{
  "data": {
    "a": {
      "slug": "gpusmarket",
      "name": "GPUsMarket",
      "vendor": "Tyga.Cloud Ltd",
      "vendorUrl": "https://gpusmarket.com",
      "kind": "http-api",
      "category": "gpu-compute",
      "summary": "GPUsMarket is a peer-to-peer GPU marketplace from Tyga.Cloud Ltd. Agents rent hosts' NVIDIA GPUs and Macs, or on-demand cloud GPUs, as Ollama and OpenAI-compatible endpoints billed per second, through a REST API, CLI and MCP server.",
      "url": "https://www.anchorterminal.com/tools/gpusmarket",
      "markdownUrl": "https://www.anchorterminal.com/tools/gpusmarket.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/gpusmarket.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/gpusmarket.json",
      "dns": "gpusmarket.grade.anchorterminal.com",
      "repo": "https://github.com/jyswee/gpusmarket",
      "license": "Proprietary. The gpusmarket CLI and gpusmarket-host packages ship under Tyga.Cloud Ltd licences that allow use only with the platform, as obfuscated JavaScript",
      "transports": [
        "stdio",
        "sse"
      ],
      "remoteUrl": "https://gpusmarket.com/api/v1",
      "packages": [
        {
          "registry": "npm",
          "name": "gpusmarket"
        },
        {
          "registry": "npm",
          "name": "gpusmarket-host"
        }
      ],
      "auth": "api-key",
      "authNotes": "An account key (`gpu_` prefix) from `POST /api/signup` with an email, or from Settings in the web app, covers searching, renting and stopping. Each rental returns its own token for the Ollama or OpenAI-compatible proxy on that rental, and GPU pools take `pool_` keys. No scopes, expiry or rotation documented. Renting places a hold on a saved card.",
      "pricing": "usage",
      "pricingNotes": "Per second at each listing's hourly price, from $0.08 an hour (RTX 3060) on the home page, with a $0.50 minimum per rental. Hosts can also bill per request and per token; image, audio and video listings bill per unit. A $10 to $100 card hold is placed per rental. No subscription or prepaid credit; fees are non-refundable.",
      "priceSummary": "$0.50 / tx",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in llms.txt, the docs or the terms (checked 2026-11-06). Payment is a Stripe card hold settled when a rental stops.",
        "endpoints": []
      },
      "toolCount": 32,
      "popularity": {
        "githubStars": 1,
        "npmWeekly": 79,
        "pypiWeekly": null,
        "asOf": "2026-11-06"
      },
      "docsUrl": "https://gpusmarket.com/docs",
      "llmsTxt": "https://gpusmarket.com/llms.txt",
      "registryName": "io.github.jyswee/gpusmarket",
      "capabilities": [
        "compute.gpu",
        "compute.endpoints",
        "compute.containers"
      ],
      "tags": [
        "hosted",
        "usage",
        "per-second",
        "mcp",
        "mcp-registry",
        "llms-txt",
        "cli",
        "ollama",
        "openai-compatible",
        "peer-to-peer",
        "card-hold",
        "uk"
      ],
      "lastRelease": "2026-10-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 39.6,
        "grade": "E",
        "agentReady": false,
        "rank": 1337,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 21,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 50,
          "maintenance": 69,
          "payments": 30,
          "reliability": 33,
          "schema": 52,
          "security": 30,
          "transparency": 50
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "low",
          "date": "2026-11-06"
        },
        "negative": -3,
        "negativeNotes": [
          "2026-11-06. The docs' Open Source section lists gpusmarket-host, the package hosts install with `npx gpusmarket-host`, under the MIT licence, while version 1.6.0 on npm (8 October 2026) declares `SEE LICENSE IN LICENSE`, ships a proprietary Tyga.Cloud Ltd licence and is built with javascript-obfuscator. A misleading licence claim on the vendor's own page, 3 points. https://gpusmarket.com/docs, https://registry.npmjs.org/gpusmarket-host"
        ],
        "verdict": "An agent can sign up with one API call, search priced GPUs without a key, rent a peer or cloud GPU as an Ollama or OpenAI-compatible endpoint and stop it, billed per second. Prompts on peer rentals pass through individuals' machines, the CLI is obfuscated, and there is no status page, security policy or free tier.",
        "bestFor": "Cheap, short GPU rentals for open models behind an Ollama or OpenAI endpoint, where data sensitivity is low.",
        "strengths": [
          "Sign-up and key issue in one API call, and search and GPU prices need no key",
          "Per-second billing from $0.08 an hour, with a $0.50 minimum per rental",
          "Every rental speaks both the Ollama and OpenAI formats, and pools spread load across rentals",
          "llms.txt is a complete API reference with rate limits and error codes",
          "Listed in the official MCP registry under a verified GitHub namespace"
        ],
        "weaknesses": [
          "Peer rentals send prompts and outputs through individuals' hardware, with only the terms as protection",
          "The CLI and host packages are obfuscated, and the docs call the host package MIT while it is proprietary",
          "No status page, SLA, security.txt or disclosure policy",
          "Account keys have no scopes or expiry, and renting needs a saved card",
          "No OpenAPI document or public changelog"
        ],
        "agentNotes": [
          "Don't send confidential data to peer rentals, since requests pass through the host's machine",
          "Stop every rental with `POST /api/v1/marketplace/rentals/{id}/stop`, because billing runs per second until it stops",
          "Use the per-rental token for inference and keep the `gpu_` account key out of inference clients",
          "Treat 502 as host offline and rent another listing rather than retrying the same one",
          "Ask the person to add a card before renting, since each rental places a hold on it"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "low",
            "grade": "E",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 39.6
          }
        ],
        "editorialScores": {
          "ergonomics": 50,
          "maintenance": 69,
          "payments": 30,
          "reliability": 33,
          "schema": 52,
          "security": 30,
          "transparency": 36
        },
        "provenanceScore": 63,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-06",
            "maintenance": "2026-11-06",
            "payments": "2026-11-06",
            "reliability": "2026-11-06",
            "schema": "2026-11-06",
            "security": "2026-11-06",
            "transparency": "2026-11-06"
          },
          "last": "2026-11-06",
          "oldest": "2026-11-06",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "npm install -g gpusmarket",
        "http": "curl \"https://gpusmarket.com/api/v1/marketplace/search?gpu=RTX%204090\u0026maxPrice=1.00\"",
        "claudeCode": "claude mcp add gpusmarket -- gpusmarket mcp-serve"
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/gpusmarket"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "RTX 3060, lowest listed",
          "unit": "gpu-hour",
          "usd": 0.08,
          "note": "home page, billed per second"
        },
        {
          "item": "RTX 4090",
          "unit": "gpu-hour",
          "usd": 0.35,
          "note": "home page example; the docs' cloud deploy example shows $0.51"
        },
        {
          "item": "Minimum per rental",
          "unit": "tx",
          "usd": 0.5,
          "note": "charged when metered usage is lower"
        }
      ],
      "provenance": {
        "legalEntity": "Tyga.Cloud Ltd",
        "domain": "gpusmarket.com",
        "domainRegistered": "2025-03-24",
        "endpointOnVendorDomain": true,
        "terms": "https://gpusmarket.com/terms",
        "privacy": "https://gpusmarket.com/privacy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-11-06",
        "notes": [
          "The terms (v2.0, June 2026) and privacy policy (March 2026) name Tyga.Cloud Ltd, company 14643275, registered in England and Wales, as operator and data controller.",
          "Companies House lists Kay Sujittree Somsuk and Joseph Wee as directors and secretaries of Tyga.Cloud Ltd.",
          "gpusmarket.com/robots.txt allows public pages and disallows /api/, /host/, /renter/, /settings/ and /webhooks/. The terms contain no clause on automated access.",
          "RDAP gives gpusmarket.com a registration date of 24 March 2025.",
          "/.well-known/security.txt returns 404. No status page or changelog page found.",
          "The terms promise 30 days' notice of material changes and give no availability guarantee."
