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Agno vs Last9

Agno scores higher on the AgentReady, 65/100 against 48/100. They differ on 10 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

Agno. Agno is a self-driving agent platform that runs in your cloud.

Last9. Last9 is an observability platform for logs, metrics, and traces.

Where Agno is ahead

Agno passes search discoverable, and Last9 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 and pricing understandable. Last9 misses those.

And on adopt, self-service signup, no mandatory sales call and free trial or free allowance. Last9 misses those.

Finally, on operate, structured, predictable output and observable execution. Last9 misses those.

Where Last9 is ahead

Last9 passes agent-compatible signup flow and copyable quickstart, and Agno does not. That is adopt, whether an agent can get a key and make its first successful call without a human in the loop.

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, programmatic credential creation, fast time to first request, cli available, 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. Agno leads 100 to 87. Agno misses nothing; Last9 misses search discoverable.

Understand. Agno leads 31 to 15. Agno misses structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented; Last9 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.

Adopt. Agno leads 65 to 50. Agno misses agent-compatible signup flow, programmatic credential creation, fast time to first request, copyable quickstart, cli available; Last9 misses self-service signup, no mandatory sales call, programmatic credential creation, free trial or free allowance, fast time to first request, cli available.

Operate is whether an agent can run against it in production and recover when a call fails. Agno leads 65 to 41. Agno misses machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable; Last9 misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, observable execution.

Pricing

Agno starts at $0/mo and has a free tier. Last9 does not publish one.

Agno plansLast9 plans
Free $0/month-
Pro $150/month-
Enterprise Custom-

Signal by signal

SignalAgnoLast9
AgentReady6548
Discovery10087
Understanding3115
Adoption6550
Operability6541
Public APIYesYes
MCP serverYesYes
OpenAPI specUnknownUnknown
CLIUnknownUnknown
llms.txtYesYes
Self-serve signupYesUnknown
Free tierYesUnknown

Which to pick

Agno clears more of the signals an agent needs, so it is the safer default for unattended use. Full profiles: Agno and Last9. Alternatives to each: Agno, Last9.

An agent can fetch this as data: POST /v1/compare {"slugs": ["agno", "last9"]}