{
  "data": {
    "a": {
      "slug": "koyeb",
      "name": "Koyeb",
      "vendor": "Koyeb",
      "vendorUrl": "https://www.koyeb.com",
      "kind": "platform",
      "category": "gpu-compute",
      "summary": "Serverless platform for deploying applications and containers on CPU or GPU instances, with autoscaling and an API.",
      "url": "https://www.anchorterminal.com/tools/koyeb",
      "markdownUrl": "https://www.anchorterminal.com/tools/koyeb.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/koyeb.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/koyeb.json",
      "repo": "https://github.com/koyeb/koyeb-cli",
      "license": "Apache-2.0",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://app.koyeb.com/v1",
      "packages": [],
      "auth": "pat",
      "authNotes": "Personal access token created in the control panel (app.koyeb.com/user/settings/api) and sent as `Authorization: Bearer` to app.koyeb.com/v1. The CLI stores it from `koyeb login` and hides it in debug output. Organisation-scoped tokens can be created for teams.",
      "pricing": "freemium",
      "pricingNotes": "Pro is $29 a month with $10 of usage included, Scale $299 with $100, Enterprise custom. The Starter plan closed to new sign-ups after the Mistral AI agreement. Everything bills per second. GPUs an hour are RTX 4000 SFF Ada $0.50, L4 $0.70, RTX A6000 $0.75, L40S $1.20, A100 $1.60, A100 SXM $2.15, RTX PRO 6000 $2.20, H100 $2.50, H200 $3.00, 2x A100 $3.20, 2x H100 $5.00, 4x A100 $6.40, 8x H100 $20.00, 8x H200 $24.00. CPU services start at $0.000006 a second (https://www.koyeb.com/pricing, https://www.koyeb.com/blog/koyeb-is-joining-mistral-ai-to-build-the-future-of-ai-infrastructure).",
      "priceSummary": "$29 / mo",
      "where": "hosted",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 72,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://www.koyeb.com/docs",
      "capabilities": [
        "compute.gpu",
        "compute.serverless",
        "compute.endpoints",
        "compute.containers"
      ],
      "tags": [
        "hosted",
        "freemium",
        "eu",
        "enterprise"
      ],
      "lastRelease": "2026-05-12",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 46.5,
        "grade": "D",
        "agentReady": false,
        "rank": 755,
        "ranked": true,
        "rankOf": 842,
        "categoryRank": 16,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 56,
          "maintenance": 23,
          "payments": 20,
          "reliability": 60,
          "schema": 41,
          "security": 50,
          "transparency": 63
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "H100 at $2.50 and H200 at $3.00 an hour, billed per second. Changelog silent since 27 February 2026 and no CLI release since 12 May 2026.",
        "bestFor": "Teams that want cheap H100 or H200 containers with scale to zero and an SLA, deployed from Git or an image without a vendor SDK.",
        "strengths": [
          "H100 at $2.50 and H200 at $3.00 an hour, billed per second",
          "Scale to zero after 5 idle minutes by default, configurable up to 12 hours on higher plans",
          "99.9 per cent uptime SLA published from the Pro plan",
          "List endpoints filter by name, type, status and region with `limit` and `offset`, and create and update take `dry_run`",
          "French company under French law with a published DPA"
        ],
        "weaknesses": [
          "Changelog silent since 27 February 2026 and no CLI release since 12 May 2026",
          "No free compute tier; Starter closed after the Mistral AI agreement",
          "No llms.txt, no downloadable OpenAPI file, no documented rate limits or error codes",
          "Audit logs and RBAC only on Enterprise, and tokens have no scopes",
          "Platform due to fold into Mistral Compute with no dated migration plan"
        ],
        "agentNotes": [
          "Pass `dry_run` on service create or update to validate the definition before anything deploys",
          "Page service lists with `limit` and `offset` and filter by `statuses` instead of fetching everything",
          "Expect the first request after deep sleep to take 1 to 5 seconds and retry once with a timeout",
          "Set `--min-scale 0` on GPU services so idle instances stop billing",
          "Re-check the Mistral transition before building anything long-lived on it"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 46.5
          }
        ],
        "editorialScores": {
          "ergonomics": 56,
          "maintenance": 23,
          "payments": 20,
          "reliability": 60,
          "schema": 41,
          "security": 50,
          "transparency": 50
        },
        "provenanceScore": 75
      },
      "connect": {
