Claude Skill
swarmclawai/swarmvault
SwarmVault is a local-first RAG knowledge base compiler inspired by Karpathy's LLM Wiki. Turn raw research into a persistent Markdown wiki, knowledge graph, and hybrid search that compound over tim...
Overview
Repository
Install this Skill
npm install -g @swarmvaultai/cliRegistry
npm install -g @swarmvaultai/clinpm install -g @swarmvaultai/cli@latest
Summary
SwarmVault is a local-first RAG knowledge base compiler inspired by Karpathy's LLM Wiki. It transforms raw research into a persistent Markdown wiki, knowledge graph, and hybrid search that compound over time. Includes an MCP server for Claude Code, Codex, OpenCode, and OpenClaw.
受Karpathy的LLM Wiki启发。本地优先的RAG知识库编译器，配备MCP服务器（Claude Code、Codex、OpenCode、OpenClaw）。将原始研究转化为持久的Markdown维基、知识图谱和混合搜索，这些成果会随时间不断积累。
Key features
- Local-first RAG knowledge base compiler
- Persistent Markdown wiki generation
- Knowledge graph construction
- Hybrid search that compounds over time
- MCP server for Claude Code, Codex, OpenCode, OpenClaw
- Inspired by Karpathy's LLM Wiki
Use cases
- Building a personal research wiki from raw notes
- Creating a persistent knowledge base for AI agents
- Compiling domain-specific knowledge graphs
- Enhancing Claude Code with local RAG context
- Long-term knowledge accumulation for teams
README excerpt
# SwarmVault <!-- readme-language-nav:start --> **Languages:** [English](README.md) | [简体中文](README.zh-CN.md) | [日本語](README.ja.md) <!-- readme-language-nav:end --> [](https://www.npmjs.com/package/@swarmvaultai/cli) [](https://www.npmjs.com/package/@swarmvaultai/cli) [](https://github.com/swarmclawai/swarmvault) [](LICENSE) []() **The local-first LLM Wiki, knowledge graph builder, and RAG knowledge base for AI agents.** SwarmVault turns docs, code, transcripts, notes, and URLs into a durable markdown wiki plus a local graph you can inspect, query, and hand to agents. Start with one command, then learn the deeper graph, review, context-pack, and automation workflows when you need them. Documentation on the website is currently English-first. If wording drifts between translations, [README.md](README.md) is the canonical source. <!-- readme-section:try-it --> ## Try It in 30 Seconds ```bash npm install -g @swarmvaultai/cli swarmvault quickstart ./your-repo ``` `quickstart` initializes a vault in the current directory, ingests a local file, directory, or public GitHub repo, compiles the wiki and graph, writes share artifacts, and opens the local graph viewer. It is the beginner-friendly alias for `swarmvault scan`. No repo handy? ```bash swarmvault demo ``` After your first compile, the most useful next commands are: ```bash swarmvault next swarmvault query "What are the key concepts?" swarmvault graph serve swarmvault doctor swarmvault candidate list