{
  "data": {
    "a": {
      "slug": "coreweave",
      "name": "CoreWeave",
      "vendor": "CoreWeave, Inc.",
      "vendorUrl": "https://www.coreweave.com",
      "kind": "http-api",
      "category": "gpu-compute",
      "summary": "CoreWeave is a GPU cloud that rents NVIDIA GPU nodes through a managed Kubernetes service (CKS), with REST and gRPC platform APIs, a Terraform provider and a hosted MCP server for observability.",
      "url": "https://www.anchorterminal.com/tools/coreweave",
      "markdownUrl": "https://www.anchorterminal.com/tools/coreweave.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/coreweave.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/coreweave.json",
      "repo": "https://github.com/coreweave/terraform-provider-coreweave",
      "license": "Proprietary service under CoreWeave's Terms of Service. The Terraform provider on GitHub is MIT",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.coreweave.com",
      "packages": [],
      "auth": "pat",
      "authNotes": "Access starts with sales approval. CoreWeave's sales team approves an organisation and emails an activation link, then a user with the Access Token User role creates an API access token at console.coreweave.com/tokens with a name and an expiry. The token is user-scoped, shown once, revocable in the console and sent as `Authorization: Bearer` to api.coreweave.com, to a CKS cluster's Kubernetes API (through a kubeconfig) and to the Mission Control MCP server. What it can do follows the user's IAM roles, which include a Viewer and an Admin role per service. CKS workloads can also use OIDC workload identity federation. Serverless Inference takes a separate Forge API key.",
      "pricing": "usage",
      "pricingNotes": "Per instance-hour, published without a login. On demand in North America, HGX H100 (8 GPUs) $49.24, HGX H200 $50.44, HGX B200 $68.80, A100 $21.60, L40S $18.00, L40 $10.00, GB200 NVL72 (4 GPUs) $42.00 and GH200 (1 GPU) $6.50, with spot rates on most. GB300 NVL72 and HGX B300 on demand are quoted by sales. Reserved capacity is discounted by up to 60 per cent through sales. AI Object Storage is $0.06 a GB-month hot, $0.03 warm and $0.015 cold, distributed file storage $0.07, and egress, VPC and the CKS control plane are free. No free tier or self-serve trial was found, and the terms treat any trial as part of the sales-run ARENA programme (https://www.coreweave.com/pricing, https://docs.coreweave.com/policies/terms-of-service).",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs index, the API references or the pricing page (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": 38,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://docs.coreweave.com/",
      "llmsTxt": "https://docs.coreweave.com/llms.txt",
      "openapi": "https://docs.coreweave.com/products/cks/reference/cks-api",
      "capabilities": [
        "compute.gpu",
        "compute.containers",
        "compute.endpoints",
        "compute.batch"
      ],
      "tags": [
        "hosted",
        "usage-priced",
        "enterprise",
        "sales-led",
        "mcp",
        "openapi",
        "llms-txt",
        "terraform",
        "status-page",
        "soc2"
      ],
      "lastRelease": "2026-10-02",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 61.5,
        "grade": "C",
        "agentReady": false,
        "rank": 421,
        "ranked": true,
        "rankOf": 842,
        "categoryRank": 8,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 58,
          "maintenance": 80,
          "payments": 20,
          "reliability": 50,
          "schema": 79,
          "security": 74,
          "transparency": 77
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": 0,
        "verdict": "Per-hour prices for 8-GPU H100, H200 and B200 nodes are public, the docs ship as Markdown with llms.txt and embedded OpenAPI specs, and IAM has read-only roles per service. An organisation must be approved by CoreWeave's sales team before any token exists, and no request rate limits were found in the reviewed documentation.",
        "bestFor": "Teams that already run Kubernetes and need whole multi-GPU nodes or clusters for training and dedicated inference, with a contract and IAM.",
        "strengths": [
          "On-demand and spot prices per instance-hour are public, for example HGX H100 at $49.24 on demand and $19.71 spot for 8 GPUs",
          "Docs are served as Markdown with an llms.txt index, and OpenAPI 3.0 specs for CKS, VPC, storage and inference are embedded in the reference pages",
          "IAM has Viewer and Admin roles per service, API tokens carry an expiry, and Kubernetes audit logs can be forwarded with Telemetry Relay",
          "Terms carry a service level objective of 99.9 per cent across multiple regions and 99 per cent in one, with financial credits",
          "Dated changelog with 18 entries between 10 July and 2 October 2026, and a Terraform provider tagged v0.24.0 on 11 September 2026"
        ],
        "weaknesses": [
