# Malm

> Agents experience the real product.


## Baki

- [Baki](https://docs.malmhq.com): Baki helps teams design and measure the journeys agents take through their products.
- [Published evaluations](https://malmhq.com/evaluations): Public results from product evaluations.

## Public site interfaces

- [Pricing](https://malmhq.com/pricing.md): Malmhq.com does not sell products directly.
- [Authentication](https://malmhq.com/auth.md): Malmhq.com does not provide user accounts or a public API.
- [Agent resource directory](https://malmhq.com/.well-known/ard.json): Published machine-readable resources for this site.

## Writings

- [Uber Has 5,000 MCP Tools. Can Agents Actually Find the Right One?](https://malmhq.com/writings/uber-mcp-gateway-tool-discovery.md): How Uber makes thousands of tools available to agents, and what an incident investigation can teach us about finding tools, using them, and retrieving useful evidence.
- [Agent experience (AX): Comparing four social media API providers](https://malmhq.com/writings/social-interface-comparison.md): We tested four social media API providers across 204 complex research tests. See how their agent experience (AX), costs and completion times compare.
- [An example of why Parallel beat Exa in our AX eval](https://malmhq.com/writings/parallel-vs-exa-agent-experience.md): A shortened preview was only the start. Parallel gave the agent a concrete way to inspect the saved response and keep researching.
- [Ten search providers. Can agents actually use their interfaces?](https://malmhq.com/writings/search-interface-comparison.md): Hundreds of research trials across ten search providers revealed instruction conflicts and response-handling friction. We examine agent experience alongside completion, cost and time.
- [Designing CLIs for Better Agent Experiences](https://malmhq.com/writings/how-to-design-a-good-cli-for-ai-agents.md): Design a CLI as an agent interface: task flows, structured output, dry runs, and feedback loops.