{
  "data": {
    "a": {
      "slug": "lambda",
      "name": "Lambda Cloud",
      "vendor": "Lambda",
      "vendorUrl": "https://lambda.ai",
      "kind": "http-api",
      "category": "gpu-compute",
      "summary": "On-demand GPU virtual machines and clusters, with an API for provisioning compute and persistent storage.",
      "url": "https://www.anchorterminal.com/tools/lambda",
      "markdownUrl": "https://www.anchorterminal.com/tools/lambda.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/lambda.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/lambda.json",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://cloud.lambda.ai/api/v1",
      "packages": [],
      "auth": "api-key",
      "authNotes": "API key created at cloud.lambda.ai/api-keys and sent as `Authorization: Bearer`. HTTP Basic with the key as the username (`curl -u 'KEY:'`) still works as a legacy option. SSH keys registered in the account are injected into launched instances.",
      "pricing": "usage",
      "pricingNotes": "On-demand, per GPU an hour, Tesla V100 16 GB $0.79, A100 40 GB $1.99, A100 80 GB $2.79, H100 SXM 80 GB $3.99, B200 180 GB $6.69. 1-Click Clusters of HGX B200 are quoted per GPU-hour at $9.86 for 16 GPUs, $9.36 for 64 and $8.87 for 256 or more on two-week to one-year commitments. Instances bill in one-minute increments from the moment they pass health checks until you terminate them, invoiced weekly. Filesystems bill per GB used a month in one-hour increments. No free tier (https://lambda.ai/pricing, https://docs.lambda.ai/public-cloud/billing/).",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://docs.lambda.ai/public-cloud/on-demand/",
      "openapi": "https://docs.lambda.ai/api/cloud/spec.json",
      "capabilities": [
        "compute.gpu",
        "compute.containers"
      ],
      "tags": [
        "hosted",
        "usage-priced",
        "openapi",
        "enterprise"
      ],
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 50,
        "grade": "D",
        "agentReady": false,
        "rank": 781,
        "ranked": true,
        "rankOf": 950,
        "categoryRank": 15,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 63,
          "maintenance": 5,
          "payments": 20,
          "reliability": 50,
          "schema": 69,
          "security": 60,
          "transparency": 58
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "H100 SXM at $3.99 and B200 at $6.69 an hour with per-minute billing. No scale to zero, autoscaling or endpoints; an idle VM bills until terminated.",
        "bestFor": "Agents or pipelines that need a whole GPU machine with SSH for hours, such as training or batch jobs, and will manage the lifecycle themselves.",
        "strengths": [
          "H100 SXM at $3.99 and B200 at $6.69 an hour with per-minute billing",
          "OpenAPI 3.1 spec with documented error codes, a `suggestion` field and cursor pagination",
          "Audit events endpoint filterable by time and resource type",
          "Published rate limits, one request a second and one launch every 12 seconds",
          "Trust portal with SOC 2 Type 2 and four ISO certifications, and a named subprocessor list"
        ],
        "weaknesses": [
          "No scale to zero, autoscaling or endpoints; an idle VM bills until terminated",
          "Ten status incidents in two months, including a two-day regional outage in August 2026",
          "No changelog, no llms.txt and no official SDK",
          "API keys have no scopes and launch has no idempotency key",
          "security.txt expired on 1 June 2026 and no free tier"
        ],
        "agentNotes": [
          "Call `GET /instance-types` first and read `regions_with_capacity_available` before trying to launch",
          "Space launch calls 12 seconds apart; a sixth in a minute returns 429 with `global/rate-limited`",
          "Branch on the error `code`, not the `message` or `suggestion`, which Lambda says may change",
          "List instances before retrying a failed launch, since there's no idempotency key and a retry can start a second machine",
          "Terminate the instance in a `finally` block; billing runs by the minute until you do"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 50
          }
        ],
        "editorialScores": {
          "ergonomics": 63,
          "maintenance": 5,
          "payments": 20,
          "reliability": 50,
          "schema": 69,
          "security": 60,
          "transparency": 48
        },
        "provenanceScore": 67
      },
      "connect": {
        "http": "curl \"https://cloud.lambda.ai/api/v1/instance-types\" -H \"Authorization: Bearer $LAMBDA_API_KEY\""
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/lambda"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "H100 SXM 80 GB",
          "unit": "gpu-hour",
          "usd": 3.99,
          "note": "Billed per minute"
        },
        {
          "item": "B200 180 GB",
          "unit": "gpu-hour",
          "usd": 6.69
        },
        {
          "item": "A100 SXM 80 GB",
          "unit": "gpu-hour",
          "usd": 2.79
        },
        {
          "item": "A100 SXM 40 GB",
          "unit": "gpu-hour",
          "usd": 1.99
        },
        {
          "item": "Tesla V100 16 GB",
          "unit": "gpu-hour",
          "usd": 0.79
        },
        {
          "item": "HGX B200 1-Click Cluster, 16 GPUs",
          "unit": "gpu-hour",
          "usd": 9.86,
          "note": "Two-week to one-year commitment; $8.87 at 256 GPUs or more"
        }
      ],
      "provenance": {
        "legalEntity": "Lambda, Inc.",
        "domain": "lambda.ai",
        "domainRegistered": "",
        "domainNote": "Lambda moved from lambdalabs.com, registered 2008-05-29, to lambda.ai. The .ai registry's RDAP server rate-limited our lookup of the new domain.",
        "endpointOnVendorDomain": true,
        "terms": "https://lambda.ai/legal/terms-of-service",
        "privacy": "https://lambda.ai/legal/privacy-policy",
        "statusPage": "https://status.lambda.ai",
        "changelog": "",
        "securityTxt": "expired",
        "checked": "2026-09-30",
        "notes": [
          "Terms dated August 2025 and the privacy policy of 1 January 2026 name Lambda, Inc., 2510 Zanker Road, San Jose, California.",
          "The API runs on cloud.lambda.ai, a subdomain of the vendor domain.",
          "security.txt expired 2026-06-01 and has no Policy field.",
          "No public changelog found for the cloud. The OpenAPI spec reports version 1.10.0."