        ],
        "score": 63
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/gpusmarket.json",
      "live": {
        "slug": "gpusmarket",
        "probe": {
          "target": "https://gpusmarket.com/api/v1",
          "method": "get",
          "lastAt": "2026-11-07T19:22:09.857483355Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 168,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 159,
          "p95ms24h": 250,
          "samples24h": 210,
          "samples30d": 210,
          "days": [
            {
              "date": "2026-11-06",
              "probes": 13,
              "ok": 13
            },
            {
              "date": "2026-11-07",
              "probes": 197,
              "ok": 197
            }
          ]
        },
        "versions": [
          {
            "registry": "mcp-registry",
            "name": "io.github.jyswee/gpusmarket",
            "version": "2.4.16",
            "seenAt": "2026-11-07T18:16:28.95801333Z"
          },
          {
            "registry": "npm",
            "name": "gpusmarket",
            "version": "2.5.1",
            "seenAt": "2026-11-06T23:30:34.572543077Z"
          },
          {
            "registry": "npm",
            "name": "gpusmarket-host",
            "version": "1.6.0",
            "seenAt": "2026-11-06T23:30:35.110678472Z"
          }
        ],
        "githubStars": 1,
        "npmWeekly": 79,
        "securityTxt": {
          "url": "https://gpusmarket.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T16:01:37.738841214Z"
        },
        "llmsTxt": {
          "url": "https://gpusmarket.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-07T15:32:37.836383448Z"
        },
        "pages": [
          {
            "url": "https://gpusmarket.com/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-07T14:10:35.479026672Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "dcad60427e70"
          },
          {
            "url": "https://gpusmarket.com/terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-11-07T14:10:37.570489363Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "7d54e59bcd38"
          }
        ],
        "updatedAt": "2026-11-07T19:22:09.857483355Z"
      }
    },
    "answer": "Massed Compute scores 42.6 (E) on agent readiness against GPUsMarket's 39.6 (E), and leads in 4 of 7 scored categories. GPUsMarket leads on reliability, payments \u0026 pricing and 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",
      "dns": "massed-compute.grade.anchorterminal.com",
      "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": 42.6,
        "grade": "E",
        "agentReady": false,
        "rank": 1274,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 20,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 56,
          "maintenance": 51,
          "payments": 20,
          "reliability": 20,
          "schema": 69,
          "security": 61,
          "transparency": 64
        },
        "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": 4,
        "avgRating": 3.3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "E",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 42.6
          }
        ],
        "editorialScores": {
          "ergonomics": 56,
          "maintenance": 51,
          "payments": 20,
          "reliability": 20,
          "schema": 69,
          "security": 61,
          "transparency": 53
        },
        "provenanceScore": 74,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-09",
            "maintenance": "2026-10-09",
            "payments": "2026-10-09",
            "reliability": "2026-10-09",
            "schema": "2026-10-09",
            "security": "2026-10-09",
            "transparency": "2026-10-09"
          },
          "last": "2026-10-09",
          "lastMoved": "2026-10-29",
          "oldest": "2026-10-09",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "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": 74
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/massed-compute.json",
      "live": {
        "slug": "massed-compute",
        "probe": {
          "target": "https://vm.massedcompute.com/api/v1",
          "method": "get",
          "lastAt": "2026-11-07T19:22:18.574728018Z",
          "lastOk": true,
          "lastStatus": 200,
          "lastMs": 630,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 549,
          "p95ms24h": 669,
          "samples24h": 238,
          "samples30d": 7215,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 85,
              "ok": 85
            },
            {
              "date": "2026-10-10",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-11",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-15",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 256,
              "ok": 256
            },
            {
              "date": "2026-10-19",
              "probes": 255,
              "ok": 255
            },
            {
              "date": "2026-10-20",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-21",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-22",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-23",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-24",
              "probes": 251,
              "ok": 251
            },
            {
              "date": "2026-10-25",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-26",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-27",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-28",
              "probes": 251,
              "ok": 251
            },
            {
              "date": "2026-10-29",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-30",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-31",
              "probes": 251,
              "ok": 251
            },
            {
              "date": "2026-11-01",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-11-02",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-11-03",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-11-04",
              "probes": 246,
              "ok": 246
            },
            {
              "date": "2026-11-05",
              "probes": 185,
              "ok": 185
            },
            {
              "date": "2026-11-06",
              "probes": 241,
              "ok": 241
            },
            {
              "date": "2026-11-07",
              "probes": 197,
              "ok": 197
            }
          ]
        },
        "versions": [
          {
            "registry": "github",
            "name": "Massed-Compute/massed-compute-mcp",
            "version": "v1.1.0",
            "released": "2026-07-24",
            "seenAt": "2026-11-06T23:42:49.311362696Z"
          },
          {
            "registry": "mcp-registry",
