remembrall-core

Core library for RemembrallMCP - a field-aware code graph (functions, classes, methods, fields, references) plus persistent memory for AI agents.

What's included

• MemoryStore - CRUD + hybrid semantic/full-text search with RRF fusion
• GraphStore - code symbol storage, relationship tracking, impact analysis via recursive CTEs
• Parsers - tree-sitter based parsers for Python, TypeScript, JavaScript, Rust, Go, Java, Kotlin, Ruby
• Embedder - fastembed (all-MiniLM-L6-v2, 384-dim, in-process ONNX Runtime)
• Ingestion - GitHub PR import and markdown docs ingestion

Usage

This crate is the foundation layer. For the full MCP server, see remembrall-server.

use remembrall_core::memory::store::MemoryStore;
use remembrall_core::graph::store::GraphStore;
use remembrall_core::parser::index_directory;

Requirements

• PostgreSQL 16 with pgvector extension

License

MIT