-Compute/massed-compute-mcp/blob/main/CHANGELOG.md).", "9 October 2026. The product page lists SDKs for Go and a Terraform provider, webhooks and per-project quotas. None appears in the docs, the OpenAPI file or the vendor's public GitHub organisation. 2 points (https://massedcompute.com/products/inventory-api/)." ], "verdict": "The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.", "bestFor": "Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.", "strengths": [ "API tokens and OAuth grants come in read-only and full-access tiers, and tokens are revoked one at a time in the console", "A public server card lists all 17 MCP tools with JSON Schema inputs and `readOnlyHint`, `destructiveHint` and `idempotentHint` annotations", "Hourly prices for 23 GPU configurations, from $0.35 for an A30 to $52.80 for eight B300s, are public without a login", "A public OpenAPI 3.0 file covers the 14 REST operations at `https://vm.massedcompute.com/api/v1`", "The sub-processor list names 23 processors with locations, was updated on 10 September 2026 and has an RSS feed for changes" ], "weaknesses": [ "No status page, incident history or security.txt was found on any of the vendor's hosts", "A 429 answer exists but no rate limit figures are published, and the OpenAPI file documents no error response", "`POST /instance/launch` has no idempotency key, so a retried launch can start a second billed VM", "Until a fix dated 8 June 2026, `instances_list` and `instances_get` returned the cleartext VM password although their descriptions said it was redacted", "The product page lists Go and Terraform SDKs and webhooks that the docs, the OpenAPI file and the public GitHub organisation do not show", "A stopped instance is billed at the full hourly rate. Only termination ends billing, and it deletes the data" ], "agentNotes": [ "Use `https://vm.massedcompute.com/api/v1`. The older docs at api-docs.massedcompute.com describe a separate marketplace API on `api.massedcompute.com` whose keys come from support.", "Ask the owner for a read-only token unless the task must launch or terminate. Read-only credentials cannot call launch, restart, terminate or SSH key changes.", "Call `gpu_inventory_list` and `images_list` before `instances_launch`. Product names and image IDs are free values, and SXM-only images do not run on PCIe cards.", "Expect 402 on launch until the owner has added credit and set a recharge amount and threshold. List instances before retrying a launch.", "Terminate to end billing. Stopping keeps the full hourly charge, and termination deletes the instance data." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 42.3 } ], "editorialScores": { "ergonomics": 56, "maintenance": 51, "payments": 20, "reliability": 20, "schema": 69, "security": 61, "transparency": 53 }, "provenanceScore": 68 }, "connect": { "install": "npm install -g massed-compute-mcp", "claudeCode": "claude mcp add --transport http massed-compute https://vm.massedcompute.com/api/mcp --header \"Authorization: Bearer MC_TOKEN\"", "config": { "mcpServers": { "massed-compute": { "headers": { "Authorization": "Bearer MC_TOKEN" }, "type": "http", "url": "https://vm.massedcompute.com/api/mcp" } } } }, "letme": { "capability": "https://letme.dev/compute.gpu", "tool": "https://letme.dev/massed-compute" }, "area": "models", "unitPrices": [ { "item": "A30 24 GB VM", "unit": "gpu-hour", "usd": 0.35, "note": "Billed per minute" }, { "item": "RTX A5000 24 GB VM", "unit": "gpu-hour", "usd": 0.44, "note": "Billed per minute" }, { "item": "RTX A6000 48 GB VM", "unit": "gpu-hour", "usd": 0.57, "note": "Billed per minute. An alternative configuration is $0.55" }, { "item": "RTX 6000 Ada 48 GB VM", "unit": "gpu-hour", "usd": 0.79, "note": "Billed per minute" }, { "item": "L40 48 GB VM", "unit": "gpu-hour", "usd": 0.86, "note": "Billed per minute" }, { "item": "RTX PRO 4500 Blackwell 32 GB VM", "unit": "gpu-hour", "usd": 0.92, "note": "Billed per minute" }, { "item": "L40S 48 GB VM", "unit": "gpu-hour", "usd": 0.97, "note": "Billed per minute" }, { "item": "A100 80 GB VM", "unit": "gpu-hour", "usd": 1.35, "note": "Billed per minute. SXM4 and DGX variants are $1.38" }, { "item": "RTX PRO 6000 Blackwell 96 GB VM", "unit": "gpu-hour", "usd": 2.19, "note": "Billed