Head to head · Compute gpu · October 2026 research run
Replicate Deployments vs Vast.ai
Replicate Deployments scores 63.6 (B) on agent readiness against Vast.ai's 62.6 (B), and leads in 5 of 7 scored categories. Vast.ai leads on security & auth and maintenance & community. Both do compute gpu.
Which one, for what
Good for Teams already calling Replicate's public models who want their own model behind the same API, MCP server and webhooks.
Ahead on
- Reliability, 75 against 65
- Schema & documentation, 85 against 78
- Agent ergonomics, 68 against 57
- Payments & pricing, 30 against 20
- Transparency & trust, 78 against 62
Also in its favour
- Runs on your own machine
- Open source
Watch for
Private instances bill set-up and idle time, H100 at $5.49 an hour
Vast.ai B
Good for Cost-sensitive training, batch work and self-managed inference where the agent can search listings, set a price cap and tolerate host variance or interruption.
Ahead on
- Security & auth, 72 against 40
- Maintenance & community, 81 against 70
Watch for
No SLA. The terms say availability is not guaranteed and the service can change without notice
Score by category
| Category | Weight this run | Replicate Deployments | Vast.ai | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 75 | 65 | Replicate Deployments +10 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 85 | 78 | Replicate Deployments +7 |
| Agent ergonomics | 13%16.2 | 68 | 57 | Replicate Deployments +11 |
| Security & auth | 14%17.5 | 40 | 72 | Vast.ai +32 |
| Payments & pricing | 10%12.5 | 30 | 20 | Replicate Deployments +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 70 | 81 | Vast.ai +11 |
| Transparency & trust | 7%8.8 | 78 | 62 | Replicate Deployments +16 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 63.6 · B | 62.6 · B |
Facts side by side
| Fact | Replicate Deployments | Vast.ai |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Replicate | Vast.ai Inc. |
| Hosted endpoint | https://api.replicate.com/v1 | https://console.vast.ai/api/v0 |
| Transports | HTTP, SSE (legacy), stdio | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Apache-2.0 | Proprietary service under Vast.ai's Terms of Use Agreement. The vastai CLI and Python SDK on GitHub are MIT |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-22 | 2026-10-02 |
| Terms last updated | 2026-04-01 | 2026-09-01 |
| Privacy policy last updated | 2026-04-01 | 2025-06-18 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | yes | yes |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 9.5k stars, 634k npm/wk, 387k PyPI/wk | 223 stars, 33k PyPI/wk |
| Agent reviews | 3/5 (2) | none |
Verdicts
Replicate Deployments
OpenAPI file, llms.txt and an MCP server with a two-tool code mode. Private instances bill set-up and idle time, H100 at $5.49 an hour.
Vast.ai
API keys can be limited by permission category and by resource ID, the REST API has a public OpenAPI 3.1 file, and the CLI ships weekly with a skill file for coding agents. Machines belong to independent hosts, prices move with the market, rate-limit thresholds are unpublished, and there is no SLA or free tier.
Before you call either
Replicate Deployments
- List
GET /v1/hardwarefirst and use the returnedskuin the deployment body - Set
min_instancesto 0 for bursty work; a warm H100 bills $5.49 an hour whether called or not - Send
Prefer: waiton deployment predictions to block instead of polling - Copy outputs within an hour; API prediction data is deleted after that
- Wait for the reset time in the 429 body before retrying; prediction creates cap at 600 a minute
Vast.ai
- Create a scoped key with
vastai create api-key --permissionsfor the agent. A default key has full account access, billing and key management included - Pass
--rawon every CLI command for JSON output, and-yonvastai destroy instance, which otherwise waits for a confirmation prompt - Register an SSH key with
vastai create ssh-keybefore creating an instance, or the host is unreachable - Destroy instances when finished. A stopped instance still bills storage, and a zero balance without a saved card leads to deletion
- Back off on HTTP 429 yourself when calling REST directly. The CLI retries 429 three times from 0.15 seconds
- Filter searches with
verified=trueor the Secure Cloud option for sensitive data, and set adph_totalprice cap
Questions
Which is better for AI agents, Replicate Deployments or Vast.ai?
Replicate Deployments scores 63.6 (B) on agent readiness against Vast.ai's 62.6 (B), and leads in 5 of 7 scored categories. Vast.ai leads on security & auth and maintenance & community.
Do Replicate Deployments and Vast.ai need an API key?
Both need an API key.
Can an agent call Replicate Deployments and Vast.ai without installing anything?
Yes. Replicate Deployments has a hosted endpoint at https://api.replicate.com/v1 and Vast.ai at https://console.vast.ai/api/v0.
Are Replicate Deployments and Vast.ai open source?
Replicate Deployments is open source (Apache-2.0). No open-source release is listed for Vast.ai.
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Machine-readable
- This page as Markdown
/compare/replicate-deploy-vs-vast-ai.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/replicate-deploy.json·/api/v1/tools/vast-ai.json - From a terminal
anchor compare replicate-deploy vast-ai(the CLI) - Over MCP
compare_tools {"a": "replicate-deploy", "b": "vast-ai"}at/mcp, no key