{ "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": 755, "ranked": true, "rankOf": 842, "categoryRank": 16, "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": "2026-10-09T10:42:46.700822838Z", "lastOk": true, "lastStatus": 200, "lastMs": 75, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 68, "p95ms24h": 118, "samples24h": 260, "samples30d": 2098, "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": 114, "ok": 114 } ] }, "vendorStatus": { "page": "https://status.koyeb.com", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-09T07:58:06.915098843Z" }, "versions": [ { "registry": "github", "name": "koyeb/koyeb-cli", "version": "v5.12.0", "released": "2026-09-16", "seenAt": "2026-10-08T16:18:01.679616884Z" } ], "githubStars": 75, "securityTxt": { "url": "https://koyeb.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-08T15:38:33.165001961Z" }, "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": "2026-10-08T18:28:38.583332732Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "7e4e89b36b63" }, { "url": "https://www.koyeb.com/pricing", "kind": "pricing", "status": 304, "checkedAt": "2026-10-08T18:28:44.671933232Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "9d7cf517fa78" }, { "url": "https://www.koyeb.com/docs/legal/data-processing-agreement", "kind": "privacy", "status": 304, "checkedAt": "2026-10-08T18:28:40.700270182Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "6e08cc6e8919" }, { "url": "https://www.koyeb.com/docs/legal/terms", "kind": "terms", "status": 304, "checkedAt": "2026-10-08T18:28:42.728518755Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "089f524cdbd6" } ], "updatedAt": "2026-10-09T10:42:46.700822838Z" } }, "answer": "Verda scores 62.3 (B) on agent readiness against Koyeb's 46.5 (D), and leads in 6 of 7 scored categories.", "b": { "slug": "verda", "name": "Verda", "vendor": "Verda", "vendorUrl": "https://verda.com", "kind": "http-api", "category": "gpu-compute", "summary": "Verda, formerly DataCrunch, is a Finnish GPU cloud renting GPU and CPU instances, clusters, serverless containers and storage. Agents use its REST API, Python and Go SDKs, or a CLI with a built-in MCP server in beta.", "url": "https://www.anchorterminal.com/tools/verda", "markdownUrl": "https://www.anchorterminal.com/tools/verda.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/verda.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/verda.json", "repo": "https://github.com/verda-cloud/verda-cli", "license": "Proprietary service under Verda's Terms of Service. The CLI, the Python SDK and the Go SDK on GitHub are Apache-2.0", "transports": [ "http", "stdio" ], "remoteUrl": "https://api.verda.com/v1", "packages": [ { "registry": "pypi", "name": "verda" }, { "registry": "go", "name": "github.com/verda-cloud/verdacloud-sdk-go" } ], "auth": "oauth", "authNotes": "Self-serve. A signed-in user creates a Client ID and Client Secret on the console's Credentials page, and the secret is shown once. `POST /v1/oauth2/token` with the client credentials grant returns an access token valid for 3,600 seconds and a refresh token, both with the scope `cloud-api-v1`. Credentials belong to the member who created them and are deleted when that member leaves the project. The CLI and its MCP server read the same pair from `~/.verda/credentials` after `verda auth login`. A few catalogue endpoints such as `GET /v1/instance-types` need no token.", "pricing": "usage", "pricingNotes": "No free tier or trial. Accounts are prepaid by card or bank transfer, and Pay As You Go is charged in prepaid 10-minute increments with the unused part refunded. On-demand prices per GPU an hour on 8 October 2026 include H100 80 GB at $3.89, H200 at $5.07, B200 at $7.34 and A100 80 GB at $1.87, with spot at about half. Reserved terms take 2 to 25 per cent off. Serverless containers bill per minute of replica use. Free credits are granted only for approved blog posts or videos (https://verda.com/pricing).", "priceSummary": "Pay per use", "where": "both", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs corpus, the OpenAPI document or the pricing page (checked 2026-10-08).", "endpoints": [] }, "toolCount": 18, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": 