SwarmVault

What is SwarmVault?

SwarmVault is a Summarization tool. Open-source knowledge graph builder and agent memory store for personal knowledge management. SwarmVault is free to use. It is available on macOS. It is aimed at personal knowledge managers, ai developers and researchers.

A local-first RAG knowledge base compiler inspired by Karpathy's LLM Wiki. It functions as an Obsidian alternative for personal knowledge management, AI second brain, and durable memory storage for Claude Code, Codex, and OpenClaw. The tool features a three-layer architecture, persistent markdown wiki, knowledge graph, and hybrid SQLite FTS + embeddings.

Built for personal knowledge managers, ai developers and researchers.

Key capabilities

• Summarization
• Text Generation
• Coding

Features

• Three-Layer Architecture

• Persistent Markdown Wiki

  Maintains a continuous markdown-based knowledge base.

• Knowledge Graph

  Creates and manages interconnected knowledge graphs.

• Hybrid SQLite FTS + Embeddings

  Combines full-text search with semantic embeddings for efficient data retrieval.

• Contradiction Detection

  Identifies inconsistencies in stored knowledge.

• MCP Server

  Built-in server for managing agent memory and interactions.

• Desktop App

  Runs without requiring Node.js.

• Voice-first Capture

  Supports local Whisper for voice-to-text processing.

• Local Semantic Embeddings

• Cloud API Providers

Use cases

• Build a personal knowledge management system using a local-first RAG knowledge base
• Create an AI second brain for storing and retrieving structured information
• Develop a durable memory store for AI models like Claude Code and Codex
• Manage interconnected knowledge graphs with contradiction detection
• Utilize local semantic embeddings for efficient data analysis
• Integrate with cloud API providers for extended functionality

Pros & cons

Pricing

Free.

Developer & API

FAQ