{ "data": { "a": { "slug": "koyeb", "name": "Koyeb", "vendor": "Koyeb", "vendorUrl": "https://www.koyeb.com", "kind": "platform", "category": "gpu-compute", "summary": "Serverless platform for deploying applications and containers on CPU or GPU instances, with autoscaling and an API.", "url": "https://www.anchorterminal.com/tools/koyeb", "markdownUrl": "https://www.anchorterminal.com/tools/koyeb.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/koyeb.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/koyeb.json", "repo": "https://github.com/koyeb/koyeb-cli", "license": "Apache-2.0", "transports": [ "http" ], "remoteUrl": "https://app.koyeb.com/v1", "packages": [], "auth": "pat", "authNotes": "Personal access token created in the control panel (app.koyeb.com/user/settings/api) and sent as `Authorization: Bearer` to app.koyeb.com/v1. The CLI stores it from `koyeb login` and hides it in debug output. Organisation-scoped tokens can be created for teams.", "pricing": "freemium", "pricingNotes": "Pro is $29 a month with $10 of usage included, Scale $299 with $100, Enterprise custom. The Starter plan closed to new sign-ups after the Mistral AI agreement. Everything bills per second. GPUs an hour are RTX 4000 SFF Ada $0.50, L4 $0.70, RTX A6000 $0.75, L40S $1.20, A100 $1.60, A100 SXM $2.15, RTX PRO 6000 $2.20, H100 $2.50, H200 $3.00, 2x A100 $3.20, 2x H100 $5.00, 4x A100 $6.40, 8x H100 $20.00, 8x H200 $24.00. CPU services start at $0.000006 a second (https://www.koyeb.com/pricing, https://www.koyeb.com/blog/koyeb-is-joining-mistral-ai-to-build-the-future-of-ai-infrastructure).", "priceSummary": "$29 / mo", "where": "hosted", "x402": { "level": "no", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 72, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-09-30" }, "docsUrl": "https://www.koyeb.com/docs", "capabilities": [ "compute.gpu", "compute.serverless", "compute.endpoints", "compute.containers" ], "tags": [ "hosted", "freemium", "eu", "enterprise" ], "lastRelease": "2026-05-12", "graded": true, "anchor": { "graded": true, "score": 46.5, "grade": "D", "agentReady": false, "rank": 851, "ranked": true, "rankOf": 950, "categoryRank": 17, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 56, "maintenance": 23, "payments": 20, "reliability": 60, "schema": 41, "security": 50, "transparency": 63 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-01" }, "negative": 0, "verdict": "H100 at $2.50 and H200 at $3.00 an hour, billed per second. Changelog silent since 27 February 2026 and no CLI release since 12 May 2026.", "bestFor": "Teams that want cheap H100 or H200 containers with scale to zero and an SLA, deployed from Git or an image without a vendor SDK.", "strengths": [ "H100 at $2.50 and H200 at $3.00 an hour, billed per second", "Scale to zero after 5 idle minutes by default, configurable up to 12 hours on higher plans", "99.9 per cent uptime SLA published from the Pro plan", "List endpoints filter by name, type, status and region with `limit` and `offset`, and create and update take `dry_run`", "French company under French law with a published DPA" ], "weaknesses": [ "Changelog silent since 27 February 2026 and no CLI release since 12 May 2026", "No free compute tier; Starter closed after the Mistral AI agreement", "No llms.txt, no downloadable OpenAPI file, no documented rate limits or error codes", "Audit logs and RBAC only on Enterprise, and tokens have no scopes", "Platform due to fold into Mistral Compute with no dated migration plan" ], "agentNotes": [ "Pass `dry_run` on service create or update to validate the definition before anything deploys", "Page service lists with `limit` and `offset` and filter by `statuses` instead of fetching everything", "Expect the first request after deep sleep to take 1 to 5 seconds and retry once with a timeout", "Set `--min-scale 0` on GPU services so idle instances stop billing", "Re-check the Mistral transition before building anything long-lived on it" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 3.