        "install": "brew install koyeb/tap/koyeb \u0026\u0026 koyeb login  # or go install github.com/koyeb/koyeb-cli/cmd/koyeb",
        "http": "curl \"https://app.koyeb.com/v1/services\" -H \"Authorization: Bearer $KOYEB_TOKEN\""
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/koyeb"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "H100 80 GB",
          "unit": "gpu-hour",
          "usd": 2.5
        },
        {
          "item": "H200 141 GB",
          "unit": "gpu-hour",
          "usd": 3
        },
        {
          "item": "A100 80 GB",
          "unit": "gpu-hour",
          "usd": 1.6
        },
        {
          "item": "RTX PRO 6000",
          "unit": "gpu-hour",
          "usd": 2.2
        },
        {
          "item": "L40S 48 GB",
          "unit": "gpu-hour",
          "usd": 1.2
        },
        {
          "item": "L4 24 GB",
          "unit": "gpu-hour",
          "usd": 0.7
        },
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 29,
          "note": "$10 of usage included"
        },
        {
          "item": "Scale plan",
          "unit": "month",
          "usd": 299,
          "note": "$100 of usage included"
        }
      ],
      "provenance": {
        "legalEntity": "Koyeb SAS",
        "domain": "koyeb.com",
        "domainRegistered": "2019-03-11",
        "endpointOnVendorDomain": true,
        "terms": "https://www.koyeb.com/docs/legal/terms",
        "privacy": "https://www.koyeb.com/docs/legal/data-processing-agreement",
        "statusPage": "https://status.koyeb.com",
        "changelog": "https://www.koyeb.com/changelog",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "The Master Services Agreement of 28 June 2024 names Koyeb, a simplified joint-stock company registered in Nanterre under 850 183 948, at 9 rue des Longs Prés, Boulogne-Billancourt, under French law.",
          "The site footer's privacy link points at the data processing agreement rather than a separate privacy policy.",
          "www.koyeb.com/.well-known/security.txt returns 404 and there's no llms.txt at www.koyeb.com or under /docs.",
          "Koyeb announced on 17 February 2026 that it is joining Mistral AI."
        ],
        "score": 75
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/koyeb.json",
      "live": {
        "slug": "koyeb",
        "probe": {
          "target": "https://app.koyeb.com/v1",
          "method": "get",
          "lastAt": "2026-10-09T11:46:31.770823153Z",
          "lastOk": true,
          "lastStatus": 200,
          "lastMs": 68,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 68,
          "p95ms24h": 120,
          "samples24h": 259,
          "samples30d": 2109,
          "days": [
            {
              "date": "2026-10-01",
              "probes": 109,
              "ok": 109
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-06",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-07",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
            },
            {
              "date": "2026-10-09",
              "probes": 125,
              "ok": 125
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.koyeb.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-09T07:58:06.915098843Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "koyeb/koyeb-cli",
            "version": "v5.12.0",
            "released": "2026-09-16",
            "seenAt": "2026-10-08T16:18:01.679616884Z"
          }
        ],
        "githubStars": 75,
        "securityTxt": {
          "url": "https://koyeb.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-08T15:38:33.165001961Z"
        },
        "domain": {
          "domain": "koyeb.com",
          "registered": "2019-03-11",
          "source": "https://rdap.verisign.com/com/v1/domain/koyeb.com",
          "checkedAt": "2026-10-04T13:09:21.713025238Z"
        },
        "pages": [
          {
            "url": "https://www.koyeb.com/changelog",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-10-08T18:28:38.583332732Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "7e4e89b36b63"
          },
          {
            "url": "https://www.koyeb.com/pricing",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-08T18:28:44.671933232Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "9d7cf517fa78"
          },
          {
            "url": "https://www.koyeb.com/docs/legal/data-processing-agreement",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-10-08T18:28:40.700270182Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "6e08cc6e8919"
          },
          {
            "url": "https://www.koyeb.com/docs/legal/terms",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-10-08T18:28:42.728518755Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "089f524cdbd6"
          }