            "name": "io.github.Massed-Compute/mcp",
            "version": "1.1.0",
            "seenAt": "2026-11-07T18:16:28.95801333Z"
          },
          {
            "registry": "npm",
            "name": "massed-compute-mcp",
            "version": "1.1.0",
            "seenAt": "2026-11-06T23:42:48.859518899Z"
          },
          {
            "registry": "pypi",
            "name": "massed-compute-mcp",
            "version": "1.1.0",
            "released": "2026-07-24",
            "seenAt": "2026-11-06T23:42:49.071933841Z"
          }
        ],
        "githubStars": 1,
        "npmWeekly": 77,
        "pypiWeekly": 17,
        "securityTxt": {
          "url": "https://massedcompute.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T16:00:02.274162876Z"
        },
        "llmsTxt": {
          "url": "https://massedcompute.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-07T15:32:57.417060512Z"
        },
        "domain": {
          "domain": "massedcompute.com",
          "registered": "2021-10-28",
          "source": "https://rdap.verisign.com/com/v1/domain/massedcompute.com",
          "checkedAt": "2026-11-01T14:25:32.867199278Z"
        },
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/Massed-Compute/massed-compute-mcp/main/CHANGELOG.md",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-11-07T14:18:41.214002665Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "7fa22cb79429"
          },
          {
            "url": "https://vm.massedcompute.com/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-11-07T14:23:27.644351764Z",
            "changedAt": "2026-10-12T20:00:14.517270313Z",
            "fingerprint": "5bfc6abb017e"
          },
          {
            "url": "https://massedcompute.com/legal/privacy-policy/",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-07T14:13:53.053062677Z",
            "changedAt": "2026-10-15T21:30:11.503135109Z",
            "fingerprint": "d9918bcc127e"
          },
          {
            "url": "https://massedcompute.com/legal/terms-conditions/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-11-07T14:13:55.216473938Z",
            "changedAt": "2026-10-15T21:30:13.683160873Z",
            "fingerprint": "096bd30def3c"
          }
        ],
        "mcpTools": {
          "url": "https://vm.massedcompute.com/api/mcp",
          "checkedAt": "2026-11-07T01:46:11.470870377Z",
          "status": "auth",
          "note": "asks for credentials before listing its tools",
          "changedAt": "2026-11-07T01:46:11.470870377Z"
        },
        "github": {
          "repo": "massed-compute/massed-compute-mcp",
          "checkedAt": "2026-11-02T09:03:50.994775734Z",
          "stars": 1,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-29T22:15:30Z",
          "openIssues": 0,
          "openPRs": 11,
          "issuesOpened90d": 0,
          "issuesClosed90d": 0,
          "prsMerged90d": 2,
          "ci": {
            "branch": "main",
            "runs": 10,
            "success": 9,
            "failure": 1,
            "other": 0,
            "latest": "success",
            "latestAt": "2026-08-18T15:31:37Z"
          }
        },
        "updatedAt": "2026-11-07T19:22:18.574728018Z"
      }
    },
    "edges": [
      {
        "by": 31,
        "category": "security",
        "leads": "massed-compute",
        "name": "Security \u0026 auth",
        "reasons": {
          "a": "Account keys are all-powerful within the account, with no scopes, expiry or rotation documented, but each rental gets its own proxy token (15). The per-rental token limits inference access to one rental; no read-only key or confirmation for destructive calls (6). Peer rentals send prompts and outputs through individuals' machines, protected only by the terms, with no prompt-injection or untrusted-host guidance (2). Per-rental usage stats of requests, tokens and cost (5). No security.txt, disclosure policy, bug bounty or certification; a DPO address for breaches. The CLI and host packages are obfuscated, so they can't be audited (2). 15+6+2+5+2 = 30.",
          "b": "OAuth with discovery from a 401 challenge, or named API tokens shown once and revoked one at a time. Both come in two tiers, read-only and full access, with no finer scopes. Secrets travel only in a header (26 of 30). The read-only tier blocks launch, restart, terminate and SSH key changes. Destructive tool descriptions ask the model to confirm with the user, and a published skill adds a disclosure step. No server-side confirmation was found (13 of 20). The MCP server redacts VM passwords from tool results. Recipes are vendor-written Markdown that tools tell the model to follow step by step, and the docs give no guidance on untrusted content (9 of 15). Connected Apps lists OAuth grants. No audit log or per-call history was found (3 of 15). The wrapper's SECURITY.md gives a disclosure address, a two-business-day acknowledgement and a 30-day fix target, and its CI runs static analysis and dependency audits. The site claims SOC 2 Type II and HIPAA with no report or trust page, and there is no security.txt or bug bounty (10 of 20)."
        },
        "scores": {
          "a": 30,
          "b": 61
        }
      },
      {
        "by": 18,
        "category": "maintenance",
        "leads": "gpusmarket",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "gpusmarket 2.5.1 on 16 October 2026, 21 days before this check (30). Releases 2.4.18 to 2.5.1 between 17 August and 16 October, and gpusmarket-host 1.5.3 and 1.6.0 (20). Support by chat widget; the repository, which holds only a README, server.json and a licence, has no open issues and one star (5). Published in the official MCP registry under the verified io.github.jyswee namespace, though the newest registry version, 2.4.16, trails npm (12). No dependencies, but an obfuscated build and no public CI (2). 30+20+5+12+2 = 69.",
          "b": "The newest release of the MCP wrapper is v1.1.0 of 24 July 2026, 77 days before the check. The hosted server has changed since, with fields in the server card that the July definitions lack, but no dated API changelog records it (20 of 30). One release and one dated changelog entry in the last 90 days (0). A dated wrapper changelog and a Discord server named as the fastest support route. No API changelog, and the repository shows six open issues or pull requests whose answers we did not read (7 of 15). Listed in the official MCP registry as `io.github.Massed-Compute/mcp` at 1.1.0, published 31 July 2026, with current npm and PyPI packages (15). CI tests Node 20 and 22 and Python 3.10 to 3.13 on three operating systems, with Dependabot, static analysis and a nightly check of the hosted endpoint. The npm package has no runtime dependencies (9 of 10)."