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "D", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 46.5 } ], "editorialScores": { "ergonomics": 56, "maintenance": 23, "payments": 20, "reliability": 60, "schema": 41, "security": 50, "transparency": 50 }, "provenanceScore": 75 }, "connect": { "install": "brew install koyeb/tap/koyeb \u0026\u0026 koyeb login # or go install github.com/koyeb/koyeb-cli/cmd/koyeb", "http": "curl \"https://app.koyeb.com/v1/services\" -H \"Authorization: Bearer $KOYEB_TOKEN\"" }, "letme": { "capability": "https://letme.dev/compute.gpu", "tool": "https://letme.dev/koyeb" }, "area": "models", "unitPrices": [ { "item": "H100 80 GB", "unit": "gpu-hour", "usd": 2.5 }, { "item": "H200 141 GB", "unit": "gpu-hour", "usd": 3 }, { "item": "A100 80 GB", "unit": "gpu-hour", "usd": 1.6 }, { "item": "RTX PRO 6000", "unit": "gpu-hour", "usd": 2.2 }, { "item": "L40S 48 GB", "unit": "gpu-hour", "usd": 1.2 }, { "item": "L4 24 GB", "unit": "gpu-hour", "usd": 0.7 }, { "item": "Pro plan", "unit": "month", "usd": 29, "note": "$10 of usage included" }, { "item": "Scale plan", "unit": "month", "usd": 299, "note": "$100 of usage included" } ], "provenance": { "legalEntity": "Koyeb SAS", "domain": "koyeb.com", "domainRegistered": "2019-03-11", "endpointOnVendorDomain": true, "terms": "https://www.koyeb.com/docs/legal/terms", "privacy": "https://www.koyeb.com/docs/legal/data-processing-agreement", "statusPage": "https://status.koyeb.com", "changelog": "https://www.koyeb.com/changelog", "securityTxt": "none", "checked": "2026-09-30", "notes": [ "The Master Services Agreement of 28 June 2024 names Koyeb, a simplified joint-stock company registered in Nanterre under 850 183 948, at 9 rue des Longs Prés, Boulogne-Billancourt, under French law.", "The site footer's privacy link points at the data processing agreement rather than a separate privacy policy.", "www.koyeb.com/.well-known/security.txt returns 404 and there's no llms.txt at www.koyeb.com or under /docs.", "Koyeb announced on 17 February 2026 that it is joining Mistral AI." ], "score": 75 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/koyeb.json", "live": { "slug": "koyeb", "probe": { "target": "https://app.koyeb.com/v1", "method": "get", "lastAt": "2026-10-10T01:37:55.987676243Z", "lastOk": true, "lastStatus": 200, "lastMs": 93, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 67, "p95ms24h": 126, "samples24h": 250, "samples30d": 2251, "days": [ { "date": "2026-10-01", "probes": 109, "ok": 109 }, { "date": "2026-10-02", "probes": 248, "ok": 248 }, { "date": "2026-10-03", "probes": 271, "ok": 271 }, { "date": "2026-10-04", "probes": 272, "ok": 272 }, { "date": "2026-10-05", "probes": 272, "ok": 272 }, { "date": "2026-10-06", "probes": 272, "ok": 272 }, { "date": "2026-10-07", "probes": 272, "ok": 272 }, { "date": "2026-10-08", "probes": 268, "ok": 268 }, { "date": "2026-10-09", "probes": 250, "ok": 250 }, { "date": "2026-10-10", "probes": 17, "ok": 17 } ] }, "vendorStatus": { "page": "https://status.koyeb.com", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-10T00:50:44.908806131Z" }, "versions": [ { "registry": "github", "name": "koyeb/koyeb-cli", "version": "v5.12.0", "released": "2026-09-16", "seenAt": "2026-10-09T17:00:53.806680482Z" } ], "githubStars": 75, "securityTxt": { "url": "https://koyeb.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-09T15:40:24.598400589Z" }, "domain": { "domain": "koyeb.com", "registered": "2019-03-11", "source": "https://rdap.verisign.com/com/v1/domain/koyeb.com", "checkedAt": "2026-10-04T13:09:21.713025238Z" }, "pages": [ { "url": "https://www.koyeb.com/changelog", "kind": "changelog", "status": 304, "checkedAt": "2026-10-09T18:51:29.479038313Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "7e4e89b36b63" }, { "url": "https://www.koyeb.com/pricing", "kind": "pricing", "status": 304, "checkedAt": "2026-10-09T18:51:35.595321954Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "9d7cf517fa78" }, { "url": "https://www.koyeb.com/docs/legal/data-processing-agreement", "kind": "privacy", "status": 304, "checkedAt": "2026-10-09T18:51:31.551750504Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "6e08cc6e8919" }, { "url": "https://www.koyeb.com/docs/legal/terms", "kind": "terms", "status": 304, "checkedAt": "2026-10-09T18:51:33.582591102Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "089f524cdbd6" } ], "updatedAt": "2026-10-10T01:37:55.987676243Z" } }, "answer": "Koyeb scores 46.5 (D) on agent readiness against Massed Compute's 42.3 (E), and leads in 2 of 7 scored categories. Massed Compute leads on schema \u0026 documentation, security \u0026 auth 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", "repo": "https://github.com/Massed-Compute/massed-compute-mcp", "license": "Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://vm.massedcompute.com/api/v1", "packages": [ { "registry": "npm", "name": "massed-compute-mcp" }, { "registry": "pypi", "name": "massed-compute-mcp" } ], "auth": "mixed", "authNotes": "Self-serve. The owner signs up in a browser, verifies an email address and creates a named API token at vm.massedcompute.com/settings/api, choosing Full access or Read only. The token is shown once, travels as a Bearer header and is revoked from the token table. The same token works for the REST API and the MCP server. MCP clients that send no token get a 401 with an OAuth challenge, and the owner signs in and approves full or read-only access. Grants are listed and revoked under Connected Apps. The older marketplace API on `api.massedcompute.com` issues keys only through support.", "pricing": "usage", "pricingNotes": "No free tier or trial credit was found. The owner adds a card or pays in crypto, makes a first deposit and sets an auto-recharge threshold of at least $5 before any launch. Running VMs are debited every minute at a published hourly rate. On 9 October 2026 a single A30 was $0.35 an hour, an RTX A6000 $0.57, an L40S $0.97, an A100 80 GB $1.35 and an H100 80 GB $2.73. No bandwidth charge per the pricing page. Bare metal, clusters and the marketplace API are by quote (https://vm.massedcompute.com/pricing).", "priceSummary": "Pay per use", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs, the two OpenAPI files, the MCP server card or the pricing page. The billing docs describe crypto top-ups made by the account owner, which is not a machine payment protocol (checked 2026-10-09).", "endpoints": [] }, "toolCount": 17, "popularity": { "githubStars": 1, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-09" }, "docsUrl": "https://vm-docs.massedcompute.com", "llmsTxt": "https://massedcompute.com/llms.txt", "openapi": "https://vm-docs.massedcompute.com/redocusaurus/plugin-redoc-0.yaml", "registryName": "io.github.Massed-Compute/mcp", "capabilities": [ "compute.gpu" ], "tags": [ "hosted", "usage-priced", "openapi", "mcp", "oauth", "api-key", "read-only-keys", "node", "python", "card-required", "crypto-payments", "closed-source" ], "lastRelease": "2026-07-24", "graded": true, "anchor": { "graded": true, "score": 42.3, "grade": "E", "agentReady": false, "rank": 896, "ranked": true, "rankOf": 950, "categoryRank": 18, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 56, "maintenance": 51, "payments": 20, "reliability": 20, "schema": 69, "security": 61, "transparency": 61 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-09" }, "negative": -5, "negativeNotes": [ "8 June 2026. The `instances_list` and `instances_get` MCP tools returned the cleartext VM password although their descriptions said it was redacted. Fixed in `massed-compute-mcp` 1.0.3 and later moved server-side, with rotation advice in the changelog. No GitHub advisory is published. Fixed and documented, so 3 points (https://github.com/Massed-Compute/massed-compute-mcp/blob/main/CHANGELOG.md).", "9 October 2026. The product page lists SDKs for Go and a Terraform provider, webhooks and per-project quotas. None appears in the docs, the OpenAPI file or the vendor's public GitHub organisation. 2 points (https://massedcompute.com/products/inventory-api/)." ], "verdict": "The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.", "bestFor": "Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.", "strengths": [ "API tokens and OAuth grants come in read-only and full-access tiers, and tokens are revoked one at a time in the console", "A public server card lists all 17 MCP tools with JSON Schema inputs and `readOnlyHint`, `destructiveHint` and `idempotentHint` annotations", "Hourly prices for 23 GPU configurations, from $0.35 for an A30 to $52.80 for eight B300s, are public without a login", "A public OpenAPI 3.0 file covers the 14 REST operations at `https://vm.massedcompute.com/api/v1`", "The sub-processor list names 23 processors with locations, was updated