10461, "asOf": "2026-10-08" }, "docsUrl": "https://docs.verda.com", "llmsTxt": "https://docs.verda.com/llms.txt", "openapi": "https://api.verda.com/v1/openapi.json", "capabilities": [ "compute.gpu", "compute.serverless", "compute.endpoints", "compute.batch", "compute.containers" ], "tags": [ "hosted", "usage-priced", "openapi", "llms-txt", "mcp", "cli", "oauth", "python", "go", "terraform", "status-page", "soc2", "europe" ], "lastRelease": "2026-10-07", "graded": true, "anchor": { "graded": true, "score": 62.3, "grade": "B", "agentReady": false, "rank": 396, "ranked": true, "rankOf": 842, "categoryRank": 7, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 63, "maintenance": 83, "payments": 20, "reliability": 67, "schema": 82, "security": 68, "transparency": 76 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-08" }, "negative": -3, "negativeNotes": [ "2026-03-19, making `location_code` required on `POST /v1/instances`, `POST /v1/clusters` and `POST /v1/volumes`. Requests that had defaulted to FIN-01 began returning 400. The API changelog dates the change 19 March and the docs 23 March, and neither records advance notice. Documented, so 3 points (https://docs.verda.com/welcome-to-verda/release-notes/verda-api-changes/index.md)." ], "verdict": "The REST API has a public OpenAPI 3.1 document, a dated changelog, published rate limits with `Retry-After`, and an audit log endpoint. The CLI's MCP server refuses billed or destructive calls without `confirm: true`. Access needs a browser signup and a prepaid balance, credentials carry one scope, and instance creation has no idempotency key.", "bestFor": "Agents that rent whole GPU machines or clusters in Finland for training or batch work, or deploy scale-to-zero container endpoints, and that can run a local CLI for MCP.", "strengths": [ "OpenAPI 3.1 document with 112 operations and 156 schemas, plus `llms.txt` files on three hosts and the whole docs corpus as Markdown", "Rate limits of 500 requests a minute per project and 60 per endpoint, with `RateLimit` headers and `Retry-After` on 429", "API changelog with 11 dated entries between 11 September and 7 October 2026", "Audit log endpoint in CloudEvents 1.0 format covering 90 days, with the caller's IP address and origin on resource events", "The 18-tool MCP server refuses `create_vm`, `create_volume` and destructive `vm_action` calls unless `confirm: true` is passed" ], "weaknesses": [ "No free tier. Accounts are prepaid, and instances are discontinued and volumes deleted when the balance reaches zero", "Cloud API credentials carry one scope, `cloud-api-v1`, with no read-only credential found in the reviewed documentation", "`POST /v1/instances` has no idempotency key, so a retried launch can start a second billed instance", "The MCP server is marked beta and its tools carry no read-only or destructive annotations", "On 30 December 2025 a storage migration overwrote part of a shared filesystem in FIN-03, and Verda reported irreversible data loss for some customers", "No SLA was found, and the terms give no warranty of uninterrupted availability" ], "agentNotes": [ "Exchange the client ID and secret at `POST /v1/oauth2/token`, then send the access token as a Bearer header. It expires after 3,600 seconds, so refresh it.", "Send `location_code` on every create call. Requests without it have returned 400 since March 2026.", "Call `GET /v1/instance-availability` before launching. `POST /v1/instances` returns 503 `service_unavailable` when the location has no capacity.", "List instances before retrying a failed launch, because create has no idempotency key.", "Use the `delete` action to stop charges. `shutdown` keeps billing, and deleted volumes stay recoverable for 96 hours unless `delete_permanently` is set." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 62.3 } ], "editorialScores": { "ergonomics": 63, "maintenance": 83, "payments": 20, "reliability": 67, "schema": 82, "security": 68, "transparency": 57 }, "provenanceScore": 95 }, "connect": { "install": "brew install verda-cloud/tap/verda-cli", "http": "curl -X POST https://api.verda.com/v1/oauth2/token -H \"Content-Type: application/json\" -d '{\"grant_type\":\"client_credentials\",\"client_id\":\"\u003cYOUR_CLIENT_ID\u003e\",\"client_secret\":\"\u003cYOUR_CLIENT_SECRET\u003e\"}'", "config": { "mcpServers": { "verda": { "args": [ "mcp", "serve" ], "command": "verda" } } } }, "letme": { "capability": "https://letme.dev/compute.gpu", "tool": "https://letme.dev/verda" }, "area": "models", "unitPrices": [ { "item": "H100 SXM5 80 GB, on-demand", "unit": "gpu-hour", "usd": 3.89, "note": "Spot $1.95. Billed in prepaid 10-minute increments" }, { "item": "H200 SXM5 141 GB, on-demand", "unit": "gpu-hour", "usd": 5.07, "note": "Spot $2.54" }, { "item": "B200 SXM6 180 GB, on-demand", "unit": "gpu-hour", "usd": 7.34, "note": "Spot $3.67" }, { "item": "B300 SXM6 268 GB, on-demand", "unit": "gpu-hour", "usd": 9.24, "note": "Spot $4.62" }, { "item": "A100 SXM4 80 GB, on-demand", "unit": "gpu-hour", "usd": 1.87, "note": "Spot $0.935" }, { "item": "L40S 48 GB, on-demand", "unit": "gpu-hour", "usd": 1.61, "note": "Spot $0.803" }, { "item": "H100 SXM5 80 GB, serverless container", "unit": "gpu-hour", "usd": 4.28, "note": "Spot $2.14. Billed per minute of replica use" }, { "item": "NVMe block volume or shared filesystem", "unit": "gb-month", "usd": 0.2, "note": "Per GiB" } ], "provenance": { "legalEntity": "DataCrunch Oy", "domain": "verda.com", "domainRegistered": "1998-05-22", "endpointOnVendorDomain": true, "terms": "https://verda.com/terms-and-conditions", "privacy": "https://verda.com/privacy-policy", "statusPage": "https://status.verda.com", "changelog": "https://docs.verda.com/welcome-to-verda/release-notes/verda-api-changes/", "securityTxt": "valid", "checked": "2026-10-08", "notes": [ "The Terms of Service, last updated 30 September 2025, name the supplier as Verda (DataCrunch Oy), apply Finnish law and set arbitration in Helsinki. They include the data processing terms.", "The CLI source carries the copyright of Verda Cloud Oy.", "The API answers at api.verda.com, a subdomain of the vendor domain.", "security.txt expires on 31 December 2026, lists security@verda.com and a policy at https://vdp.verda.com.", "RDAP for verda.com gives a registration date of 1998-05-22. The company took the Verda name later, and verda.com/llms.txt says it was previously known as DataCrunch.", "The privacy policy covers the website and the services and shows no readable date." ], "score": 95 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/verda.json", "live": { "slug": "verda", "probe": { "target": "https://api.verda.com/v1", "method": "get", "lastAt": "2026-10-09T10:43:00.847200542Z", "lastOk": true, "lastStatus": 401, "lastMs": 110, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 89, "p95ms24h": 177, "samples24h": 33, "samples30d": 33, "days": [ { "date": "2026-10-09", "probes": 33, "ok": 33 } ] }, "vendorStatus": { "page": "https://status.verda.com", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-09T07:58:39.142949931Z" }, "updatedAt": "2026-10-09T10:43:00.847200542Z" } }, "facts": [ { "a": "Model platform", "b": "HTTP API", "name": "Kind" }, { "a": "Koyeb", "b": "Verda", "name": "Vendor" }, { "a": "https://app.koyeb.com/v1", "b": "https://api.verda.com/v1", "name": "Hosted endpoint" }, { "a": "HTTP", "b": "HTTP, stdio", "name": "Transports" }, { "a": "Token", "b": "OAuth", "name": "Auth" }, { "a": "Freemium", "b": "Pay per use", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Apache-2.0", "b": "Proprietary service under Verda's Terms of Service. The CLI, the Python SDK and the Go SDK on GitHub are Apache-2.0", "name": "Licence" }, { "a": "none", "b": "18", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "2026-05-12", "b": "2026-10-07", "name": "Last release" }, { "a": "no date given", "b": "2025-09-30", "name": "Terms last updated" }, { "a": "no date given", "b": "no date given", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "yes", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "yes", "name": "Terms restrict benchmarking" }, { "a": "yes", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "yes", "name": "Arbitration or class-action waiver" }, { "a": "72 stars", "b": "10k PyPI/wk", "name": "Popularity" }, { "a": "3.5/5 (2)", "b": "none", "name": "Agent reviews" } ], "faq": [ { "answer": "Verda scores 62.3 (B) on agent readiness against Koyeb's 46.5 (D), and leads in 6 of 