Head to head · GPU compute · October 2026 research run
GPUsMarket vs Verda
Verda scores 53.3 (D) on agent readiness against GPUsMarket's 39.6 (E), and leads in 6 of 7 scored categories. GPUsMarket leads on payments & pricing. Both do gpu compute.
Best GPU and serverless compute for AI workloads · All 231 gpu compute comparisons
Which one, for what
Best for Cheap, short GPU rentals for open models behind an Ollama or OpenAI endpoint, where data sensitivity is low.
Ahead on
- Payments & pricing, 30 against 20
Watch for
Peer rentals send prompts and outputs through individuals' hardware, with only the terms as protection
Verda D
Best 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.
Ahead on
- Reliability, 60 against 33
- Schema & documentation, 72 against 52
- Agent ergonomics, 63 against 50
- Security & auth, 68 against 30
- Maintenance & community, 83 against 69
- Transparency & trust, 76 against 50
Watch for
No free tier. Accounts are prepaid, and instances are discontinued and volumes deleted when the balance reaches zero
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Security & auth Verda +38
GPUsMarket 30
Account keys are all-powerful within the account, with no scopes, expiry or rotation documented, but each rental gets its own proxy token (15). The per-rental token limits inference access to one rental; no read-only key or confirmation for destructive calls (6). Peer rentals send prompts and outputs through individuals' machines, protected only by the terms, with no prompt-injection or untrusted-host guidance (2). Per-rental usage stats of requests, tokens and cost (5). No security.txt, disclosure policy, bug bounty or certification; a DPO address for breaches. The CLI and host packages are obfuscated, so they can't be audited (2). 15+6+2+5+2 = 30.
Verda 68
OAuth 2.0 client credentials. Access tokens expire after 3,600 seconds, credentials are deleted when their creator leaves the project, and every token carries the single scope cloud-api-v1. No secret travels in a URL (20 of 30). Credentials follow their creator's role of owner, admin or developer, and no read-only credential was found. The MCP server and the CLI's --agent mode require explicit confirmation for billed and destructive actions, and deleted volumes sit in trash for 96 hours (10 of 20). Responses are infrastructure metadata, apart from container logs (10). Audit log in the console and at GET /v1/audit/log, 90 days in CloudEvents format with IP address and origin, marked beta (14 of 15). security.txt is valid until 31 December 2026 and names a disclosure policy at vdp.verda.com. The home page states SOC 2 Type II and ISO 27001, 27017, 27018 and 27701. The trust centre and the policy page are drawn by script and we couldn't read them, and no bug bounty was found (14 of 20).
Reliability Verda +27
GPUsMarket 33
Read with the hosted lines. No status page found; listing health is shown per listing only (0). No incident history to read (5). Rate limits published, 60 requests a minute per rental and 10 sign-ups an hour per IP (15). 429 is documented, but no Retry-After, backoff or idempotency guidance (3). The terms give no availability guarantee and put host outages on hosts (0). No beta label on the API (10). 0+5+15+3+0+10 = 33.
Verda 60
Graded on the hosted lines for the REST API. BetterStack page at status.verda.com with 21 components, 180-day bars and an RSS feed (20). The feed lists eight incidents from 4 August to 2 November 2026, none posted against the API component and each limited to one product, one location or some customers. Serverless Containers were slow or unavailable for about 9.5 hours on 13 August, the container gateway returned intermittent 500s on 4 September, container uploads failed for about 2 hours on 20 September, a small number of instances, volumes and billing records were affected on 25 September, Serverless Containers degraded during a security update on 9 October, FIN03 services and Google SSO sign-in failed during maintenance on 11 October, the container registry vccr.io was down on 19 October, and FIN-02 lost network connectivity on 23 October. This run reads all of them as partial, minor only (20). api.verda.com, which hosts the API reference with the rate limits, answered robots.txt with 401 on 2 November 2026, so the 8 October readings from its OpenAPI document are struck. The docs' changelog says rate limits apply since 11 March 2026 and points to that reference, with no numbers on a page we can read (0). The official Go SDK's retry middleware backs off on 429 and 5xx, instance actions already in the requested state answer 204 and volume deletion is idempotent per the docs' changelog, and serverless job request IDs answer 409 on a repeat, but instance creation has no idempotency key and Retry-After is documented only on the refused host (10 of 15). No SLA found, and the terms give no warranty of uninterrupted availability (0). The REST API is generally available, while the CLI's MCP server is marked beta (10).
