{ "data": { "a": { "slug": "massed-compute", "name": "Massed Compute", "vendor": "Massed Compute", "vendorUrl": "https://massedcompute.com", "kind": "http-api", "category": "gpu-compute", "summary": "Massed Compute is a US GPU cloud that rents NVIDIA GPU virtual machines by the hour from hardware it owns, with bare metal and clusters by quote. Agents use its REST API or a hosted MCP server.", "url": "https://www.anchorterminal.com/tools/massed-compute", "markdownUrl": "https://www.anchorterminal.com/tools/massed-compute.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/massed-compute.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/massed-compute.json", "repo": "https://github.com/Massed-Compute/massed-compute-mcp", "license": "Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://vm.massedcompute.com/api/v1", "packages": [ { "registry": "npm", "name": "massed-compute-mcp" }, { "registry": "pypi", "name": "massed-compute-mcp" } ], "auth": "mixed", "authNotes": "Self-serve. The owner signs up in a browser, verifies an email address and creates a named API token at vm.massedcompute.com/settings/api, choosing Full access or Read only. The token is shown once, travels as a Bearer header and is revoked from the token table. The same token works for the REST API and the MCP server. MCP clients that send no token get a 401 with an OAuth challenge, and the owner signs in and approves full or read-only access. Grants are listed and revoked under Connected Apps. The older marketplace API on `api.massedcompute.com` issues keys only through support.", "pricing": "usage", "pricingNotes": "No free tier or trial credit was found. The owner adds a card or pays in crypto, makes a first deposit and sets an auto-recharge threshold of at least $5 before any launch. Running VMs are debited every minute at a published hourly rate. On 9 October 2026 a single A30 was $0.35 an hour, an RTX A6000 $0.57, an L40S $0.97, an A100 80 GB $1.35 and an H100 80 GB $2.73. No bandwidth charge per the pricing page. Bare metal, clusters and the marketplace API are by quote (https://vm.massedcompute.com/pricing).", "priceSummary": "Pay per use", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs, the two OpenAPI files, the MCP server card or the pricing page. The billing docs describe crypto top-ups made by the account owner, which is not a machine payment protocol (checked 2026-10-09).", "endpoints": [] }, "toolCount": 17, "popularity": { "githubStars": 1, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-09" }, "docsUrl": "https://vm-docs.massedcompute.com", "llmsTxt": "https://massedcompute.com/llms.txt", "openapi": "https://vm-docs.massedcompute.com/redocusaurus/plugin-redoc-0.yaml", "registryName": "io.github.Massed-Compute/mcp", "capabilities": [ "compute.gpu" ], "tags": [ "hosted", "usage-priced", "openapi", "mcp", "oauth", "api-key", "read-only-keys", "node", "python", "card-required", "crypto-payments", "closed-source" ], "lastRelease": "2026-07-24", "graded": true, "anchor": { "graded": true, "score": 42.3, "grade": "E", "agentReady": false, "rank": 896, "ranked": true, "rankOf": 950, "categoryRank": 18, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 56, "maintenance": 51, "payments": 20, "reliability": 20, "schema": 69, "security": 61, "transparency": 61 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-09" }, "negative": -5, "negativeNotes": [ "8 June 2026. The `instances_list` and `instances_get` MCP tools returned the cleartext VM password although their descriptions said it was redacted. Fixed in `massed-compute-mcp` 1.0.3 and later moved server-side, with rotation advice in the changelog. No GitHub advisory is published. Fixed and documented, so 3 points (https://github.com/Massed-Compute/massed-compute-mcp/blob/main/CHANGELOG.md).", "9 October 2026. The product page lists SDKs for Go and a Terraform provider, webhooks and per-project quotas. None appears in the docs, the OpenAPI file or the vendor's public GitHub organisation. 2 points (https://massedcompute.com/products/inventory-api/)." ], "verdict": "The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.", "bestFor": "Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.", "strengths": [ "API tokens and OAuth grants come in read-only and full-access tiers, and tokens are revoked one at a time in the console", "A public server card lists all 17 MCP tools with JSON Schema inputs and `readOnlyHint`, `destructiveHint` and `idempotentHint` annotations", "Hourly prices for 23 GPU configurations, from $0.35 for an A30 to $52.80 for eight B300s, are public without a login", "A public OpenAPI 3.0 file covers the 14 REST operations at `https://vm.massedcompute.com/api/v1`", "The sub-processor list names 23 processors with locations, was updated