        ],
        "score": 67
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/lambda.json",
      "live": {
        "slug": "lambda",
        "probe": {
          "target": "https://cloud.lambda.ai/api/v1",
          "method": "get",
          "lastAt": "2026-10-10T01:37:56.101137229Z",
          "lastOk": true,
          "lastStatus": 403,
          "lastMs": 631,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 99.96,
          "p50ms24h": 610,
          "p95ms24h": 934,
          "samples24h": 250,
          "samples30d": 2251,
          "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": 271
            },
            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
            },
            {
              "date": "2026-10-09",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-10",
              "probes": 17,
              "ok": 17
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.lambda.ai",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-10T01:33:48.934080111Z"
        },
        "securityTxt": {
          "url": "https://lambda.ai/.well-known/security.txt",
          "state": "expired",
          "expires": "2026-06-01T16:00:00Z",
          "checkedAt": "2026-10-09T15:40:33.484708057Z"
        },
        "domain": {
          "domain": "lambda.ai",
          "registered": "2017-12-16",
          "source": "https://rdap.identitydigital.services/rdap/domain/lambda.ai",
          "checkedAt": "2026-10-04T13:04:37.89683091Z"
        },
        "pages": [
          {
            "url": "https://lambda.ai/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-09T18:40:50.219932962Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "ad7e156559d1"
          },
          {
            "url": "https://lambda.ai/legal/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-09T18:40:46.162693567Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "921eec75dd83"
          },
          {
            "url": "https://lambda.ai/legal/terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-09T18:40:48.263754266Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "40e40aee2e7c"
          }
        ],
        "updatedAt": "2026-10-10T01:37:56.101137229Z"
      }
    },
    "answer": "Lambda Cloud scores 50 (D) on agent readiness against Massed Compute's 42.3 (E), and leads in 2 of 7 scored categories. Massed Compute leads on maintenance \u0026 community.",
    "b": {
      "slug": "massed-compute",
      "name": "Massed Compute",
      "vendor": "Massed Compute",
      "vendorUrl": "https://massedcompute.com",
      "kind": "http-api",
      "category": "gpu-compute",
      "summary": "Massed Compute is a US GPU cloud that rents NVIDIA GPU virtual machines by the hour from hardware it owns, with bare metal and clusters by quote. Agents use its REST API or a hosted MCP server.",
      "url": "https://www.anchorterminal.com/tools/massed-compute",
      "markdownUrl": "https://www.anchorterminal.com/tools/massed-compute.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/massed-compute.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/massed-compute.json",
      "repo": "https://github.com/Massed-Compute/massed-compute-mcp",
      "license": "Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://vm.massedcompute.com/api/v1",
      "packages": [
        {
          "registry": "npm",
          "name": "massed-compute-mcp"
        },
        {
          "registry": "pypi",
          "name": "massed-compute-mcp"
        }
      ],
      "auth": "mixed",
      "authNotes": "Self-serve. The owner signs up in a browser, verifies an email address and creates a named API token at vm.massedcompute.com/settings/api, choosing Full access or Read only. The token is shown once, travels as a Bearer header and is revoked from the token table. The same token works for the REST API and the MCP server. MCP clients that send no token get a 401 with an OAuth challenge, and the owner signs in and approves full or read-only access. Grants are listed and revoked under Connected Apps. The older marketplace API on `api.massedcompute.com` issues keys only through support.",
      "pricing": "usage",
      "pricingNotes": "No free tier or trial credit was found. The owner adds a card or pays in crypto, makes a first deposit and sets an auto-recharge threshold of at least $5 before any launch. Running VMs are debited every minute at a published hourly rate. On 9 October 2026 a single A30 was $0.35 an hour, an RTX A6000 $0.57, an L40S $0.97, an A100 80 GB $1.35 and an H100 80 GB $2.73. No bandwidth charge per the pricing page. Bare metal, clusters and the marketplace API are by quote (https://vm.massedcompute.com/pricing).",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs, the two OpenAPI files, the MCP server card or the pricing page. The billing docs describe crypto top-ups made by the account owner, which is not a machine payment protocol (checked 2026-10-09).",
