swarmclawai

swarmclawai / swarmvault

Public

Local-first LLM knowledge base compiler (Claude Code, Codex, OpenCode, OpenClaw). Turn raw research into a persistent markdown wiki, knowledge graph, and search index that compound over time.

www.swarmvault.ai claude-code claude-skills codex codex-skills karpathy
32
3
100% credibility
Found Apr 09, 2026 at 32 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
TypeScript
AI Summary

SwarmVault compiles files, URLs, code repositories, and research into a local knowledge vault with a markdown wiki, knowledge graph, local search, and AI agent integrations.

How It Works

1
🔍 Discover SwarmVault

You hear about a helpful tool that turns your files, links, and code into a smart, searchable notebook for AI helpers.

2
📦 Set it up easily

With one simple action, you create your personal knowledge space on your computer.

3
📁 Add your stuff

Drop in documents, websites, research papers, or code folders, and watch it organize everything neatly.

4
⚡ Let it build your vault

Hit go, and it smartly connects ideas into a wiki and visual map you can explore anytime.

5
💭 Ask questions

Chat with your vault to find answers, summaries, or new insights backed by your own notes.

6
🔗 Connect your AI buddy

Link it to your favorite AI coding helper so it knows your knowledge inside out.

🎉 Your smart notebook lives

Now you have a growing, searchable treasure chest of knowledge that AI agents love and your work never gets lost.

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Star Growth

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AI-Generated Review

What is swarmvault?

Swarmvault is a TypeScript CLI tool that builds a local-first LLM knowledge base from raw files, GitHub repos, docs sites, arXiv papers, and code. Feed it URLs or directories via `swarmvault source add` or `swarmvault ingest`, then `compile` to get a persistent markdown wiki, knowledge graph, and SQLite search index that compounds over time. Unlike chat tools that discard context, it saves durable artifacts you review, query with `swarmvault query`, and visualize via a local graph viewer.

Why is it gaining traction?

It stands out as a local-first LLM compiler that integrates seamlessly with agents like Claude Code, Codex, OpenCode, and OpenClaw—install hooks with `swarmvault install --agent claude --hook` to bias them toward your graph-first knowledge base. Managed sources auto-sync public local first GitHub repos or docs hubs, while outputs like Neo4j exports and save-first queries let knowledge compound without vendor lock-in. The heuristic provider enables offline testing before plugging in real LLMs like GPT-4o.

Who should use this?

Researchers dumping notes, PDFs, and papers into a searchable wiki with provenance-tracked graphs. Devs analyzing codebases via tree-sitter parsing into module pages and dependency graphs. AI agent powerusers wanting a local-first base for Claude Code or Codex workflows that persists over sessions.

Verdict

Try it if local-first LLMs and compounding knowledge graphs fit your flow—solid docs, worked examples, and agent integrations make onboarding fast despite 32 stars and 1.0% credibility signaling early maturity. Production use needs more battle-testing, but it's a smart download your first local LLM experiment.

(198 words)

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