        ],
        "updatedAt": "2026-10-09T11:46:31.770823153Z"
      }
    },
    "answer": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Koyeb's 46.5 (D), and leads in 5 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": 240,
        "ranked": true,
        "rankOf": 842,
        "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": "2026-10-09T11:46:35.082213942Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 178,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 167,
          "p95ms24h": 237,
          "samples24h": 44,
          "samples30d": 44,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 44,
              "ok": 44
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.nebius.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-09T11:39:57.568934317Z"
        },
        "updatedAt": "2026-10-09T11:46:35.082213942Z"
      }
    },
    "facts": [
      {
        "a": "Model platform",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Koyeb",
        "b": "Nebius",
        "name": "Vendor"
      },
      {
        "a": "https://app.koyeb.com/v1",
        "b": "https://api.nebius.cloud",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP, stdio",
        "name": "Transports"
      },
      {
        "a": "Token",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Pay per use",
        "name": "Pricing"
      },
      {
        "a": "not published",
        "b": "$1.35 per GPU-hour",
        "name": "Price for compute gpu"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0",
        "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": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-05-12",
        "b": "2026-10-07",
        "name": "Last release"
      },
      {
        "a": "no date given",
        "b": "2026-09-28",
        "name": "Terms last updated"
      },
      {
        "a": "no date given",
        "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": "yes",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "72 stars",
        "b": "4.1k npm/wk, 469k PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "3.5/5 (2)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Koyeb's 46.5 (D), and leads in 5 of 7 scored categories.",
        "question": "Which is better for AI agents, Koyeb or Nebius AI Cloud?"
      },
      {
        "answer": "Yes. Koyeb has a hosted endpoint at https://app.koyeb.com/v1 and Nebius AI Cloud at https://api.nebius.cloud.",
        "question": "Can an agent call Koyeb and Nebius AI Cloud without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": null,
        "also": null,
        "goodFor": "Teams that want cheap H100 or H200 containers with scale to zero and an SLA, deployed from Git or an image without a vendor SDK.",
        "slug": "koyeb",
        "watchFor": "Changelog silent since 27 February 2026 and no CLI release since 12 May 2026"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 78 against 41",
          "Agent ergonomics, 77 against 56",
          "Security \u0026 auth, 81 against 50",
          "Maintenance \u0026 community, 82 against 23",
          "Transparency \u0026 trust, 77 against 63"
        ],
        "also": [
          "Runs on your own machine"
        ],
        "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": "Compute gpu"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/baseten-vs-koyeb.json",
        "title": "Baseten vs Koyeb",
        "url": "https://www.anchorterminal.com/compare/baseten-vs-koyeb"
      },
      {
        "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-koyeb.json",
        "title": "Beam vs Koyeb",
        "url": "https://www.anchorterminal.com/compare/beam-vs-koyeb"
      },
      {
        "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-koyeb.json",
        "title": "Cerebrium vs Koyeb",
        "url": "https://www.anchorterminal.com/compare/cerebrium-vs-koyeb"
      },
      {
        "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-koyeb.json",
        "title": "CoreWeave vs Koyeb",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-koyeb"
      },
      {
        "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/hugging-face-inference-endpoints-vs-koyeb.json",
        "title": "Hugging Face Inference Endpoints vs Koyeb",
        "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-koyeb"
      },
      {
        "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-koyeb.json",
        "title": "Hyperbolic vs Koyeb",
        "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-koyeb"
      },
      {
        "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-lambda.json",
        "title": "Koyeb vs Lambda Cloud",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-lambda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-modal.json",
