CoreCoder replicates Claude Code’s key architectural patterns in Python: search-and-replace file editing, parallel tool execution with ThreadPool, 3-layer context compression, and sub-agent isolation. It works with any LLM provider (OpenAI, DeepSeek, etc.) and serves as both a functional CLI coding assistant and an educational reference implementation for building coding agents.