SwarmVault

SwarmVault is an open-source local-first LLM Wiki and knowledge graph builder that turns documents into a persistent RAG knowledge base.

SwarmVault is an open-source local-first LLM Wiki, knowledge graph builder, and RAG knowledge base. It compiles documents, code repositories, books, datasets, and URLs into a persistent knowledge artifact and markdown wiki running entirely on your machine. The system operates in three layers: raw sources, a markdown wiki, and a schema, using explicit naming rules and provenance tracking. Users can start offline with built-in heuristics or optionally integrate model providers like OpenAI, Anthropic, Gemini, and Ollama for richer synthesis. It features a command-line interface, a local viewer dashboard, anti-drift linting, and Model Context Protocol support for agents.

SwarmVault at a glance

Best for: Software engineer, Researcher, Writer
Runs on: CLI, Web, Desktop
Pricing: Open source
Released: April 2026
Category: AI productivity tool
Website: swarmvault.ai

Key features

Compile documents and code into a local knowledge graph
Run fully offline with built-in heuristics
Support optional model providers like OpenAI and Anthropic
Provide a command-line interface for vault management
Include anti-drift linting for stale sources and conflicting claims
Expose vaults to agents through Model Context Protocol
Generate auto-built Markdown wiki pages with provenance

Use it for

Ingest code repositories to compile module pages and graph reports
Capture research papers and articles into durable source pages
Build book fan wikis with character and plot thread pages
Compile journals and personal notes into a structured self-knowledge vault

Alternatives to SwarmVault

LLM Wiki Compiler — Compiles raw sources into a citation-traced, interlinked markdown wiki.
WeKnora — Combines RAG, multi-step agents, and automatic Wiki generation in one platform.
Claude Obsidian — Maintains user ownership of files in a local-first, source-cited vault.
Claudian — Turns an Obsidian vault into a functional directory for AI agents.
DeepWiki Open — It keeps source-grounded context and model access locally with your own CLI tools.
Obsidian Wiki — Compiles knowledge into markdown and carries context across agent sessions.
LLM Wiki Agent — Compiles raw sources into a structured wiki that compounds over time.
Basic Memory — Stores data in local Markdown files that remain accessible and readable by any AI.
LLM Wiki Research — Compiles parallel agent research into source-backed markdown knowledge bases.
Karpathy LLM Wiki — Maintains a compounding markdown knowledge base instead of re-searching raw documents.
IWE — Works natively across Mac apps, text editors, terminal CLI, and MCP servers.
Caldera — Connects people based on their actual code, writing, and AI agent activity.

All SwarmVault alternatives