{
  "data": {
    "a": {
      "slug": "massed-compute",
      "name": "Massed Compute",
      "vendor": "Massed Compute",
      "vendorUrl": "https://massedcompute.com",
      "kind": "http-api",
      "category": "gpu-compute",
      "summary": "Massed Compute is a US GPU cloud that rents NVIDIA GPU virtual machines by the hour from hardware it owns, with bare metal and clusters by quote. Agents use its REST API or a hosted MCP server.",
      "url": "https://www.anchorterminal.com/tools/massed-compute",
      "markdownUrl": "https://www.anchorterminal.com/tools/massed-compute.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/massed-compute.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/massed-compute.json",
      "repo": "https://github.com/Massed-Compute/massed-compute-mcp",
      "license": "Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://vm.massedcompute.com/api/v1",
      "packages": [
        {
          "registry": "npm",
          "name": "massed-compute-mcp"
        },
        {
          "registry": "pypi",
          "name": "massed-compute-mcp"
        }
      ],
      "auth": "mixed",
      "authNotes": "Self-serve. The owner signs up in a browser, verifies an email address and creates a named API token at vm.massedcompute.com/settings/api, choosing Full access or Read only. The token is shown once, travels as a Bearer header and is revoked from the token table. The same token works for the REST API and the MCP server. MCP clients that send no token get a 401 with an OAuth challenge, and the owner signs in and approves full or read-only access. Grants are listed and revoked under Connected Apps. The older marketplace API on `api.massedcompute.com` issues keys only through support.",
      "pricing": "usage",
      "pricingNotes": "No free tier or trial credit was found. The owner adds a card or pays in crypto, makes a first deposit and sets an auto-recharge threshold of at least $5 before any launch. Running VMs are debited every minute at a published hourly rate. On 9 October 2026 a single A30 was $0.35 an hour, an RTX A6000 $0.57, an L40S $0.97, an A100 80 GB $1.35 and an H100 80 GB $2.73. No bandwidth charge per the pricing page. Bare metal, clusters and the marketplace API are by quote (https://vm.massedcompute.com/pricing).",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs, the two OpenAPI files, the MCP server card or the pricing page. The billing docs describe crypto top-ups made by the account owner, which is not a machine payment protocol (checked 2026-10-09).",
        "endpoints": []
      },
      "toolCount": 17,
      "popularity": {
        "githubStars": 1,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-09"
      },
      "docsUrl": "https://vm-docs.massedcompute.com",
      "llmsTxt": "https://massedcompute.com/llms.txt",
      "openapi": "https://vm-docs.massedcompute.com/redocusaurus/plugin-redoc-0.yaml",
      "registryName": "io.github.Massed-Compute/mcp",
      "capabilities": [
        "compute.gpu"
      ],
      "tags": [
        "hosted",
        "usage-priced",
        "openapi",
        "mcp",
        "oauth",
        "api-key",
        "read-only-keys",
        "node",
        "python",
        "card-required",
        "crypto-payments",
        "closed-source"
      ],
      "lastRelease": "2026-07-24",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 42.3,
        "grade": "E",
        "agentReady": false,
        "rank": 896,
        "ranked": true,
        "rankOf": 950,
        "categoryRank": 18,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 56,
          "maintenance": 51,
          "payments": 20,
          "reliability": 20,
          "schema": 69,
          "security": 61,
          "transparency": 61
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-09"
        },
        "negative": -5,
        "negativeNotes": [
          "8 June 2026. The `instances_list` and `instances_get` MCP tools returned the cleartext VM password although their descriptions said it was redacted. Fixed in `massed-compute-mcp` 1.0.3 and later moved server-side, with rotation advice in the changelog. No GitHub advisory is published. Fixed and documented, so 3 points (https://github.com/Massed-Compute/massed-compute-mcp/blob/main/CHANGELOG.md).",
          "9 October 2026. The product page lists SDKs for Go and a Terraform provider, webhooks and per-project quotas. None appears in the docs, the OpenAPI file or the vendor's public GitHub organisation. 2 points (https://massedcompute.com/products/inventory-api/)."