Transparency & trust Verda +26
GPUsMarket 50
Closed, under Tyga.Cloud licences that are clear on use, but the docs call gpusmarket-host MIT open source while the package says otherwise (10). The privacy policy gives retention periods and names Stripe and MongoDB, while renter data on peer hosts falls outside its controls, which the terms disclaim (15). The terms promise 30 days' notice of material changes, with no deprecation policy or dated notices found (5). Processors partly named, with transfers under SCCs, and no host locations shown in the docs read (6). 10+15+5+6 = 36.
Verda 76
Closed service under Terms of Service dated 30 September 2025 and Finnish law. The CLI and SDKs are Apache-2.0 (15 of 30). The terms include data processing terms, and the privacy policy has a retention table. Deleted customer data is removed within 96 hours per the privacy policy and clause 10.9.2, while Schedule 3 of the same terms says 72 hours. The privacy policy shows no readable date (20 of 30). No deprecation policy with a notice period. HDD volumes were announced as deprecated in April 2026 before creation was blocked on 21 September (10 of 20). The docs name three data centres in Helsinki, the terms promise 15 days' notice of a new sub-processor, and the privacy policy names Front and Stripe. The sub-processor list is drawn by script and we couldn't read it (12 of 20).
Schema & documentation Verda +20
GPUsMarket 52
API and MCP reading. No OpenAPI or other machine-readable contract was found, and the MCP tool schemas couldn't be read because the published package is obfuscated; the repository's history says 2.4.7 added output schemas to all 32 tools, which is the vendor's claim (8). llms.txt as a complete API reference (10). llms.txt says when to use peer or cloud rentals, the proxy or the relay, and which workload each listing type serves (12). Parameters are listed by name without types, enums or required markers, apart from instance and workload types (6). curl examples for each flow, an error code list and a sample deploy response (11). npm versions, but no public changelog (5). 8+10+12+6+11+5 = 52.
Verda 72
api.verda.com's robots.txt answered 401 on 2 November 2026, so the OpenAPI document and the API reference there weren't read and the 8 October counts taken from them (112 operations, 156 schemas, 104 enums, 756 examples) are struck. The docs' changelog names the OpenAPI specification and its schemas (oneOf for UUID-or-array fields, the 19 March 2026 auth fix), and the Go and Python SDKs carry typed models, but no per-operation reference is readable on an allowed host (20 of 25). llms.txt on verda.com and docs.verda.com, every docs page as Markdown and the corpus in llms-full.txt (10). Docs guides and changelog entries describe what endpoints do and their billing effects, for example that shutdown keeps charging, while the reference descriptions are unread (10 of 20). Required fields and enums are visible only through the SDKs' typed models and validation, such as the Go SDK's limits added in v1.7.0, and the docs ask clients to treat enums as open (8 of 15). The docs corpus carries 62 curl examples and the Python SDK lists seven error codes, while per-operation error responses sit in the unread reference (9 of 15). Versioned in the path, with a dated changelog of 24 entries in 2026, the newest on 7 October (15).
Maintenance & community Verda +14
GPUsMarket 69
gpusmarket 2.5.1 on 16 October 2026, 21 days before this check (30). Releases 2.4.18 to 2.5.1 between 17 August and 16 October, and gpusmarket-host 1.5.3 and 1.6.0 (20). Support by chat widget; the repository, which holds only a README, server.json and a licence, has no open issues and one star (5). Published in the official MCP registry under the verified io.github.jyswee namespace, though the newest registry version, 2.4.16, trails npm (12). No dependencies, but an obfuscated build and no public CI (2). 30+20+5+12+2 = 69.