on 10 September 2026 and has an RSS feed for changes" ], "weaknesses": [ "No status page, incident history or security.txt was found on any of the vendor's hosts", "A 429 answer exists but no rate limit figures are published, and the OpenAPI file documents no error response", "`POST /instance/launch` has no idempotency key, so a retried launch can start a second billed VM", "Until a fix dated 8 June 2026, `instances_list` and `instances_get` returned the cleartext VM password although their descriptions said it was redacted", "The product page lists Go and Terraform SDKs and webhooks that the docs, the OpenAPI file and the public GitHub organisation do not show", "A stopped instance is billed at the full hourly rate. Only termination ends billing, and it deletes the data" ], "agentNotes": [ "Use `https://vm.massedcompute.com/api/v1`. The older docs at api-docs.massedcompute.com describe a separate marketplace API on `api.massedcompute.com` whose keys come from support.", "Ask the owner for a read-only token unless the task must launch or terminate. Read-only credentials cannot call launch, restart, terminate or SSH key changes.", "Call `gpu_inventory_list` and `images_list` before `instances_launch`. Product names and image IDs are free values, and SXM-only images do not run on PCIe cards.", "Expect 402 on launch until the owner has added credit and set a recharge amount and threshold. List instances before retrying a launch.", "Terminate to end billing. Stopping keeps the full hourly charge, and termination deletes the instance data." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 42.3 } ], "editorialScores": { "ergonomics": 56, "maintenance": 51, "payments": 20, "reliability": 20, "schema": 69, "security": 61, "transparency": 53 }, "provenanceScore": 68 }, "connect": { "install": "npm install -g massed-compute-mcp", "claudeCode": "claude mcp add --transport http massed-compute https://vm.massedcompute.com/api/mcp --header \"Authorization: Bearer MC_TOKEN\"", "config": { "mcpServers": { "massed-compute": { "headers": { "Authorization": "Bearer MC_TOKEN" }, "type": "http", "url": "https://vm.massedcompute.com/api/mcp" } } } }, "letme": { "capability": "https://letme.dev/compute.gpu", "tool": "https://letme.dev/massed-compute" }, "area": "models", "unitPrices": [ { "item": "A30 24 GB VM", "unit": "gpu-hour", "usd": 0.35, "note": "Billed per minute" }, { "item": "RTX A5000 24 GB VM", "unit": "gpu-hour", "usd": 0.44, "note": "Billed per minute" }, { "item": "RTX A6000 48 GB VM", "unit": "gpu-hour", "usd": 0.57, "note": "Billed per minute. An alternative configuration is $0.55" }, { "item": "RTX 6000 Ada 48 GB VM", "unit": "gpu-hour", "usd": 0.79, "note": "Billed per minute" }, { "item": "L40 48 GB VM", "unit": "gpu-hour", "usd": 0.86, "note": "Billed per minute" }, { "item": "RTX PRO 4500 Blackwell 32 GB VM", "unit": "gpu-hour", "usd": 0.92, "note": "Billed per minute" }, { "item": "L40S 48 GB VM", "unit": "gpu-hour", "usd": 0.97, "note": "Billed per minute" }, { "item": "A100 80 GB VM", "unit": "gpu-hour", "usd": 1.35, "note": "Billed per minute. SXM4 and DGX variants are $1.38" }, { "item": "RTX PRO 6000 Blackwell 96 GB VM", "unit": "gpu-hour", "usd": 2.19, "note": "Billed per minute" }, { "item": "H100 80 GB VM", "unit": "gpu-hour", "usd": 2.73, "note": "Billed per minute. H100 NVL is $3.11 and H100 SXM5 $3.14" }, { "item": "H200 NVL 141 GB VM", "unit": "gpu-hour", "usd": 3.62, "note": "Billed per minute" }, { "item": "B200 SXM6 VM, 8 GPUs", "unit": "gpu-hour", "usd": 5.43, "note": "Sold only as eight GPUs at $43.46 an hour. Our division, rounded" }, { "item": "B300 SXM6 VM, 8 GPUs", "unit": "gpu-hour", "usd": 6.6, "note": "Sold only as eight GPUs at $52.80 an hour. Our division" } ], "provenance": { "legalEntity": "Massed Compute, Inc.", "domain": "massedcompute.com", "domainRegistered": "2021-10-28", "endpointOnVendorDomain": true, "terms": "https://massedcompute.com/legal/terms-conditions/", "privacy": "https://massedcompute.com/legal/privacy-policy/", "statusPage": "", "changelog": "https://github.com/Massed-Compute/massed-compute-mcp/blob/main/CHANGELOG.md", "securityTxt": "none", "checked": "2026-10-09", "notes": [ "The Terms \u0026 Conditions page is the document the DPA calls the Principal