          "No self-serve route. CoreWeave's sales team approves an organisation and emails the activation link before a token can be created",
          "No request rate limits, 429 guidance or idempotency keys found for api.coreweave.com in the reviewed documentation",
          "The CKS API is versioned v1beta1 and the Node Pool resource and Dedicated Inference API v1alpha1",
          "Three incidents between 26 September and 6 October 2026, including a US-CENTRAL-09A network outage of over two hours on 5 October",
          "The MCP tool `coreweave_kubectl_apply` ignores its `dry_run` parameter and applies the manifest, per the tool reference"
        ],
        "agentNotes": [
          "Create an API access token at console.coreweave.com/tokens with an expiry and send it as `Authorization: Bearer` to https://api.coreweave.com",
          "Add GPUs by applying a NodePool resource (`compute.coreweave.com/v1alpha1`) to a CKS cluster with `instanceType` and `targetNodes`. `instanceType` can't be changed afterwards",
          "Set `targetNodes` to 0 or delete the Node Pool when a job ends. Nodes are whole 8-GPU machines billed by the hour",
          "Never pass `dry_run` to the MCP tool `coreweave_kubectl_apply` expecting a preview. The reference says the parameter is ignored and the manifest is applied",
          "Use a separate Forge API key and https://api.inference.wandb.ai/v1 for Serverless Inference. A CoreWeave API access token doesn't work there"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 61.5
          }
        ],
        "editorialScores": {
          "ergonomics": 58,
          "maintenance": 80,
          "payments": 20,
          "reliability": 50,
          "schema": 79,
          "security": 74,
          "transparency": 71
        },
        "provenanceScore": 83
      },
      "connect": {
        "http": "curl \"https://api.coreweave.com/v1beta1/cks/clusters\" -H \"Authorization: Bearer $COREWEAVE_API_TOKEN\"",
        "claudeCode": "claude mcp add --transport http mission-control https://mc.coreweave.com/mcp --header \"Authorization: Bearer [YOUR-COREWEAVE-API-TOKEN]\"",
        "config": {
          "mcpServers": {
            "mission-control": {
              "headers": {
                "Authorization": "Bearer [YOUR-COREWEAVE-API-TOKEN]"
              },
              "url": "https://mc.coreweave.com/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/coreweave"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "HGX H100 80 GB",
          "unit": "gpu-hour",
          "usd": 6.16,
          "note": "Published single-GPU rate. Sold as an 8-GPU node at $49.24 an hour on demand, $19.71 spot"
        },
        {
          "item": "HGX H200 141 GB",
          "unit": "gpu-hour",
          "usd": 6.31,
          "note": "8-GPU node at $50.44 an hour on demand, $20.93 spot"
        },
        {
          "item": "HGX B200 180 GB",
          "unit": "gpu-hour",
          "usd": 8.6,
          "note": "8-GPU node at $68.80 an hour on demand, $34.11 spot"
        },
        {
          "item": "GB200 NVL72 186 GB",
          "unit": "gpu-hour",
          "usd": 10.5,
          "note": "4-GPU instance at $42.00 an hour on demand"
        },
        {
          "item": "A100 80 GB",
          "unit": "gpu-hour",
          "usd": 2.7,
          "note": "8-GPU node at $21.60 an hour on demand, $9.65 spot"
        },
        {
          "item": "L40S 48 GB",
          "unit": "gpu-hour",
          "usd": 2.25,
          "note": "8-GPU node at $18.00 an hour on demand, $7.88 spot"
        },
        {
          "item": "AI Object Storage, hot tier",
          "unit": "gb-month",
          "usd": 0.06,
          "note": "Warm $0.03, cold $0.015. No egress fee"
        }
      ],
      "provenance": {
        "legalEntity": "CoreWeave, Inc.",
        "domain": "coreweave.com",
        "domainRegistered": "2019-04-01",
        "endpointOnVendorDomain": true,
        "terms": "https://docs.coreweave.com/policies/terms-of-service",
        "privacy": "https://docs.coreweave.com/policies/terms-of-service/privacy-policy",
        "statusPage": "https://status.coreweave.com",
        "changelog": "https://docs.coreweave.com/release-notes/changelog",
        "securityTxt": "none",
        "checked": "2026-10-08",
        "notes": [
          "The Terms of Service on docs.coreweave.com govern the CoreWeave Cloud Platform and were last modified on 30 June 2022. They are under New York law. The separate Terms of Use page covers the websites only.",
          "The privacy policy names CoreWeave, Inc. and its affiliates and was last updated on 24 February 2026.",
          "www.coreweave.com/.well-known/security.txt and coreweave.com/.well-known/security.txt return 404. A vulnerability disclosure policy is published in the docs.",
          "The APIs run on api.coreweave.com and mc.coreweave.com. Serverless Inference runs on api.inference.wandb.ai.",
          "coreweave.com was registered on 2019-04-01 per Verisign RDAP."