on 10 September 2026 and has an RSS feed for changes" ], "weaknesses": [ "No status page, incident history or security.txt was found on any of the vendor's hosts", "A 429 answer exists but no rate limit figures are published, and the OpenAPI file documents no error response", "`POST /instance/launch` has no idempotency key, so a retried launch can start a second billed VM", "Until a fix dated 8 June 2026, `instances_list` and `instances_get` returned the cleartext VM password although their descriptions said it was redacted", "The product page lists Go and Terraform SDKs and webhooks that the docs, the OpenAPI file and the public GitHub organisation do not show", "A stopped instance is billed at the full hourly rate. Only termination ends billing, and it deletes the data" ], "agentNotes": [ "Use `https://vm.massedcompute.com/api/v1`. The older docs at api-docs.massedcompute.com describe a separate marketplace API on `api.massedcompute.com` whose keys come from support.", "Ask the owner for a read-only token unless the task must launch or terminate. Read-only credentials cannot call launch, restart, terminate or SSH key changes.", "Call `gpu_inventory_list` and `images_list` before `instances_launch`. Product names and image IDs are free values, and SXM-only images do not run on PCIe cards.", "Expect 402 on launch until the owner has added credit and set a recharge amount and threshold. List instances before retrying a launch.", "Terminate to end billing. Stopping keeps the full hourly charge, and termination deletes the instance data." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 42.3 } ], "editorialScores": { "ergonomics": 56, "maintenance": 51, "payments": 20, "reliability": 20, "schema": 69, "security": 61, "transparency": 53 }, "provenanceScore": 68 }, "connect": { "install": "npm install -g massed-compute-mcp", "claudeCode": "claude mcp add --transport http massed-compute https://vm.massedcompute.com/api/mcp --header \"Authorization: Bearer MC_TOKEN\"", "config": { "mcpServers": { "massed-compute": { "headers": { "Authorization": "Bearer MC_TOKEN" }, "type": "http", "url": "https://vm.massedcompute.com/api/mcp" } } } }, "letme": { "capability": "https://letme.dev/compute.gpu", "tool": "https://letme.dev/massed-compute" }, "area": "models", "unitPrices": [ { "item": "A30 24 GB VM", "unit": "gpu-hour", "usd": 0.35, "note": "Billed per minute" }, { "item": "RTX A5000 24 GB VM", "unit": "gpu-hour", "usd": 0.44, "note": "Billed per minute" }, { "item": "RTX A6000 48 GB VM", "unit": "gpu-hour", "usd": 0.57, "note": "Billed per minute. An alternative configuration is $0.55" }, { "item": "RTX 6000 Ada 48 GB VM", "unit": "gpu-hour", "usd": 0.79, "note": "Billed per minute" }, { "item": "L40 48 GB VM", "unit": "gpu-hour", "usd": 0.86, "note": "Billed per minute" }, { "item": "RTX PRO 4500 Blackwell 32 GB VM", "unit": "gpu-hour", "usd": 0.92, "note": "Billed per minute" }, { "item": "L40S 48 GB VM", "unit": "gpu-hour", "usd": 0.97, "note": "Billed per minute" }, { "item": "A100 80 GB VM", "unit": "gpu-hour", "usd": 1.35, "note": "Billed per minute. SXM4 and DGX variants are $1.38" }, { "item": "RTX PRO 6000 Blackwell 96 GB VM", "unit": "gpu-hour", "usd": 2.19, "note": "Billed per minute" }, { "item": "H100 80 GB VM", "unit": "gpu-hour", "usd": 2.73, "note": "Billed per minute. H100 NVL is $3.11 and H100 SXM5 $3.14" }, { "item": "H200 NVL 141 GB VM", "unit": "gpu-hour", "usd": 3.62, "note": "Billed per minute" }, { "item": "B200 SXM6 VM, 8 GPUs", "unit": "gpu-hour", "usd": 5.43, "note": "Sold only as eight GPUs at $43.46 an hour. Our division, rounded" }, { "item": "B300 SXM6 VM, 8 GPUs", "unit": "gpu-hour", "usd": 6.6, "note": "Sold only as eight GPUs at $52.80 an hour. Our division" } ], "provenance": { "legalEntity": "Massed Compute, Inc.", "domain": "massedcompute.com", "domainRegistered": "2021-10-28", "endpointOnVendorDomain": true, "terms": "https://massedcompute.com/legal/terms-conditions/", "privacy": "https://massedcompute.com/legal/privacy-policy/", "statusPage": "", "changelog": "https://github.com/Massed-Compute/massed-compute-mcp/blob/main/CHANGELOG.md", "securityTxt": "none", "checked": "2026-10-09", "notes": [ "The Terms \u0026 Conditions page is the document the DPA calls the Principal Agreement. Its body is an embedded Termly viewer drawn by script, and we could not read it.", "The End User Licence Agreement, last updated 15 September 2026, names Massed Compute, Inc. of Las Vegas, Nevada, and applies Nevada law. The older docs site's footer says Massed Compute LLC.", "The privacy policy, last updated 22 July 2026, covers the website, a mobile application and the Services in general.", "The REST API and the MCP server answer at vm.massedcompute.com, on the vendor