        },
        "scores": {
          "a": 69,
          "b": 51
        }
      },
      {
        "by": 17,
        "category": "schema",
        "leads": "massed-compute",
        "name": "Schema \u0026 documentation",
        "reasons": {
          "a": "API and MCP reading. No OpenAPI or other machine-readable contract was found, and the MCP tool schemas couldn't be read because the published package is obfuscated; the repository's history says 2.4.7 added output schemas to all 32 tools, which is the vendor's claim (8). llms.txt as a complete API reference (10). llms.txt says when to use peer or cloud rentals, the proxy or the relay, and which workload each listing type serves (12). Parameters are listed by name without types, enums or required markers, apart from instance and workload types (6). curl examples for each flow, an error code list and a sample deploy response (11). npm versions, but no public changelog (5). 8+10+12+6+11+5 = 52.",
          "b": "A public OpenAPI 3.0 file covers the 14 REST operations, and a public server card lists all 17 MCP tools with JSON Schema inputs (25). massedcompute.com has an `llms.txt` that indexes marketing pages, and the vendor publishes an agent catalogue, the server card and four Markdown skills files. The docs sites have no `llms.txt` or Markdown copies (6 of 10). Tool descriptions state the purpose, the cost of a launch, when to search recipes first and when to confirm with the user. REST descriptions are one line each (16 of 20). Required fields are marked and extra properties are refused, but there are no enums, `productName` and `regionName` are free strings, and the OpenAPI file's required lists name `image_id` and `couponCode` where the properties are `imageId` and `coupon` (8 of 15). Every REST operation has a response example. Only 200 and 202 are documented, and errors appear only in a troubleshooting table and a deployment errors page (7 of 15). The path is versioned as `/api/v1` and the MCP wrapper has a dated changelog. No API changelog was found (7 of 15)."
        },
        "scores": {
          "a": 52,
          "b": 69
        }
      },
      {
        "by": 14,
        "category": "transparency",
        "leads": "massed-compute",
        "name": "Transparency \u0026 trust",
        "reasons": {
          "a": "Closed, under Tyga.Cloud licences that are clear on use, but the docs call gpusmarket-host MIT open source while the package says otherwise (10). The privacy policy gives retention periods and names Stripe and MongoDB, while renter data on peer hosts falls outside its controls, which the terms disclaim (15). The terms promise 30 days' notice of material changes, with no deprecation policy or dated notices found (5). Processors partly named, with transfers under SCCs, and no host locations shown in the docs read (6). 10+15+5+6 = 36.",
          "b": "Closed service. The End User Licence Agreement of 15 September 2026 is clear and applies Nevada law, and the wrapper is MIT. The Terms \u0026 Conditions, the principal agreement, are drawn by a script we could not read (13 of 30). The privacy policy of 22 July 2026, the DPA of 27 March 2026 and the EULA are published. The EULA says VM data is destroyed at termination and persistent storage is kept at most 60 days after non-payment. The privacy policy is a general template that names a mobile application and gives no retention periods (19 of 30). No deprecation policy was found. The wrapper's changelog documents what 1.1.0 removed, and the older docs site still documents `api.massedcompute.com` while the current docs say not to use it (4 of 20). The sub-processor list names 23 processors with locations, is dated 10 September 2026 and has an RSS feed. The DPA says primary processing is in the United States (17 of 20)."
        },
        "scores": {
          "a": 50,
          "b": 64
        }
      },
      {
        "by": 13,
        "category": "reliability",
        "leads": "gpusmarket",
        "name": "Reliability",
        "reasons": {
          "a": "Read with the hosted lines. No status page found; listing health is shown per listing only (0). No incident history to read (5). Rate limits published, 60 requests a minute per rental and 10 sign-ups an hour per IP (15). 429 is documented, but no Retry-After, backoff or idempotency guidance (3). The terms give no availability guarantee and put host outages on hosts (0). No beta label on the API (10). 0+5+15+3+0+10 = 33.",
          "b": "Graded on the hosted lines for the MCP server and the REST API. No status page was found on the site, the docs, the pricing page or the repository (0). No incident history to read (5). The troubleshooting page documents a 429 for request limits with no figures (0). The same page says to wait a minute and retry, and every tool carries an `idempotentHint`, but `instances_launch` has no idempotency key (5 of 15). The on-demand page says 99.999 per cent uptime is guaranteed. No SLA document was found, the End User Licence Agreement promises support only under an order form or SLA, and the Terms \u0026 Conditions could not be read (0). The API is `/api/v1`, the server card is version 1.0.0 and nothing is labelled beta (10)."
        },
        "scores": {
          "a": 33,
          "b": 20
        }
      },
      {
        "by": 10,
        "category": "payments",
        "leads": "gpusmarket",
        "name": "Payments \u0026 pricing",
        "reasons": {
          "a": "No x402, MPP or L402 (0). Hourly prices for every listing and GPU type are public through the unauthenticated search and types endpoints, with a $0.50 minimum (20). No free tier; a card hold is placed on every rental (0). Sign-up and key issue are one API call with no browser, but renting needs a saved, verified card, which the docs don't show being added without a person (10). 0+20+0+10 = 30.",
          "b": "No x402, MPP or L402 in the docs, the OpenAPI files, the server card or the pricing page. Crypto top-ups are made by the account owner in the console (0). Hourly prices for every on-demand configuration are public at vm.massedcompute.com/pricing without a login (20). No free tier or trial credit was found, and a first deposit is needed before a launch (0). Signup, email verification, billing setup and token creation all happen in a browser (0)."
