SwarmVault

SwarmVault is a self-hosted knowledge base for people organizing research, notes or code documentation for themselves and AI agents. It turns collected sources into a persistent Markdown wiki with connections you can inspect.

• Source-linked wiki. Compile documents, repository code, transcripts, screenshots and datasets into pages organized around your subject's naming rules and categories, while keeping original sources unchanged.
• Knowledge graph and search. Follow relationships back to supporting sources and claims, search page text, and add semantic search when an embedding-capable backend is available.
• Review and quality checks. Inspect proposed changes before accepting them, review candidate concepts, and flag conflicting claims, stale sources, missing citations and coverage gaps.
• Agent access. Give compatible agents access through MCP, use integrations with Claude, Cursor and Codex, and retain task history alongside the knowledge vault.

A local browser viewer brings graph exploration, search, previews and review queues together. Sources, wiki pages and graph state remain inspectable files on your machine. The project is open source under the MIT license.

The built-in heuristic workflow works fully offline without API keys. Ollama, including Gemma, supports local model-assisted extraction and synthesis. Optional OpenAI, Anthropic, Gemini and OpenAI-compatible API connections send model requests to the selected provider.