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Nebius vs SuperTokens

Nebius and SuperTokens score alike on the AgentReady. They differ on 5 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

Nebius. Nebius is an AI cloud infrastructure platform providing compute, storage, and AI services for training and inference workloads.

SuperTokens. Open source user authentication platform that helps developers build fast, maintain control, and reduce costs.

Where Nebius is ahead

Nebius passes self-service signup and fast time to first request, and SuperTokens does not. That is adopt, whether an agent can get a key and make its first successful call without a human in the loop.

Where SuperTokens is ahead

SuperTokens passes authentication documented and pricing understandable, and Nebius does not. That is understand, whether an agent can read the docs and work out how the API behaves before calling it.

It also holds adopt: free trial or free allowance. Nebius misses it.

What neither does

Both fail structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented, agent-compatible signup flow, programmatic credential creation, structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, observable execution, agent compatibility verified. If your agent needs any of those, you will be building it yourself either way.

Score, pillar by pillar

The AgentReady splits into four pillars, scored separately, because a product can be easy to find and still impossible to adopt.

Understand is whether an agent can read the docs and work out how the API behaves before calling it. SuperTokens leads 31 to 15. Nebius misses structured api reference, openapi / spec quality, authentication documented, pricing understandable, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented; SuperTokens misses structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented.

Adopt. Nebius leads 75 to 60. Nebius misses agent-compatible signup flow, programmatic credential creation, free trial or free allowance; SuperTokens misses self-service signup, agent-compatible signup flow, programmatic credential creation, fast time to first request.

Operate. Both sit at 24/100 here. Nebius misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, observable execution, agent compatibility verified; SuperTokens misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, observable execution, agent compatibility verified.

Pricing

Nebius does not publish a machine-readable starting price. SuperTokens starts at $0.02/MAU and has a free tier.

Nebius plansSuperTokens plans
-Cloud $0.02 per MAU
-Self-hosted Free and open source

Signal by signal

SignalNebiusSuperTokens
AgentReady5454
Discovery100100
Understanding1531
Adoption7560
Operability2424
Public APIYesYes
MCP serverYesYes
OpenAPI specUnknownUnknown
CLIYesYes
llms.txtYesYes
Self-serve signupYesUnknown
Free tierUnknownYes

Which to pick

SuperTokens clears more of the signals an agent needs, so it is the safer default for unattended use. Full profiles: Nebius and SuperTokens. Alternatives to each: Nebius, SuperTokens.

An agent can fetch this as data: POST /v1/compare {"slugs": ["nebius", "supertokens"]}