        ],
        "score": 83
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/coreweave.json",
      "live": {
        "slug": "coreweave",
        "probe": {
          "target": "https://api.coreweave.com",
          "method": "get",
          "lastAt": "2026-10-09T10:42:40.333407585Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 235,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 124,
          "p95ms24h": 188,
          "samples24h": 184,
          "samples30d": 184,
          "days": [
            {
              "date": "2026-10-08",
              "probes": 70,
              "ok": 70
            },
            {
              "date": "2026-10-09",
              "probes": 114,
              "ok": 114
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.coreweave.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-09T07:57:46.397856514Z"
        },
        "pages": [
          {
            "url": "https://docs.coreweave.com/release-notes/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-08T18:18:37.275927892Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "526831cd5f7a"
          },
          {
            "url": "https://www.coreweave.com/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-08T18:27:14.115245132Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "b92d2fed4434"
          },
          {
            "url": "https://docs.coreweave.com/policies/terms-of-service/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-08T18:18:35.381020121Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "92c4d55f1382"
          },
          {
            "url": "https://docs.coreweave.com/policies/terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-08T18:18:32.98309125Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "6f16ddc8984a"
          }
        ],
        "updatedAt": "2026-10-09T10:42:40.333407585Z"
      }
    },
    "answer": "Verda and CoreWeave score within a point of each other on agent readiness, 62.3 (B) and 61.5 (C). CoreWeave leads on security \u0026 auth.",
    "b": {
      "slug": "verda",
      "name": "Verda",
      "vendor": "Verda",
      "vendorUrl": "https://verda.com",
      "kind": "http-api",
      "category": "gpu-compute",
      "summary": "Verda, formerly DataCrunch, is a Finnish GPU cloud renting GPU and CPU instances, clusters, serverless containers and storage. Agents use its REST API, Python and Go SDKs, or a CLI with a built-in MCP server in beta.",
      "url": "https://www.anchorterminal.com/tools/verda",
      "markdownUrl": "https://www.anchorterminal.com/tools/verda.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/verda.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/verda.json",
      "repo": "https://github.com/verda-cloud/verda-cli",
      "license": "Proprietary service under Verda's Terms of Service. The CLI, the Python SDK and the Go SDK on GitHub are Apache-2.0",
      "transports": [
        "http",
        "stdio"
      ],
      "remoteUrl": "https://api.verda.com/v1",
      "packages": [
        {
          "registry": "pypi",
          "name": "verda"
        },
        {
          "registry": "go",
          "name": "github.com/verda-cloud/verdacloud-sdk-go"
        }
      ],
      "auth": "oauth",
      "authNotes": "Self-serve. A signed-in user creates a Client ID and Client Secret on the console's Credentials page, and the secret is shown once. `POST /v1/oauth2/token` with the client credentials grant returns an access token valid for 3,600 seconds and a refresh token, both with the scope `cloud-api-v1`. Credentials belong to the member who created them and are deleted when that member leaves the project. The CLI and its MCP server read the same pair from `~/.verda/credentials` after `verda auth login`. A few catalogue endpoints such as `GET /v1/instance-types` need no token.",
      "pricing": "usage",
      "pricingNotes": "No free tier or trial. Accounts are prepaid by card or bank transfer, and Pay As You Go is charged in prepaid 10-minute increments with the unused part refunded. On-demand prices per GPU an hour on 8 October 2026 include H100 80 GB at $3.89, H200 at $5.07, B200 at $7.34 and A100 80 GB at $1.87, with spot at about half. Reserved terms take 2 to 25 per cent off. Serverless containers bill per minute of replica use. Free credits are granted only for approved blog posts or videos (https://verda.com/pricing).",
      "priceSummary": "Pay per use",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs corpus, the OpenAPI document or the pricing page (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": 18,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": 10461,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://docs.verda.com",
      "llmsTxt": "https://docs.verda.com/llms.txt",
      "openapi": "https://api.verda.com/v1/openapi.json",
      "capabilities": [
        "compute.gpu",
        "compute.serverless",
        "compute.endpoints",
        "compute.batch",
        "compute.containers"
      ],
      "tags": [
        "hosted",
        "usage-priced",
        "openapi",
        "llms-txt",
        "mcp",
        "cli",
        "oauth",
        "python",
        "go",
        "terraform",
        "status-page",
        "soc2",
        "europe"
      ],
      "lastRelease": "2026-10-07",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 62.3,
        "grade": "B",
        "agentReady": false,
        "rank": 396,
        "ranked": true,
        "rankOf": 842,
        "categoryRank": 7,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 63,
          "maintenance": 83,
          "payments": 20,
          "reliability": 67,
          "schema": 82,
          "security": 68,
          "transparency": 76
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": -3,
        "negativeNotes": [
          "2026-03-19, making `location_code` required on `POST /v1/instances`, `POST /v1/clusters` and `POST /v1/volumes`. Requests that had defaulted to FIN-01 began returning 400. The API changelog dates the change 19 March and the docs 23 March, and neither records advance notice. Documented, so 3 points (https://docs.verda.com/welcome-to-verda/release-notes/verda-api-changes/index.md)."