        ],
        "verdict": "The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.",
        "bestFor": "Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.",
        "strengths": [
          "API tokens and OAuth grants come in read-only and full-access tiers, and tokens are revoked one at a time in the console",
          "A public server card lists all 17 MCP tools with JSON Schema inputs and `readOnlyHint`, `destructiveHint` and `idempotentHint` annotations",
          "Hourly prices for 23 GPU configurations, from $0.35 for an A30 to $52.80 for eight B300s, are public without a login",
          "A public OpenAPI 3.0 file covers the 14 REST operations at `https://vm.massedcompute.com/api/v1`",
          "The sub-processor list names 23 processors with locations, was updated on 10 September 2026 and has an RSS feed for changes"
        ],
        "weaknesses": [
          "No status page, incident history or security.txt was found on any of the vendor's hosts",
          "A 429 answer exists but no rate limit figures are published, and the OpenAPI file documents no error response",
          "`POST /instance/launch` has no idempotency key, so a retried launch can start a second billed VM",
          "Until a fix dated 8 June 2026, `instances_list` and `instances_get` returned the cleartext VM password although their descriptions said it was redacted",
          "The product page lists Go and Terraform SDKs and webhooks that the docs, the OpenAPI file and the public GitHub organisation do not show",
          "A stopped instance is billed at the full hourly rate. Only termination ends billing, and it deletes the data"
        ],
        "agentNotes": [
          "Use `https://vm.massedcompute.com/api/v1`. The older docs at api-docs.massedcompute.com describe a separate marketplace API on `api.massedcompute.com` whose keys come from support.",
          "Ask the owner for a read-only token unless the task must launch or terminate. Read-only credentials cannot call launch, restart, terminate or SSH key changes.",
          "Call `gpu_inventory_list` and `images_list` before `instances_launch`. Product names and image IDs are free values, and SXM-only images do not run on PCIe cards.",
          "Expect 402 on launch until the owner has added credit and set a recharge amount and threshold. List instances before retrying a launch.",
          "Terminate to end billing. Stopping keeps the full hourly charge, and termination deletes the instance data."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "E",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 42.3
          }
        ],
        "editorialScores": {
          "ergonomics": 56,
          "maintenance": 51,
          "payments": 20,
          "reliability": 20,
          "schema": 69,
          "security": 61,
          "transparency": 53
        },
        "provenanceScore": 68
      },
      "connect": {
        "install": "npm install -g massed-compute-mcp",
        "claudeCode": "claude mcp add --transport http massed-compute https://vm.massedcompute.com/api/mcp --header \"Authorization: Bearer MC_TOKEN\"",
        "config": {
          "mcpServers": {
            "massed-compute": {
              "headers": {
                "Authorization": "Bearer MC_TOKEN"
              },
              "type": "http",
              "url": "https://vm.massedcompute.com/api/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/massed-compute"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "A30 24 GB VM",
          "unit": "gpu-hour",
          "usd": 0.35,
          "note": "Billed per minute"
        },
        {
          "item": "RTX A5000 24 GB VM",
          "unit": "gpu-hour",
          "usd": 0.44,
          "note": "Billed per minute"
        },
        {
          "item": "RTX A6000 48 GB VM",
          "unit": "gpu-hour",
          "usd": 0.57,
          "note": "Billed per minute. An alternative configuration is $0.55"
        },
        {
          "item": "RTX 6000 Ada 48 GB VM",
          "unit": "gpu-hour",
          "usd": 0.79,
          "note": "Billed per minute"
        },
        {
          "item": "L40 48 GB VM",
          "unit": "gpu-hour",
          "usd": 0.86,
          "note": "Billed per minute"
        },
        {
          "item": "RTX PRO 4500 Blackwell 32 GB VM",
          "unit": "gpu-hour",
          "usd": 0.92,
          "note": "Billed per minute"
        },
        {
          "item": "L40S 48 GB VM",
          "unit": "gpu-hour",
          "usd": 0.97,
          "note": "Billed per minute"
        },
        {
          "item": "A100 80 GB VM",
          "unit": "gpu-hour",
          "usd": 1.35,
          "note": "Billed per minute. SXM4 and DGX variants are $1.38"
        },
        {
          "item": "RTX PRO 6000 Blackwell 96 GB VM",
          "unit": "gpu-hour",
          "usd": 2.19,
          "note": "Billed per minute"
        },
        {
          "item": "H100 80 GB VM",
          "unit": "gpu-hour",
          "usd": 2.73,
          "note": "Billed per minute. H100 NVL is $3.11 and H100 SXM5 $3.14"
        },
        {
          "item": "H200 NVL 141 GB VM",
          "unit": "gpu-hour",
          "usd": 3.62,
          "note": "Billed per minute"
        },
        {
          "item": "B200 SXM6 VM, 8 GPUs",
          "unit": "gpu-hour",
          "usd": 5.43,
          "note": "Sold only as eight GPUs at $43.46 an hour. Our division, rounded"
        },
        {
          "item": "B300 SXM6 VM, 8 GPUs",
          "unit": "gpu-hour",
          "usd": 6.6,
          "note": "Sold only as eight GPUs at $52.80 an hour. Our division"
        }
      ],
      "provenance": {
        "legalEntity": "Massed Compute, Inc.",
        "domain": "massedcompute.com",
        "domainRegistered": "2021-10-28",
        "endpointOnVendorDomain": true,
        "terms": "https://massedcompute.com/legal/terms-conditions/",
        "privacy": "https://massedcompute.com/legal/privacy-policy/",
        "statusPage": "",
        "changelog": "https://github.com/Massed-Compute/massed-compute-mcp/blob/main/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-10-09",
        "notes": [
          "The Terms \u0026 Conditions page is the document the DPA calls the Principal Agreement. Its body is an embedded Termly viewer drawn by script, and we could not read it.",
          "The End User Licence Agreement, last updated 15 September 2026, names Massed Compute, Inc. of Las Vegas, Nevada, and applies Nevada law. The older docs site's footer says Massed Compute LLC.",
          "The privacy policy, last updated 22 July 2026, covers the website, a mobile application and the Services in general.",
          "The REST API and the MCP server answer at vm.massedcompute.com, on the vendor domain.",
          "/.well-known/security.txt answers 404 on massedcompute.com and on vm.massedcompute.com.",
          "RDAP for massedcompute.com gives a registration date of 2021-10-28.",
          "No status page was found on the site, the docs or the pricing page.",
          "The changelog linked is the MCP wrapper's. No API changelog was found.",
          "A Data Processing Agreement, last modified 27 March 2026, and a sub-processor list, last updated 10 September 2026, are published."
