AgentBadge vs Black

Agent Readiness is the ability of your API to be discovered, understood, and used by an AI agent, without a human intervening. SEO for the agentic web.

A black-box evaluation of how AI-generated tests find functional bugs in live APIs.

About AgentBadge

Agent Readiness is the ability of your API to be discovered, understood, and used by an AI agent, without a human intervening. SEO for the agentic web. It extends SEO principles to machine-readable interfaces, OpenAPI, MCP, llms.txt, and structured discovery layers that let agents navigate your service autonomously. It finds an endpoint, but can't figure out which authentication it needs. Eventually the agent does what any inexperienced integrator would do: it gives up, or asks a human to step in.

About Black

A black-box evaluation of how AI-generated tests find functional bugs in live APIs. The harder question is whether those tests find bugs. Each system receives only a JSON schema and one valid sample payload, then must generate API test cases that expose failures in a live reference API. The evaluation uses APIEval-20 v1.0, a black-box benchmark contributed by KushoAI. Because KushoAI is also one of the evaluated systems, this report includes the methodology, workflow definitions, repeated-run setup, and robustness checks so readers can understand where the performance difference comes from.