        },
        "scores": {
          "a": 30,
          "b": 20
        }
      }
    ],
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Tyga.Cloud Ltd",
        "b": "Massed Compute",
        "name": "Vendor"
      },
      {
        "a": "https://gpusmarket.com/api/v1",
        "b": "https://vm.massedcompute.com/api/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "stdio, SSE (legacy)",
        "b": "HTTP, Streamable HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Pay per use",
        "name": "Pricing"
      },
      {
        "a": "not published",
        "b": "$5.43 per GPU-hour",
        "name": "Price for gpu compute"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary. The gpusmarket CLI and gpusmarket-host packages ship under Tyga.Cloud Ltd licences that allow use only with the platform, as obfuscated JavaScript",
        "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": "32",
        "b": "17",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "io.github.jyswee/gpusmarket",
        "b": "io.github.Massed-Compute/mcp",
        "name": "MCP registry"
      },
      {
        "a": "2026-10-16",
        "b": "2026-07-24",
        "name": "Last release"
      },
      {
        "a": "2026-06-01",
        "b": "couldn't be read",
        "name": "Terms last updated"
      },
      {
        "a": "2026-03-01",
        "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": "not found in the text",
        "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": "not found in the text",
        "b": "couldn't be read",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "1 stars, 79 npm/wk",
        "b": "1 stars",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "3.3/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Massed Compute scores 42.6 (E) on agent readiness against GPUsMarket's 39.6 (E), and leads in 4 of 7 scored categories. GPUsMarket leads on reliability, payments \u0026 pricing and maintenance \u0026 community.",
        "question": "Which is better for AI agents, GPUsMarket or Massed Compute?"
      },
      {
        "answer": "GPUsMarket needs an API key. Massed Compute takes an API key or an OAuth sign-in.",
        "question": "Do GPUsMarket and Massed Compute need an API key?"
      },
      {
        "answer": "Yes. GPUsMarket has a hosted endpoint at https://gpusmarket.com/api/v1 and Massed Compute at https://vm.massedcompute.com/api/v1.",
        "question": "Can an agent call GPUsMarket and Massed Compute without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 33 against 20",
          "Payments \u0026 pricing, 30 against 20",
          "Maintenance \u0026 community, 69 against 51"
        ],
        "also": [
          "Runs on your own machine"
        ],
        "goodFor": "Cheap, short GPU rentals for open models behind an Ollama or OpenAI endpoint, where data sensitivity is low.",
        "slug": "gpusmarket",
        "watchFor": "Peer rentals send prompts and outputs through individuals' hardware, with only the terms as protection"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 69 against 52",
          "Agent ergonomics, 56 against 50",
          "Security \u0026 auth, 61 against 30",
          "Transparency \u0026 trust, 64 against 50"
        ],
        "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"
      }
    ],
    "history": {
      "gpusmarket": null,
      "massed-compute": [
        {
          "causes": [
            "time"
          ],
          "date": "2026-10-29",
          "delta": 0.2,
          "from": 42.4,
          "fromGrade": "E",
          "to": 42.6,
          "toGrade": "E"
        },
        {
          "causes": [
            "correction"
          ],
          "date": "2026-10-28",
          "delta": -0.1,
          "from": 42.5,
          "fromGrade": "E",
          "to": 42.4,
          "toGrade": "E"
        },
        {
          "causes": [
            "method"
          ],
          "date": "2026-10-27",
          "delta": 0.2,
          "from": 42.3,
          "fromGrade": "E",
          "to": 42.5,
          "toGrade": "E"
        }
      ]
    },
    "job": {
      "capability": "compute.gpu",
      "name": "GPU compute"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/baseten-vs-gpusmarket.json",
        "title": "Baseten vs GPUsMarket",
        "url": "https://www.anchorterminal.com/compare/baseten-vs-gpusmarket"
      },
      {
        "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/beam-vs-gpusmarket.json",
        "title": "Beam vs GPUsMarket",
        "url": "https://www.anchorterminal.com/compare/beam-vs-gpusmarket"
      },
      {
        "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/cerebrium-vs-gpusmarket.json",
        "title": "Cerebrium vs GPUsMarket",
        "url": "https://www.anchorterminal.com/compare/cerebrium-vs-gpusmarket"
      },
      {
        "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/cloud-run-gpus-vs-gpusmarket.json",
        "title": "Cloud Run GPUs vs GPUsMarket",
        "url": "https://www.anchorterminal.com/compare/cloud-run-gpus-vs-gpusmarket"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloud-run-gpus-vs-massed-compute.json",
        "title": "Cloud Run GPUs vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/cloud-run-gpus-vs-massed-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket.json",
        "title": "CoreWeave vs GPUsMarket",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket"
      },
      {
        "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-gpusmarket.json",
        "title": "Crusoe Cloud vs GPUsMarket",
        "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-gpusmarket"
      },
      {
        "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/gpusmarket-vs-hugging-face-inference-endpoints.json",
        "title": "GPUsMarket vs Hugging Face Inference Endpoints",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-hugging-face-inference-endpoints"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-hyperbolic.json",
        "title": "GPUsMarket vs Hyperbolic",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-hyperbolic"
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      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-koyeb.json",
        "title": "GPUsMarket vs Koyeb",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-koyeb"
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      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-lambda.json",
        "title": "GPUsMarket vs Lambda Cloud",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-lambda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-modal.json",
        "title": "GPUsMarket vs Modal",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-modal"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud.json",
        "title": "GPUsMarket vs Nebius AI Cloud",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-northflank.json",
        "title": "GPUsMarket vs Northflank",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-northflank"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-replicate-deploy.json",
        "title": "GPUsMarket vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-runpod.json",
        "title": "GPUsMarket vs Runpod",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-runpod"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-thunder-compute.json",
        "title": "GPUsMarket vs Thunder Compute",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-thunder-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-together-gpu-clusters.json",
        "title": "GPUsMarket vs Together GPU Clusters",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-together-gpu-clusters"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-vast-ai.json",
        "title": "GPUsMarket vs Vast.ai",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-vast-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpusmarket-vs-verda.json",
        "title": "GPUsMarket vs Verda",
        "url": "https://www.anchorterminal.com/compare/gpusmarket-vs-verda"
      },
      {
        "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-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-massed-compute.json",
        "title": "Koyeb vs Massed Compute",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute"
      },
      {
        "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/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-together-gpu-clusters.json",
        "title": "Massed Compute vs Together GPU Clusters",
        "url": "https://www.anchorterminal.com/compare/massed-compute-vs-together-gpu-clusters"
      },
      {
        "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"
      }
    ],
    "panel": null,
    "scores": [
      {
        "by": 13,
        "edge": "gpusmarket",
        "gpusmarket": 33,
        "key": "reliability",
        "massed-compute": 20,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 17,
        "edge": "massed-compute",
        "gpusmarket": 52,
        "key": "schema",
        "massed-compute": 69,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 6,
        "edge": "massed-compute",
        "gpusmarket": 50,
        "key": "ergonomics",
        "massed-compute": 56,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 31,
        "edge": "massed-compute",
        "gpusmarket": 30,
        "key": "security",
        "massed-compute": 61,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 10,
        "edge": "gpusmarket",
        "gpusmarket": 30,
        "key": "payments",
        "massed-compute": 20,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 18,
        "edge": "gpusmarket",
        "gpusmarket": 69,
        "key": "maintenance",
        "massed-compute": 51,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 14,
        "edge": "massed-compute",
        "gpusmarket": 50,
        "key": "transparency",
        "massed-compute": 64,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Massed Compute scores 42.6 (E) on agent readiness against GPUsMarket's 39.6 (E), and leads in 4 of 7 scored categories. GPUsMarket leads on reliability, payments \u0026 pricing and maintenance \u0026 community. Both do gpu compute.",
    "tasks": null,
    "tutorials": [],
    "verdicts": {
      "gpusmarket": "An agent can sign up with one API call, search priced GPUs without a key, rent a peer or cloud GPU as an Ollama or OpenAI-compatible endpoint and stop it, billed per second. Prompts on peer rentals pass through individuals' machines, the CLI is obfuscated, and there is no status page, security policy or free tier.",
      "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."