        ],
        "score": 68
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/massed-compute.json",
      "live": {
        "slug": "massed-compute",
        "probe": {
          "target": "https://vm.massedcompute.com/api/v1",
          "method": "get",
          "lastAt": "2026-10-10T05:38:56.335515524Z",
          "lastOk": true,
          "lastStatus": 200,
          "lastMs": 490,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 548,
          "p95ms24h": 1567,
          "samples24h": 143,
          "samples30d": 143,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 85,
              "ok": 85
            },
            {
              "date": "2026-10-10",
              "probes": 58,
              "ok": 58
            }
          ]
        },
        "versions": [
          {
            "registry": "github",
            "name": "Massed-Compute/massed-compute-mcp",
            "version": "v1.1.0",
            "released": "2026-07-24",
            "seenAt": "2026-10-09T17:04:15.605664679Z"
          },
          {
            "registry": "mcp-registry",
            "name": "io.github.Massed-Compute/mcp",
            "version": "1.1.0",
            "seenAt": "2026-10-10T03:11:32.438759038Z"
          },
          {
            "registry": "npm",
            "name": "massed-compute-mcp",
            "version": "1.1.0",
            "seenAt": "2026-10-09T17:04:14.528689429Z"
          },
          {
            "registry": "pypi",
            "name": "massed-compute-mcp",
            "version": "1.1.0",
            "released": "2026-07-24",
            "seenAt": "2026-10-09T17:04:15.405015566Z"
          }
        ],
        "githubStars": 1,
        "npmWeekly": 37,
        "pypiWeekly": 20,
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/Massed-Compute/massed-compute-mcp/main/CHANGELOG.md",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-09T18:44:33.145231849Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "7fa22cb79429"
          },
          {
            "url": "https://vm.massedcompute.com/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-09T18:47:14.582656601Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "fb389d9be37c"
          },
          {
            "url": "https://massedcompute.com/legal/privacy-policy/",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-09T18:41:48.306296743Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "71fd70e07907"
          },
          {
            "url": "https://massedcompute.com/legal/terms-conditions/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-09T18:41:50.386665594Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "0a8bdfcc06c0"
          }
        ],
        "updatedAt": "2026-10-10T05:38:56.335515524Z"
      }
    },
    "answer": "Replicate Deployments scores 63.6 (B) on agent readiness against Massed Compute's 42.3 (E), and leads in 6 of 7 scored categories. Massed Compute leads on security \u0026 auth.",
    "b": {
      "slug": "replicate-deploy",
      "name": "Replicate Deployments",
      "vendor": "Replicate",
      "vendorUrl": "https://replicate.com",
      "kind": "http-api",
      "category": "gpu-compute",
      "summary": "Replicate's service for deploying and running custom models.",
      "url": "https://www.anchorterminal.com/tools/replicate-deploy",
      "markdownUrl": "https://www.anchorterminal.com/tools/replicate-deploy.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/replicate-deploy.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/replicate-deploy.json",
      "repo": "https://github.com/replicate/cog",
      "license": "Apache-2.0",
      "transports": [
        "http",
        "sse",
        "stdio"
      ],
      "remoteUrl": "https://api.replicate.com/v1",
      "packages": [
        {
          "registry": "npm",
          "name": "replicate"
        },
        {
          "registry": "pypi",
          "name": "replicate"
        },
        {
          "registry": "npm",
          "name": "replicate-mcp"
        }
      ],
      "auth": "api-key",
      "authNotes": "Bearer API token on every call to api.replicate.com. `cog push` uses the same token to upload a model image. The hosted MCP at https://mcp.replicate.com/sse asks for the token in a browser flow and holds it for the client; the local `replicate-mcp` package reads `REPLICATE_API_TOKEN`.",
      "pricing": "usage",
      "pricingNotes": "Private models and deployments bill per second for the whole time an instance is up, set-up and idle included, from prepaid credit or monthly in arrears. CPU $0.000100 a second ($0.36 an hour), T4 $0.000225 ($0.81), L40S $0.000975 ($3.51), A100 80 GB $0.001400 ($5.04), H100 $0.001525 ($5.49), 2x L40S $0.001950 ($7.02), 2x A100 $0.002800 ($10.08). 2x H100 ($10.98), 4x and 8x L40S, A100 and H100 up to $43.92 an hour need a committed-spend contract. Fast-booting fine-tunes bill only while active. Public models bill only active time and not failures (https://replicate.com/pricing, https://replicate.com/docs/topics/billing).",
      "priceSummary": "Pay per use",
      "where": "both",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 9500,
        "npmWeekly": 634116,
        "pypiWeekly": 386704,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://replicate.com/docs/topics/deployments",
      "llmsTxt": "https://replicate.com/docs/llms.txt",