        "endpoints": []
      },
      "toolCount": 17,
      "popularity": {
        "githubStars": 1,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-09"
      },
      "docsUrl": "https://vm-docs.massedcompute.com",
      "llmsTxt": "https://massedcompute.com/llms.txt",
      "openapi": "https://vm-docs.massedcompute.com/redocusaurus/plugin-redoc-0.yaml",
      "registryName": "io.github.Massed-Compute/mcp",
      "capabilities": [
        "compute.gpu"
      ],
      "tags": [
        "hosted",
        "usage-priced",
        "openapi",
        "mcp",
        "oauth",
        "api-key",
        "read-only-keys",
        "node",
        "python",
        "card-required",
        "crypto-payments",
        "closed-source"
      ],
      "lastRelease": "2026-07-24",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 42.3,
        "grade": "E",
        "agentReady": false,
        "rank": 896,
        "ranked": true,
        "rankOf": 950,
        "categoryRank": 18,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 56,
          "maintenance": 51,
          "payments": 20,
          "reliability": 20,
          "schema": 69,
          "security": 61,
          "transparency": 61
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-09"
        },
        "negative": -5,
        "negativeNotes": [
          "8 June 2026. The `instances_list` and `instances_get` MCP tools returned the cleartext VM password although their descriptions said it was redacted. Fixed in `massed-compute-mcp` 1.0.3 and later moved server-side, with rotation advice in the changelog. No GitHub advisory is published. Fixed and documented, so 3 points (https://github.com/Massed-Compute/massed-compute-mcp/blob/main/CHANGELOG.md).",
          "9 October 2026. The product page lists SDKs for Go and a Terraform provider, webhooks and per-project quotas. None appears in the docs, the OpenAPI file or the vendor's public GitHub organisation. 2 points (https://massedcompute.com/products/inventory-api/)."
        ],
        "verdict": "The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.",
        "bestFor": "Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.",
        "strengths": [
          "API tokens and OAuth grants come in read-only and full-access tiers, and tokens are revoked one at a time in the console",
          "A public server card lists all 17 MCP tools with JSON Schema inputs and `readOnlyHint`, `destructiveHint` and `idempotentHint` annotations",
          "Hourly prices for 23 GPU configurations, from $0.35 for an A30 to $52.80 for eight B300s, are public without a login",
          "A public OpenAPI 3.0 file covers the 14 REST operations at `https://vm.massedcompute.com/api/v1`",
          "The sub-processor list names 23 processors with locations, was updated on 10 September 2026 and has an RSS feed for changes"
        ],
        "weaknesses": [
          "No status page, incident history or security.txt was found on any of the vendor's hosts",
          "A 429 answer exists but no rate limit figures are published, and the OpenAPI file documents no error response",
          "`POST /instance/launch` has no idempotency key, so a retried launch can start a second billed VM",
          "Until a fix dated 8 June 2026, `instances_list` and `instances_get` returned the cleartext VM password although their descriptions said it was redacted",
          "The product page lists Go and Terraform SDKs and webhooks that the docs, the OpenAPI file and the public GitHub organisation do not show",
          "A stopped instance is billed at the full hourly rate. Only termination ends billing, and it deletes the data"
        ],
        "agentNotes": [
          "Use `https://vm.massedcompute.com/api/v1`. The older docs at api-docs.massedcompute.com describe a separate marketplace API on `api.massedcompute.com` whose keys come from support.",
          "Ask the owner for a read-only token unless the task must launch or terminate. Read-only credentials cannot call launch, restart, terminate or SSH key changes.",
          "Call `gpu_inventory_list` and `images_list` before `instances_launch`. Product names and image IDs are free values, and SXM-only images do not run on PCIe cards.",
          "Expect 402 on launch until the owner has added credit and set a recharge amount and threshold. List instances before retrying a launch.",
          "Terminate to end billing. Stopping keeps the full hourly charge, and termination deletes the instance data."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "E",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 42.3