    }
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  "links": {
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  "markdown": "Massed Compute scores 42.6 (E) on agent readiness against GPUsMarket's 39.6 (E), and leads in 4 of 7 scored categories. GPUsMarket leads on reliability, payments \u0026 pricing and maintenance \u0026 community. Both do gpu compute.\n\n- GPUsMarket: grade E, 39.6/100, rank #1337 of 1510. Markdown https://www.anchorterminal.com/tools/gpusmarket.md · JSON https://www.anchorterminal.com/api/v1/tools/gpusmarket.json\n- Massed Compute: grade E, 42.6/100, rank #1274 of 1510. 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 231 gpu compute comparisons: https://www.anchorterminal.com/compare/gpu-compute/index.md\n\n## Which one, for what\n\n### GPUsMarket (E)\n\nGood for: Cheap, short GPU rentals for open models behind an Ollama or OpenAI endpoint, where data sensitivity is low.\n\nAhead on:\n- Reliability, 33 against 20\n- Payments \u0026 pricing, 30 against 20\n- Maintenance \u0026 community, 69 against 51\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: Peer rentals send prompts and outputs through individuals' hardware, with only the terms as protection\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- Schema \u0026 documentation, 69 against 52\n- Agent ergonomics, 56 against 50\n- Security \u0026 auth, 61 against 30\n- Transparency \u0026 trust, 64 against 50\n\nWatch for: No status page, incident history or security.txt was found on any of the vendor's hosts\n\n\n## Why the edge\n\n### Security \u0026 auth: Massed Compute +31\n\n- GPUsMarket (30): Account keys are all-powerful within the account, with no scopes, expiry or rotation documented, but each rental gets its own proxy token (15). The per-rental token limits inference access to one rental; no read-only key or confirmation for destructive calls (6). Peer rentals send prompts and outputs through individuals' machines, protected only by the terms, with no prompt-injection or untrusted-host guidance (2). Per-rental usage stats of requests, tokens and cost (5). No security.txt, disclosure policy, bug bounty or certification; a DPO address for breaches. The CLI and host packages are obfuscated, so they can't be audited (2). 15+6+2+5+2 = 30.\n- Massed Compute (61): OAuth with discovery from a 401 challenge, or named API tokens shown once and revoked one at a time. Both come in two tiers, read-only and full access, with no finer scopes. Secrets travel only in a header (26 of 30). The read-only tier blocks launch, restart, terminate and SSH key changes. Destructive tool descriptions ask the model to confirm with the user, and a published skill adds a disclosure step. No server-side confirmation was found (13 of 20). The MCP server redacts VM passwords from tool results. Recipes are vendor-written Markdown that tools tell the model to follow step by step, and the docs give no guidance on untrusted content (9 of 15). Connected Apps lists OAuth grants. No audit log or per-call history was found (3 of 15). The wrapper's SECURITY.md gives a disclosure address, a two-business-day acknowledgement and a 30-day fix target, and its CI runs static analysis and dependency audits. The site claims SOC 2 Type II and HIPAA with no report or trust page, and there is no security.txt or bug bounty (10 of 20).\n\n### Maintenance \u0026 community: GPUsMarket +18\n\n- GPUsMarket (69): gpusmarket 2.5.1 on 16 October 2026, 21 days before this check (30). Releases 2.4.18 to 2.5.1 between 17 August and 16 October, and gpusmarket-host 1.5.3 and 1.6.0 (20). Support by chat widget; the repository, which holds only a README, server.json and a licence, has no open issues and one star (5). Published in the official MCP registry under the verified io.github.jyswee namespace, though the newest registry version, 2.4.16, trails npm (12). No dependencies, but an obfuscated build and no public CI (2). 30+20+5+12+2 = 69.\n- Massed Compute (51): The newest release of the MCP wrapper is v1.1.0 of 24 July 2026, 77 days before the check. The hosted server has changed since, with fields in the server card that the July definitions lack, but no dated API changelog records it (20 of 30). One release and one dated changelog entry in the last 90 days (0). A dated wrapper changelog and a Discord server named as the fastest support route. No API changelog, and the repository shows six open issues or pull requests whose answers we did not read (7 of 15). Listed in the official MCP registry as `io.github.Massed-Compute/mcp` at 1.1.0, published 31 July 2026, with current npm and PyPI packages (15). CI tests Node 20 and 22 and Python 3.10 to 3.13 on three operating systems, with Dependabot, static analysis and a nightly check of the hosted endpoint. The npm package has no runtime dependencies (9 of 10).\n\n### Schema \u0026 documentation: Massed Compute +17\n\n- GPUsMarket (52): API and MCP reading. No OpenAPI or other machine-readable contract was found, and the MCP tool schemas couldn't be read because the published package is obfuscated; the repository's history says 2.4.7 added output schemas to all 32 tools, which is the vendor's claim (8). llms.txt as a complete API reference (10). llms.txt says when to use peer or cloud rentals, the proxy or the relay, and which workload each listing type serves (12). Parameters are listed by name without types, enums or required markers, apart from instance and workload types (6). curl examples for each flow, an error code list and a sample deploy response (11). npm versions, but no public changelog (5). 8+10+12+6+11+5 = 52.