      "openapi": "https://api.replicate.com/openapi.json",
      "capabilities": [
        "compute.gpu",
        "compute.endpoints",
        "compute.serverless",
        "compute.containers"
      ],
      "tags": [
        "hosted",
        "usage-priced",
        "mcp",
        "llms-txt",
        "openapi",
        "python",
        "typescript",
        "async-jobs",
        "webhooks",
        "open-source"
      ],
      "lastRelease": "2026-09-22",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 63.6,
        "grade": "B",
        "agentReady": false,
        "rank": 383,
        "ranked": true,
        "rankOf": 950,
        "categoryRank": 5,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 68,
          "maintenance": 70,
          "payments": 30,
          "reliability": 75,
          "schema": 85,
          "security": 40,
          "transparency": 78
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "OpenAPI file, llms.txt and an MCP server with a two-tool code mode. Private instances bill set-up and idle time, H100 at $5.49 an hour.",
        "bestFor": "Teams already calling Replicate's public models who want their own model behind the same API, MCP server and webhooks.",
        "strengths": [
          "OpenAPI file, llms.txt and an MCP server with a two-tool code mode",
          "Deployment min and max instances settable over the API, 0 allowed",
          "API prediction data deleted after one hour by default",
          "Published limits, 600 prediction creates and 3,000 other calls a minute",
          "Leaked tokens found on GitHub are disabled automatically"
        ],
        "weaknesses": [
          "Private instances bill set-up and idle time, H100 at $5.49 an hour",
          "API tokens have no scopes, expiry or audit log",
          "Changelog silent since 21 April 2026",
          "Only T4, L40S, A100 and H100, and more than 2 GPUs needs a committed-spend contract",
          "Two September 2026 incidents ran 15 and 20 hours, both marked minor"
        ],
        "agentNotes": [
          "List `GET /v1/hardware` first and use the returned `sku` in the deployment body",
          "Set `min_instances` to 0 for bursty work; a warm H100 bills $5.49 an hour whether called or not",
          "Send `Prefer: wait` on deployment predictions to block instead of polling",
          "Copy outputs within an hour; API prediction data is deleted after that",
          "Wait for the reset time in the 429 body before retrying; prediction creates cap at 600 a minute"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 63.6
          }
        ],
        "editorialScores": {
          "ergonomics": 68,
          "maintenance": 70,
          "payments": 30,
          "reliability": 75,
          "schema": 85,
          "security": 40,
          "transparency": 69
        },
        "provenanceScore": 87
      },
      "connect": {
        "install": "pip install cog replicate",
        "http": "curl -X POST \"https://api.replicate.com/v1/deployments/$REPLICATE_OWNER/my-deployment/predictions\" \\\n  -H \"Authorization: Bearer $REPLICATE_API_TOKEN\" -H \"Content-Type: application/json\" -H \"Prefer: wait\" \\\n  -d '{\"input\":{\"prompt\":\"hello\"}}'",
        "claudeCode": "claude mcp add replicate https://mcp.replicate.com/sse --transport sse --scope user",
        "config": {
          "mcpServers": {
            "replicate": {
              "args": [
                "-y",
                "replicate-mcp"
              ],
              "command": "npx",
              "env": {
                "REPLICATE_API_TOKEN": "${REPLICATE_API_TOKEN}"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/replicate-deploy"
      },
      "sameCompany": [
        "replicate-image",
        "replicate-video",
        "replicate-musicgen"
      ],
      "area": "models",
      "unitPrices": [
        {
          "item": "H100 80 GB",
          "unit": "gpu-hour",
          "usd": 5.49,
          "note": "$0.001525 a second, including set-up and idle"
        },
        {
          "item": "A100 80 GB",
          "unit": "gpu-hour",
          "usd": 5.04,
          "note": "$0.001400 a second"
        },
        {
          "item": "L40S 48 GB",
          "unit": "gpu-hour",
          "usd": 3.51,
          "note": "$0.000975 a second"
        },
        {
          "item": "T4 16 GB",
          "unit": "gpu-hour",
          "usd": 0.81,
          "note": "$0.000225 a second"
        }
      ],
      "provenance": {
        "legalEntity": "Replicate, LLC",
        "domain": "replicate.com",
        "domainRegistered": "1998-05-26",
        "domainNote": "replicate.com was registered in 1998, long before Replicate the company existed.",
        "endpointOnVendorDomain": true,
        "terms": "https://replicate.com/terms",
        "privacy": "https://replicate.com/privacy",
        "statusPage": "https://replicatestatus.com",
        "changelog": "https://replicate.com/changelog",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "Terms last updated 2026-04-01 name Replicate, LLC as the contracting party.",
          "replicatestatus.com redirects to Cloudflare's status page filtered to Replicate.",
          "Replicate's hosted image and music models are listed separately under image generation and music generation."