        ],
        "verdict": "The REST API has a public OpenAPI 3.1 document, a dated changelog, published rate limits with `Retry-After`, and an audit log endpoint. The CLI's MCP server refuses billed or destructive calls without `confirm: true`. Access needs a browser signup and a prepaid balance, credentials carry one scope, and instance creation has no idempotency key.",
        "bestFor": "Agents that rent whole GPU machines or clusters in Finland for training or batch work, or deploy scale-to-zero container endpoints, and that can run a local CLI for MCP.",
        "strengths": [
          "OpenAPI 3.1 document with 112 operations and 156 schemas, plus `llms.txt` files on three hosts and the whole docs corpus as Markdown",
          "Rate limits of 500 requests a minute per project and 60 per endpoint, with `RateLimit` headers and `Retry-After` on 429",
          "API changelog with 11 dated entries between 11 September and 7 October 2026",
          "Audit log endpoint in CloudEvents 1.0 format covering 90 days, with the caller's IP address and origin on resource events",
          "The 18-tool MCP server refuses `create_vm`, `create_volume` and destructive `vm_action` calls unless `confirm: true` is passed"
        ],
        "weaknesses": [
          "No free tier. Accounts are prepaid, and instances are discontinued and volumes deleted when the balance reaches zero",
          "Cloud API credentials carry one scope, `cloud-api-v1`, with no read-only credential found in the reviewed documentation",
          "`POST /v1/instances` has no idempotency key, so a retried launch can start a second billed instance",
          "The MCP server is marked beta and its tools carry no read-only or destructive annotations",
          "On 30 December 2025 a storage migration overwrote part of a shared filesystem in FIN-03, and Verda reported irreversible data loss for some customers",
          "No SLA was found, and the terms give no warranty of uninterrupted availability"
        ],
        "agentNotes": [
          "Exchange the client ID and secret at `POST /v1/oauth2/token`, then send the access token as a Bearer header. It expires after 3,600 seconds, so refresh it.",
          "Send `location_code` on every create call. Requests without it have returned 400 since March 2026.",
          "Call `GET /v1/instance-availability` before launching. `POST /v1/instances` returns 503 `service_unavailable` when the location has no capacity.",
          "List instances before retrying a failed launch, because create has no idempotency key.",
          "Use the `delete` action to stop charges. `shutdown` keeps billing, and deleted volumes stay recoverable for 96 hours unless `delete_permanently` is set."
        ],
        "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": 62.3
          }
        ],
        "editorialScores": {
          "ergonomics": 63,
          "maintenance": 83,
          "payments": 20,
          "reliability": 67,
          "schema": 82,
          "security": 68,
          "transparency": 57
        },
        "provenanceScore": 95
      },
      "connect": {
        "install": "brew install verda-cloud/tap/verda-cli",
        "http": "curl -X POST https://api.verda.com/v1/oauth2/token -H \"Content-Type: application/json\" -d '{\"grant_type\":\"client_credentials\",\"client_id\":\"\u003cYOUR_CLIENT_ID\u003e\",\"client_secret\":\"\u003cYOUR_CLIENT_SECRET\u003e\"}'",
        "config": {
          "mcpServers": {
            "verda": {
              "args": [
                "mcp",
                "serve"
              ],
              "command": "verda"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/verda"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "H100 SXM5 80 GB, on-demand",
          "unit": "gpu-hour",
          "usd": 3.89,
          "note": "Spot $1.95. Billed in prepaid 10-minute increments"
        },
        {
          "item": "H200 SXM5 141 GB, on-demand",
          "unit": "gpu-hour",
          "usd": 5.07,
          "note": "Spot $2.54"
        },
        {
          "item": "B200 SXM6 180 GB, on-demand",
          "unit": "gpu-hour",
          "usd": 7.34,
          "note": "Spot $3.67"
        },
        {
          "item": "B300 SXM6 268 GB, on-demand",
          "unit": "gpu-hour",
          "usd": 9.24,
          "note": "Spot $4.62"
        },
        {
          "item": "A100 SXM4 80 GB, on-demand",
          "unit": "gpu-hour",
          "usd": 1.87,
          "note": "Spot $0.935"
        },
        {
          "item": "L40S 48 GB, on-demand",
          "unit": "gpu-hour",
          "usd": 1.61,
          "note": "Spot $0.803"
        },
        {
          "item": "H100 SXM5 80 GB, serverless container",
          "unit": "gpu-hour",
          "usd": 4.28,
          "note": "Spot $2.14. Billed per minute of replica use"
        },
        {
          "item": "NVMe block volume or shared filesystem",
          "unit": "gb-month",
          "usd": 0.2,
          "note": "Per GiB"
        }
      ],
      "provenance": {
        "legalEntity": "DataCrunch Oy",
        "domain": "verda.com",
        "domainRegistered": "1998-05-22",
        "endpointOnVendorDomain": true,
        "terms": "https://verda.com/terms-and-conditions",
        "privacy": "https://verda.com/privacy-policy",
        "statusPage": "https://status.verda.com",
        "changelog": "https://docs.verda.com/welcome-to-verda/release-notes/verda-api-changes/",
        "securityTxt": "valid",
        "checked": "2026-10-08",
        "notes": [
          "The Terms of Service, last updated 30 September 2025, name the supplier as Verda (DataCrunch Oy), apply Finnish law and set arbitration in Helsinki. They include the data processing terms.",
          "The CLI source carries the copyright of Verda Cloud Oy.",
          "The API answers at api.verda.com, a subdomain of the vendor domain.",
          "security.txt expires on 31 December 2026, lists security@verda.com and a policy at https://vdp.verda.com.",
          "RDAP for verda.com gives a registration date of 1998-05-22. The company took the Verda name later, and verda.com/llms.txt says it was previously known as DataCrunch.",
          "The privacy policy covers the website and the services and shows no readable date."