7 scored categories.", "question": "Which is better for AI agents, Koyeb or Verda?" }, { "answer": "Yes. Koyeb has a hosted endpoint at https://app.koyeb.com/v1 and Verda at https://api.verda.com/v1.", "question": "Can an agent call Koyeb and Verda without installing anything?" } ], "goodFor": [ { "aheadOn": null, "also": [ "No incidents deducted, where Verda loses 3 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": [ "Reliability, 67 against 60", "Schema \u0026 documentation, 82 against 41", "Agent ergonomics, 63 against 56", "Security \u0026 auth, 68 against 50", "Maintenance \u0026 community, 83 against 23", "Transparency \u0026 trust, 76 against 63" ], "also": [ "Runs on your own machine" ], "goodFor": "Agents that rent whole GPU machines or clusters in Finland for training or batch work, or deploy scale-to-zero container endpoints, and that can run a local CLI for MCP.", "slug": "verda", "watchFor": "No free tier. Accounts are prepaid, and instances are discontinued and volumes deleted when the balance reaches zero" } ], "job": { "capability": "compute.gpu", "name": "Compute gpu" }, "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-verda.json", "title": "Baseten vs Verda", "url": "https://www.anchorterminal.com/compare/baseten-vs-verda" }, { "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-verda.json", "title": "Beam vs Verda", "url": "https://www.anchorterminal.com/compare/beam-vs-verda" }, { "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-verda.json", "title": "Cerebrium vs Verda", "url": "https://www.anchorterminal.com/compare/cerebrium-vs-verda" }, { "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-verda.json", "title": "CoreWeave vs Verda", "url": "https://www.anchorterminal.com/compare/coreweave-vs-verda" }, { "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-verda.json", "title": "Hugging Face Inference Endpoints vs Verda", "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-verda" }, { "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-verda.json", "title": "Hyperbolic vs Verda", "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-verda" }, { "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/lambda-vs-verda.json", "title": "Lambda Cloud vs Verda", "url": "https://www.anchorterminal.com/compare/lambda-vs-verda" }, { "json": "https://www.anchorterminal.com/compare/modal-vs-verda.json", "title": "Modal vs Verda", "url": "https://www.anchorterminal.com/compare/modal-vs-verda" }, { "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda.json", "title": "Nebius AI Cloud vs Verda", "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda" }, { "json": "https://www.anchorterminal.com/compare/northflank-vs-verda.json", "title": "Northflank vs Verda", "url": "https://www.anchorterminal.com/compare/northflank-vs-verda" }, { "json": "https://www.anchorterminal.com/compare/replicate-deploy-vs-verda.json", "title": "Replicate Deployments vs Verda", "url": "https://www.anchorterminal.com/compare/replicate-deploy-vs-verda" }, { "json": "https://www.anchorterminal.com/compare/runpod-vs-verda.json", "title": "Runpod vs Verda", "url": "https://www.anchorterminal.com/compare/runpod-vs-verda" }, { "json": "https://www.anchorterminal.com/compare/thunder-compute-vs-verda.json", "title": "Thunder Compute vs Verda", "url": "https://www.anchorterminal.com/compare/thunder-compute-vs-verda" }, { "json": "https://www.anchorterminal.com/compare/vast-ai-vs-verda.json", "title": "Vast.ai vs Verda", "url": "https://www.anchorterminal.com/compare/vast-ai-vs-verda" } ], "scores": [ { "by": 7, "edge": "verda", "key": "reliability", "koyeb": 60, "name": "Reliability", "verda": 67, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 41, "edge": "verda", "key": "schema", "koyeb": 41, "name": "Schema \u0026 documentation", "verda": 82, "weight": 13 }, { "by": 7, "edge": "verda", "key": "ergonomics", "koyeb": 56, "name": "Agent ergonomics", "verda": 63, "weight": 13 }, { "by": 18, "edge": "verda", "key": "security", "koyeb": 50, "name": "Security \u0026 auth", "verda": 68, "weight": 14 }, { "by": 0, "edge": "", "key": "payments", "koyeb": 20, "name": "Payments \u0026 pricing", "verda": 20, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 