per minute" }, { "item": "H100 80 GB VM", "unit": "gpu-hour", "usd": 2.73, "note": "Billed per minute. H100 NVL is $3.11 and H100 SXM5 $3.14" }, { "item": "H200 NVL 141 GB VM", "unit": "gpu-hour", "usd": 3.62, "note": "Billed per minute" }, { "item": "B200 SXM6 VM, 8 GPUs", "unit": "gpu-hour", "usd": 5.43, "note": "Sold only as eight GPUs at $43.46 an hour. Our division, rounded" }, { "item": "B300 SXM6 VM, 8 GPUs", "unit": "gpu-hour", "usd": 6.6, "note": "Sold only as eight GPUs at $52.80 an hour. Our division" } ], "provenance": { "legalEntity": "Massed Compute, Inc.", "domain": "massedcompute.com", "domainRegistered": "2021-10-28", "endpointOnVendorDomain": true, "terms": "https://massedcompute.com/legal/terms-conditions/", "privacy": "https://massedcompute.com/legal/privacy-policy/", "statusPage": "", "changelog": "https://github.com/Massed-Compute/massed-compute-mcp/blob/main/CHANGELOG.md", "securityTxt": "none", "checked": "2026-10-09", "notes": [ "The Terms \u0026 Conditions page is the document the DPA calls the Principal Agreement. Its body is an embedded Termly viewer drawn by script, and we could not read it.", "The End User Licence Agreement, last updated 15 September 2026, names Massed Compute, Inc. of Las Vegas, Nevada, and applies Nevada law. The older docs site's footer says Massed Compute LLC.", "The privacy policy, last updated 22 July 2026, covers the website, a mobile application and the Services in general.", "The REST API and the MCP server answer at vm.massedcompute.com, on the vendor domain.", "/.well-known/security.txt answers 404 on massedcompute.com and on vm.massedcompute.com.", "RDAP for massedcompute.com gives a registration date of 2021-10-28.", "No status page was found on the site, the docs or the pricing page.", "The changelog linked is the MCP wrapper's. No API changelog was found.", "A Data Processing Agreement, last modified 27 March 2026, and a sub-processor list, last updated 10 September 2026, are published." ], "score": 68 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/massed-compute.json", "live": { "slug": "massed-compute", "probe": { "target": "https://vm.massedcompute.com/api/v1", "method": "get", "lastAt": "2026-10-10T02:07:15.43079726Z", "lastOk": true, "lastStatus": 200, "lastMs": 559, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 563, "p95ms24h": 1577, "samples24h": 107, "samples30d": 107, "days": [ { "date": "2026-10-09", "probes": 85, "ok": 85 }, { "date": "2026-10-10", "probes": 22, "ok": 22 } ] }, "versions": [ { "registry": "github", "name": "Massed-Compute/massed-compute-mcp", "version": "v1.1.0", "released": "2026-07-24", "seenAt": "2026-10-09T17:04:15.605664679Z" }, { "registry": "npm", "name": "massed-compute-mcp", "version": "1.1.0", "seenAt": "2026-10-09T17:04:14.528689429Z" }, { "registry": "pypi", "name": "massed-compute-mcp", "version": "1.1.0", "released": "2026-07-24", "seenAt": "2026-10-09T17:04:15.405015566Z" } ], "githubStars": 1, "npmWeekly": 37, "pypiWeekly": 20, "pages": [ { "url": "https://raw.githubusercontent.com/Massed-Compute/massed-compute-mcp/main/CHANGELOG.md", "kind": "changelog", "status": 200, "checkedAt": "2026-10-09T18:44:33.145231849Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "7fa22cb79429" }, { "url": "https://vm.massedcompute.com/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-10-09T18:47:14.582656601Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "fb389d9be37c" }, { "url": "https://massedcompute.com/legal/privacy-policy/", "kind": "privacy", "status": 200, "checkedAt": "2026-10-09T18:41:48.306296743Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "71fd70e07907" }, { "url": "https://massedcompute.com/legal/terms-conditions/", "kind": "terms", "status": 200, "checkedAt": "2026-10-09T18:41:50.386665594Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "0a8bdfcc06c0" } ], "updatedAt": "2026-10-10T02:07:15.43079726Z" } }, "answer": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Massed Compute's 42.3 (E), and leads in 6 of 7 scored categories.", "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", "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 GPUs are spot priced from $0.79. 