        ],
        "score": 95
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/verda.json",
      "live": {
        "slug": "verda",
        "probe": {
          "target": "https://api.verda.com/v1",
          "method": "get",
          "lastAt": "2026-10-09T10:43:00.847200542Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 110,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 89,
          "p95ms24h": 177,
          "samples24h": 33,
          "samples30d": 33,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 33,
              "ok": 33
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.verda.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-09T07:58:39.142949931Z"
        },
        "updatedAt": "2026-10-09T10:43:00.847200542Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "CoreWeave, Inc.",
        "b": "Verda",
        "name": "Vendor"
      },
      {
        "a": "https://api.coreweave.com",
        "b": "https://api.verda.com/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP, stdio",
        "name": "Transports"
      },
      {
        "a": "Token",
        "b": "OAuth",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Pay per use",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary service under CoreWeave's Terms of Service. The Terraform provider on GitHub is MIT",
        "b": "Proprietary service under Verda's Terms of Service. The CLI, the Python SDK and the Go SDK on GitHub are Apache-2.0",
        "name": "Licence"
      },
      {
        "a": "38",
        "b": "18",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-02",
        "b": "2026-10-07",
        "name": "Last release"
      },
      {
        "a": "2022-06-30",
        "b": "2025-09-30",
        "name": "Terms last updated"
      },
      {
        "a": "2026-02-24",
        "b": "no date given",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "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": "none",
        "b": "10k PyPI/wk",
        "name": "Popularity"
      }
    ],
    "faq": [
      {
        "answer": "Verda and CoreWeave score within a point of each other on agent readiness, 62.3 (B) and 61.5 (C). CoreWeave leads on security \u0026 auth.",
        "question": "Which is better for AI agents, CoreWeave or Verda?"
      },
      {
        "answer": "CoreWeave needs an access token. Verda uses an OAuth sign-in.",
        "question": "Do CoreWeave and Verda need an API key?"
      },
      {
        "answer": "Yes. CoreWeave has a hosted endpoint at https://api.coreweave.com and Verda at https://api.verda.com/v1.",
        "question": "Can an agent call CoreWeave and Verda without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Security \u0026 auth, 74 against 68"
        ],
        "also": [
          "No incidents deducted, where Verda loses 3 points for them"
        ],
        "goodFor": "Teams that already run Kubernetes and need whole multi-GPU nodes or clusters for training and dedicated inference, with a contract and IAM.",
        "slug": "coreweave",
        "watchFor": "No self-serve route. CoreWeave's sales team approves an organisation and emails the activation link before a token can be created"
      },
      {
        "aheadOn": [
          "Reliability, 67 against 50",
          "Agent ergonomics, 63 against 58"
        ],
        "also": [
          "Runs on your own machine"
        ],
        "goodFor": "Agents that rent whole GPU machines or clusters in Finland for training or batch work, or deploy scale-to-zero container endpoints, and that can run a local CLI for MCP.",
        "slug": "verda",
        "watchFor": "No free tier. Accounts are prepaid, and instances are discontinued and volumes deleted when the balance reaches zero"
      }
    ],
    "job": {
      "capability": "compute.gpu",
      "name": "Compute gpu"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/baseten-vs-coreweave.json",
        "title": "Baseten vs CoreWeave",
        "url": "https://www.anchorterminal.com/compare/baseten-vs-coreweave"
      },
      {
        "json": "https://www.anchorterminal.com/compare/baseten-vs-verda.json",
        "title": "Baseten vs Verda",
        "url": "https://www.anchorterminal.com/compare/baseten-vs-verda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-coreweave.json",
        "title": "Beam vs CoreWeave",
        "url": "https://www.anchorterminal.com/compare/beam-vs-coreweave"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-verda.json",
        "title": "Beam vs Verda",
        "url": "https://www.anchorterminal.com/compare/beam-vs-verda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebrium-vs-coreweave.json",
        "title": "Cerebrium vs CoreWeave",
        "url": "https://www.anchorterminal.com/compare/cerebrium-vs-coreweave"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebrium-vs-verda.json",
        "title": "Cerebrium vs Verda",
        "url": "https://www.anchorterminal.com/compare/cerebrium-vs-verda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coreweave-vs-hugging-face-inference-endpoints.json",