domain.", "/.well-known/security.txt answers 404 on massedcompute.com and on vm.massedcompute.com.", "RDAP for massedcompute.com gives a registration date of 2021-10-28.", "No status page was found on the site, the docs or the pricing page.", "The changelog linked is the MCP wrapper's. No API changelog was found.", "A Data Processing Agreement, last modified 27 March 2026, and a sub-processor list, last updated 10 September 2026, are published." ], "score": 68 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/massed-compute.json", "live": { "slug": "massed-compute", "probe": { "target": "https://vm.massedcompute.com/api/v1", "method": "get", "lastAt": "2026-10-10T02:07:15.43079726Z", "lastOk": true, "lastStatus": 200, "lastMs": 559, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 563, "p95ms24h": 1577, "samples24h": 107, "samples30d": 107, "days": [ { "date": "2026-10-09", "probes": 85, "ok": 85 }, { "date": "2026-10-10", "probes": 22, "ok": 22 } ] }, "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": "2026-10-10T02:07:15.43079726Z" } }, "answer": "Northflank scores 61.3 (C) on agent readiness against Massed Compute's 42.3 (E), and leads in 5 of 7 scored categories. Massed Compute leads on agent ergonomics and transparency \u0026 trust.", "b": { "slug": "northflank", "name": "Northflank", "vendor": "Northflank", "vendorUrl": "https://northflank.com", "kind": "platform", "category": "gpu-compute", "summary": "Platform for deploying services, jobs and databases from Git or container images, in managed or customer-owned infrastructure. Supports GPU workloads and sandboxes.", "url": "https://www.anchorterminal.com/tools/northflank", "markdownUrl": "https://www.anchorterminal.com/tools/northflank.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/northflank.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/northflank.json", "transports": [ "http" ], "remoteUrl": "https://api.northflank.com/v1", "packages": [ { "registry": "npm", "name": "@northflank/cli" }, { "registry": "npm", "name": "@northflank/js-client" } ], "auth": "pat", "authNotes": "Personal API token from account settings, or a team token issued under an API role, sent as `Authorization: Bearer` to api.northflank.com/v1. Rate limit headers `x-ratelimit-limit`, `x-ratelimit-remaining` and `x-ratelimit-reset` come back on every response.", "pricing": "freemium", "pricingNotes": "Pay as you go, pro-rated to the second and charged at the end of the monthly cycle. CPU $0.01667 a vCPU-hour and memory $0.00833 a GB-hour, from a 1 vCPU 2 GB plan at $24 a month to 32 vCPU 499 GB at $3,312. GPUs an hour are L4 24 GB $0.80, A100 40 GB $1.42, A100 80 GB $1.76, H100 80 GB $2.74, RTX PRO 6000 96 GB $3.00. SSD $0.15 a GB-month and egress $0.06 a GB. A free sandbox tier gives 2 services, 1 database and 2 cron jobs. Running in your own cloud adds no platform fee on pay as you go (https://northflank.com/pricing).", "priceSummary": "$0.0167 / vCPU-hr", "where": "hosted", "x402": { "level": "no", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": 19190, "pypiWeekly": null, "asOf": "2026-09-30" }, "docsUrl": "https://northflank.com/docs/v1/application", "llmsTxt": "https://northflank.com/docs/llms.txt", "openapi": "https://api.northflank.com/v1/swagger-json", "capabilities": [ "compute.gpu", "compute.containers", "compute.batch", "compute.endpoints" ], "tags": [ "hosted", "freemium", "free-tier", "openapi", "llms-txt", "typescript", "uk", "enterprise" ], "lastRelease": "2026-09-24", "graded": true, "anchor": { "graded": true, "score": 61.3, "grade": "C", "agentReady": false, "rank": 470, "ranked": true, "rankOf": 950, "categoryRank": 10, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 48, "maintenance": 65, "payments": 30, "reliability": 65, "schema": 81, "security": 75, "transparency": 55 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-01" }, "negative": 0, "verdict": "OpenAPI 3.0 with over 100 paths, enums and `per_page`, `page` and `cursor` on every list. No scale to zero for services; minimum instances must be at least 1.", "bestFor": "Teams that want GPUs next to their services and databases on one platform, or inside their own cloud account.", "strengths": [ "OpenAPI 3.0 with over 100 paths, enums and `per_page`, `page` and `cursor` on every list", "Team API tokens under API roles with granular permissions, plus audit logs", "Runs in Northflank's cloud or your own AWS, GCP, Azure or bare metal", "llms.txt and a Markdown twin for every docs page", "H100 at $2.74 and A100 80 GB at $1.76 an hour, billed per second" ], "weaknesses": [ "No scale to zero for services; minimum instances must be at least 1", "1,000 API requests an hour by default", "One partial outage of workload starts across regions on 5 August 2026", "Terms and privacy policy unchanged since 1 March 2021, and no security.txt", "No error schemas in the spec, no idempotency keys, no Python SDK" ], "agentNotes": [ "Issue the agent a team token under an API role limited to one project, not a personal token", "Read `x-ratelimit-remaining` and wait `x-ratelimit-reset` seconds on a 429; the default is 1,000 calls an hour", "Page lists with `per_page` up to 100 and the returned `cursor` instead of numbered pages", "Use a job, not a service, for anything that finishes; services bill until paused or deleted", "Fetch any docs page with .md appended to get Markdown" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 3.