Agreement. Its body is an embedded Termly viewer drawn by script, and we could not read it.", "The End User Licence Agreement, last updated 15 September 2026, names Massed Compute, Inc. of Las Vegas, Nevada, and applies Nevada law. The older docs site's footer says Massed Compute LLC.", "The privacy policy, last updated 22 July 2026, covers the website, a mobile application and the Services in general.", "The REST API and the MCP server answer at vm.massedcompute.com, on the vendor domain.", "/.well-known/security.txt answers 404 on massedcompute.com and on vm.massedcompute.com.", "RDAP for massedcompute.com gives a registration date of 2021-10-28.", "No status page was found on the site, the docs or the pricing page.", "The changelog linked is the MCP wrapper's. No API changelog was found.", "A Data Processing Agreement, last modified 27 March 2026, and a sub-processor list, last updated 10 September 2026, are published." ], "score": 68 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/massed-compute.json", "live": { "slug": "massed-compute", "probe": { "target": "https://vm.massedcompute.com/api/v1", "method": "get", "lastAt": "2026-10-10T01:37:57.796991169Z", "lastOk": true, "lastStatus": 200, "lastMs": 528, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 566, "p95ms24h": 1577, "samples24h": 102, "samples30d": 102, "days": [ { "date": "2026-10-09", "probes": 85, "ok": 85 }, { "date": "2026-10-10", "probes": 17, "ok": 17 } ] }, "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": "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": "2026-10-10T01:37:57.796991169Z" } }, "facts": [ { "a": "Model platform", "b": "HTTP API", "name": "Kind" }, { "a": "Koyeb", "b": "Massed Compute", "name": "Vendor" }, { "a": "https://app.koyeb.com/v1", "b": "https://vm.massedcompute.com/api/v1", "name": "Hosted endpoint" }, { "a": "HTTP", "b": "HTTP, Streamable HTTP", "name": "Transports" }, { "a": "Token", "b": "OAuth or key", "name": "Auth" }, { "a": "Freemium", "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": "Apache-2.0", "b": "Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT", "name": "Licence" }, { "a": "none", "b": "17", "name": "Tools exposed" }, { "a": "no", "b": "yes", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "not listed", "b": "io.github.Massed-Compute/mcp", "name": "MCP registry" }, { "a": "2026-05-12", "b": "2026-07-24", "name": "Last release" }, { "a": "no date given", "b": "couldn't be read", "name": "Terms last updated" }, { "a": "no date given", "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": "yes", "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": "yes", "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": "72 stars", "b": "1 stars", "name": "Popularity" }, { "a": "3.5/5 (2)", "b": "none", "name": "Agent reviews" } ], "faq": [ { "answer": "Koyeb scores 46.5 (D) on agent readiness against Massed Compute's 42.3 (E), and leads in 2 of 7 scored categories. Massed Compute leads on schema \u0026 documentation, security \u0026 auth and maintenance \u0026 community.", "question": "Which is better for AI agents, Koyeb or Massed Compute?" }, { "answer": "Yes. Koyeb has a hosted endpoint at https://app.koyeb.com/v1 and Massed Compute at https://vm.massedcompute.com/api/v1.", "question": "Can an agent call Koyeb and Massed Compute without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 60 against 20" ], "also": [ "No incidents deducted, where Massed Compute loses 5 points for them" ], "goodFor": "Teams that want cheap H100 or H200 containers with scale to zero and an SLA, deployed from Git or an image without a vendor SDK.", "slug": "koyeb", "watchFor": "Changelog silent since 27 February 2026 and no CLI release since 12 May 2026" }, { "aheadOn": [ "Schema \u0026 documentation, 69 against 41", "Security \u0026 auth, 61 against 50", "Maintenance \u0026 community, 51 against 23" ], "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" } ], "job": { "capability": "compute.gpu", "name": "GPU compute" }, "others": [ { "json": "https://www.anchorterminal.com/compare/baseten-vs-koyeb.json", "title": "Baseten vs Koyeb", "url": "https://www.anchorterminal.com/compare/baseten-vs-koyeb" }, { "json": "https://www.anchorterminal.com/compare/baseten-vs-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-koyeb.json", "title": "Beam