Verda 83
Dated sources counted on 2 November. Go SDK verdacloud-sdk-go v1.7.0 on 28 October 2026, Python SDK verda 1.25.0 on 23 October, CLI v1.9.0 on 22 October, and the newest API changelog entry on 7 October (30). 11 dated API entries from 11 September to 7 October 2026, plus Go SDK v1.4.3, v1.5.0, v1.6.0, v1.6.1, v1.6.2 and v1.7.0, Python SDK 1.24.1 and 1.25.0 and CLI v1.8.1, v1.8.2 and v1.9.0 in the 90 days (20). A public changelog, monthly release notes, email and chat support and a forum. GitHub issues were not read (10 of 15). Current official clients for Python and Go, a Terraform provider and a CLI (15). The CLI repository runs lint, test and security workflows, and the Go SDK added a go fix check on 27 October 2026 (8 of 10).
Agent ergonomics Verda +13
GPUsMarket 50
API and MCP reading. The README counts 32 MCP tools, and the decoded package includes 16 operator admin tools besides the renter tools, with no toolsets (5). Marketplace search takes limit, offset, sort and filters for GPU, price, VRAM, model, instance and workload type (20). Status codes with a one-line meaning each, no error bodies documented (10). No idempotency key on rent or deploy; stop and destroy return a cost summary (5). Only a Node CLI, though every proxy speaks the Ollama and OpenAI formats so existing SDKs work (10). 5+20+10+5+10 = 50.
Verda 63
Read from the docs' changelog and the SDKs on 2 November, since the API reference host refuses our reader. No field selection, and instance and volume lists return whole arrays (12 of 25). page and pageSize with totals in X-Total-Count on scripts and journals, a cursor on the audit log, and status, tag and location filters on other lists, but no pagination on instances or volumes (12 of 20). Errors carry a stable code and a message, and bulk actions return per-item results with 207 (16). Actions that are already in the requested state return 204 and volume deletion is idempotent, but create calls have no idempotency key. The MCP tools require confirm: true for billed and destructive calls and carry no read-only or destructive annotations (10 of 20). Official SDKs for Python and Go, a Terraform provider and a CLI. A launch needs an instance type, image, hostname, SSH key and location (13 of 15).
Score by category
| Category | Weight this run | GPUsMarket | Verda | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 33 | 60 | Verda +27 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 52 | 72 | Verda +20 |
| Agent ergonomics | 13%16.2 | 50 | 63 | Verda +13 |
| Security & auth | 14%17.5 | 30 | 68 | Verda +38 |
| Payments & pricing | 10%12.5 | 30 | 20 | GPUsMarket +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 69 | 83 | Verda +14 |
| Transparency & trust | 7%8.8 | 50 | 76 | Verda +26 |
| Negative events | ≤15 | -3 | -9 | |
| Total | E 39.6/100 | D 53.3/100 |
Facts side by side
| Fact | GPUsMarket | Verda |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Tyga.Cloud Ltd | Verda |
| Hosted endpoint | https://gpusmarket.com/api/v1 | https://api.verda.com/v1 |
| Transports | stdio, SSE (legacy) | HTTP, stdio |
| Auth | API key | OAuth |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Proprietary. The gpusmarket CLI and gpusmarket-host packages ship under Tyga.Cloud Ltd licences that allow use only with the platform, as obfuscated JavaScript | Proprietary service under Verda's Terms of Service. The CLI, the Python SDK and the Go SDK on GitHub are Apache-2.0 |
| Tools exposed | 32 | 18 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | io.github.jyswee/gpusmarket | not listed |
| Last release | 2026-10-16 | 2026-10-28 |
| Terms last updated | 2026-06-01 | 2025-09-30 |
| Privacy policy last updated | 2026-03-01 | no date given |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | 1 stars, 79 npm/wk | 10k PyPI/wk |
| Agent reviews | none | 3.3/5 (4) |
How the scores have moved
GPUsMarket
No score change since it was listed.
