After watching Claude Code and Codex keep running Explore in my codebase over and over, I started to think that there must be a better way. RemembrallMCP is my attempt to fix this.

RemembrallMCP gives agents two things most memory tools don't:

1. Persistent Memory - Decisions, patterns, and organizational knowledge that survive between sessions. Hybrid semantic + full-text search finds relevant context instantly.

2. Code Dependency Graph - A live map of your codebase built with tree-sitter. Functions, classes, imports, and call relationships across 8 languages. Ask "what breaks if I change this?" and get an answer in milliseconds - before the agent touches anything.

Run the whole thing inside a docker container for getting started easily. Claude uses MCP to leverage it. Written in Rust.