Intelligent routing layer that connects user needs to Skills and MCPs — install once, use everything
AgentOctopus skill execution adapters: HTTP, MCP stdio, subprocess
AgentOctopus core: semantic router, executor, and LLM client
AgentOctopus skill manifest loader and rating store
AgentOctopus gateways: Slack, Discord, Telegram bots and agent-to-agent HTTP protocol
AgentOctopus CLI — route natural language queries to skills via `octopus ask`
AgentOctopus skill invocation pipeline — loading, eligibility, install, snapshots