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[ARTICLE · art-87404] src=discuss.huggingface.co ↗ pub= topic=developer-tools verified=true sentiment=· neutral

Bruno CLI Alternatives for Testing AI APIs?

A team evaluating CLI tools for testing AI APIs, particularly with Hugging Face models, has compared Bruno CLI with HTTPie, Hurl, Newman, and Apidog CLI, favoring Apidog for its ability to reuse test scenarios in CI/CD pipelines. The team seeks tools that fit larger development workflows and CI/CD integration.

read1 min views1 publishedAug 5, 2026

Our team has been evaluating different CLI tools for testing AI APIs, especially while working with Hugging Face models and Inference Endpoints.

Bruno CLI is lightweight and easy to use, but we’re also looking for tools that fit larger development workflows and CI/CD pipelines.

Some of the features we’re looking for are:

So far we’ve compared Bruno CLI with a few other tools, including HTTPie

, Hurl

, Newman

, and Apidog CLI.

One thing I’ve liked about Apidog CLI is that I can run the same API test scenarios while developing locally and then reuse them in CI without maintaining separate workflows. It’s been particularly useful when validating changes to AI APIs before deployment.

For those building applications around Hugging Face models: I’d be interested to hear what other teams are using.

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