\n- Massed Compute (69): A public OpenAPI 3.0 file covers the 14 REST operations, and a public server card lists all 17 MCP tools with JSON Schema inputs (25). massedcompute.com has an `llms.txt` that indexes marketing pages, and the vendor publishes an agent catalogue, the server card and four Markdown skills files. The docs sites have no `llms.txt` or Markdown copies (6 of 10). Tool descriptions state the purpose, the cost of a launch, when to search recipes first and when to confirm with the user. REST descriptions are one line each (16 of 20). Required fields are marked and extra properties are refused, but there are no enums, `productName` and `regionName` are free strings, and the OpenAPI file's required lists name `image_id` and `couponCode` where the properties are `imageId` and `coupon` (8 of 15). Every REST operation has a response example. Only 200 and 202 are documented, and errors appear only in a troubleshooting table and a deployment errors page (7 of 15). The path is versioned as `/api/v1` and the MCP wrapper has a dated changelog. No API changelog was found (7 of 15).\n\n### Transparency \u0026 trust: Massed Compute +14\n\n- GPUsMarket (50): Closed, under Tyga.Cloud licences that are clear on use, but the docs call gpusmarket-host MIT open source while the package says otherwise (10). The privacy policy gives retention periods and names Stripe and MongoDB, while renter data on peer hosts falls outside its controls, which the terms disclaim (15). The terms promise 30 days' notice of material changes, with no deprecation policy or dated notices found (5). Processors partly named, with transfers under SCCs, and no host locations shown in the docs read (6). 10+15+5+6 = 36.\n- Massed Compute (64): Closed service. The End User Licence Agreement of 15 September 2026 is clear and applies Nevada law, and the wrapper is MIT. The Terms \u0026 Conditions, the principal agreement, are drawn by a script we could not read (13 of 30). The privacy policy of 22 July 2026, the DPA of 27 March 2026 and the EULA are published. The EULA says VM data is destroyed at termination and persistent storage is kept at most 60 days after non-payment. The privacy policy is a general template that names a mobile application and gives no retention periods (19 of 30). No deprecation policy was found. The wrapper's changelog documents what 1.1.0 removed, and the older docs site still documents `api.massedcompute.com` while the current docs say not to use it (4 of 20). The sub-processor list names 23 processors with locations, is dated 10 September 2026 and has an RSS feed. The DPA says primary processing is in the United States (17 of 20).\n\n### Reliability: GPUsMarket +13\n\n- GPUsMarket (33): Read with the hosted lines. No status page found; listing health is shown per listing only (0). No incident history to read (5). Rate limits published, 60 requests a minute per rental and 10 sign-ups an hour per IP (15). 429 is documented, but no Retry-After, backoff or idempotency guidance (3). The terms give no availability guarantee and put host outages on hosts (0). No beta label on the API (10). 0+5+15+3+0+10 = 33.\n- Massed Compute (20): Graded on the hosted lines for the MCP server and the REST API. No status page was found on the site, the docs, the pricing page or the repository (0). No incident history to read (5). The troubleshooting page documents a 429 for request limits with no figures (0). The same page says to wait a minute and retry, and every tool carries an `idempotentHint`, but `instances_launch` has no idempotency key (5 of 15). The on-demand page says 99.999 per cent uptime is guaranteed. No SLA document was found, the End User Licence Agreement promises support only under an order form or SLA, and the Terms \u0026 Conditions could not be read (0). The API is `/api/v1`, the server card is version 1.0.0 and nothing is labelled beta (10).\n\n### Payments \u0026 pricing: GPUsMarket +10\n\n- GPUsMarket (30): No x402, MPP or L402 (0). Hourly prices for every listing and GPU type are public through the unauthenticated search and types endpoints, with a $0.50 minimum (20). No free tier; a card hold is placed on every rental (0). Sign-up and key issue are one API call with no browser, but renting needs a saved, verified card, which the docs don't show being added without a person (10). 0+20+0+10 = 30.\n- Massed Compute (20): No x402, MPP or L402 in the docs, the OpenAPI files, the server card or the pricing page. Crypto top-ups are made by the account owner in the console (0). Hourly prices for every on-demand configuration are public at vm.massedcompute.com/pricing without a login (20). No free tier or trial credit was found, and a first deposit is needed before a launch (0). Signup, email verification, billing setup and token creation all happen in a browser (0).\n\n## Score by category\n\n| Category | Weight | GPUsMarket | Massed Compute | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 33 | 20 | GPUsMarket +13 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 52 | 69 | Massed Compute +17 |\n| Agent ergonomics | 13% (16.2 this run) | 50 | 56 | Massed Compute +6 |\n| Security \u0026 auth | 14% (17.5 this run) | 30 | 61 | Massed Compute +31 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 30 | 20 | GPUsMarket +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 69 | 51 | GPUsMarket +18 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 50 | 64 | Massed Compute +14 |\n| Negative events | ≤15 | -3 | -5 | |\n| **Total** | | **39.6 · E** | **42.6 · E** | |\n\n## Facts side by side\n\n| Fact | GPUsMarket | Massed Compute |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Tyga.Cloud Ltd | Massed Compute |\n| Hosted endpoint | `https://gpusmarket.com/api/v1` | `https://vm.massedcompute.com/api/v1` |\n| Transports | stdio, SSE (legacy) | HTTP, Streamable HTTP |\n| Auth | API key | OAuth or key |\n| Pricing | Pay per use | Pay per use |\n| Price for gpu compute | not published | $5.43 per GPU-hour |\n| x402 | no | no |\n| Licence | Proprietary. The gpusmarket CLI and gpusmarket-host packages ship under Tyga.Cloud Ltd licences that allow use only with the platform, as obfuscated JavaScript | 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 | 32 | 17 |\n| Read-only variant documented | no | yes |\n| llms.txt | yes | yes |\n| MCP registry | `io.github.jyswee/gpusmarket` | `io.github.Massed-Compute/mcp` |\n| Last release | 2026-10-16 | 2026-07-24 |\n| Terms last updated | 2026-06-01 | couldn't be read |\n| Privacy policy last updated | 2026-03-01 | 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 | not found in the text | 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 | not found in the text | couldn't be read |\n| Popularity | 1 stars, 79 npm/wk | 1 stars |\n| Agent reviews | none | 3.3/5 (4) |\n\n## How the scores have moved\n\n### GPUsMarket\n\nNo score change since it was listed.