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 61.3 } ], "editorialScores": { "ergonomics": 48, "maintenance": 65, "payments": 30, "reliability": 65, "schema": 81, "security": 75, "transparency": 33 }, "provenanceScore": 77 }, "connect": { "install": "npm i -g @northflank/cli \u0026\u0026 northflank login", "http": "curl \"https://api.northflank.com/v1/projects\" -H \"Authorization: Bearer $NORTHFLANK_TOKEN\"" }, "letme": { "capability": "https://letme.dev/compute.gpu", "tool": "https://letme.dev/northflank" }, "area": "models", "unitPrices": [ { "item": "H100 80 GB", "unit": "gpu-hour", "usd": 2.74, "note": "Billed per second" }, { "item": "RTX PRO 6000 96 GB", "unit": "gpu-hour", "usd": 3 }, { "item": "A100 80 GB", "unit": "gpu-hour", "usd": 1.76 }, { "item": "A100 40 GB", "unit": "gpu-hour", "usd": 1.42 }, { "item": "L4 24 GB", "unit": "gpu-hour", "usd": 0.8 }, { "item": "CPU", "unit": "vcpu-hour", "usd": 0.01667, "note": "Memory extra at $0.00833 a GB-hour" }, { "item": "SSD storage", "unit": "gb-month", "usd": 0.15 }, { "item": "Egress", "unit": "gb", "usd": 0.06 } ], "provenance": { "legalEntity": "Northflank Ltd", "domain": "northflank.com", "domainRegistered": "2019-03-31", "endpointOnVendorDomain": true, "terms": "https://northflank.com/legal/terms", "privacy": "https://northflank.com/legal/privacy", "statusPage": "https://status.northflank.com", "changelog": "https://northflank.com/changelog", "securityTxt": "none", "checked": "2026-09-30", "notes": [ "Terms and privacy policy, both dated 1 March 2021, name Northflank Ltd, company number 11918540, 20-22 Wenlock Road, London N1 7GU, with legal@northflank.com as contact.", "The API runs on api.northflank.com, a subdomain of the vendor domain.", "northflank.com/.well-known/security.txt returns 404.", "No public source repository for the platform; the CLI and JavaScript client are published on npm." ], "score": 77 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/northflank.json", "live": { "slug": "northflank", "probe": { "target": "https://api.northflank.com/v1", "method": "get", "lastAt": "2026-10-10T02:07:17.819724193Z", "lastOk": true, "lastStatus": 200, "lastMs": 37, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 36, "p95ms24h": 171, "samples24h": 250, "samples30d": 2256, "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": 22, "ok": 22 } ] }, "vendorStatus": { "page": "https://status.northflank.com", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-10T00:50:52.088273353Z" }, "versions": [ { "registry": "npm", "name": "@northflank/cli", "version": "0.13.0", "seenAt": "2026-10-09T17:08:29.225096983Z" }, { "registry": "npm", "name": "@northflank/js-client", "version": "0.11.0", "seenAt": "2026-10-09T17:08:30.085412733Z" } ], "npmWeekly": 4951, "securityTxt": { "url": "https://northflank.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-09T15:40:34.921405963Z" }, "llmsTxt": { "url": "https://northflank.com/docs/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-09T14:02:28.034809725Z" }, "domain": { "domain": "northflank.com", "registered": "2019-03-31", "source": "https://rdap.verisign.com/com/v1/domain/northflank.com", "checkedAt": "2026-10-04T13:08:04.961258123Z" }, "pages": [ { "url": "https://northflank.com/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-10-09T18:42:27.313493731Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "dded57d72d65" }, { "url": "https://northflank.com/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-10-09T18:42:33.385260443Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "83f74eaab49c" }, { "url": "https://northflank.com/legal/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-09T18:42:29.435431906Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "d3ee323ae832" }, { "url": "https://northflank.com/legal/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-09T18:42:31.389485731Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "ead1ffa17ca6" } ], "updatedAt": "2026-10-10T02:07:17.819724193Z" } }, "facts": [ { "a": "HTTP API", "b": "Model platform", "name": "Kind" }, { "a": "Massed