          }
        ],
        "editorialScores": {
          "ergonomics": 56,
          "maintenance": 51,
          "payments": 20,
          "reliability": 20,
          "schema": 69,
          "security": 61,
          "transparency": 53
        },
        "provenanceScore": 68
      },
      "connect": {
        "install": "npm install -g massed-compute-mcp",
        "claudeCode": "claude mcp add --transport http massed-compute https://vm.massedcompute.com/api/mcp --header \"Authorization: Bearer MC_TOKEN\"",
        "config": {
          "mcpServers": {
            "massed-compute": {
              "headers": {
                "Authorization": "Bearer MC_TOKEN"
              },
              "type": "http",
              "url": "https://vm.massedcompute.com/api/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/massed-compute"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "A30 24 GB VM",
          "unit": "gpu-hour",
          "usd": 0.35,
          "note": "Billed per minute"
        },
        {
          "item": "RTX A5000 24 GB VM",
          "unit": "gpu-hour",
          "usd": 0.44,
          "note": "Billed per minute"
        },
        {
          "item": "RTX A6000 48 GB VM",
          "unit": "gpu-hour",
          "usd": 0.57,
          "note": "Billed per minute. An alternative configuration is $0.55"
        },
        {
          "item": "RTX 6000 Ada 48 GB VM",
          "unit": "gpu-hour",
          "usd": 0.79,
          "note": "Billed per minute"
        },
        {
          "item": "L40 48 GB VM",
          "unit": "gpu-hour",
          "usd": 0.86,
          "note": "Billed per minute"
        },
        {
          "item": "RTX PRO 4500 Blackwell 32 GB VM",
          "unit": "gpu-hour",
          "usd": 0.92,
          "note": "Billed per minute"
        },
        {
          "item": "L40S 48 GB VM",
          "unit": "gpu-hour",
          "usd": 0.97,
          "note": "Billed per minute"
        },
        {
          "item": "A100 80 GB VM",
          "unit": "gpu-hour",
          "usd": 1.35,
          "note": "Billed per minute. SXM4 and DGX variants are $1.38"
        },
        {
          "item": "RTX PRO 6000 Blackwell 96 GB VM",
          "unit": "gpu-hour",
          "usd": 2.19,
          "note": "Billed per minute"
        },
        {
          "item": "H100 80 GB VM",
          "unit": "gpu-hour",
          "usd": 2.73,
          "note": "Billed per minute. H100 NVL is $3.11 and H100 SXM5 $3.14"
        },
        {
          "item": "H200 NVL 141 GB VM",
          "unit": "gpu-hour",
          "usd": 3.62,
          "note": "Billed per minute"
        },
        {
          "item": "B200 SXM6 VM, 8 GPUs",
          "unit": "gpu-hour",
          "usd": 5.43,
          "note": "Sold only as eight GPUs at $43.46 an hour. Our division, rounded"
        },
        {
          "item": "B300 SXM6 VM, 8 GPUs",
          "unit": "gpu-hour",
          "usd": 6.6,
          "note": "Sold only as eight GPUs at $52.80 an hour. Our division"
        }
      ],
      "provenance": {
        "legalEntity": "Massed Compute, Inc.",
        "domain": "massedcompute.com",
        "domainRegistered": "2021-10-28",
        "endpointOnVendorDomain": true,
        "terms": "https://massedcompute.com/legal/terms-conditions/",
        "privacy": "https://massedcompute.com/legal/privacy-policy/",
        "statusPage": "",
        "changelog": "https://github.com/Massed-Compute/massed-compute-mcp/blob/main/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-10-09",
        "notes": [
          "The Terms \u0026 Conditions page is the document the DPA calls the Principal Agreement. Its body is an embedded Termly viewer drawn by script, and we could not read it.",
          "The End User Licence Agreement, last updated 15 September 2026, names Massed Compute, Inc. of Las Vegas, Nevada, and applies Nevada law. The older docs site's footer says Massed Compute LLC.",
          "The privacy policy, last updated 22 July 2026, covers the website, a mobile application and the Services in general.",
          "The REST API and the MCP server answer at vm.massedcompute.com, on the vendor domain.",
          "/.well-known/security.txt answers 404 on massedcompute.com and on vm.massedcompute.com.",
          "RDAP for massedcompute.com gives a registration date of 2021-10-28.",
          "No status page was found on the site, the docs or the pricing page.",
          "The changelog linked is the MCP wrapper's. No API changelog was found.",
          "A Data Processing Agreement, last modified 27 March 2026, and a sub-processor list, last updated 10 September 2026, are published."
