Octocode is a Model Context Protocol server and CLI that enables AI assistants to research code by searching local and external sources. It integrates with GitHub to find implementations, documentation, and code patterns across repositories, transforming codebases into AI-searchable knowledge. The tools include semantic search, go-to-definition, references, call hierarchy, and npm/PyPI package exploration, all accessible either as MCP tools for AI agents or as shell commands.