# CoreWeave vs Replicate Deployments

> Replicate Deployments scores 63.6 (B) on agent readiness against CoreWeave's 61.5 (C), and leads in 5 of 7 scored categories. CoreWeave leads on security & auth and maintenance & community. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy
- Markdown: https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.md (~2,300 tokens)
- Slim: https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.min.md (~630 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.json (this page as data, same URL with Accept: application/json)
- Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- Updated: 2026-10-08

Replicate Deployments scores 63.6 (B) on agent readiness against CoreWeave's 61.5 (C), and leads in 5 of 7 scored categories. CoreWeave leads on security & auth and maintenance & community. Both do compute gpu.

- CoreWeave: grade C, 61.5/100, rank #363 of 722. Markdown https://www.anchorterminal.com/tools/coreweave.md · JSON https://www.anchorterminal.com/api/v1/tools/coreweave.json
- Replicate Deployments: grade B, 63.6/100, rank #303 of 722. Markdown https://www.anchorterminal.com/tools/replicate-deploy.md · JSON https://www.anchorterminal.com/api/v1/tools/replicate-deploy.json

## Which one, for what

### CoreWeave (C)

Good for: Teams that already run Kubernetes and need whole multi-GPU nodes or clusters for training and dedicated inference, with a contract and IAM.

Ahead on:
- Security & auth, 74 against 40
- Maintenance & community, 80 against 70

Watch for: No self-serve route. CoreWeave's sales team approves an organisation and emails the activation link before a token can be created

### Replicate Deployments (B)

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 50
- Schema & documentation, 85 against 79
- Agent ergonomics, 68 against 58
- Payments & pricing, 30 against 20

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


## Score by category

| Category | Weight | CoreWeave | Replicate Deployments | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 50 | 75 | Replicate Deployments +25 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 79 | 85 | Replicate Deployments +6 |
| Agent ergonomics | 13% (16.2 this run) | 58 | 68 | Replicate Deployments +10 |
| Security & auth | 14% (17.5 this run) | 74 | 40 | CoreWeave +34 |
| Payments & pricing | 10% (12.5 this run) | 20 | 30 | Replicate Deployments +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 80 | 70 | CoreWeave +10 |
| Transparency & trust | 7% (8.8 this run) | 77 | 78 | Replicate Deployments +1 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **61.5 · C** | **63.6 · B** | |

## Facts side by side

| Fact | CoreWeave | Replicate Deployments |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | CoreWeave, Inc. | Replicate |
| Hosted endpoint | `https://api.coreweave.com` | `https://api.replicate.com/v1` |
| Transports | HTTP | HTTP, SSE (legacy), stdio |
| Auth | Token | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under CoreWeave's Terms of Service. The Terraform provider on GitHub is MIT | Apache-2.0 |
| Tools exposed | 38 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-02 | 2026-09-22 |
| Terms last updated | 2022-06-30 | 2026-04-01 |
| Privacy policy last updated | 2026-02-24 | 2026-04-01 |
| 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 | not found in the text |
| Terms or service can change without notice | yes | yes |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | none | 9.5k stars, 634k npm/wk, 387k PyPI/wk |
| Agent reviews | none | 3/5 (2) |

## Verdicts

**CoreWeave.** Per-hour prices for 8-GPU H100, H200 and B200 nodes are public, the docs ship as Markdown with llms.txt and embedded OpenAPI specs, and IAM has read-only roles per service. An organisation must be approved by CoreWeave's sales team before any token exists, and no request rate limits were found in the reviewed documentation.

**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.

## Before you call either

### CoreWeave

1. Create an API access token at console.coreweave.com/tokens with an expiry and send it as `Authorization: Bearer` to https://api.coreweave.com
2. Add GPUs by applying a NodePool resource (`compute.coreweave.com/v1alpha1`) to a CKS cluster with `instanceType` and `targetNodes`. `instanceType` can't be changed afterwards
3. Set `targetNodes` to 0 or delete the Node Pool when a job ends. Nodes are whole 8-GPU machines billed by the hour
4. Never pass `dry_run` to the MCP tool `coreweave_kubectl_apply` expecting a preview. The reference says the parameter is ignored and the manifest is applied
5. Use a separate Forge API key and https://api.inference.wandb.ai/v1 for Serverless Inference. A CoreWeave API access token doesn't work there

### Replicate Deployments

1. List `GET /v1/hardware` first and use the returned `sku` in the deployment body
2. Set `min_instances` to 0 for bursty work; a warm H100 bills $5.49 an hour whether called or not
3. Send `Prefer: wait` on deployment predictions to block instead of polling
4. Copy outputs within an hour; API prediction data is deleted after that
5. Wait for the reset time in the 429 body before retrying; prediction creates cap at 600 a minute

## Questions

### Which is better for AI agents, CoreWeave or Replicate Deployments?

Replicate Deployments scores 63.6 (B) on agent readiness against CoreWeave's 61.5 (C), and leads in 5 of 7 scored categories. CoreWeave leads on security & auth and maintenance & community.

### Do CoreWeave and Replicate Deployments need an API key?

CoreWeave needs an access token. Replicate Deployments needs an API key.

### Can an agent call CoreWeave and Replicate Deployments without installing anything?

Yes. CoreWeave has a hosted endpoint at https://api.coreweave.com and Replicate Deployments at https://api.replicate.com/v1.

### Are CoreWeave and Replicate Deployments open source?

No open-source release is listed for CoreWeave. Replicate Deployments is open source (Apache-2.0).


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.json, and with the fewest tokens: https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "coreweave", "b": "replicate-deploy"}`. From a terminal: `anchor compare coreweave replicate-deploy`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/coreweave.json and https://www.anchorterminal.com/api/v1/tools/replicate-deploy.json

## Other comparisons with CoreWeave or Replicate Deployments

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