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": "2026-10-07", "graded": true, "anchor": { "graded": true, "score": 67.2, "grade": "B", "agentReady": false, "rank": 259, "ranked": true, "rankOf": 950, "categoryRank": 1, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 77, "maintenance": 82, "payments": 20, "reliability": 57, "schema": 78, "security": 81, "transparency": 77 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-08" }, "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 14 major incidents between 14 July and 8 October 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": [ "Status page lists 14 incidents marked major between 14 July and 8 October 2026, including about 21 hours of partial degradation in us-central1 on 19 August", "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": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 67.2 } ], "editorialScores": { "ergonomics": 77, "maintenance": 82, "payments": 20, "reliability": 57, "schema": 78, "security": 81, "transparency": 70 }, "provenanceScore": 83 }, "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": "2026-10-08", "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 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." ], "score": 83 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/nebius-ai-cloud.json", "live": { "slug": "nebius-ai-cloud", "probe": { "target": "https://api.nebius.cloud", "method": "get", "lastAt": "2026-10-10T02:07:17.519371448Z", "lastOk": true, "lastStatus": 404, "lastMs": 173, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 169, "p95ms24h": 237, "samples24h": 191, "samples30d": 191, "days": [ { "date": "2026-10-09", "probes": 169, "ok": 169 }, { "date": "2026-10-10", "probes": 22, "ok": 22 } ] }, "vendorStatus": { "page": "https://status.nebius.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-10T02:06:09.352269736Z" }, "versions": [ { "registry": "npm", "name": "@nebius/js-sdk", "version": "0.2.74", "seenAt": "2026-10-09T17:08:01.087543278Z" }, { "registry": "pypi", "name": "nebius", "version": "0.6.20", "released": "2026-10-07", "seenAt": "2026-10-09T17:08:00.886329324Z" } ], "githubStars": 19, "npmWeekly": 3453, "pypiWeekly": 491985, "securityTxt": { "url": "https://nebius.com/.well-known/security.txt", "state": "valid", "expires": "2027-12-31T00:00:00.000Z", "checkedAt": "2026-10-09T15:40:20.194595593Z" }, "llmsTxt": { "url": "https://docs.nebius.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-09T14:02:27.99931997Z" }, "pages": [ { "url": "https://docs.nebius.com/cli/release-notes", "kind": "changelog", "status": 200, "checkedAt": "2026-10-09T18:37:52.148241592Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "dac4b6e5d883" }, { "url": "https://docs.nebius.com/compute/resources/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-10-09T18:37:54.469352738Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "71686c258310" }, { "url": "https://nebius.com/prices", "kind": "pricing", "status": 200, "checkedAt": "2026-10-09T18:42:24.325485526Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "f17f442d3293" }, { "url": "https://docs.nebius.com/legal/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-09T18:37:58.376052426Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "8c03d4cde93e" }, { "url": "https://docs.nebius.com/legal/agreement", "kind": "terms", "status": 200, "checkedAt": "2026-10-09T18:37:56.263214103Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "72845387768b" } ], "updatedAt": "2026-10-10T02:07:17.519371448Z" } }, "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "Massed Compute", "b": "Nebius", "name": "Vendor" }, { "a": "https://vm.massedcompute.com/api/v1", "b": "https://api.nebius.cloud", "name": "Hosted endpoint" }, { "a": "HTTP, Streamable HTTP", "b": "HTTP, stdio", "name": "Transports" }, { "a": "OAuth or key", "b": "OAuth or key", "name": "Auth" }, { "a": "Pay per use", "b": "Pay per use", "name": "Pricing" }, { "a": "$5.43 per GPU-hour", "b": "$1.35 per GPU-hour", "name": "Price for gpu compute" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT", "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": "17", "b": "none", "name": "Tools exposed" }, { "a": "yes", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "io.github.Massed-Compute/mcp", "b": "not listed", "name": "MCP