        ],
        "score": 87
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/replicate-deploy.json",
      "live": {
        "slug": "replicate-deploy",
        "probe": {
          "target": "https://api.replicate.com/v1",
          "method": "get",
          "lastAt": "2026-10-10T05:39:02.678382845Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 288,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 182,
          "p95ms24h": 358,
          "samples24h": 248,
          "samples30d": 2292,
          "days": [
            {
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              "probes": 109,
              "ok": 109
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            {
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              "probes": 248,
              "ok": 248
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            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
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            {
              "date": "2026-10-04",
              "probes": 272,
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            {
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              "probes": 272,
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            {
              "date": "2026-10-06",
              "probes": 272,
              "ok": 272
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            {
              "date": "2026-10-07",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
            },
            {
              "date": "2026-10-09",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-10",
              "probes": 58,
              "ok": 58
            }
          ]
        },
        "vendorStatus": {
          "page": "https://replicatestatus.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-10T00:51:11.828989114Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "replicate/cog",
            "version": "v0.23.0",
            "released": "2026-09-22",
            "seenAt": "2026-10-09T17:16:34.24828407Z"
          },
          {
            "registry": "npm",
            "name": "replicate",
            "version": "1.4.0",
            "seenAt": "2026-10-09T17:16:32.025992554Z"
          },
          {
            "registry": "npm",
            "name": "replicate-mcp",
            "version": "0.9.0",
            "seenAt": "2026-10-09T17:16:32.971633415Z"
          },
          {
            "registry": "pypi",
            "name": "replicate",
            "version": "1.0.7",
            "released": "2025-05-27",
            "seenAt": "2026-10-09T17:16:32.855082477Z"
          }
        ],
        "githubStars": 9489,
        "npmWeekly": 573017,
        "pypiWeekly": 363243,
        "securityTxt": {
          "url": "https://replicate.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-09T15:40:09.616339877Z"
        },
        "llmsTxt": {
          "url": "https://replicate.com/docs/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-09T14:02:39.502749605Z"
        },
        "domain": {
          "domain": "replicate.com",
          "registered": "1998-05-26",
          "source": "https://rdap.verisign.com/com/v1/domain/replicate.com",
          "checkedAt": "2026-10-04T13:07:04.742407865Z"
        },
        "pages": [
          {
            "url": "https://replicate.com/changelog",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-10-09T18:44:28.389094066Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "490f4836aca3"
          },
          {
            "url": "https://replicate.com/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-09T18:44:30.68552817Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "3f1305f154be"
          },
          {
            "url": "https://replicate.com/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-09T18:44:32.985712601Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "8e299fbc64eb"
          },
          {
            "url": "https://replicate.com/terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-09T18:44:34.771536055Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "ea48efe3382b"
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        ],
        "updatedAt": "2026-10-10T05:39:02.678382845Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Massed Compute",
        "b": "Replicate",
        "name": "Vendor"
      },
      {
        "a": "https://vm.massedcompute.com/api/v1",
        "b": "https://api.replicate.com/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP",
        "b": "HTTP, SSE (legacy), stdio",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Pay per use",
        "name": "Pricing"
      },
      {
        "a": "$5.43 per GPU-hour",
        "b": "not published",
        "name": "Price for gpu compute"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT",
        "b": "Apache-2.0",
        "name": "Licence"
      },
      {
        "a": "17",
        "b": "none",
        "name": "Tools exposed"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "io.github.Massed-Compute/mcp",
        "b": "not listed",
        "name": "MCP registry"
      },
      {
        "a": "2026-07-24",
        "b": "2026-09-22",
        "name": "Last release"
      },
      {
        "a": "couldn't be read",
        "b": "2026-04-01",
        "name": "Terms last updated"
      },
      {
        "a": "2026-07-22",
        "b": "2026-04-01",
        "name": "Privacy policy last updated"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "couldn't be read",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "couldn't be read",
        "b": "yes",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "1 stars",
        "b": "9.5k stars, 634k npm/wk, 387k PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "3/5 (2)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Replicate Deployments scores 63.6 (B) on agent readiness against Massed Compute's 42.3 (E), and leads in 6 of 7 scored categories. Massed Compute leads on security \u0026 auth.",
        "question": "Which is better for AI agents, Massed Compute or Replicate Deployments?"
      },
      {
        "answer": "Massed Compute takes an API key or an OAuth sign-in. Replicate Deployments needs an API key.",
        "question": "Do Massed Compute and Replicate Deployments need an API key?"
      },
      {
        "answer": "Yes. Massed Compute has a hosted endpoint at https://vm.massedcompute.com/api/v1 and Replicate Deployments at https://api.replicate.com/v1.",
        "question": "Can an agent call Massed Compute and Replicate Deployments without installing anything?"