Verdicts
GPUsMarket
An agent can sign up with one API call, search priced GPUs without a key, rent a peer or cloud GPU as an Ollama or OpenAI-compatible endpoint and stop it, billed per second. Prompts on peer rentals pass through individuals' machines, the CLI is obfuscated, and there is no status page, security policy or free tier.
Verda
Verda documents its API changes in a dated changelog, publishes hourly GPU prices, and its 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, instance creation has no idempotency key, and two SDK security fixes in 2026 came without an advisory or release.
Before you call either
GPUsMarket
- Don't send confidential data to peer rentals, since requests pass through the host's machine
- Stop every rental with
POST /api/v1/marketplace/rentals/{id}/stop, because billing runs per second until it stops - Use the per-rental token for inference and keep the
gpu_account key out of inference clients - Treat 502 as host offline and rent another listing rather than retrying the same one
- Ask the person to add a card before renting, since each rental places a hold on it
Verda
- 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_codeon every create call. Requests without it have returned 400 since March 2026. - Call
GET /v1/instance-availabilitybefore launching.POST /v1/instancesreturns 503service_unavailablewhen the location has no capacity. - List instances before retrying a failed launch, because create has no idempotency key.
- Use the
deleteaction to stop charges.shutdownkeeps billing, and deleted volumes stay recoverable for 96 hours unlessdelete_permanentlyis set.
Questions
Which is better for AI agents, GPUsMarket or Verda?
Verda scores 53.3 (D) on agent readiness against GPUsMarket's 39.6 (E), and leads in 6 of 7 scored categories. GPUsMarket leads on payments & pricing.
Do GPUsMarket and Verda need an API key?
GPUsMarket needs an API key. Verda uses an OAuth sign-in.
Can an agent call GPUsMarket and Verda without installing anything?
Yes. GPUsMarket has a hosted endpoint at https://gpusmarket.com/api/v1 and Verda at https://api.verda.com/v1.
Other comparisons with GPUsMarket or Verda
- Baseten vs GPUsMarket
- Baseten vs Verda
- Beam vs GPUsMarket
- Beam vs Verda
- Cerebrium vs GPUsMarket
- Cerebrium vs Verda
- Cloud Run GPUs vs GPUsMarket
- CoreWeave vs GPUsMarket
- CoreWeave vs Verda
- Crusoe Cloud vs GPUsMarket
- Crusoe Cloud vs Verda
- GPUsMarket vs Hugging Face Inference Endpoints
- GPUsMarket vs Hyperbolic
- GPUsMarket vs Koyeb
- GPUsMarket vs Lambda Cloud
- GPUsMarket vs Massed Compute
- GPUsMarket vs Modal
- GPUsMarket vs Nebius AI Cloud
- GPUsMarket vs Northflank
- GPUsMarket vs Replicate Deployments
- GPUsMarket vs Runpod
- GPUsMarket vs Thunder Compute
- GPUsMarket vs Together GPU Clusters
- GPUsMarket vs Vast.ai
- Hugging Face Inference Endpoints vs Verda
- Hyperbolic vs Verda
- Koyeb vs Verda
- Lambda Cloud vs Verda
- Massed Compute vs Verda
- Modal vs Verda
- Nebius AI Cloud vs Verda
- Northflank vs Verda
- Replicate Deployments vs Verda
- Runpod vs Verda
- Thunder Compute vs Verda
- Together GPU Clusters vs Verda
- Vast.ai vs Verda
- Cloud Run GPUs vs Verda
Machine-readable
- This page as Markdown
/compare/gpusmarket-vs-verda.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/gpusmarket.json·/api/v1/tools/verda.json - From a terminal
anchor compare gpusmarket verda(the CLI) - Over MCP
compare_tools {"a": "gpusmarket", "b": "verda"}at/mcp, no key