vs Koyeb", "url": "https://www.anchorterminal.com/compare/beam-vs-koyeb" }, { "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-koyeb.json", "title": "Cerebrium vs Koyeb", "url": "https://www.anchorterminal.com/compare/cerebrium-vs-koyeb" }, { "json": "https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute.json", "title": "Cerebrium vs Massed Compute", "url": "https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/coreweave-vs-koyeb.json", "title": "CoreWeave vs Koyeb", "url": "https://www.anchorterminal.com/compare/coreweave-vs-koyeb" }, { "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-koyeb.json", "title": "Crusoe Cloud vs Koyeb", "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-koyeb" }, { "json": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute.json", "title": "Crusoe Cloud vs Massed Compute", "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-koyeb.json", "title": "Hugging Face Inference Endpoints vs Koyeb", "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-koyeb" }, { "json": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-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-koyeb.json", "title": "Hyperbolic vs Koyeb", "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-koyeb" }, { "json": "https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute.json", "title": "Hyperbolic vs Massed Compute", "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-lambda.json", "title": "Koyeb vs Lambda Cloud", "url": "https://www.anchorterminal.com/compare/koyeb-vs-lambda" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-modal.json", "title": "Koyeb vs Modal", "url": "https://www.anchorterminal.com/compare/koyeb-vs-modal" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.json", "title": "Koyeb vs Nebius AI Cloud", "url": "https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-northflank.json", "title": "Koyeb vs Northflank", "url": "https://www.anchorterminal.com/compare/koyeb-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy.json", "title": "Koyeb vs Replicate Deployments", "url": "https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-runpod.json", "title": "Koyeb vs Runpod", "url": "https://www.anchorterminal.com/compare/koyeb-vs-runpod" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-thunder-compute.json", "title": "Koyeb vs Thunder Compute", "url": "https://www.anchorterminal.com/compare/koyeb-vs-thunder-compute" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-vast-ai.json", "title": "Koyeb vs Vast.ai", "url": "https://www.anchorterminal.com/compare/koyeb-vs-vast-ai" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-verda.json", "title": "Koyeb vs Verda", "url": "https://www.anchorterminal.com/compare/koyeb-vs-verda" }, { "json": "https://www.anchorterminal.com/compare/lambda-vs-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-vast-ai.json", "title": "Massed Compute vs Vast.ai", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-vast-ai" }, { "json": "https://www.anchorterminal.com/compare/massed-compute-vs-verda.json", "title": "Massed Compute vs Verda", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-verda" } ], "scores": [ { "by": 40, "edge": "koyeb", "key": "reliability", "koyeb": 60, "massed-compute": 20, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 28, "edge": "massed-compute", "key": "schema", "koyeb": 41, "massed-compute": 69, "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 0, "edge": "", "key": "ergonomics", "koyeb": 56, "massed-compute": 56, "name": "Agent ergonomics", "weight": 13 }, { "by": 11, "edge": "massed-compute", "key": "security", "koyeb": 50, "massed-compute": 61, "name": "Security \u0026 auth", "weight": 14 }, { "by": 0, "edge": "", "key": "payments", "koyeb": 20, "massed-compute": 20, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 28, "edge": "massed-compute", "key": "maintenance", "koyeb": 23, "massed-compute": 51, "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 2, "edge": "koyeb", "key": "transparency", "koyeb": 63, "massed-compute": 61, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "Koyeb scores 46.5 (D) on agent readiness against Massed Compute's 42.3 (E), and leads in 2 of 7 scored