SwarmVault FAQs

Question 1

What is SwarmVault and its main purpose?

Accepted Answer

SwarmVault is a local-first knowledge compiler that transforms raw files, URLs, screenshots, PDFs, and code into a durable markdown wiki, a structured knowledge graph, and a local search index, specifically designed for AI agents to leverage persistently.

Question 2

How does SwarmVault improve AI agent workflows?

Accepted Answer

It provides a persistent, reviewable knowledge base for AI agents, preventing useful work from being lost in chat history. Agents can ingest, compile, query, and save results back into a structured vault, fostering a compounding loop of knowledge accumulation.

Question 3

Can SwarmVault handle code and developer-specific research?

Accepted Answer

Absolutely. SwarmVault features repo-aware code ingestion with parser-backed module analysis and local import resolution. It's built to compile code and technical research into a structured graph, making it a powerful tool for developers and coding agents.

Question 4

Is SwarmVault compatible with other tools or LLMs?

Accepted Answer

Yes, SwarmVault is designed for local-first markdown compatibility with Obsidian and plain Git. It also supports pluggable LLM providers like OpenAI, Anthropic, Ollama, and Groq, along with agent-specific integrations for Codex, Claude Code, Cursor, and more.

Question 5

How does SwarmVault ensure the quality and reliability of AI-generated content?

Accepted Answer

Instead of silent page mutations, SwarmVault incorporates reviewable approval and candidate queues for AI-generated content. This allows users to inspect, accept, or reject changes, ensuring human oversight and maintaining content integrity.

SwarmVault

SwarmVault

Key Features

Use Cases

Key Features

Use Cases