        "title": "CoreWeave vs Hugging Face Inference Endpoints",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-hugging-face-inference-endpoints"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coreweave-vs-hyperbolic.json",
        "title": "CoreWeave vs Hyperbolic",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-hyperbolic"
      },
      {
        "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-lambda.json",
        "title": "CoreWeave vs Lambda Cloud",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-lambda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coreweave-vs-modal.json",
        "title": "CoreWeave vs Modal",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-modal"
      },
      {
        "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/coreweave-vs-northflank.json",
        "title": "CoreWeave vs Northflank",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-northflank"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.json",
        "title": "CoreWeave vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coreweave-vs-runpod.json",
        "title": "CoreWeave vs Runpod",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-runpod"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coreweave-vs-thunder-compute.json",
        "title": "CoreWeave vs Thunder Compute",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-thunder-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coreweave-vs-vast-ai.json",
        "title": "CoreWeave vs Vast.ai",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-vast-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-verda.json",
        "title": "Hugging Face Inference Endpoints vs Verda",
        "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-verda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hyperbolic-vs-verda.json",
        "title": "Hyperbolic vs Verda",
        "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-verda"
      },
      {
        "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-verda.json",
        "title": "Lambda Cloud vs Verda",
        "url": "https://www.anchorterminal.com/compare/lambda-vs-verda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/modal-vs-verda.json",
        "title": "Modal vs Verda",
        "url": "https://www.anchorterminal.com/compare/modal-vs-verda"
      },
      {
        "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"
      },
      {
        "json": "https://www.anchorterminal.com/compare/northflank-vs-verda.json",
        "title": "Northflank vs Verda",
        "url": "https://www.anchorterminal.com/compare/northflank-vs-verda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/replicate-deploy-vs-verda.json",
        "title": "Replicate Deployments vs Verda",
        "url": "https://www.anchorterminal.com/compare/replicate-deploy-vs-verda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/runpod-vs-verda.json",
        "title": "Runpod vs Verda",
        "url": "https://www.anchorterminal.com/compare/runpod-vs-verda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/thunder-compute-vs-verda.json",
        "title": "Thunder Compute vs Verda",
        "url": "https://www.anchorterminal.com/compare/thunder-compute-vs-verda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/vast-ai-vs-verda.json",
        "title": "Vast.ai vs Verda",
        "url": "https://www.anchorterminal.com/compare/vast-ai-vs-verda"
      }
    ],
    "scores": [
      {
        "by": 17,
        "coreweave": 50,
        "edge": "verda",
        "key": "reliability",
        "name": "Reliability",
        "verda": 67,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 3,
        "coreweave": 79,
        "edge": "verda",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "verda": 82,
        "weight": 13
      },
      {
        "by": 5,
        "coreweave": 58,
        "edge": "verda",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "verda": 63,
        "weight": 13
      },
      {
        "by": 6,
        "coreweave": 74,
        "edge": "coreweave",
        "key": "security",
        "name": "Security \u0026 auth",
        "verda": 68,
        "weight": 14
      },
      {
        "by": 0,
        "coreweave": 20,
        "edge": "",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "verda": 20,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 3,
        "coreweave": 80,
        "edge": "verda",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "verda": 83,
        "weight": 7
      },
      {
        "by": 1,
        "coreweave": 77,
        "edge": "coreweave",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "verda": 76,
        "weight": 7
      }
    ],
    "summary": "Verda and CoreWeave score within a point of each other on agent readiness, 62.3 (B) and 61.5 (C). CoreWeave leads on security \u0026 auth. Both do compute gpu.",
    "verdicts": {