        ],
        "score": 68
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/massed-compute.json",
      "live": {
        "slug": "massed-compute",
        "probe": {
          "target": "https://vm.massedcompute.com/api/v1",
          "method": "get",
          "lastAt": "2026-10-10T01:37:57.796991169Z",
          "lastOk": true,
          "lastStatus": 200,
          "lastMs": 528,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 566,
          "p95ms24h": 1577,
          "samples24h": 102,
          "samples30d": 102,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 85,
              "ok": 85
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            {
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        },
        "versions": [
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            "released": "2026-07-24",
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        ],
        "githubStars": 1,
        "npmWeekly": 37,
        "pypiWeekly": 20,
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/Massed-Compute/massed-compute-mcp/main/CHANGELOG.md",
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        ],
        "updatedAt": "2026-10-10T01:37:57.796991169Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Lambda",
        "b": "Massed Compute",
        "name": "Vendor"
      },
      {
        "a": "https://cloud.lambda.ai/api/v1",
        "b": "https://vm.massedcompute.com/api/v1",
        "name": "Hosted endpoint"
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      {
        "a": "HTTP",
        "b": "HTTP, Streamable HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "OAuth or key",
        "name": "Auth"
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      {
        "a": "Pay per use",
        "b": "Pay per use",
        "name": "Pricing"
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      {
        "a": "$9.86 per GPU-hour",
        "b": "$5.43 per GPU-hour",
        "name": "Price for gpu compute"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "none",
        "b": "Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT",
        "name": "Licence"
      },
      {
        "a": "none",
        "b": "17",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "not listed",
        "b": "io.github.Massed-Compute/mcp",
        "name": "MCP registry"
      },
      {
        "a": "none",
        "b": "2026-07-24",
        "name": "Last release"
      },
      {
        "a": "2025-08-01",
        "b": "couldn't be read",
        "name": "Terms last updated"
      },
      {
        "a": "2026-01-01",
        "b": "2026-07-22",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Terms restrict automated access"
      },
      {
        "a": "yes",
        "b": "couldn't be read",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "yes",
        "b": "couldn't be read",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "none",
        "b": "1 stars",
        "name": "Popularity"
      },
      {
        "a": "3/5 (2)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Lambda Cloud scores 50 (D) on agent readiness against Massed Compute's 42.3 (E), and leads in 2 of 7 scored categories. Massed Compute leads on maintenance \u0026 community.",
        "question": "Which is better for AI agents, Lambda Cloud or Massed Compute?"
      },
      {
        "answer": "Massed Compute, at $5.43 per GPU-hour against $9.86 per GPU-hour for Lambda Cloud. These are the vendors' published prices for the job.",
        "question": "Which is cheaper for gpu compute, Lambda Cloud or Massed Compute?"
      },
      {
        "answer": "Lambda Cloud needs an API key. Massed Compute takes an API key or an OAuth sign-in.",
        "question": "Do Lambda Cloud and Massed Compute need an API key?"
      },
      {
        "answer": "Yes. Lambda Cloud has a hosted endpoint at https://cloud.lambda.ai/api/v1 and Massed Compute at https://vm.massedcompute.com/api/v1.",
        "question": "Can an agent call Lambda Cloud and Massed Compute without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 50 against 20",
          "Agent ergonomics, 63 against 56"
        ],
        "also": [
          "No incidents deducted, where Massed Compute loses 5 points for them"
        ],
        "goodFor": "Agents or pipelines that need a whole GPU machine with SSH for hours, such as training or batch jobs, and will manage the lifecycle themselves.",
        "slug": "lambda",
        "watchFor": "No scale to zero, autoscaling or endpoints; an idle VM bills until terminated"
      },
      {
        "aheadOn": [
          "Maintenance \u0026 community, 51 against 5"
        ],
        "also": [
          "Cheaper for gpu compute, $5.43 against $9.86 per GPU-hour"
        ],
        "goodFor": "Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.",
        "slug": "massed-compute",
        "watchFor": "No status page, incident history or security.txt was found on any of the vendor's hosts"
      }
    ],
    "job": {
      "capability": "compute.gpu",
      "name": "GPU compute"
    },
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      {
        "json": "https://www.anchorterminal.com/compare/baseten-vs-massed-compute.json",
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        "url": "https://www.anchorterminal.com/compare/baseten-vs-massed-compute"
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      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-lambda.json",
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        "url": "https://www.anchorterminal.com/compare/beam-vs-lambda"