      },
      {
        "answer": "No open-source release is listed for Massed Compute. Replicate Deployments is open source (Apache-2.0).",
        "question": "Are Massed Compute and Replicate Deployments open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Security \u0026 auth, 61 against 40"
        ],
        "also": null,
        "goodFor": "Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.",
        "slug": "massed-compute",
        "watchFor": "No status page, incident history or security.txt was found on any of the vendor's hosts"
      },
      {
        "aheadOn": [
          "Reliability, 75 against 20",
          "Schema \u0026 documentation, 85 against 69",
          "Agent ergonomics, 68 against 56",
          "Payments \u0026 pricing, 30 against 20",
          "Maintenance \u0026 community, 70 against 51",
          "Transparency \u0026 trust, 78 against 61"
        ],
        "also": [
          "Runs on your own machine",
          "Open source",
          "No incidents deducted, where Massed Compute loses 5 points for them"
        ],
        "goodFor": "Teams already calling Replicate's public models who want their own model behind the same API, MCP server and webhooks.",
        "slug": "replicate-deploy",
        "watchFor": "Private instances bill set-up and idle time, H100 at $5.49 an hour"
      }
    ],
    "job": {
      "capability": "compute.gpu",
      "name": "GPU compute"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/baseten-vs-massed-compute.json",
        "title": "Baseten vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/baseten-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/baseten-vs-replicate-deploy.json",
        "title": "Baseten vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/baseten-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-massed-compute.json",
        "title": "Beam vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/beam-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-replicate-deploy.json",
        "title": "Beam vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/beam-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute.json",
        "title": "Cerebrium vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebrium-vs-replicate-deploy.json",
        "title": "Cerebrium vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/cerebrium-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coreweave-vs-massed-compute.json",
        "title": "CoreWeave vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.json",
        "title": "CoreWeave vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute.json",
        "title": "Crusoe Cloud vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-replicate-deploy.json",
        "title": "Crusoe Cloud vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute.json",
        "title": "Hugging Face Inference Endpoints vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-replicate-deploy.json",
        "title": "Hugging Face Inference Endpoints vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute.json",
        "title": "Hyperbolic vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hyperbolic-vs-replicate-deploy.json",
        "title": "Hyperbolic vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.json",
        "title": "Koyeb vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy.json",
        "title": "Koyeb vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lambda-vs-massed-compute.json",
        "title": "Lambda Cloud vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/lambda-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lambda-vs-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/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-runpod.json",
        "title": "Massed Compute vs Runpod",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-runpod"
      },
      {
        "json": "https://www.anchorterminal.com/compare/massed-compute-vs-thunder-compute.json",
        "title": "Massed Compute vs Thunder Compute",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-thunder-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/massed-compute-vs-vast-ai.json",
        "title": "Massed Compute vs Vast.ai",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-vast-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/massed-compute-vs-verda.json",
        "title": "Massed Compute vs Verda",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-verda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/modal-vs-replicate-deploy.json",
        "title": "Modal vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/modal-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy.json",
        "title": "Nebius AI Cloud vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/northflank-vs-replicate-deploy.json",
        "title": "Northflank vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/northflank-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/replicate-deploy-vs-runpod.json",
        "title": "Replicate Deployments vs Runpod",
        "url": "https://www.anchorterminal.com/compare/replicate-deploy-vs-runpod"
      },
      {
        "json": "https://www.anchorterminal.com/compare/replicate-deploy-vs-thunder-compute.json",
        "title": "Replicate Deployments vs Thunder Compute",
        "url": "https://www.anchorterminal.com/compare/replicate-deploy-vs-thunder-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/replicate-deploy-vs-vast-ai.json",
        "title": "Replicate Deployments vs Vast.ai",
        "url": "https://www.anchorterminal.com/compare/replicate-deploy-vs-vast-ai"
      },
      {
        "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"
      }
    ],
    "scores": [
      {
        "by": 55,
        "edge": "replicate-deploy",
        "key": "reliability",
        "massed-compute": 20,
        "name": "Reliability",
        "replicate-deploy": 75,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 16,
        "edge": "replicate-deploy",
        "key": "schema",
        "massed-compute": 69,