registry" }, { "a": "2026-07-24", "b": "2026-10-07", "name": "Last release" }, { "a": "couldn't be read", "b": "2026-09-28", "name": "Terms last updated" }, { "a": "2026-07-22", "b": "2026-09-23", "name": "Privacy policy last updated" }, { "a": "couldn't be read", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "couldn't be read", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "couldn't be read", "b": "yes", "name": "Terms restrict benchmarking" }, { "a": "couldn't be read", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "couldn't be read", "b": "yes", "name": "Arbitration or class-action waiver" }, { "a": "1 stars", "b": "4.1k npm/wk, 469k PyPI/wk", "name": "Popularity" } ], "faq": [ { "answer": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Massed Compute's 42.3 (E), and leads in 6 of 7 scored categories.", "question": "Which is better for AI agents, Massed Compute or Nebius AI Cloud?" }, { "answer": "Nebius AI Cloud, at $1.35 per GPU-hour against $5.43 per GPU-hour for Massed Compute. These are the vendors' published prices for the job.", "question": "Which is cheaper for gpu compute, Massed Compute or Nebius AI Cloud?" }, { "answer": "Both take an API key or an OAuth sign-in.", "question": "Do Massed Compute and Nebius AI Cloud need an API key?" }, { "answer": "Yes. Massed Compute has a hosted endpoint at https://vm.massedcompute.com/api/v1 and Nebius AI Cloud at https://api.nebius.cloud.", "question": "Can an agent call Massed Compute and Nebius AI Cloud without installing anything?" } ], "goodFor": [ { "aheadOn": null, "also": null, "goodFor": "Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.", "slug": "massed-compute", "watchFor": "No status page, incident history or security.txt was found on any of the vendor's hosts" }, { "aheadOn": [ "Reliability, 57 against 20", "Schema \u0026 documentation, 78 against 69", "Agent ergonomics, 77 against 56", "Security \u0026 auth, 81 against 61", "Maintenance \u0026 community, 82 against 51", "Transparency \u0026 trust, 77 against 61" ], "also": [ "Cheaper for gpu compute, $1.35 against $5.43 per GPU-hour", "Runs on your own machine", "No incidents deducted, where Massed Compute loses 5 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": "Status page lists 14 incidents marked major between 14 July and 8 October 2026, including about 21 hours of partial degradation in us-central1 on 19 August" } ], "job": { "capability": "compute.gpu", "name": "GPU compute" }, "others": [ { "json": "https://www.anchorterminal.com/compare/baseten-vs-massed-compute.json", "title": "Baseten vs Massed Compute", "url": "https://www.anchorterminal.com/compare/baseten-vs-massed-compute" }, { "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-massed-compute.json", "title": "Beam vs Massed Compute", "url": "https://www.anchorterminal.com/compare/beam-vs-massed-compute" }, { "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-massed-compute.json", "title": "Cerebrium vs Massed Compute", "url": "https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute" }, { "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/coreweave-vs-massed-compute.json", "title": "CoreWeave vs Massed Compute", "url": "https://www.anchorterminal.com/compare/coreweave-vs-massed-compute" }, { "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-massed-compute.json", "title": "Crusoe Cloud vs Massed Compute", "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute" }, { "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/hugging-face-inference-endpoints-vs-massed-compute.json", "title": "Hugging Face Inference Endpoints vs Massed Compute", "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute" }, { "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-massed-compute.json", "title": "Hyperbolic vs Massed Compute", "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute" }, { "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-massed-compute.json", "title": "Koyeb vs Massed Compute", "url": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute" }, { "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-massed-compute.json", "title": "Lambda Cloud vs Massed