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swarmvault

byswarmclawai· 2 MCP servers

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630

Forks

78

Category

AI Agents & MCP

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TL;DR

Languages: English | 简体中文 | 日本語

How to install swarmvault?

swarmclawai/swarmvault
$git clone https://github.com/swarmclawai/swarmvault

Installs into the current project.

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Install & use

Install swarmvault by running `git clone https://github.com/swarmclawai/swarmvault`, then use it for the current task and follow its documentation at https://github.com/swarmclawai/swarmvault.

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README.md
1# SwarmVault
2 
3<!-- readme-language-nav:start -->
4**Languages:** [English](README.md) | [简体中文](README.zh-CN.md) | [日本語](README.ja.md)
5<!-- readme-language-nav:end -->
6 
7[![npm](https://img.shields.io/npm/v/@swarmvaultai/cli)](https://www.npmjs.com/package/@swarmvaultai/cli)
8[![npm downloads](https://img.shields.io/npm/dw/@swarmvaultai/cli)](https://www.npmjs.com/package/@swarmvaultai/cli)
9[![GitHub stars](https://img.shields.io/github/stars/swarmclawai/swarmvault)](https://github.com/swarmclawai/swarmvault)
10[![license](https://img.shields.io/badge/license-MIT-green)](LICENSE)
11[![node](https://img.shields.io/badge/node-%3E%3D24-brightgreen)]()
12 
13**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.
14 
15Documentation on the website is currently English-first. If wording drifts between translations, [README.md](README.md) is the canonical source.
16 
17<!-- readme-section:try-it -->
18## Try It in 30 Seconds
19 
20```bash
21npm install -g @swarmvaultai/cli
22swarmvault quickstart ./your-repo
23```
24 
25`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`.
26 
27No repo handy?
28 
29```bash
30swarmvault demo
31```
32 
33After your first compile, the most useful next commands are:
34 
35```bash
36swarmvault next
37swarmvault query "What are the key concepts?"
38swarmvault graph serve
39swarmvault doctor
40swarmvault candidate list
41```
42 
43Not sure what state the vault is in? `swarmvault next` is read-only and tells you whether to initialize, ingest, compile, query, review, or refresh.
44 
45![SwarmVault graph workspace](https://www.swarmvault.ai/images/screenshots/graph-workspace.png)
46 
47No API keys are required for the first run. The built-in heuristic provider runs locally and offline.
48 
49**What you get on disk:**
50 
51- `raw/` - immutable copies of ingested material
52- `wiki/` - generated markdown pages, saved outputs, graph reports, context packs, and task notes
53- `state/graph.json` - the machine-readable knowledge graph
54- `state/retrieval/` - local search index
55- `wiki/graph/share-card.md`, `wiki/graph/share-card.svg`, and `wiki/graph/share-kit/` - copyable and visual first-run summaries
56 
57### Three-Layer Architecture
58 
59SwarmVault uses three layers, following the pattern described by Andrej Karpathy:
60 
611. **Raw sources** (`raw/`) — your curated collection of source documents. Books, articles, papers, transcripts, code, images, datasets. These are immutable: SwarmVault reads from them but never modifies them.
622. **The wiki** (`wiki/`) — LLM-generated and human-authored markdown. Source summaries, entity pages, concept pages, cross-references, dashboards, and outputs. The wiki is the persistent, compounding artifact.
633. **The schema** (`swarmvault.schema.md`) — defines how the wiki is structured, what conventions to follow, and what matters in your domain. You and the LLM co-evolve this over time.
64 
65> In the tradition of Vannevar Bush's Memex (1945) — a personal, curated knowledge store with associative trails between documents — SwarmVault treats the connections between sources as valuable as the sources themselves. The part Bush couldn't solve was who does the maintenance. The LLM handles that.
66 
67Turn books, articles, notes, transcripts, mail exports, calendars, datasets, slide decks, screenshots, URLs, and code into a persistent knowledge vault with a knowledge graph, local search, dashboards, and reviewable artifacts that stay on disk. Use it for **personal knowledge management**, **research deep-dives**, **book companions**, **code documentation**, **business intelligence**, or any domain where you acc

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swarmclawai/swarmvaultswarmclawai/swarmvault

# SwarmVault

**Languages:** [English](README.md) | [简体中文](README.zh-CN.md) | [日本語](README.ja.md)

Reposwarmclawai/swarmvault
TypeMCP Servers
CategoryAI Agents & MCP
UpdatedJun 2026
LicenseMIT
First seenJul 27, 2026

Tags

MCPagent-memoryai-agents

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