SwarmVault transforms documents, code, transcripts, notes, and URLs into a persistent markdown wiki paired with a queryable local knowledge graph. It compiles artifacts and serves a graph viewer that can be handed to AI agents for context. The system supports MCP server integration and is designed to provide durable memory for coding assistants like Claude Code and Codex.