60, "edge": "verda", "key": "maintenance", "koyeb": 23, "name": "Maintenance \u0026 community", "verda": 83, "weight": 7 }, { "by": 13, "edge": "verda", "key": "transparency", "koyeb": 63, "name": "Transparency \u0026 trust", "verda": 76, "weight": 7 } ], "summary": "Verda scores 62.3 (B) on agent readiness against Koyeb's 46.5 (D), and leads in 6 of 7 scored categories. Both do compute gpu.", "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.", "verda": "The REST API has a public OpenAPI 3.1 document, a dated changelog, published rate limits with `Retry-After`, and an audit log endpoint. The CLI's MCP server refuses billed or destructive calls without `confirm: true`. Access needs a browser signup and a prepaid balance, credentials carry one scope, and instance creation has no idempotency key." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/koyeb-vs-verda", "json": "https://www.anchorterminal.com/compare/koyeb-vs-verda.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/koyeb-vs-verda.md", "slim": "https://www.anchorterminal.com/compare/koyeb-vs-verda.min.md" }, "markdown": "Verda scores 62.3 (B) on agent readiness against Koyeb's 46.5 (D), and leads in 6 of 7 scored categories. Both do compute gpu.\n\n- Koyeb: grade D, 46.5/100, rank #755 of 842. Markdown https://www.anchorterminal.com/tools/koyeb.md · JSON https://www.anchorterminal.com/api/v1/tools/koyeb.json\n- Verda: grade B, 62.3/100, rank #396 of 842. Markdown https://www.anchorterminal.com/tools/verda.md · JSON https://www.anchorterminal.com/api/v1/tools/verda.json\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\nAlso in its favour:\n- No incidents deducted, where Verda loses 3 points for them\n\nWatch for: Changelog silent since 27 February 2026 and no CLI release since 12 May 2026\n\n### Verda (B)\n\nGood for: Agents that rent whole GPU machines or clusters in Finland for training or batch work, or deploy scale-to-zero container endpoints, and that can run a local CLI for MCP.\n\nAhead on:\n- Reliability, 67 against 60\n- Schema \u0026 documentation, 82 against 41\n- Agent ergonomics, 63 against 56\n- Security \u0026 auth, 68 against 50\n- Maintenance \u0026 community, 83 against 23\n- Transparency \u0026 trust, 76 against 63\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: No free tier. Accounts are prepaid, and instances are discontinued and volumes deleted when the balance reaches zero\n\n\n## Score by category\n\n| Category | Weight | Koyeb | Verda | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 60 | 67 | Verda +7 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 41 | 82 | Verda +41 |\n| Agent ergonomics | 13% (16.2 this run) | 56 | 63 | Verda +7 |\n| Security \u0026 auth | 14% (17.5 this run) | 50 | 68 | Verda +18 |\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 | 83 | Verda +60 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 63 | 76 | Verda +13 |\n| Negative events | ≤15 | 0 | -3 | |\n| **Total** | | **46.5 · D** | **62.3 · B** | |\n\n## Facts side by side\n\n| Fact | Koyeb | Verda |\n| --- | --- | --- |\n| Kind | Model platform | HTTP API |\n| Vendor | Koyeb | Verda |\n| Hosted endpoint | `https://app.koyeb.com/v1` | `https://api.verda.com/v1` |\n| Transports | HTTP | HTTP, stdio |\n| Auth | Token | OAuth |\n| Pricing | Freemium | Pay per use |\n| x402 | no | no |\n| Licence | Apache-2.0 | Proprietary service under Verda's Terms of Service. The CLI, the Python SDK and the Go SDK on GitHub are Apache-2.0 |\n| Tools exposed | none | 18 |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-05-12 | 2026-10-07 |\n| Terms last updated | no date given | 2025-09-30 |\n| Privacy policy last updated | no date given | no date given |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | yes | not found in the text |\n| Terms restrict benchmarking | not found in the text | yes |\n| Terms or service can change without notice | yes | not found in the text |\n| Arbitration or class-action waiver | not found in the text | yes |\n| Popularity | 72 stars | 10k PyPI/wk |\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**Verda.