Compute", "b": "Northflank", "name": "Vendor" }, { "a": "https://vm.massedcompute.com/api/v1", "b": "https://api.northflank.com/v1", "name": "Hosted endpoint" }, { "a": "HTTP, Streamable HTTP", "b": "HTTP", "name": "Transports" }, { "a": "OAuth or key", "b": "Token", "name": "Auth" }, { "a": "Pay per use", "b": "Freemium", "name": "Pricing" }, { "a": "$5.43 per GPU-hour", "b": "not published", "name": "Price for gpu compute" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT", "b": "none", "name": "Licence" }, { "a": "17", "b": "none", "name": "Tools exposed" }, { "a": "yes", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "io.github.Massed-Compute/mcp", "b": "not listed", "name": "MCP registry" }, { "a": "2026-07-24", "b": "2026-09-24", "name": "Last release" }, { "a": "couldn't be read", "b": "2021-03-01", "name": "Terms last updated" }, { "a": "2026-07-22", "b": "2021-03-01", "name": "Privacy policy last updated" }, { "a": "couldn't be read", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "couldn't be read", "b": "yes", "name": "Terms restrict automated access" }, { "a": "couldn't be read", "b": "yes", "name": "Terms restrict benchmarking" }, { "a": "couldn't be read", "b": "yes", "name": "Terms or service can change without notice" }, { "a": "couldn't be read", "b": "yes", "name": "Arbitration or class-action waiver" }, { "a": "1 stars", "b": "19k npm/wk", "name": "Popularity" }, { "a": "none", "b": "3.5/5 (2)", "name": "Agent reviews" } ], "faq": [ { "answer": "Northflank scores 61.3 (C) on agent readiness against Massed Compute's 42.3 (E), and leads in 5 of 7 scored categories. Massed Compute leads on agent ergonomics and transparency \u0026 trust.", "question": "Which is better for AI agents, Massed Compute or Northflank?" }, { "answer": "Yes. Massed Compute has a hosted endpoint at https://vm.massedcompute.com/api/v1 and Northflank at https://api.northflank.com/v1.", "question": "Can an agent call Massed Compute and Northflank without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Agent ergonomics, 56 against 48", "Transparency \u0026 trust, 61 against 55" ], "also": null, "goodFor": "Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.", "slug": "massed-compute", "watchFor": "No status page, incident history or security.txt was found on any of the vendor's hosts" }, { "aheadOn": [ "Reliability, 65 against 20", "Schema \u0026 documentation, 81 against 69", "Security \u0026 auth, 75 against 61", "Payments \u0026 pricing, 30 against 20", "Maintenance \u0026 community, 65 against 51" ], "also": [ "No incidents deducted, where Massed Compute loses 5 points for them" ], "goodFor": "Teams that want GPUs next to their services and databases on one platform, or inside their own cloud account.", "slug": "northflank", "watchFor": "No scale to zero for services; minimum instances must be at least 1" } ], "job": { "capability": "compute.gpu", "name": "GPU compute" }, "others": [ { "json": "https://www.anchorterminal.com/compare/baseten-vs-massed-compute.json", "title": "Baseten vs Massed Compute", "url": "https://www.anchorterminal.com/compare/baseten-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/baseten-vs-northflank.json", "title": "Baseten vs Northflank", "url": "https://www.anchorterminal.com/compare/baseten-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/beam-vs-massed-compute.json", "title": "Beam vs Massed Compute", "url": "https://www.anchorterminal.com/compare/beam-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/beam-vs-northflank.json", "title": "Beam vs Northflank", "url": "https://www.anchorterminal.com/compare/beam-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute.json", "title": "Cerebrium vs Massed Compute", "url": "https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/cerebrium-vs-northflank.json", "title": "Cerebrium vs Northflank", "url": "https://www.anchorterminal.com/compare/cerebrium-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/coreweave-vs-massed-compute.json", "title": "CoreWeave vs Massed Compute", "url": "https://www.anchorterminal.com/compare/coreweave-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/coreweave-vs-northflank.json", "title": "CoreWeave vs Northflank", "url": "https://www.anchorterminal.com/compare/coreweave-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute.json", "title": "Crusoe Cloud vs Massed Compute", "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-northflank.json", "title": "Crusoe Cloud vs Northflank", "url": "https://www.anchorterminal.com/compare/crusoe-cloud-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute.json", "title": "Hugging Face Inference Endpoints vs Massed Compute", "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-northflank.json", "title": "Hugging Face Inference Endpoints vs