\n\n### Massed Compute\n\n- +0.2 on 29 October 2026: time\n- -0.1 on 28 October 2026: correction\n- +0.2 on 27 October 2026: checklist\n\n## Verdicts\n\n**GPUsMarket.** An agent can sign up with one API call, search priced GPUs without a key, rent a peer or cloud GPU as an Ollama or OpenAI-compatible endpoint and stop it, billed per second. Prompts on peer rentals pass through individuals' machines, the CLI is obfuscated, and there is no status page, security policy or free tier.\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### GPUsMarket\n\n1. Don't send confidential data to peer rentals, since requests pass through the host's machine\n2. Stop every rental with `POST /api/v1/marketplace/rentals/{id}/stop`, because billing runs per second until it stops\n3. Use the per-rental token for inference and keep the `gpu_` account key out of inference clients\n4. Treat 502 as host offline and rent another listing rather than retrying the same one\n5. Ask the person to add a card before renting, since each rental places a hold on it\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, GPUsMarket or Massed Compute?\n\nMassed Compute scores 42.6 (E) on agent readiness against GPUsMarket's 39.6 (E), and leads in 4 of 7 scored categories. GPUsMarket leads on reliability, payments \u0026 pricing and maintenance \u0026 community.\n\n### Do GPUsMarket and Massed Compute need an API key?\n\nGPUsMarket needs an API key. Massed Compute takes an API key or an OAuth sign-in.\n\n### Can an agent call GPUsMarket and Massed Compute without installing anything?\n\nYes. GPUsMarket has a hosted endpoint at https://gpusmarket.com/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/gpusmarket-vs-massed-compute.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gpusmarket-vs-massed-compute.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gpusmarket\", \"b\": \"massed-compute\"}`. From a terminal: `anchor compare gpusmarket massed-compute`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gpusmarket.json and https://www.anchorterminal.com/api/v1/tools/massed-compute.json\n\n## Other comparisons with GPUsMarket or Massed Compute\n\n- [Baseten vs GPUsMarket](https://www.anchorterminal.com/compare/baseten-vs-gpusmarket.md)\n- [Baseten vs Massed Compute](https://www.anchorterminal.com/compare/baseten-vs-massed-compute.md)\n- [Beam vs GPUsMarket](https://www.anchorterminal.com/compare/beam-vs-gpusmarket.md)\n- [Beam vs Massed Compute](https://www.anchorterminal.com/compare/beam-vs-massed-compute.md)\n- [Cerebrium vs GPUsMarket](https://www.anchorterminal.com/compare/cerebrium-vs-gpusmarket.md)\n- [Cerebrium vs Massed Compute](https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute.md)\n- [Cloud Run GPUs vs GPUsMarket](https://www.anchorterminal.com/compare/cloud-run-gpus-vs-gpusmarket.md)\n- [Cloud Run GPUs vs Massed Compute](https://www.anchorterminal.com/compare/cloud-run-gpus-vs-massed-compute.md)\n- [CoreWeave vs GPUsMarket](https://www.anchorterminal.com/compare/coreweave-vs-gpusmarket.md)\n- [CoreWeave vs Massed Compute](https://www.anchorterminal.com/compare/coreweave-vs-massed-compute.md)\n- [Crusoe Cloud vs GPUsMarket](https://www.anchorterminal.com/compare/crusoe-cloud-vs-gpusmarket.md)\n- [Crusoe Cloud vs Massed Compute](https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute.md)\n- [GPUsMarket vs Hugging Face Inference Endpoints](https://www.anchorterminal.com/compare/gpusmarket-vs-hugging-face-inference-endpoints.md)\n- [GPUsMarket vs Hyperbolic](https://www.anchorterminal.com/compare/gpusmarket-vs-hyperbolic.md)\n- [GPUsMarket vs Koyeb](https://www.anchorterminal.com/compare/gpusmarket-vs-koyeb.md)\n- [GPUsMarket vs Lambda Cloud](https://www.anchorterminal.com/compare/gpusmarket-vs-lambda.md)\n- [GPUsMarket vs Modal](https://www.anchorterminal.com/compare/gpusmarket-vs-modal.md)\n- [GPUsMarket vs Nebius AI Cloud](https://www.anchorterminal.com/compare/gpusmarket-vs-nebius-ai-cloud.md)\n- [GPUsMarket vs Northflank](https://www.anchorterminal.com/compare/gpusmarket-vs-northflank.md)\n- [GPUsMarket vs Replicate Deployments](https://www.anchorterminal.com/compare/gpusmarket-vs-replicate-deploy.md)\n- [GPUsMarket vs Runpod](https://www.anchorterminal.com/compare/gpusmarket-vs-runpod.md)\n- [GPUsMarket vs Thunder Compute](https://www.anchorterminal.com/compare/gpusmarket-vs-thunder-compute.md)\n- [GPUsMarket vs Together GPU Clusters](https://www.anchorterminal.com/compare/gpusmarket-vs-together-gpu-clusters.md)\n- [GPUsMarket vs Vast.ai](https://www.anchorterminal.com/compare/gpusmarket-vs-vast-ai.md)\n- [GPUsMarket vs Verda](https://www.anchorterminal.com/compare/gpusmarket-vs-verda.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 Massed Compute](https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute.md)\n- [Koyeb vs Massed Compute](https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.md)\n- [Lambda Cloud vs Massed Compute](https://www.anchorterminal.com/compare/lambda-vs-massed-compute.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 Together GPU Clusters](https://www.anchorterminal.com/compare/massed-compute-vs-together-gpu-clusters.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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