Compute", "url": "https://www.anchorterminal.com/compare/lambda-vs-massed-compute" }, { "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-modal.json", "title": "Massed Compute vs Modal", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-modal" }, { "json": "https://www.anchorterminal.com/compare/massed-compute-vs-northflank.json", "title": "Massed Compute vs Northflank", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/massed-compute-vs-replicate-deploy.json", "title": "Massed Compute vs Replicate Deployments", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-replicate-deploy" }, { "json": "https://www.anchorterminal.com/compare/massed-compute-vs-runpod.json", "title": "Massed Compute vs Runpod", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-runpod" }, { "json": "https://www.anchorterminal.com/compare/massed-compute-vs-thunder-compute.json", "title": "Massed Compute vs Thunder Compute", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-thunder-compute" }, { "json": "https://www.anchorterminal.com/compare/massed-compute-vs-vast-ai.json", "title": "Massed Compute vs Vast.ai", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-vast-ai" }, { "json": "https://www.anchorterminal.com/compare/massed-compute-vs-verda.json", "title": "Massed Compute vs Verda", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-verda" }, { "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-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" } ], "scores": [ { "by": 37, "edge": "nebius-ai-cloud", "key": "reliability", "massed-compute": 20, "name": "Reliability", "nebius-ai-cloud": 57, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 9, "edge": "nebius-ai-cloud", "key": "schema", "massed-compute": 69, "name": "Schema \u0026 documentation", "nebius-ai-cloud": 78, "weight": 13 }, { "by": 21, "edge": "nebius-ai-cloud", "key": "ergonomics", "massed-compute": 56, "name": "Agent ergonomics", "nebius-ai-cloud": 77, "weight": 13 }, { "by": 20, "edge": "nebius-ai-cloud", "key": "security", "massed-compute": 61, "name": "Security \u0026 auth", "nebius-ai-cloud": 81, "weight": 14 }, { "by": 0, "edge": "", "key": "payments", "massed-compute": 20, "name": "Payments \u0026 pricing", "nebius-ai-cloud": 20, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 31, "edge": "nebius-ai-cloud", "key": "maintenance", "massed-compute": 51, "name": "Maintenance \u0026 community", "nebius-ai-cloud": 82, "weight": 7 }, { "by": 16, "edge": "nebius-ai-cloud", "key": "transparency", "massed-compute": 61, "name": "Transparency \u0026 trust", "nebius-ai-cloud": 77, "weight": 7 } ], "summary": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Massed Compute's 42.3 (E), and leads in 6 of 7 scored categories. Both do gpu compute. Nebius AI Cloud is cheaper for gpu compute, $1.35 against $5.43 per GPU-hour.", "verdicts": { "massed-compute": "The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.", "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 14 major incidents between 14 July and 8 October 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/massed-compute-vs-nebius-ai-cloud", "json": "https://www.anchorterminal.com/compare/massed-compute-vs-nebius-ai-cloud.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/massed-compute-vs-nebius-ai-cloud.md", "slim": "https://www.anchorterminal.com/compare/massed-compute-vs-nebius-ai-cloud.min.md" }, "markdown": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Massed Compute's 42.3 (E), and leads in 6 of 7 scored categories. Both do gpu compute. Nebius AI Cloud is cheaper for gpu compute, $1.35 against $5.43 per GPU-hour.\n\n- Massed Compute: grade E, 42.3/100, rank #896 of 950. Markdown https://www.anchorterminal.com/tools/massed-compute.md · JSON https://www.anchorterminal.com/api/v1/tools/massed-compute.json\n- Nebius AI Cloud: grade B, 67.2/100, rank #259 of 950. 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 167 gpu compute comparisons: https://www.anchorterminal.com/compare/gpu-compute/index.md\n\n## Which one, for what\n\n### Massed Compute (E)\n\nGood for: Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.