swarmclawai/swarmvault — The local-first LLM Wiki: open-source knowledge graph builder, RAG knowledge base, and agent memory…

Description and use

SwarmVault is an open‑source, local‑first knowledge‑graph platform that lets users build a personal LLM‑powered wiki, RAG‑enhanced knowledge base, and persistent agent memory store. Inspired by Andrej Karpathy’s “local‑first” pattern, it functions as an Obsidian‑style PKM system and “second brain” for AI, providing durable storage for Claude, Code, Codex, and OpenClaw contexts. It combines orchestration, AI/ML, and a modern frontend to enable seamless retrieval‑augmented generation and agent‑driven workflows.

Problem

swarmclawai/swarmvault helps turn isolated prompts and tools into repeatable agent workflows.

Outcome

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.

Workflow

• coordinate multi-agent workflows
• add tool-use pipelines
• standardize agent memory

Evidence

The local-first LLM Wiki: open-source knowledge graph builder, RAG knowledge base, and agent memory store. Built on Andrej Karpathy's pattern. An Obsidian alternative for personal knowledge management, AI second brain, and durable Claude Code / Codex / OpenClaw memory.

Source