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Ollama vs SuperTokens

Ollama scores higher on the AgentReady, 59/100 against 54/100. They differ on 11 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

Ollama. Ollama lets you use open models with your coding agents so you can spend less while keeping your data private.

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

Where Ollama is ahead

Ollama passes structured api reference, and SuperTokens 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: self-service signup, agent-compatible signup flow and fast time to first request. SuperTokens misses those.

And on operate, observable execution and agent compatibility verified. SuperTokens misses those.

Where SuperTokens is ahead

SuperTokens passes clear canonical domain and mcp discoverable, and Ollama does not. That is discover, whether an agent can find the product at all without being told it exists.

It also holds understand: authentication documented. Ollama misses it.

And on adopt, no mandatory sales call and mcp integration available. Ollama misses those.

What neither does

Both fail openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented, programmatic credential creation, structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable. 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.

Discover. SuperTokens leads 100 to 80. Ollama misses clear canonical domain, mcp discoverable; SuperTokens misses nothing.

Understand. Ollama leads 38 to 31. Ollama misses openapi / spec quality, authentication documented, 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. Ollama leads 65 to 60. Ollama misses no mandatory sales call, programmatic credential creation, mcp integration available; SuperTokens misses self-service signup, agent-compatible signup flow, programmatic credential creation, fast time to first request.

Operate is whether an agent can run against it in production and recover when a call fails. Ollama leads 53 to 24. Ollama misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable; SuperTokens misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, observable execution, agent compatibility verified.

Pricing

Ollama starts at $0/mo and has a free tier. SuperTokens starts at $0.02/MAU and has a free tier.

Ollama plansSuperTokens plans
Free $0Cloud $0.02 per MAU
Pro $20/mo or $200/yr ($16.67/mo billed annually)Self-hosted Free and open source
Max $100/mo-
Team $500/mo-
Enterprise Custom-

Signal by signal

SignalOllamaSuperTokens
AgentReady5954
Discovery80100
Understanding3831
Adoption6560
Operability5324
Public APIYesYes
MCP serverNoYes
OpenAPI specYesUnknown
CLIYesYes
llms.txtYesYes
Self-serve signupYesUnknown
Free tierYesYes

Which to pick

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

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