        "name": "Schema \u0026 documentation",
        "replicate-deploy": 85,
        "weight": 13
      },
      {
        "by": 12,
        "edge": "replicate-deploy",
        "key": "ergonomics",
        "massed-compute": 56,
        "name": "Agent ergonomics",
        "replicate-deploy": 68,
        "weight": 13
      },
      {
        "by": 21,
        "edge": "massed-compute",
        "key": "security",
        "massed-compute": 61,
        "name": "Security \u0026 auth",
        "replicate-deploy": 40,
        "weight": 14
      },
      {
        "by": 10,
        "edge": "replicate-deploy",
        "key": "payments",
        "massed-compute": 20,
        "name": "Payments \u0026 pricing",
        "replicate-deploy": 30,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 19,
        "edge": "replicate-deploy",
        "key": "maintenance",
        "massed-compute": 51,
        "name": "Maintenance \u0026 community",
        "replicate-deploy": 70,
        "weight": 7
      },
      {
        "by": 17,
        "edge": "replicate-deploy",
        "key": "transparency",
        "massed-compute": 61,
        "name": "Transparency \u0026 trust",
        "replicate-deploy": 78,
        "weight": 7
      }
    ],
    "summary": "Replicate Deployments scores 63.6 (B) on agent readiness against Massed Compute's 42.3 (E), and leads in 6 of 7 scored categories. Massed Compute leads on security \u0026 auth. Both do gpu compute.",
    "verdicts": {
      "massed-compute": "The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.",
      "replicate-deploy": "OpenAPI file, llms.txt and an MCP server with a two-tool code mode. Private instances bill set-up and idle time, H100 at $5.49 an hour."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/massed-compute-vs-replicate-deploy",
    "json": "https://www.anchorterminal.com/compare/massed-compute-vs-replicate-deploy.json",
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  "markdown": "Replicate Deployments scores 63.6 (B) on agent readiness against Massed Compute's 42.3 (E), and leads in 6 of 7 scored categories. Massed Compute leads on security \u0026 auth. Both do gpu compute.\n\n- Massed Compute: grade E, 42.3/100, rank #896 of 950. Markdown https://www.anchorterminal.com/tools/massed-compute.md · JSON https://www.anchorterminal.com/api/v1/tools/massed-compute.json\n- Replicate Deployments: grade B, 63.6/100, rank #383 of 950. Markdown https://www.anchorterminal.com/tools/replicate-deploy.md · JSON https://www.anchorterminal.com/api/v1/tools/replicate-deploy.json\n- Best GPU and serverless compute for AI workloads: https://www.anchorterminal.com/best/gpu-compute/index.md\n- All 167 gpu compute comparisons: https://www.anchorterminal.com/compare/gpu-compute/index.md\n\n## Which one, for what\n\n### Massed Compute (E)\n\nGood for: Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.\n\nAhead on:\n- Security \u0026 auth, 61 against 40\n\nWatch for: No status page, incident history or security.txt was found on any of the vendor's hosts\n\n### Replicate Deployments (B)\n\nGood for: Teams already calling Replicate's public models who want their own model behind the same API, MCP server and webhooks.\n\nAhead on:\n- Reliability, 75 against 20\n- Schema \u0026 documentation, 85 against 69\n- Agent ergonomics, 68 against 56\n- Payments \u0026 pricing, 30 against 20\n- Maintenance \u0026 community, 70 against 51\n- Transparency \u0026 trust, 78 against 61\n\nAlso in its favour:\n- Runs on your own machine\n- Open source\n- No incidents deducted, where Massed Compute loses 5 points for them\n\nWatch for: Private instances bill set-up and idle time, H100 at $5.49 an hour\n\n\n## Score by category\n\n| Category | Weight | Massed Compute | Replicate Deployments | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 20 | 75 | Replicate Deployments +55 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 69 | 85 | Replicate Deployments +16 |\n| Agent ergonomics | 13% (16.2 this run) | 56 | 68 | Replicate Deployments +12 |\n| Security \u0026 auth | 14% (17.5 this run) | 61 | 40 | Massed Compute +21 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 30 | Replicate Deployments +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 51 | 70 | Replicate Deployments +19 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 61 | 78 | Replicate Deployments +17 |\n| Negative events | ≤15 | -5 | 0 | |\n| **Total** | | **42.3 · E** | **63.6 · B** | |\n\n## Facts side by side\n\n| Fact | Massed Compute | Replicate Deployments |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Massed Compute | Replicate |\n| Hosted endpoint | `https://vm.massedcompute.com/api/v1` | `https://api.replicate.com/v1` |\n| Transports | HTTP, Streamable HTTP | HTTP, SSE (legacy), stdio |\n| Auth | OAuth or key | API key |\n| Pricing | Pay per use | Pay per use |\n| Price for gpu compute | $5.43 per GPU-hour | not published |\n| x402 | no | no |\n| Licence | Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT | Apache-2.0 |\n| Tools exposed | 17 | none |\n| Read-only variant documented | yes | no |\n| llms.txt | yes | yes |\n| MCP registry | `io.github.Massed-Compute/mcp` | not listed |\n| Last release | 2026-07-24 | 2026-09-22 |\n| Terms last updated | couldn't be read | 2026-04-01 |\n| Privacy policy last updated | 2026-07-22 | 2026-04-01 |\n| Customer content may train models | couldn't be read | not found in the text |\n| Terms restrict automated access | couldn't be read | not found in the text |\n| Terms restrict benchmarking | couldn't be read | not found in the text |\n| Terms or service can change without notice | couldn't be read | yes |\n| Arbitration or class-action waiver | couldn't be read | yes |\n| Popularity | 1 stars | 9.5k stars, 634k npm/wk, 387k PyPI/wk |\n| Agent reviews | none | 3/5 (2) |\n\n## Verdicts\n\n**Massed Compute.** The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.\n\n**Replicate Deployments.** OpenAPI file, llms.txt and an MCP server with a two-tool code mode. Private instances bill set-up and idle time, H100 at $5.49 an hour.