I implemented a client for each so that the session history is easy to extract regarding the agent (somewhat related to progress of goal).

Context: AGENTS.md is standard across all; and subdirectories have their AGENTS.md so in a way this is a tree of instructions. Skills are also standard so it's a bunch of indexable .md files that all agents can use.