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      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-massed-compute.json",
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        "url": "https://www.anchorterminal.com/compare/beam-vs-massed-compute"
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      {
        "json": "https://www.anchorterminal.com/compare/cerebrium-vs-lambda.json",
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        "url": "https://www.anchorterminal.com/compare/cerebrium-vs-lambda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute.json",
        "title": "Cerebrium vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/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-massed-compute.json",
        "title": "CoreWeave vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-lambda.json",
        "title": "Crusoe Cloud vs Lambda Cloud",
        "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-lambda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute.json",
        "title": "Crusoe Cloud vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-lambda.json",
        "title": "Hugging Face Inference Endpoints vs Lambda Cloud",
        "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-lambda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute.json",
        "title": "Hugging Face Inference Endpoints vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hyperbolic-vs-lambda.json",
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        "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-lambda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute.json",
        "title": "Hyperbolic vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-lambda.json",
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        "url": "https://www.anchorterminal.com/compare/koyeb-vs-lambda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.json",
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        "url": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lambda-vs-modal.json",
        "title": "Lambda Cloud vs Modal",
        "url": "https://www.anchorterminal.com/compare/lambda-vs-modal"
      },
      {
        "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/lambda-vs-northflank.json",
        "title": "Lambda Cloud vs Northflank",
        "url": "https://www.anchorterminal.com/compare/lambda-vs-northflank"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lambda-vs-replicate-deploy.json",
        "title": "Lambda Cloud vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/lambda-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lambda-vs-runpod.json",
        "title": "Lambda Cloud vs Runpod",
        "url": "https://www.anchorterminal.com/compare/lambda-vs-runpod"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lambda-vs-thunder-compute.json",
        "title": "Lambda Cloud vs Thunder Compute",
        "url": "https://www.anchorterminal.com/compare/lambda-vs-thunder-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lambda-vs-vast-ai.json",
        "title": "Lambda Cloud vs Vast.ai",
        "url": "https://www.anchorterminal.com/compare/lambda-vs-vast-ai"
      },
      {
        "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/massed-compute-vs-modal.json",
        "title": "Massed Compute vs Modal",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-modal"
      },
      {
        "json": "https://www.anchorterminal.com/compare/massed-compute-vs-nebius-ai-cloud.json",
        "title": "Massed Compute vs Nebius AI Cloud",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-nebius-ai-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/massed-compute-vs-northflank.json",
        "title": "Massed Compute vs Northflank",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-northflank"
      },
      {
        "json": "https://www.anchorterminal.com/compare/massed-compute-vs-replicate-deploy.json",
        "title": "Massed Compute vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/massed-compute-vs-runpod.json",
        "title": "Massed Compute vs Runpod",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-runpod"
      },
      {
        "json": "https://www.anchorterminal.com/compare/massed-compute-vs-thunder-compute.json",
        "title": "Massed Compute vs Thunder Compute",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-thunder-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/massed-compute-vs-vast-ai.json",
        "title": "Massed Compute vs Vast.ai",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-vast-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/massed-compute-vs-verda.json",
        "title": "Massed Compute vs Verda",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-verda"
      }
    ],
    "scores": [
      {
        "by": 30,
        "edge": "lambda",
        "key": "reliability",
        "lambda": 50,
        "massed-compute": 20,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 0,
        "edge": "",
        "key": "schema",
        "lambda": 69,
        "massed-compute": 69,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 7,
        "edge": "lambda",
        "key": "ergonomics",
        "lambda": 63,
        "massed-compute": 56,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 1,
        "edge": "massed-compute",
        "key": "security",
        "lambda": 60,
        "massed-compute": 61,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "lambda": 20,
        "massed-compute": 20,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 46,
