swarmvault
Languages: English | 简体中文 | 日本語 The local-first LLM Wiki, knowledge graph builder, and RAG knowledge base for AI agents.
The self-hosted AI agent runtime and multi-agent framework for autonomous agents. Open-source agent swarms with durable agent memory, MCP tools, skills, delegation, schedules, and 23+ LLM providers — a practical Claude Code and LangChain alternative.
$ npx -y skills add swarmclawai/swarmclaw --agent claude-code
Repo: swarmclawai/swarmclaw
What's inside
SwarmClaw is an open-source, self-hosted AI agent runtime and multi-agent framework. Run autonomous AI agents, agent swarms, and orchestrators with heartbeats, schedules, delegation, agent memory, runtime skills, and reviewed conversation-to-skill learning — across OpenClaw gateways, Claude, GPT, Gemini, OpenRouter, Ollama, and 23+ other providers. Use it as your AI agent dashboard, agent orchestration platform, and home base for self-hosted multi-agent AI workflows.
GitHub: https://github.com/swarmclawai/swarmclaw
Docs: https://swarmclaw.ai/docs
Website: https://swarmclaw.ai
Discord: https://discord.gg/sbEavS8cPV
Extension tutorial: https://swarmclaw.ai/docs/extension-tutorial
nvm use will pick up the repo's .nvmrc, which matches CI)Download the one-click installer from swarmclaw.ai/downloads. Available for macOS (Apple Silicon & Intel), Windows, and Linux (AppImage + .deb).
The release workflow supports Developer ID signing and notarization when Apple credentials are configured. If a macOS build is still ad-hoc signed, first launch may need one manual approval:
.dmg and .zip; unsigned fallback releases publish .zip only to avoid the damaged unsigned DMG path. Right-click the app in Finder → Open → Open to bypass Gatekeeper. If macOS instead reports "SwarmClaw is damaged and can't be opened" (common when a downloaded app was quarantined by Safari), strip the quarantine attribute and relaunch:
xattr -dr com.apple.quarantine /Applications/SwarmClaw.app
chmod +x the downloaded file, then run it.Data lives in your OS app-data directory (~/Library/Application Support/SwarmClaw,
%APPDATA%\SwarmClaw, or ~/.config/SwarmClaw), separate from any CLI or Docker install.
npm i -g @swarmclawai/swarmclaw
swarmclaw
yarn global add @swarmclawai/swarmclaw
swarmclaw
pnpm add -g @swarmclawai/swarmclaw
swarmclaw
bun add -g @swarmclawai/swarmclaw
swarmclaw
Running swarmclaw starts the server on http://localhost:3456.
git clone https://github.com/swarmclawai/swarmclaw.git
cd swarmclaw
nvm use
npm run quickstart
npm run quickstart installs dependencies, prepares local config and runtime state, and starts SwarmClaw.
git clone https://github.com/swarmclawai/swarmclaw.git
cd swarmclaw
mkdir -p data
touch .env.local
docker compose up -d --build
Then open http://localhost:3456.
Install the SwarmClaw skill for your OpenClaw agents:
openclaw skills install swarmclaw
Scheduled-run reliability release: stale workspace rebinding, fail-fast credential checks, and durable delivery evidence for schedule-driven sends.
~/.swarmclaw/workspace) are now rebound to the current WORKSPACE_DIR automatically; intentional custom working directories are never touched.lastDeliveryStatus/lastDeliveryError back to its schedule, so failures are visible without digging through task records.PR integration release for provider catalog coverage, OpenRouter context meters, and safer unsigned macOS desktop artifacts.
Theme and memory-pressure release for lighter UI preferences and leaner chat history storage.
session_messages table and are compacted from session records after persistence is verified, reducing page-load memory pressure on lower-RAM devices.Protocol builder visibility release for built-in Structured Sessions.
Installed package build fix for fresh npm-global installs and upgrades.
mime-types and @types/mime-types directly so swarmclaw server --build can type-check the OpenClaw media proxy on clean installs.Showing a partial view of a very large repo.
Languages: English | 简体中文 | 日本語 The local-first LLM Wiki, knowledge graph builder, and RAG knowledge base for AI agents.
FAQ
swarmclaw is a Claude Code plugin with 11 hand-picked skills for development work, indexed on Flowy. Install it with the command on its page. It includes coding-agent, github, google-workspace. Its skills do not fire on their own yet. Request auto-invocation to have Flowy route them as you prompt. Free and open source.
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