      "coreweave": "Per-hour prices for 8-GPU H100, H200 and B200 nodes are public, the docs ship as Markdown with llms.txt and embedded OpenAPI specs, and IAM has read-only roles per service. An organisation must be approved by CoreWeave's sales team before any token exists, and no request rate limits were found in the reviewed documentation.",
      "verda": "The REST API has a public OpenAPI 3.1 document, a dated changelog, published rate limits with `Retry-After`, and an audit log endpoint. The CLI's MCP server refuses billed or destructive calls without `confirm: true`. Access needs a browser signup and a prepaid balance, credentials carry one scope, and instance creation has no idempotency key."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/coreweave-vs-verda",
    "json": "https://www.anchorterminal.com/compare/coreweave-vs-verda.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/coreweave-vs-verda.md",
    "slim": "https://www.anchorterminal.com/compare/coreweave-vs-verda.min.md"
  },
  "markdown": "Verda and CoreWeave score within a point of each other on agent readiness, 62.3 (B) and 61.5 (C). CoreWeave leads on security \u0026 auth. Both do compute gpu.\n\n- CoreWeave: grade C, 61.5/100, rank #421 of 842. Markdown https://www.anchorterminal.com/tools/coreweave.md · JSON https://www.anchorterminal.com/api/v1/tools/coreweave.json\n- Verda: grade B, 62.3/100, rank #396 of 842. Markdown https://www.anchorterminal.com/tools/verda.md · JSON https://www.anchorterminal.com/api/v1/tools/verda.json\n\n## Which one, for what\n\n### CoreWeave (C)\n\nGood for: Teams that already run Kubernetes and need whole multi-GPU nodes or clusters for training and dedicated inference, with a contract and IAM.\n\nAhead on:\n- Security \u0026 auth, 74 against 68\n\nAlso in its favour:\n- No incidents deducted, where Verda loses 3 points for them\n\nWatch for: No self-serve route. CoreWeave's sales team approves an organisation and emails the activation link before a token can be created\n\n### Verda (B)\n\nGood for: Agents that rent whole GPU machines or clusters in Finland for training or batch work, or deploy scale-to-zero container endpoints, and that can run a local CLI for MCP.\n\nAhead on:\n- Reliability, 67 against 50\n- Agent ergonomics, 63 against 58\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: No free tier. Accounts are prepaid, and instances are discontinued and volumes deleted when the balance reaches zero\n\n\n## Score by category\n\n| Category | Weight | CoreWeave | Verda | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 50 | 67 | Verda +17 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 79 | 82 | Verda +3 |\n| Agent ergonomics | 13% (16.2 this run) | 58 | 63 | Verda +5 |\n| Security \u0026 auth | 14% (17.5 this run) | 74 | 68 | CoreWeave +6 |\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) | 80 | 83 | Verda +3 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 77 | 76 | CoreWeave +1 |\n| Negative events | ≤15 | 0 | -3 | |\n| **Total** | | **61.5 · C** | **62.3 · B** | |\n\n## Facts side by side\n\n| Fact | CoreWeave | Verda |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | CoreWeave, Inc. | Verda |\n| Hosted endpoint | `https://api.coreweave.com` | `https://api.verda.com/v1` |\n| Transports | HTTP | HTTP, stdio |\n| Auth | Token | OAuth |\n| Pricing | Pay per use | Pay per use |\n| x402 | no | no |\n| Licence | Proprietary service under CoreWeave's Terms of Service. The Terraform provider on GitHub is MIT | Proprietary service under Verda's Terms of Service. The CLI, the Python SDK and the Go SDK on GitHub are Apache-2.0 |\n| Tools exposed | 38 | 18 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-02 | 2026-10-07 |\n| Terms last updated | 2022-06-30 | 2025-09-30 |\n| Privacy policy last updated | 2026-02-24 | no date given |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | not found in the text | not found in the text |\n| Terms restrict benchmarking | not found in the text | yes |\n| Terms or service can change without notice | yes | not found in the text |\n| Arbitration or class-action waiver | not found in the text | yes |\n| Popularity | none | 10k PyPI/wk |\n\n## Verdicts\n\n**CoreWeave.** Per-hour prices for 8-GPU H100, H200 and B200 nodes are public, the docs ship as Markdown with llms.txt and embedded OpenAPI specs, and IAM has read-only roles per service. An organisation must be approved by CoreWeave's sales team before any token exists, and no request rate limits were found in the reviewed documentation.\n\n**Verda.** The REST API has a public OpenAPI 3.1 document, a dated changelog, published rate limits with `Retry-After`, and an audit log endpoint. The CLI's MCP server refuses billed or destructive calls without `confirm: true`. Access needs a browser signup and a prepaid balance, credentials carry one scope, and instance creation has no idempotency key.