categories. Massed Compute leads on schema \u0026 documentation, security \u0026 auth and maintenance \u0026 community. Both do gpu compute.", "verdicts": { "koyeb": "H100 at $2.50 and H200 at $3.00 an hour, billed per second. Changelog silent since 27 February 2026 and no CLI release since 12 May 2026.", "massed-compute": "The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute", "json": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.md", "slim": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.min.md" }, "markdown": "Koyeb scores 46.5 (D) on agent readiness against Massed Compute's 42.3 (E), and leads in 2 of 7 scored categories. Massed Compute leads on schema \u0026 documentation, security \u0026 auth and maintenance \u0026 community. Both do gpu compute.\n\n- Koyeb: grade D, 46.5/100, rank #851 of 950. Markdown https://www.anchorterminal.com/tools/koyeb.md · JSON https://www.anchorterminal.com/api/v1/tools/koyeb.json\n- Massed Compute: grade E, 42.3/100, rank #896 of 950. Markdown https://www.anchorterminal.com/tools/massed-compute.md · JSON https://www.anchorterminal.com/api/v1/tools/massed-compute.json\n- Best GPU and serverless compute for AI workloads: https://www.anchorterminal.com/best/gpu-compute/index.md\n- All 167 gpu compute comparisons: https://www.anchorterminal.com/compare/gpu-compute/index.md\n\n## Which one, for what\n\n### Koyeb (D)\n\nGood for: Teams that want cheap H100 or H200 containers with scale to zero and an SLA, deployed from Git or an image without a vendor SDK.\n\nAhead on:\n- Reliability, 60 against 20\n\nAlso in its favour:\n- No incidents deducted, where Massed Compute loses 5 points for them\n\nWatch for: Changelog silent since 27 February 2026 and no CLI release since 12 May 2026\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 41\n- Security \u0026 auth, 61 against 50\n- Maintenance \u0026 community, 51 against 23\n\nWatch for: No status page, incident history or security.txt was found on any of the vendor's hosts\n\n\n## Score by category\n\n| Category | Weight | Koyeb | Massed Compute | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 60 | 20 | Koyeb +40 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 41 | 69 | Massed Compute +28 |\n| Agent ergonomics | 13% (16.2 this run) | 56 | 56 | even |\n| Security \u0026 auth | 14% (17.5 this run) | 50 | 61 | Massed Compute +11 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 20 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 23 | 51 | Massed Compute +28 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 63 | 61 | Koyeb +2 |\n| Negative events | ≤15 | 0 | -5 | |\n| **Total** | | **46.5 · D** | **42.3 · E** | |\n\n## Facts side by side\n\n| Fact | Koyeb | Massed Compute |\n| --- | --- | --- |\n| Kind | Model platform | HTTP API |\n| Vendor | Koyeb | Massed Compute |\n| Hosted endpoint | `https://app.koyeb.com/v1` | `https://vm.massedcompute.com/api/v1` |\n| Transports | HTTP | HTTP, Streamable HTTP |\n| Auth | Token | OAuth or key |\n| Pricing | Freemium | Pay per use |\n| Price for gpu compute | not published | $5.43 per GPU-hour |\n| x402 | no | no |\n| Licence | Apache-2.0 | Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT |\n| Tools exposed | none | 17 |\n| Read-only variant documented | no | yes |\n| llms.txt | no | yes |\n| MCP registry | not listed | `io.github.Massed-Compute/mcp` |\n| Last release | 2026-05-12 | 2026-07-24 |\n| Terms last updated | no date given | couldn't be read |\n| Privacy policy last updated | no date given | 2026-07-22 |\n| Customer content may train models | not found in the text | couldn't be read |\n| Terms restrict automated access | yes | 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 | yes | couldn't be read |\n| Arbitration or class-action waiver | not found in the text | couldn't be read |\n| Popularity | 72 stars | 1 stars |\n| Agent reviews | 3.5/5 (2) | none |\n\n## Verdicts\n\n**Koyeb.** H100 at $2.50 and H200 at $3.00 an hour, billed per second. Changelog silent since 27 February 2026 and no CLI release since 12 May 2026.