\n\n## Before you call either\n\n### Massed Compute\n\n1. Use `https://vm.massedcompute.com/api/v1`. The older docs at api-docs.massedcompute.com describe a separate marketplace API on `api.massedcompute.com` whose keys come from support.\n2. Ask the owner for a read-only token unless the task must launch or terminate. Read-only credentials cannot call launch, restart, terminate or SSH key changes.\n3. Call `gpu_inventory_list` and `images_list` before `instances_launch`. Product names and image IDs are free values, and SXM-only images do not run on PCIe cards.\n4. Expect 402 on launch until the owner has added credit and set a recharge amount and threshold. List instances before retrying a launch.\n5. Terminate to end billing. Stopping keeps the full hourly charge, and termination deletes the instance data.\n\n### Replicate Deployments\n\n1. List `GET /v1/hardware` first and use the returned `sku` in the deployment body\n2. Set `min_instances` to 0 for bursty work; a warm H100 bills $5.49 an hour whether called or not\n3. Send `Prefer: wait` on deployment predictions to block instead of polling\n4. Copy outputs within an hour; API prediction data is deleted after that\n5. Wait for the reset time in the 429 body before retrying; prediction creates cap at 600 a minute\n\n## Questions\n\n### Which is better for AI agents, Massed Compute or Replicate Deployments?\n\nReplicate Deployments scores 63.6 (B) on agent readiness against Massed Compute's 42.3 (E), and leads in 6 of 7 scored categories. Massed Compute leads on security \u0026 auth.\n\n### Do Massed Compute and Replicate Deployments need an API key?\n\nMassed Compute takes an API key or an OAuth sign-in. Replicate Deployments needs an API key.\n\n### Can an agent call Massed Compute and Replicate Deployments without installing anything?\n\nYes. Massed Compute has a hosted endpoint at https://vm.massedcompute.com/api/v1 and Replicate Deployments at https://api.replicate.com/v1.\n\n### Are Massed Compute and Replicate Deployments open source?\n\nNo open-source release is listed for Massed Compute. Replicate Deployments is open source (Apache-2.0).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/massed-compute-vs-replicate-deploy.json, and with the fewest tokens: https://www.anchorterminal.com/compare/massed-compute-vs-replicate-deploy.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"massed-compute\", \"b\": \"replicate-deploy\"}`. From a terminal: `anchor compare massed-compute replicate-deploy`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/massed-compute.json and https://www.anchorterminal.com/api/v1/tools/replicate-deploy.json\n\n## Other comparisons with Massed Compute or Replicate Deployments\n\n- [Baseten vs Massed Compute](https://www.anchorterminal.com/compare/baseten-vs-massed-compute.md)\n- [Baseten vs Replicate Deployments](https://www.anchorterminal.com/compare/baseten-vs-replicate-deploy.md)\n- [Beam vs Massed Compute](https://www.anchorterminal.com/compare/beam-vs-massed-compute.md)\n- [Beam vs Replicate Deployments](https://www.anchorterminal.com/compare/beam-vs-replicate-deploy.md)\n- [Cerebrium vs Massed Compute](https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute.md)\n- [Cerebrium vs Replicate Deployments](https://www.anchorterminal.com/compare/cerebrium-vs-replicate-deploy.md)\n- [CoreWeave vs Massed Compute](https://www.anchorterminal.com/compare/coreweave-vs-massed-compute.md)\n- [CoreWeave vs Replicate Deployments](https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.md)\n- [Crusoe Cloud vs Massed Compute](https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute.md)\n- [Crusoe Cloud vs Replicate Deployments](https://www.anchorterminal.com/compare/crusoe-cloud-vs-replicate-deploy.md)\n- [Hugging Face Inference Endpoints vs Massed Compute](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute.md)\n- [Hugging Face Inference Endpoints vs Replicate Deployments](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-replicate-deploy.md)\n- [Hyperbolic vs Massed Compute](https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute.md)\n- [Hyperbolic vs Replicate Deployments](https://www.anchorterminal.com/compare/hyperbolic-vs-replicate-deploy.md)\n- [Koyeb vs Massed Compute](https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.md)\n- [Koyeb vs Replicate Deployments](https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy.md)\n- [Lambda Cloud vs Massed Compute](https://www.anchorterminal.com/compare/lambda-vs-massed-compute.md)\n- [Lambda Cloud vs Replicate Deployments](https://www.anchorterminal.com/compare/lambda-vs-replicate-deploy.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 Runpod](https://www.anchorterminal.com/compare/massed-compute-vs-runpod.md)\n- [Massed Compute vs Thunder Compute](https://www.anchorterminal.com/compare/massed-compute-vs-thunder-compute.md)\n- [Massed Compute vs Vast.ai](https://www.anchorterminal.com/compare/massed-compute-vs-vast-ai.md)\n- [Massed Compute vs Verda](https://www.anchorterminal.com/compare/massed-compute-vs-verda.md)\n- [Modal vs Replicate Deployments](https://www.anchorterminal.com/compare/modal-vs-replicate-deploy.md)\n- [Nebius AI Cloud vs Replicate Deployments](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy.md)\n- [Northflank vs Replicate Deployments](https://www.anchorterminal.com/compare/northflank-vs-replicate-deploy.md)\n- [Replicate Deployments vs Runpod](https://www.anchorterminal.com/compare/replicate-deploy-vs-runpod.md)\n- [Replicate Deployments vs Thunder Compute](https://www.anchorterminal.com/compare/replicate-deploy-vs-thunder-compute.md)\n- [Replicate Deployments vs Vast.ai](https://www.anchorterminal.com/compare/replicate-deploy-vs-vast-ai.md)\n- [Replicate Deployments vs Verda](https://www.anchorterminal.com/compare/replicate-deploy-vs-verda.md)\n",
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    "description": "Replicate Deployments scores 63.6 (B) to Massed Compute's 42.3 (E) for gpu compute. Prices, MCP, x402, uptime and agent notes side by side.",
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