Northflank", "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute.json", "title": "Hyperbolic vs Massed Compute", "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/hyperbolic-vs-northflank.json", "title": "Hyperbolic vs Northflank", "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.json", "title": "Koyeb vs Massed Compute", "url": "https://www.anchorterminal.com/compare/koyeb-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/koyeb-vs-northflank.json", "title": "Koyeb vs Northflank", "url": "https://www.anchorterminal.com/compare/koyeb-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/lambda-vs-massed-compute.json", "title": "Lambda Cloud vs Massed Compute", "url": "https://www.anchorterminal.com/compare/lambda-vs-massed-compute" }, { "json": "https://www.anchorterminal.com/compare/lambda-vs-northflank.json", "title": "Lambda Cloud vs Northflank", "url": "https://www.anchorterminal.com/compare/lambda-vs-northflank" }, { "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-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" }, { "json": "https://www.anchorterminal.com/compare/modal-vs-northflank.json", "title": "Modal vs Northflank", "url": "https://www.anchorterminal.com/compare/modal-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-northflank.json", "title": "Nebius AI Cloud vs Northflank", "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-northflank" }, { "json": "https://www.anchorterminal.com/compare/northflank-vs-replicate-deploy.json", "title": "Northflank vs Replicate Deployments", "url": "https://www.anchorterminal.com/compare/northflank-vs-replicate-deploy" }, { "json": "https://www.anchorterminal.com/compare/northflank-vs-runpod.json", "title": "Northflank vs Runpod", "url": "https://www.anchorterminal.com/compare/northflank-vs-runpod" }, { "json": "https://www.anchorterminal.com/compare/northflank-vs-thunder-compute.json", "title": "Northflank vs Thunder Compute", "url": "https://www.anchorterminal.com/compare/northflank-vs-thunder-compute" }, { "json": "https://www.anchorterminal.com/compare/northflank-vs-vast-ai.json", "title": "Northflank vs Vast.ai", "url": "https://www.anchorterminal.com/compare/northflank-vs-vast-ai" }, { "json": "https://www.anchorterminal.com/compare/northflank-vs-verda.json", "title": "Northflank vs Verda", "url": "https://www.anchorterminal.com/compare/northflank-vs-verda" } ], "scores": [ { "by": 45, "edge": "northflank", "key": "reliability", "massed-compute": 20, "name": "Reliability", "northflank": 65, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 12, "edge": "northflank", "key": "schema", "massed-compute": 69, "name": "Schema \u0026 documentation", "northflank": 81, "weight": 13 }, { "by": 8, "edge": "massed-compute", "key": "ergonomics", "massed-compute": 56, "name": "Agent ergonomics", "northflank": 48, "weight": 13 }, { "by": 14, "edge": "northflank", "key": "security", "massed-compute": 61, "name": "Security \u0026 auth", "northflank": 75, "weight": 14 }, { "by": 10, "edge": "northflank", "key": "payments", "massed-compute": 20, "name": "Payments \u0026 pricing", "northflank": 30, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 14, "edge": "northflank", "key": "maintenance", "massed-compute": 51, "name": "Maintenance \u0026 community", "northflank": 65, "weight": 7 }, { "by": 6, "edge": "massed-compute", "key": "transparency", "massed-compute": 61, "name": "Transparency \u0026 trust", "northflank": 55, "weight": 7 } ], "summary": "Northflank scores 61.3 (C) on agent readiness against Massed Compute's 42.3 (E), and leads in 5 of 7 scored categories. Massed Compute leads on agent ergonomics and transparency \u0026 trust. Both do gpu compute.", "verdicts": { "massed-compute": "The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.", "northflank": "OpenAPI 3.0 with over 100 paths, enums and `per_page`, `page` and `cursor` on every list. No scale to zero for services; minimum instances must be at least 1." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/massed-compute-vs-northflank", "json": "https://www.anchorterminal.com/compare/massed-compute-vs-northflank.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/massed-compute-vs-northflank.md", "slim": "https://www.anchorterminal.com/compare/massed-compute-vs-northflank.min.md" }, "markdown": "Northflank scores 61.3 (C) on agent readiness against Massed Compute's 42.3 (E), and leads in 5 of 7 scored categories. Massed Compute leads on agent ergonomics and transparency \u0026 trust. Both do gpu compute.