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Agno vs Marqo

Agno scores higher on the AgentReady, 65/100 against 38/100. They differ on 12 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.

Marqo. Marqo is a search and product discovery platform built for ecommerce that uses LLM-based retrieval to continuously learn from shopper behavior and surface relevant, high-converting products.

Where Agno is ahead

Agno passes clear canonical domain, clear product positioning, llms.txt published, llms-full.txt / full agent docs and mcp discoverable, and Marqo 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. Marqo misses it.

And on adopt, self-service signup, no mandatory sales call and mcp integration available. Marqo misses those.

Finally, on operate, structured, predictable output and agent compatibility verified. Marqo misses those.

Where Marqo is ahead

Marqo passes structured api reference, and Agno does not. That is understand, whether an agent can read the docs and work out how the API behaves before calling it.

What neither does

Both fail openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented, agent-compatible signup flow, programmatic credential creation, fast time to first request, copyable quickstart, 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 is whether an agent can find the product at all without being told it exists. Agno leads 100 to 53. Agno misses nothing; Marqo misses clear canonical domain, clear product positioning, llms.txt published, llms-full.txt / full agent docs, mcp discoverable.

Understand. Marqo leads 38 to 31. Agno misses structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented; Marqo misses openapi / spec quality, authentication documented, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented.

Adopt. Agno leads 65 to 25. Agno misses agent-compatible signup flow, programmatic credential creation, fast time to first request, copyable quickstart, cli available; Marqo misses self-service signup, no mandatory sales call, agent-compatible signup flow, programmatic credential creation, fast time to first request, copyable quickstart, cli available, mcp integration available.

Operate. Agno leads 65 to 35. Agno misses machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable; Marqo misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified.

Pricing

Agno starts at $0/mo and has a free tier. Marqo does not publish one with no free tier.

Signal by signal

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 Marqo. Alternatives to each: Agno, Marqo.

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