\n\n## Before you call either\n\n### CoreWeave\n\n1. Create an API access token at console.coreweave.com/tokens with an expiry and send it as `Authorization: Bearer` to https://api.coreweave.com\n2. Add GPUs by applying a NodePool resource (`compute.coreweave.com/v1alpha1`) to a CKS cluster with `instanceType` and `targetNodes`. `instanceType` can't be changed afterwards\n3. Set `targetNodes` to 0 or delete the Node Pool when a job ends. Nodes are whole 8-GPU machines billed by the hour\n4. Never pass `dry_run` to the MCP tool `coreweave_kubectl_apply` expecting a preview. The reference says the parameter is ignored and the manifest is applied\n5. Use a separate Forge API key and https://api.inference.wandb.ai/v1 for Serverless Inference. A CoreWeave API access token doesn't work there\n\n### Verda\n\n1. Exchange the client ID and secret at `POST /v1/oauth2/token`, then send the access token as a Bearer header. It expires after 3,600 seconds, so refresh it.\n2. Send `location_code` on every create call. Requests without it have returned 400 since March 2026.\n3. Call `GET /v1/instance-availability` before launching. `POST /v1/instances` returns 503 `service_unavailable` when the location has no capacity.\n4. List instances before retrying a failed launch, because create has no idempotency key.\n5. Use the `delete` action to stop charges. `shutdown` keeps billing, and deleted volumes stay recoverable for 96 hours unless `delete_permanently` is set.\n\n## Questions\n\n### Which is better for AI agents, CoreWeave or Verda?\n\nVerda and CoreWeave score within a point of each other on agent readiness, 62.3 (B) and 61.5 (C). CoreWeave leads on security \u0026 auth.\n\n### Do CoreWeave and Verda need an API key?\n\nCoreWeave needs an access token. Verda uses an OAuth sign-in.\n\n### Can an agent call CoreWeave and Verda without installing anything?\n\nYes. CoreWeave has a hosted endpoint at https://api.coreweave.com and Verda at https://api.verda.com/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/coreweave-vs-verda.json, and with the fewest tokens: https://www.anchorterminal.com/compare/coreweave-vs-verda.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"coreweave\", \"b\": \"verda\"}`. From a terminal: `anchor compare coreweave verda`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/coreweave.json and https://www.anchorterminal.com/api/v1/tools/verda.json\n\n## Other comparisons with CoreWeave or Verda\n\n- [Baseten vs CoreWeave](https://www.anchorterminal.com/compare/baseten-vs-coreweave.md)\n- [Baseten vs Verda](https://www.anchorterminal.com/compare/baseten-vs-verda.md)\n- [Beam vs CoreWeave](https://www.anchorterminal.com/compare/beam-vs-coreweave.md)\n- [Beam vs Verda](https://www.anchorterminal.com/compare/beam-vs-verda.md)\n- [Cerebrium vs CoreWeave](https://www.anchorterminal.com/compare/cerebrium-vs-coreweave.md)\n- [Cerebrium vs Verda](https://www.anchorterminal.com/compare/cerebrium-vs-verda.md)\n- [CoreWeave vs Hugging Face Inference Endpoints](https://www.anchorterminal.com/compare/coreweave-vs-hugging-face-inference-endpoints.md)\n- [CoreWeave vs Hyperbolic](https://www.anchorterminal.com/compare/coreweave-vs-hyperbolic.md)\n- [CoreWeave vs Koyeb](https://www.anchorterminal.com/compare/coreweave-vs-koyeb.md)\n- [CoreWeave vs Lambda Cloud](https://www.anchorterminal.com/compare/coreweave-vs-lambda.md)\n- [CoreWeave vs Modal](https://www.anchorterminal.com/compare/coreweave-vs-modal.md)\n- [CoreWeave vs Nebius AI Cloud](https://www.anchorterminal.com/compare/coreweave-vs-nebius-ai-cloud.md)\n- [CoreWeave vs Northflank](https://www.anchorterminal.com/compare/coreweave-vs-northflank.md)\n- [CoreWeave vs Replicate Deployments](https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.md)\n- [CoreWeave vs Runpod](https://www.anchorterminal.com/compare/coreweave-vs-runpod.md)\n- [CoreWeave vs Thunder Compute](https://www.anchorterminal.com/compare/coreweave-vs-thunder-compute.md)\n- [CoreWeave vs Vast.ai](https://www.anchorterminal.com/compare/coreweave-vs-vast-ai.md)\n- [Hugging Face Inference Endpoints vs Verda](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-verda.md)\n- [Hyperbolic vs Verda](https://www.anchorterminal.com/compare/hyperbolic-vs-verda.md)\n- [Koyeb vs Verda](https://www.anchorterminal.com/compare/koyeb-vs-verda.md)\n- [Lambda Cloud vs Verda](https://www.anchorterminal.com/compare/lambda-vs-verda.md)\n- [Modal vs Verda](https://www.anchorterminal.com/compare/modal-vs-verda.md)\n- [Nebius AI Cloud vs Verda](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda.md)\n- [Northflank vs Verda](https://www.anchorterminal.com/compare/northflank-vs-verda.md)\n- [Replicate Deployments vs Verda](https://www.anchorterminal.com/compare/replicate-deploy-vs-verda.md)\n- [Runpod vs Verda](https://www.anchorterminal.com/compare/runpod-vs-verda.md)\n- [Thunder Compute vs Verda](https://www.anchorterminal.com/compare/thunder-compute-vs-verda.md)\n- [Vast.ai vs Verda](https://www.anchorterminal.com/compare/vast-ai-vs-verda.md)\n",
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    "description": "Verda and CoreWeave score within a point of each other on agent readiness, 62.3 (B) and 61.5 (C). CoreWeave leads on security \u0026 auth. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.",
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