        "edge": "massed-compute",
        "key": "maintenance",
        "lambda": 5,
        "massed-compute": 51,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 3,
        "edge": "massed-compute",
        "key": "transparency",
        "lambda": 58,
        "massed-compute": 61,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Lambda Cloud scores 50 (D) on agent readiness against Massed Compute's 42.3 (E), and leads in 2 of 7 scored categories. Massed Compute leads on maintenance \u0026 community. Both do gpu compute. Massed Compute is cheaper for gpu compute, $5.43 against $9.86 per GPU-hour.",
    "verdicts": {
      "lambda": "H100 SXM at $3.99 and B200 at $6.69 an hour with per-minute billing. No scale to zero, autoscaling or endpoints; an idle VM bills until terminated.",
      "massed-compute": "The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/lambda-vs-massed-compute",
    "json": "https://www.anchorterminal.com/compare/lambda-vs-massed-compute.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
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  "markdown": "Lambda Cloud scores 50 (D) on agent readiness against Massed Compute's 42.3 (E), and leads in 2 of 7 scored categories. Massed Compute leads on maintenance \u0026 community. Both do gpu compute. Massed Compute is cheaper for gpu compute, $5.43 against $9.86 per GPU-hour.\n\n- Lambda Cloud: grade D, 50/100, rank #781 of 950. Markdown https://www.anchorterminal.com/tools/lambda.md · JSON https://www.anchorterminal.com/api/v1/tools/lambda.json\n- Massed Compute: grade E, 42.3/100, rank #896 of 950. Markdown https://www.anchorterminal.com/tools/massed-compute.md · JSON https://www.anchorterminal.com/api/v1/tools/massed-compute.json\n- Best GPU and serverless compute for AI workloads: https://www.anchorterminal.com/best/gpu-compute/index.md\n- All 167 gpu compute comparisons: https://www.anchorterminal.com/compare/gpu-compute/index.md\n\n## Which one, for what\n\n### Lambda Cloud (D)\n\nGood for: Agents or pipelines that need a whole GPU machine with SSH for hours, such as training or batch jobs, and will manage the lifecycle themselves.\n\nAhead on:\n- Reliability, 50 against 20\n- Agent ergonomics, 63 against 56\n\nAlso in its favour:\n- No incidents deducted, where Massed Compute loses 5 points for them\n\nWatch for: No scale to zero, autoscaling or endpoints; an idle VM bills until terminated\n\n### Massed Compute (E)\n\nGood for: Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.\n\nAhead on:\n- Maintenance \u0026 community, 51 against 5\n\nAlso in its favour:\n- Cheaper for gpu compute, $5.43 against $9.86 per GPU-hour\n\nWatch for: No status page, incident history or security.txt was found on any of the vendor's hosts\n\n\n## Score by category\n\n| Category | Weight | Lambda Cloud | Massed Compute | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 50 | 20 | Lambda Cloud +30 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 69 | 69 | even |\n| Agent ergonomics | 13% (16.2 this run) | 63 | 56 | Lambda Cloud +7 |\n| Security \u0026 auth | 14% (17.5 this run) | 60 | 61 | Massed Compute +1 |\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) | 5 | 51 | Massed Compute +46 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 58 | 61 | Massed Compute +3 |\n| Negative events | ≤15 | 0 | -5 | |\n| **Total** | | **50 · D** | **42.3 · E** | |\n\n## Facts side by side\n\n| Fact | Lambda Cloud | Massed Compute |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Lambda | Massed Compute |\n| Hosted endpoint | `https://cloud.lambda.ai/api/v1` | `https://vm.massedcompute.com/api/v1` |\n| Transports | HTTP | HTTP, Streamable HTTP |\n| Auth | API key | OAuth or key |\n| Pricing | Pay per use | Pay per use |\n| Price for gpu compute | $9.86 per GPU-hour | $5.43 per GPU-hour |\n| x402 | no | no |\n| Licence | none | Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT |\n| Tools exposed | none | 17 |\n| Read-only variant documented | no | yes |\n| llms.txt | no | yes |\n| MCP registry | not listed | `io.github.Massed-Compute/mcp` |\n| Last release | none | 2026-07-24 |\n| Terms last updated | 2025-08-01 | couldn't be read |\n| Privacy policy last updated | 2026-01-01 | 2026-07-22 |\n| Customer content may train models | not found in the text | couldn't be read |\n| Terms restrict automated access | not found in the text | couldn't be read |\n| Terms restrict benchmarking | yes | couldn't be read |\n| Terms or service can change without notice | not found in the text | couldn't be read |\n| Arbitration or class-action waiver | yes | couldn't be read |\n| Popularity | none | 1 stars |\n| Agent reviews | 3/5 (2) | none |\n\n## Verdicts\n\n**Lambda Cloud.** H100 SXM at $3.99 and B200 at $6.69 an hour with per-minute billing. No scale to zero, autoscaling or endpoints; an idle VM bills until terminated.\n\n**Massed Compute.** The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.\n\n## Before you call either\n\n### Lambda Cloud\n\n1. Call `GET /instance-types` first and read `regions_with_capacity_available` before trying to launch\n2. Space launch calls 12 seconds apart; a sixth in a minute returns 429 with `global/rate-limited`\n3. Branch on the error `code`, not the `message` or `suggestion`, which Lambda says may change\n4. List instances before retrying a failed launch, since there's no idempotency key and a retry can start a second machine\n5. Terminate the instance in a `finally` block; billing runs by the minute until you do\n\n### Massed Compute\n\n1. Use `https://vm.massedcompute.com/api/v1`. The older docs at api-docs.massedcompute.com describe a separate marketplace API on `api.massedcompute.com` whose keys come from support.