\n\n**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### Koyeb\n\n1. Pass `dry_run` on service create or update to validate the definition before anything deploys\n2. Page service lists with `limit` and `offset` and filter by `statuses` instead of fetching everything\n3. Expect the first request after deep sleep to take 1 to 5 seconds and retry once with a timeout\n4. Set `--min-scale 0` on GPU services so idle instances stop billing\n5. Re-check the Mistral transition before building anything long-lived on it\n\n### 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, Koyeb or Massed Compute?\n\nKoyeb scores 46.5 (D) on agent readiness against Massed Compute's 42.3 (E), and leads in 2 of 7 scored categories. Massed Compute leads on schema \u0026 documentation, security \u0026 auth and maintenance \u0026 community.\n\n### Can an agent call Koyeb and Massed Compute without installing anything?\n\nYes. Koyeb has a hosted endpoint at https://app.koyeb.com/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/koyeb-vs-massed-compute.json, and with the fewest tokens: https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"koyeb\", \"b\": \"massed-compute\"}`. From a terminal: `anchor compare koyeb massed-compute`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/koyeb.json and https://www.anchorterminal.com/api/v1/tools/massed-compute.json\n\n## Other comparisons with Koyeb or Massed Compute\n\n- [Baseten vs Koyeb](https://www.anchorterminal.com/compare/baseten-vs-koyeb.md)\n- [Baseten vs Massed Compute](https://www.anchorterminal.com/compare/baseten-vs-massed-compute.md)\n- [Beam vs Koyeb](https://www.anchorterminal.com/compare/beam-vs-koyeb.md)\n- [Beam vs Massed Compute](https://www.anchorterminal.com/compare/beam-vs-massed-compute.md)\n- [Cerebrium vs Koyeb](https://www.anchorterminal.com/compare/cerebrium-vs-koyeb.md)\n- [Cerebrium vs Massed Compute](https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute.md)\n- [CoreWeave vs Koyeb](https://www.anchorterminal.com/compare/coreweave-vs-koyeb.md)\n- [CoreWeave vs Massed Compute](https://www.anchorterminal.com/compare/coreweave-vs-massed-compute.md)\n- [Crusoe Cloud vs Koyeb](https://www.anchorterminal.com/compare/crusoe-cloud-vs-koyeb.md)\n- [Crusoe Cloud vs Massed Compute](https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute.md)\n- [Hugging Face Inference Endpoints vs Koyeb](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-koyeb.md)\n- [Hugging Face Inference Endpoints vs Massed Compute](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute.md)\n- [Hyperbolic vs Koyeb](https://www.anchorterminal.com/compare/hyperbolic-vs-koyeb.md)\n- [Hyperbolic vs Massed Compute](https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute.md)\n- [Koyeb vs Lambda Cloud](https://www.anchorterminal.com/compare/koyeb-vs-lambda.md)\n- [Koyeb vs Modal](https://www.anchorterminal.com/compare/koyeb-vs-modal.md)\n- [Koyeb vs Nebius AI Cloud](https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.md)\n- [Koyeb vs Northflank](https://www.anchorterminal.com/compare/koyeb-vs-northflank.md)\n- [Koyeb vs Replicate Deployments](https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy.md)\n- [Koyeb vs Runpod](https://www.anchorterminal.com/compare/koyeb-vs-runpod.md)\n- [Koyeb vs Thunder Compute](https://www.anchorterminal.com/compare/koyeb-vs-thunder-compute.md)\n- [Koyeb vs Vast.ai](https://www.anchorterminal.com/compare/koyeb-vs-vast-ai.md)\n- [Koyeb vs Verda](https://www.anchorterminal.com/compare/koyeb-vs-verda.md)\n- [Lambda Cloud vs 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 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", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-10", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.4", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Koyeb vs Massed Compute", "url": "" } ], "description": "Koyeb scores 46.5 (D) to Massed Compute's 42.3 (E) for gpu compute. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Koyeb D 46.5", "Massed Compute E 42.3", "scores" ], "h1": "Koyeb vs Massed Compute", "image": "https://www.anchorterminal.com/assets/og/compare-koyeb-vs-massed-compute.png", "path": "/compare/koyeb-vs-massed-compute", "published": "2026-10-01", "section": "tools", "title": "Koyeb vs Massed Compute for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-09", "url": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute" }, "tokens": { "markdown": 2600, "slim": 780 }, "version": 1 }