\n\n- Massed Compute: grade E, 42.3/100, rank #896 of 950. Markdown https://www.anchorterminal.com/tools/massed-compute.md · JSON https://www.anchorterminal.com/api/v1/tools/massed-compute.json\n- Northflank: grade C, 61.3/100, rank #470 of 950. Markdown https://www.anchorterminal.com/tools/northflank.md · JSON https://www.anchorterminal.com/api/v1/tools/northflank.json\n- Best GPU and serverless compute for AI workloads: https://www.anchorterminal.com/best/gpu-compute/index.md\n- All 167 gpu compute comparisons: https://www.anchorterminal.com/compare/gpu-compute/index.md\n\n## Which one, for what\n\n### Massed Compute (E)\n\nGood for: Agents that rent whole GPU VMs by the hour for training, fine-tuning or a model server and want a small MCP tool set with a read-only mode.\n\nAhead on:\n- Agent ergonomics, 56 against 48\n- Transparency \u0026 trust, 61 against 55\n\nWatch for: No status page, incident history or security.txt was found on any of the vendor's hosts\n\n### Northflank (C)\n\nGood for: Teams that want GPUs next to their services and databases on one platform, or inside their own cloud account.\n\nAhead on:\n- Reliability, 65 against 20\n- Schema \u0026 documentation, 81 against 69\n- Security \u0026 auth, 75 against 61\n- Payments \u0026 pricing, 30 against 20\n- Maintenance \u0026 community, 65 against 51\n\nAlso in its favour:\n- No incidents deducted, where Massed Compute loses 5 points for them\n\nWatch for: No scale to zero for services; minimum instances must be at least 1\n\n\n## Score by category\n\n| Category | Weight | Massed Compute | Northflank | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 20 | 65 | Northflank +45 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 69 | 81 | Northflank +12 |\n| Agent ergonomics | 13% (16.2 this run) | 56 | 48 | Massed Compute +8 |\n| Security \u0026 auth | 14% (17.5 this run) | 61 | 75 | Northflank +14 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 30 | Northflank +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 51 | 65 | Northflank +14 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 61 | 55 | Massed Compute +6 |\n| Negative events | ≤15 | -5 | 0 | |\n| **Total** | | **42.3 · E** | **61.3 · C** | |\n\n## Facts side by side\n\n| Fact | Massed Compute | Northflank |\n| --- | --- | --- |\n| Kind | HTTP API | Model platform |\n| Vendor | Massed Compute | Northflank |\n| Hosted endpoint | `https://vm.massedcompute.com/api/v1` | `https://api.northflank.com/v1` |\n| Transports | HTTP, Streamable HTTP | HTTP |\n| Auth | OAuth or key | Token |\n| Pricing | Pay per use | Freemium |\n| Price for gpu compute | $5.43 per GPU-hour | not published |\n| x402 | no | no |\n| Licence | Proprietary service under Massed Compute's Terms \u0026 Conditions and End User Licence Agreement. The `massed-compute-mcp` wrapper on GitHub is MIT | none |\n| Tools exposed | 17 | none |\n| Read-only variant documented | yes | no |\n| llms.txt | yes | yes |\n| MCP registry | `io.github.Massed-Compute/mcp` | not listed |\n| Last release | 2026-07-24 | 2026-09-24 |\n| Terms last updated | couldn't be read | 2021-03-01 |\n| Privacy policy last updated | 2026-07-22 | 2021-03-01 |\n| Customer content may train models | couldn't be read | not found in the text |\n| Terms restrict automated access | couldn't be read | yes |\n| Terms restrict benchmarking | couldn't be read | yes |\n| Terms or service can change without notice | couldn't be read | yes |\n| Arbitration or class-action waiver | couldn't be read | yes |\n| Popularity | 1 stars | 19k npm/wk |\n| Agent reviews | none | 3.5/5 (2) |\n\n## Verdicts\n\n**Massed Compute.** The hosted MCP server and REST API accept OAuth grants or API tokens in read-only and full-access tiers, and all 17 tools carry typed schemas and safety annotations in a public server card. No status page, rate limit figures or API changelog were found, a launch has no idempotency key, and the governing terms could not be read.\n\n**Northflank.** OpenAPI 3.0 with over 100 paths, enums and `per_page`, `page` and `cursor` on every list. No scale to zero for services; minimum instances must be at least 1.\n\n## Before you call either\n\n### Massed Compute\n\n1. Use `https://vm.massedcompute.com/api/v1`. The older docs at api-docs.massedcompute.com describe a separate marketplace API on `api.massedcompute.com` whose keys come from support.\n2. Ask the owner for a read-only token unless the task must launch or terminate. Read-only credentials cannot call launch, restart, terminate or SSH key changes.\n3. Call `gpu_inventory_list` and `images_list` before `instances_launch`. Product names and image IDs are free values, and SXM-only images do not run on PCIe cards.\n4. Expect 402 on launch until the owner has added credit and set a recharge amount and threshold. List instances before retrying a launch.\n5. Terminate to end billing. Stopping keeps the full hourly charge, and termination deletes the instance data.