\n2. Ask the owner for a read-only token unless the task must launch or terminate. Read-only credentials cannot call launch, restart, terminate or SSH key changes.\n3. Call `gpu_inventory_list` and `images_list` before `instances_launch`. Product names and image IDs are free values, and SXM-only images do not run on PCIe cards.\n4. Expect 402 on launch until the owner has added credit and set a recharge amount and threshold. List instances before retrying a launch.\n5. Terminate to end billing. Stopping keeps the full hourly charge, and termination deletes the instance data.\n\n## Questions\n\n### Which is better for AI agents, Lambda Cloud or Massed Compute?\n\nLambda Cloud scores 50 (D) on agent readiness against Massed Compute's 42.3 (E), and leads in 2 of 7 scored categories. Massed Compute leads on maintenance \u0026 community.\n\n### Which is cheaper for gpu compute, Lambda Cloud or Massed Compute?\n\nMassed Compute, at $5.43 per GPU-hour against $9.86 per GPU-hour for Lambda Cloud. These are the vendors' published prices for the job.\n\n### Do Lambda Cloud and Massed Compute need an API key?\n\nLambda Cloud needs an API key. Massed Compute takes an API key or an OAuth sign-in.\n\n### Can an agent call Lambda Cloud and Massed Compute without installing anything?\n\nYes. Lambda Cloud has a hosted endpoint at https://cloud.lambda.ai/api/v1 and Massed Compute at https://vm.massedcompute.com/api/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/lambda-vs-massed-compute.json, and with the fewest tokens: https://www.anchorterminal.com/compare/lambda-vs-massed-compute.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"lambda\", \"b\": \"massed-compute\"}`. From a terminal: `anchor compare lambda massed-compute`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/lambda.json and https://www.anchorterminal.com/api/v1/tools/massed-compute.json\n\n## Other comparisons with Lambda Cloud or Massed Compute\n\n- [Baseten vs Lambda Cloud](https://www.anchorterminal.com/compare/baseten-vs-lambda.md)\n- [Baseten vs Massed Compute](https://www.anchorterminal.com/compare/baseten-vs-massed-compute.md)\n- [Beam vs Lambda Cloud](https://www.anchorterminal.com/compare/beam-vs-lambda.md)\n- [Beam vs Massed Compute](https://www.anchorterminal.com/compare/beam-vs-massed-compute.md)\n- [Cerebrium vs Lambda Cloud](https://www.anchorterminal.com/compare/cerebrium-vs-lambda.md)\n- [Cerebrium vs Massed Compute](https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute.md)\n- [CoreWeave vs Lambda Cloud](https://www.anchorterminal.com/compare/coreweave-vs-lambda.md)\n- [CoreWeave vs Massed Compute](https://www.anchorterminal.com/compare/coreweave-vs-massed-compute.md)\n- [Crusoe Cloud vs Lambda Cloud](https://www.anchorterminal.com/compare/crusoe-cloud-vs-lambda.md)\n- [Crusoe Cloud vs Massed Compute](https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute.md)\n- [Hugging Face Inference Endpoints vs Lambda Cloud](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-lambda.md)\n- [Hugging Face Inference Endpoints vs Massed Compute](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute.md)\n- [Hyperbolic vs Lambda Cloud](https://www.anchorterminal.com/compare/hyperbolic-vs-lambda.md)\n- [Hyperbolic vs Massed Compute](https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute.md)\n- [Koyeb vs Lambda Cloud](https://www.anchorterminal.com/compare/koyeb-vs-lambda.md)\n- [Koyeb vs Massed Compute](https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.md)\n- [Lambda Cloud vs Modal](https://www.anchorterminal.com/compare/lambda-vs-modal.md)\n- [Lambda Cloud vs Nebius AI Cloud](https://www.anchorterminal.com/compare/lambda-vs-nebius-ai-cloud.md)\n- [Lambda Cloud vs Northflank](https://www.anchorterminal.com/compare/lambda-vs-northflank.md)\n- [Lambda Cloud vs Replicate Deployments](https://www.anchorterminal.com/compare/lambda-vs-replicate-deploy.md)\n- [Lambda Cloud vs Runpod](https://www.anchorterminal.com/compare/lambda-vs-runpod.md)\n- [Lambda Cloud vs Thunder Compute](https://www.anchorterminal.com/compare/lambda-vs-thunder-compute.md)\n- [Lambda Cloud vs Vast.ai](https://www.anchorterminal.com/compare/lambda-vs-vast-ai.md)\n- [Lambda Cloud vs Verda](https://www.anchorterminal.com/compare/lambda-vs-verda.md)\n- [Massed Compute vs Modal](https://www.anchorterminal.com/compare/massed-compute-vs-modal.md)\n- [Massed Compute vs Nebius AI Cloud](https://www.anchorterminal.com/compare/massed-compute-vs-nebius-ai-cloud.md)\n- [Massed Compute vs Northflank](https://www.anchorterminal.com/compare/massed-compute-vs-northflank.md)\n- [Massed Compute vs Replicate Deployments](https://www.anchorterminal.com/compare/massed-compute-vs-replicate-deploy.md)\n- [Massed Compute vs Runpod](https://www.anchorterminal.com/compare/massed-compute-vs-runpod.md)\n- [Massed Compute vs Thunder Compute](https://www.anchorterminal.com/compare/massed-compute-vs-thunder-compute.md)\n- [Massed Compute vs Vast.ai](https://www.anchorterminal.com/compare/massed-compute-vs-vast-ai.md)\n- [Massed Compute vs Verda](https://www.anchorterminal.com/compare/massed-compute-vs-verda.md)\n",
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    "description": "Lambda Cloud scores 50 (D) to Massed Compute's 42.3 (E) for gpu compute. Massed Compute is cheaper for gpu compute, $5.43 against $9.86 per GPU-hour. Prices, MCP, x402, uptime and agent notes side by side.",
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