        "title": "Koyeb vs Modal",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-modal"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-northflank.json",
        "title": "Koyeb vs Northflank",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-northflank"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy.json",
        "title": "Koyeb vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-runpod.json",
        "title": "Koyeb vs Runpod",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-runpod"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-thunder-compute.json",
        "title": "Koyeb vs Thunder Compute",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-thunder-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-vast-ai.json",
        "title": "Koyeb vs Vast.ai",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-vast-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-verda.json",
        "title": "Koyeb vs Verda",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-verda"
      },
      {
        "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/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": 3,
        "edge": "koyeb",
        "key": "reliability",
        "koyeb": 60,
        "name": "Reliability",
        "nebius-ai-cloud": 57,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 37,
        "edge": "nebius-ai-cloud",
        "key": "schema",
        "koyeb": 41,
        "name": "Schema \u0026 documentation",
        "nebius-ai-cloud": 78,
        "weight": 13
      },
      {
        "by": 21,
        "edge": "nebius-ai-cloud",
        "key": "ergonomics",
        "koyeb": 56,
        "name": "Agent ergonomics",
        "nebius-ai-cloud": 77,
        "weight": 13
      },
      {
        "by": 31,
        "edge": "nebius-ai-cloud",
        "key": "security",
        "koyeb": 50,
        "name": "Security \u0026 auth",
        "nebius-ai-cloud": 81,
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "koyeb": 20,
        "name": "Payments \u0026 pricing",
        "nebius-ai-cloud": 20,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 59,
        "edge": "nebius-ai-cloud",
        "key": "maintenance",
        "koyeb": 23,
        "name": "Maintenance \u0026 community",
        "nebius-ai-cloud": 82,
        "weight": 7
      },
      {
        "by": 14,
        "edge": "nebius-ai-cloud",
        "key": "transparency",
        "koyeb": 63,
        "name": "Transparency \u0026 trust",
        "nebius-ai-cloud": 77,
        "weight": 7
      }
    ],
    "summary": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Koyeb's 46.5 (D), and leads in 5 of 7 scored categories. Both do compute gpu.",
    "verdicts": {
      "koyeb": "H100 at $2.50 and H200 at $3.00 an hour, billed per second. Changelog silent since 27 February 2026 and no CLI release since 12 May 2026.",
      "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/koyeb-vs-nebius-ai-cloud",
    "json": "https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.md",
    "slim": "https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.min.md"
  },
  "markdown": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Koyeb's 46.5 (D), and leads in 5 of 7 scored categories. Both do compute gpu.\n\n- Koyeb: grade D, 46.5/100, rank #755 of 842. Markdown https://www.anchorterminal.com/tools/koyeb.md · JSON https://www.anchorterminal.com/api/v1/tools/koyeb.json\n- Nebius AI Cloud: grade B, 67.2/100, rank #240 of 842. Markdown https://www.anchorterminal.com/tools/nebius-ai-cloud.md · JSON https://www.anchorterminal.com/api/v1/tools/nebius-ai-cloud.json\n\n## Which one, for what\n\n### Koyeb (D)\n\nGood for: Teams that want cheap H100 or H200 containers with scale to zero and an SLA, deployed from Git or an image without a vendor SDK.\n\nWatch for: Changelog silent since 27 February 2026 and no CLI release since 12 May 2026\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- Schema \u0026 documentation, 78 against 41\n- Agent ergonomics, 77 against 56\n- Security \u0026 auth, 81 against 50\n- Maintenance \u0026 community, 82 against 23\n- Transparency \u0026 trust, 77 against 63\n\nAlso in its favour:\n- Runs on your own machine\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 | Koyeb | Nebius AI Cloud | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 60 | 57 | Koyeb +3 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 41 | 78 | Nebius AI Cloud +37 |\n| Agent ergonomics | 13% (16.2 this run) | 56 | 77 | Nebius AI Cloud +21 |\n| Security \u0026 auth | 14% (17.5 this run) | 50 | 81 | Nebius AI Cloud +31 |\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) | 23 | 82 | Nebius AI Cloud +59 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 63 | 77 | Nebius AI Cloud +14 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **46.5 · D** | **67.2 · B** | |\n\n## Facts side by side\n\n| Fact | Koyeb | Nebius AI Cloud |\n| --- | --- | --- |\n| Kind | Model platform | HTTP API |\n| Vendor | Koyeb | Nebius |\n| Hosted endpoint | `https://app.koyeb.com/v1` | `https://api.nebius.cloud` |\n| Transports | HTTP | HTTP, stdio |\n| Auth | Token | OAuth or key |\n| Pricing | Freemium | Pay per use |\n| Price for compute gpu | not published | $1.35 per GPU-hour |\n| x402 | no | no |\n| Licence | Apache-2.0 | 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| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-05-12 | 2026-10-07 |\n| Terms last updated | no date given | 2026-09-28 |\n| Privacy policy last updated | no date given | 2026-09-23 |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | yes | not found in the text |\n| Terms restrict benchmarking | not found in the text | yes |\n| Terms or service can change without notice | yes | not found in the text |\n| Arbitration or class-action waiver | not found in the text | yes |\n| Popularity | 72 stars | 4.1k npm/wk, 469k PyPI/wk |\n| Agent reviews | 3.5/5 (2) | none |\n\n## Verdicts\n\n**Koyeb.** H100 at $2.50 and H200 at $3.00 an hour, billed per second. Changelog silent since 27 February 2026 and no CLI release since 12 May 2026.\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### Koyeb\n\n1. Pass `dry_run` on service create or update to validate the definition before anything deploys\n2. Page service lists with `limit` and `offset` and filter by `statuses` instead of fetching everything\n3. Expect the first request after deep sleep to take 1 to 5 seconds and retry once with a timeout\n4. Set `--min-scale 0` on GPU services so idle instances stop billing\n5. Re-check the Mistral transition before building anything long-lived 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, Koyeb or Nebius AI Cloud?\n\nNebius AI Cloud scores 67.2 (B) on agent readiness against Koyeb's 46.5 (D), and leads in 5 of 7 scored categories.\n\n### Can an agent call Koyeb and Nebius AI Cloud without installing anything?\n\nYes. Koyeb has a hosted endpoint at https://app.koyeb.com/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/koyeb-vs-nebius-ai-cloud.json, and with the fewest tokens: https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"koyeb\", \"b\": \"nebius-ai-cloud\"}`. From a terminal: `anchor compare koyeb nebius-ai-cloud`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/koyeb.json and https://www.anchorterminal.com/api/v1/tools/nebius-ai-cloud.json\n\n## Other comparisons with Koyeb or Nebius AI Cloud\n\n- [Baseten vs Koyeb](https://www.anchorterminal.com/compare/baseten-vs-koyeb.md)\n- [Baseten vs Nebius AI Cloud](https://www.anchorterminal.com/compare/baseten-vs-nebius-ai-cloud.md)\n- [Beam vs Koyeb](https://www.anchorterminal.com/compare/beam-vs-koyeb.md)\n- [Beam vs Nebius AI Cloud](https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud.md)\n- [Cerebrium vs Koyeb](https://www.anchorterminal.com/compare/cerebrium-vs-koyeb.md)\n- [Cerebrium vs Nebius AI Cloud](https://www.anchorterminal.com/compare/cerebrium-vs-nebius-ai-cloud.md)\n- [CoreWeave vs Koyeb](https://www.anchorterminal.com/compare/coreweave-vs-koyeb.md)\n- [CoreWeave vs Nebius AI Cloud](https://www.anchorterminal.com/compare/coreweave-vs-nebius-ai-cloud.md)\n- [Hugging Face Inference Endpoints vs Koyeb](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-koyeb.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 Koyeb](https://www.anchorterminal.com/compare/hyperbolic-vs-koyeb.md)\n- [Hyperbolic vs Nebius AI Cloud](https://www.anchorterminal.com/compare/hyperbolic-vs-nebius-ai-cloud.md)\n- [Koyeb vs Lambda Cloud](https://www.anchorterminal.com/compare/koyeb-vs-lambda.md)\n- [Koyeb vs Modal](https://www.anchorterminal.com/compare/koyeb-vs-modal.md)\n- [Koyeb vs Northflank](https://www.anchorterminal.com/compare/koyeb-vs-northflank.md)\n- [Koyeb vs Replicate Deployments](https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy.md)\n- [Koyeb vs Runpod](https://www.anchorterminal.com/compare/koyeb-vs-runpod.md)\n- [Koyeb vs Thunder Compute](https://www.anchorterminal.com/compare/koyeb-vs-thunder-compute.md)\n- [Koyeb vs Vast.ai](https://www.anchorterminal.com/compare/koyeb-vs-vast-ai.md)\n- [Koyeb vs Verda](https://www.anchorterminal.com/compare/koyeb-vs-verda.md)\n- [Lambda Cloud vs Nebius AI Cloud](https://www.anchorterminal.com/compare/lambda-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 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",
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    "title": "Koyeb vs Nebius AI Cloud for AI agents, D 46.5 vs B 67.2",
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