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Agent skills

Subject An agent driving kapi: the shipped Agent Skill, and the MCP tools an assistant calls. Evidence Repeated scenarios measure tool selection and whether the agent completes the task with a passing gate. Scores use observed actions and gate results rather than an LLM judge. Gates CI No. Runs use an interactive agent on a maintainer's machine. CI reads the committed dataset; its date indicates when the results were measured.
1 measured2 partial
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Surfaces

architecture

How kapi is reached: the CLI, the desktop app, the shipped Agent Skill, and the MCP tools an assistant calls.Rests on every layer below, since a surface is how a person or an agent gets at them.