MCP standardizes tool calls but not memory, freshness, or reliability. Learn what the protocol leaves to you and where a data layer fills the gap.

If you are building an AI agent, the hardest part is rarely the model. It is getting the model...

How to easily bootstrap and register a memory/RAG Model Context Protocol (MCP) server for local coding agents like Codex and Claude Code using an automated setup harness.