\n\nWatch for: No status page, incident history or security.txt was found on any of the vendor's hosts\n\n### Nebius AI Cloud (B)\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, 57 against 20\n- Schema \u0026 documentation, 78 against 69\n- Agent ergonomics, 77 against 56\n- Security \u0026 auth, 81 against 61\n- Maintenance \u0026 community, 82 against 51\n- Transparency \u0026 trust, 77 against 61\n\nAlso in its favour:\n- Cheaper for gpu compute, $1.35 against $5.43 per GPU-hour\n- Runs on your own machine\n- No incidents deducted, where Massed Compute loses 5 points for them\n\nWatch for: Status page lists 14 incidents marked major between 14 July and 8 October 2026, including about 21 hours of partial degradation in us-central1 on 19 August\n\n\n## Score by category\n\n| Category | Weight | Massed Compute | Nebius AI Cloud | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 20 | 57 | Nebius AI Cloud +37 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 69 | 78 | Nebius AI Cloud +9 |\n| Agent ergonomics | 13% (16.2 this run) | 56 | 77 | Nebius AI Cloud +21 |\n| Security \u0026 auth | 14% (17.5 this run) | 61 | 81 | Nebius AI Cloud +20 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 20 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 51 | 82 | Nebius AI Cloud +31 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 61 | 77 | Nebius AI Cloud +16 |\n| Negative events | ≤15 | -5 | 0 | |\n| **Total** | | **42.3 · E** | **67.2 · B** | |\n\n## Facts side by side\n\n| Fact | Massed Compute | Nebius AI Cloud |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Massed Compute | Nebius |\n| Hosted endpoint | `https://vm.massedcompute.com/api/v1` | `https://api.nebius.cloud` |\n| Transports | HTTP, Streamable HTTP | HTTP, stdio |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Pay per use | Pay per use |\n| Price for gpu compute | $5.43 per GPU-hour | $1.35 per GPU-hour |\n| x402 | no | no |\n| Licence | Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT | 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 | 17 | none |\n| Read-only variant documented | yes | no |\n| llms.txt | yes | yes |\n| MCP registry | `io.github.Massed-Compute/mcp` | not listed |\n| Last release | 2026-07-24 | 2026-10-07 |\n| Terms last updated | couldn't be read | 2026-09-28 |\n| Privacy policy last updated | 2026-07-22 | 2026-09-23 |\n| Customer content may train models | couldn't be read | not found in the text |\n| Terms restrict automated access | couldn't be read | not found in the text |\n| Terms restrict benchmarking | couldn't be read | yes |\n| Terms or service can change without notice | couldn't be read | not found in the text |\n| Arbitration or class-action waiver | couldn't be read | yes |\n| Popularity | 1 stars | 4.1k npm/wk, 469k PyPI/wk |\n\n## Verdicts\n\n**Massed Compute.** The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.\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 14 major incidents between 14 July and 8 October 2026, no request rate limits were found, and signup needs a browser and a card.\n\n## Before you call either\n\n### Massed Compute\n\n1. Use `https://vm.massedcompute.com/api/v1`. The older docs at api-docs.massedcompute.com describe a separate marketplace API on `api.massedcompute.com` whose keys come from support.\n2. Ask the owner for a read-only token unless the task must launch or terminate. Read-only credentials cannot call launch, restart, terminate or SSH key changes.\n3. Call `gpu_inventory_list` and `images_list` before `instances_launch`. Product names and image IDs are free values, and SXM-only images do not run on PCIe cards.\n4. Expect 402 on launch until the owner has added credit and set a recharge amount and threshold. List instances before retrying a launch.\n5. Terminate to end billing. Stopping keeps the full hourly charge, and termination deletes the instance data.\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, Massed Compute or Nebius AI Cloud?\n\nNebius AI Cloud scores 67.2 (B) on agent readiness against Massed Compute's 42.3 (E), and leads in 6 of 7 scored categories.\n\n### Which is cheaper for gpu compute, Massed Compute or Nebius AI Cloud?\n\nNebius AI Cloud, at $1.35 per GPU-hour against $5.43 per GPU-hour for Massed Compute. These are the vendors' published prices for the job.\n\n### Do Massed Compute and Nebius AI Cloud need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Massed Compute and Nebius AI Cloud without installing anything?