swarmvault

Why we included this project

Most people's notes and transcripts never quite become something they can actually search and reuse. SwarmVault is a local toolchain that fixes that: it ingests files, directories, or public GitHub repos, keeps the originals untouched on disk, and has an LLM compile them into markdown wiki pages plus a machine-readable knowledge graph you can inspect and query. The CLI walks you through ingestion, compilation, review, and graph navigation, and hybrid search that combines full-text and embeddings keeps queries fast even as the vault grows past a few hundred pages. It also feeds coding agents: an MCP server and context-pack generation let Claude Code, Codex, and similar tools draw on the same vault, so it can serve as both a personal second brain and durable agent memory. Everything runs locally and offline with no API keys required, which matters if you'd rather not send your notes to a cloud service.