swarmvault
A local-first knowledge vault that turns your sources into durable markdown notes, a knowledge graph, and searchable retrieval for AI agents. It works on your own machine, so your notes stay with you.
Gives you a self-hosted runtime for running autonomous AI agents and swarms that delegate work, keep durable memory, and run on schedules. It connects to Claude, GPT, Gemini, Ollama and other model providers.
Claude Code
$ npx -y skills add swarmclawai/swarmclaw --agent claude-code
Codex
$ npx skills add swarmclawai/swarmclaw -a codex
Cursor
$ npx skills add swarmclawai/swarmclaw -a cursor
Gemini CLI
$ npx skills add swarmclawai/swarmclaw -a gemini-cli
GitHub Copilot
$ npx skills add swarmclawai/swarmclaw -a github-copilot
OpenCode
$ npx skills add swarmclawai/swarmclaw -a opencode
Windsurf
$ npx skills add swarmclawai/swarmclaw -a windsurf


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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.A local-first knowledge vault that turns your sources into durable markdown notes, a knowledge graph, and searchable retrieval for AI agents. It works on your own machine, so your notes stay with you.
A development methodology for coding agents that makes the agent brainstorm before building, follow plans, run parallel work and finish branches in a disciplined way. You get fewer skipped steps and more consistent results from your coding assistant.
Helps you take a change from a rough idea or bug report through to a tested, reviewed result, with each step handled by a focused skill. Its skills cover pinning down domain terms, designing module interfaces, diagnosing hard bugs, and reviewing changes against your repo's coding standards.
Gives your coding agent a planning, testing and review routine to follow on every task. It plans before building, checks changes with tests, has a fresh reviewer look for regressions, and saves repeated wins as reusable skills.
Developer tools for working on the React codebase itself. Provides skills for extracting error messages, managing and debugging feature flags across release channels, running Flow type checks, and fixing lint and formatting issues before committing.
Install it with the command on its page. It includes coding-agent, github, google-workspace. Its skills do not fire on their own yet. Free and open source.
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