** The REST API has a public OpenAPI 3.1 document, a dated changelog, published rate limits with `Retry-After`, and an audit log endpoint. The CLI's MCP server refuses billed or destructive calls without `confirm: true`. Access needs a browser signup and a prepaid balance, credentials carry one scope, and instance creation has no idempotency key.\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### Verda\n\n1. Exchange the client ID and secret at `POST /v1/oauth2/token`, then send the access token as a Bearer header. It expires after 3,600 seconds, so refresh it.\n2. Send `location_code` on every create call. Requests without it have returned 400 since March 2026.\n3. Call `GET /v1/instance-availability` before launching. `POST /v1/instances` returns 503 `service_unavailable` when the location has no capacity.\n4. List instances before retrying a failed launch, because create has no idempotency key.\n5. Use the `delete` action to stop charges. `shutdown` keeps billing, and deleted volumes stay recoverable for 96 hours unless `delete_permanently` is set.\n\n## Questions\n\n### Which is better for AI agents, Koyeb or Verda?\n\nVerda scores 62.3 (B) on agent readiness against Koyeb's 46.5 (D), and leads in 6 of 7 scored categories.\n\n### Can an agent call Koyeb and Verda without installing anything?\n\nYes. Koyeb has a hosted endpoint at https://app.koyeb.com/v1 and Verda at https://api.verda.com/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/koyeb-vs-verda.json, and with the fewest tokens: https://www.anchorterminal.com/compare/koyeb-vs-verda.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"koyeb\", \"b\": \"verda\"}`. From a terminal: `anchor compare koyeb verda`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/koyeb.json and https://www.anchorterminal.com/api/v1/tools/verda.json\n\n## Other comparisons with Koyeb or Verda\n\n- [Baseten vs Koyeb](https://www.anchorterminal.com/compare/baseten-vs-koyeb.md)\n- [Baseten vs Verda](https://www.anchorterminal.com/compare/baseten-vs-verda.md)\n- [Beam vs Koyeb](https://www.anchorterminal.com/compare/beam-vs-koyeb.md)\n- [Beam vs Verda](https://www.anchorterminal.com/compare/beam-vs-verda.md)\n- [Cerebrium vs Koyeb](https://www.anchorterminal.com/compare/cerebrium-vs-koyeb.md)\n- [Cerebrium vs Verda](https://www.anchorterminal.com/compare/cerebrium-vs-verda.md)\n- [CoreWeave vs Koyeb](https://www.anchorterminal.com/compare/coreweave-vs-koyeb.md)\n- [CoreWeave vs Verda](https://www.anchorterminal.com/compare/coreweave-vs-verda.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 Verda](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-verda.md)\n- [Hyperbolic vs Koyeb](https://www.anchorterminal.com/compare/hyperbolic-vs-koyeb.md)\n- [Hyperbolic vs Verda](https://www.anchorterminal.com/compare/hyperbolic-vs-verda.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- [Lambda Cloud vs Verda](https://www.anchorterminal.com/compare/lambda-vs-verda.md)\n- [Modal vs Verda](https://www.anchorterminal.com/compare/modal-vs-verda.md)\n- [Nebius AI Cloud vs Verda](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda.md)\n- [Northflank vs Verda](https://www.anchorterminal.com/compare/northflank-vs-verda.md)\n- [Replicate Deployments vs Verda](https://www.anchorterminal.com/compare/replicate-deploy-vs-verda.md)\n- [Runpod vs Verda](https://www.anchorterminal.com/compare/runpod-vs-verda.md)\n- [Thunder Compute vs Verda](https://www.anchorterminal.com/compare/thunder-compute-vs-verda.md)\n- [Vast.ai vs Verda](https://www.anchorterminal.com/compare/vast-ai-vs-verda.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-09", "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 Verda", "url": "" } ], "description": "Verda scores 62.3 (B) on agent readiness against Koyeb's 46.5 (D), and leads in 6 of 7 scored categories. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.", "facts": [ "Koyeb D 46.5", "Verda B 62.3", "scores" ], "h1": "Koyeb vs Verda", "image": "https://www.anchorterminal.com/assets/og/compare-koyeb-vs-verda.png", "path": "/compare/koyeb-vs-verda", "published": "2026-10-01", "section": "tools", "title": "Koyeb vs Verda for AI agents, D 46.5 vs B 62.3 | Anchor Terminal", "toc": null, "updated": "2026-10-09", "url": "https://www.anchorterminal.com/compare/koyeb-vs-verda" }, "tokens": { "markdown": 2300, "slim": 680 }, "version": 1 }