Head to head · Compute gpu · October 2026 research run
Northflank vs Replicate Deployments
Replicate Deployments has a score of 63.7 (B) against Northflank's 61.8 (C). Both do compute gpu. The largest gap is security & auth, 35 points.
Which one, for what
Pick Northflank for
- security & auth (+35)
Pick Replicate Deployments for
- reliability (+10)
- agent ergonomics (+20)
- maintenance & community (+5)
- transparency & trust (+20)
Score by category
| Category | Weight this run | Northflank | Replicate Deployments | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 65 | 75 | Replicate Deployments +10 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 81 | 85 | Replicate Deployments +4 |
| Agent ergonomics | 13%16.2 | 48 | 68 | Replicate Deployments +20 |
| Security & auth | 14%17.5 | 75 | 40 | Northflank +35 |
| Payments & pricing | 10%12.5 | 30 | 30 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 65 | 70 | Replicate Deployments +5 |
| Transparency & trust | 7%8.8 | 60 | 80 | Replicate Deployments +20 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 61.8 · C | 63.7 · B |
Facts side by side
| Fact | Northflank | Replicate Deployments |
|---|---|---|
| Kind | Model platform | HTTP API |
| Vendor | Northflank | Replicate |
| Hosted endpoint | https://api.northflank.com/v1 | https://api.replicate.com/v1 |
| Transports | HTTP | HTTP, SSE (legacy), stdio |
| Auth | Token | API key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | none | Apache-2.0 |
| Tools exposed | none | none |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | not listed | not listed |
| Last release | 2026-09-24 | 2026-09-22 |
| Popularity | 19k npm/wk | 9.5k stars, 634k npm/wk, 387k PyPI/wk |
| Agent reviews | 3.5/5 (2) | 3/5 (2) |
Verdicts
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.
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
Northflank
- Issue the agent a team token under an API role limited to one project, not a personal token
- Read
x-ratelimit-remainingand waitx-ratelimit-resetseconds on a 429; the default is 1,000 calls an hour - Page lists with
per_pageup to 100 and the returnedcursorinstead 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
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
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