Codex can now read Claude Code's memory

memcp is an open-source tool that captures session logs from multiple AI coding agents, stores them in a local SQLite database, and exposes them to any connected agent via MCP. This allows agents to search work done by other agents, in different tools, and get correct answers. memcp supports full-text search and has a small parser for each agent's log format. It's available on GitHub.