\n\nYes. Massed Compute has a hosted endpoint at https://vm.massedcompute.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/massed-compute-vs-nebius-ai-cloud.json, and with the fewest tokens: https://www.anchorterminal.com/compare/massed-compute-vs-nebius-ai-cloud.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"massed-compute\", \"b\": \"nebius-ai-cloud\"}`. From a terminal: `anchor compare massed-compute nebius-ai-cloud`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/massed-compute.json and https://www.anchorterminal.com/api/v1/tools/nebius-ai-cloud.json\n\n## Other comparisons with Massed Compute or Nebius AI Cloud\n\n- [Baseten vs Massed Compute](https://www.anchorterminal.com/compare/baseten-vs-massed-compute.md)\n- [Baseten vs Nebius AI Cloud](https://www.anchorterminal.com/compare/baseten-vs-nebius-ai-cloud.md)\n- [Beam vs Massed Compute](https://www.anchorterminal.com/compare/beam-vs-massed-compute.md)\n- [Beam vs Nebius AI Cloud](https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud.md)\n- [Cerebrium vs Massed Compute](https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute.md)\n- [Cerebrium vs Nebius AI Cloud](https://www.anchorterminal.com/compare/cerebrium-vs-nebius-ai-cloud.md)\n- [CoreWeave vs Massed Compute](https://www.anchorterminal.com/compare/coreweave-vs-massed-compute.md)\n- [CoreWeave vs Nebius AI Cloud](https://www.anchorterminal.com/compare/coreweave-vs-nebius-ai-cloud.md)\n- [Crusoe Cloud vs Massed Compute](https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute.md)\n- [Crusoe Cloud vs Nebius AI Cloud](https://www.anchorterminal.com/compare/crusoe-cloud-vs-nebius-ai-cloud.md)\n- [Hugging Face Inference Endpoints vs Massed Compute](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute.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 Massed Compute](https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute.md)\n- [Hyperbolic vs Nebius AI Cloud](https://www.anchorterminal.com/compare/hyperbolic-vs-nebius-ai-cloud.md)\n- [Koyeb vs Massed Compute](https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.md)\n- [Koyeb vs Nebius AI Cloud](https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.md)\n- [Lambda Cloud vs Massed Compute](https://www.anchorterminal.com/compare/lambda-vs-massed-compute.md)\n- [Lambda Cloud vs Nebius AI Cloud](https://www.anchorterminal.com/compare/lambda-vs-nebius-ai-cloud.md)\n- [Massed Compute vs Modal](https://www.anchorterminal.com/compare/massed-compute-vs-modal.md)\n- [Massed Compute vs Northflank](https://www.anchorterminal.com/compare/massed-compute-vs-northflank.md)\n- [Massed Compute vs Replicate Deployments](https://www.anchorterminal.com/compare/massed-compute-vs-replicate-deploy.md)\n- [Massed Compute vs Runpod](https://www.anchorterminal.com/compare/massed-compute-vs-runpod.md)\n- [Massed Compute vs Thunder Compute](https://www.anchorterminal.com/compare/massed-compute-vs-thunder-compute.md)\n- [Massed Compute vs Vast.ai](https://www.anchorterminal.com/compare/massed-compute-vs-vast-ai.md)\n- [Massed Compute vs Verda](https://www.anchorterminal.com/compare/massed-compute-vs-verda.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 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)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-10", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.4", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Massed Compute vs Nebius AI Cloud", "url": "" } ], "description": "Nebius AI Cloud scores 67.2 (B) to Massed Compute's 42.3 (E) for gpu compute. Nebius AI Cloud is cheaper for gpu compute, $1.35 against $5.43 per GPU-hour. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Massed Compute E 42.3", "Nebius AI Cloud B 67.2", "scores" ], "h1": "Massed Compute vs Nebius AI Cloud", "image": "https://www.anchorterminal.com/assets/og/compare-massed-compute-vs-nebius-ai-cloud.png", "path": "/compare/massed-compute-vs-nebius-ai-cloud", "published": "2026-10-01", "section": "tools", "title": "Massed Compute vs Nebius AI Cloud for AI agents (2026)", "toc": null, "updated": "2026-10-09", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-nebius-ai-cloud" }, "tokens": { "markdown": 3050, "slim": 830 }, "version": 1 }