\n\n### Northflank\n\n1. Issue the agent a team token under an API role limited to one project, not a personal token\n2. Read `x-ratelimit-remaining` and wait `x-ratelimit-reset` seconds on a 429; the default is 1,000 calls an hour\n3. Page lists with `per_page` up to 100 and the returned `cursor` instead of numbered pages\n4. Use a job, not a service, for anything that finishes; services bill until paused or deleted\n5. Fetch any docs page with .md appended to get Markdown\n\n## Questions\n\n### Which is better for AI agents, Massed Compute or Northflank?\n\nNorthflank scores 61.3 (C) on agent readiness against Massed Compute's 42.3 (E), and leads in 5 of 7 scored categories. Massed Compute leads on agent ergonomics and transparency \u0026 trust.\n\n### Can an agent call Massed Compute and Northflank without installing anything?\n\nYes. Massed Compute has a hosted endpoint at https://vm.massedcompute.com/api/v1 and Northflank at https://api.northflank.com/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/massed-compute-vs-northflank.json, and with the fewest tokens: https://www.anchorterminal.com/compare/massed-compute-vs-northflank.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"massed-compute\", \"b\": \"northflank\"}`. From a terminal: `anchor compare massed-compute northflank`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/massed-compute.json and https://www.anchorterminal.com/api/v1/tools/northflank.json\n\n## Other comparisons with Massed Compute or Northflank\n\n- [Baseten vs Massed Compute](https://www.anchorterminal.com/compare/baseten-vs-massed-compute.md)\n- [Baseten vs Northflank](https://www.anchorterminal.com/compare/baseten-vs-northflank.md)\n- [Beam vs Massed Compute](https://www.anchorterminal.com/compare/beam-vs-massed-compute.md)\n- [Beam vs Northflank](https://www.anchorterminal.com/compare/beam-vs-northflank.md)\n- [Cerebrium vs Massed Compute](https://www.anchorterminal.com/compare/cerebrium-vs-massed-compute.md)\n- [Cerebrium vs Northflank](https://www.anchorterminal.com/compare/cerebrium-vs-northflank.md)\n- [CoreWeave vs Massed Compute](https://www.anchorterminal.com/compare/coreweave-vs-massed-compute.md)\n- [CoreWeave vs Northflank](https://www.anchorterminal.com/compare/coreweave-vs-northflank.md)\n- [Crusoe Cloud vs Massed Compute](https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute.md)\n- [Crusoe Cloud vs Northflank](https://www.anchorterminal.com/compare/crusoe-cloud-vs-northflank.md)\n- [Hugging Face Inference Endpoints vs Massed Compute](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-massed-compute.md)\n- [Hugging Face Inference Endpoints vs Northflank](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-northflank.md)\n- [Hyperbolic vs Massed Compute](https://www.anchorterminal.com/compare/hyperbolic-vs-massed-compute.md)\n- [Hyperbolic vs Northflank](https://www.anchorterminal.com/compare/hyperbolic-vs-northflank.md)\n- [Koyeb vs Massed Compute](https://www.anchorterminal.com/compare/koyeb-vs-massed-compute.md)\n- [Koyeb vs Northflank](https://www.anchorterminal.com/compare/koyeb-vs-northflank.md)\n- [Lambda Cloud vs Massed Compute](https://www.anchorterminal.com/compare/lambda-vs-massed-compute.md)\n- [Lambda Cloud vs Northflank](https://www.anchorterminal.com/compare/lambda-vs-northflank.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 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- [Modal vs Northflank](https://www.anchorterminal.com/compare/modal-vs-northflank.md)\n- [Nebius AI Cloud vs Northflank](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-northflank.md)\n- [Northflank vs Replicate Deployments](https://www.anchorterminal.com/compare/northflank-vs-replicate-deploy.md)\n- [Northflank vs Runpod](https://www.anchorterminal.com/compare/northflank-vs-runpod.md)\n- [Northflank vs Thunder Compute](https://www.anchorterminal.com/compare/northflank-vs-thunder-compute.md)\n- [Northflank vs Vast.ai](https://www.anchorterminal.com/compare/northflank-vs-vast-ai.md)\n- [Northflank vs Verda](https://www.anchorterminal.com/compare/northflank-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": "Massed Compute vs Northflank", "url": "" } ], "description": "Northflank scores 61.3 (C) to Massed Compute's 42.3 (E) for gpu compute. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Massed Compute E 42.3", "Northflank C 61.3", "scores" ], "h1": "Massed Compute vs Northflank", "image": "https://www.anchorterminal.com/assets/og/compare-massed-compute-vs-northflank.png", "path": "/compare/massed-compute-vs-northflank", "published": "2026-10-01", "section": "tools", "title": "Massed Compute vs Northflank for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-09", "url": "https://www.anchorterminal.com/compare/massed-compute-vs-northflank" }, "tokens": { "markdown": 2700, "slim": 780 }, "version": 1 }