Swarmclaw
Self-hosted AI agent orchestration dashboard with OpenClaw integration, multi-provider support, LangGraph workflows, and chat platform connectors.
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// RATINGS
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// README
SwarmClaw
SwarmClaw is a self-hosted AI runtime for OpenClaw and multi-agent work. It helps you run autonomous agents and orchestrators with heartbeats, schedules, delegation, memory, runtime skills, and reviewed conversation-to-skill learning across OpenClaw gateways and other providers.
GitHub: https://github.com/swarmclawai/swarmclaw
Docs: https://swarmclaw.ai/docs
Website: https://swarmclaw.ai
Extension tutorial: https://swarmclaw.ai/docs/extension-tutorial
Screenshots
Use Cases
SwarmClaw is a general-purpose agent runtime. Here are some of the ways people use it.
Personal Assistant
A single agent with memory, web access, scheduling, and file tools — your always-available copilot.
"Remember that I prefer window seats. Book research time every Monday at 9am. Summarize the articles I saved last week."
- Remembers preferences, contacts, and decisions across conversations
- Schedules reminders, recurring check-ins, and follow-ups
- Researches, drafts, plans, and manages your day-to-day
- Bridges to WhatsApp or Telegram so you can message your agent on the go
Starter kit: Personal Assistant → 1 agent, ready in under a minute.
Virtual Company
Build a full org chart of specialized agents that collaborate, delegate, and report up — a lightweight simulation of a real company.
| Role | Agent | Responsibilities |
|---|---|---|
| CEO | Strategist | Sets objectives, reviews progress, delegates to department heads |
| CTO | Builder | Owns technical execution, code reviews, architecture decisions |
| CFO | Analyst | Tracks budgets, monitors token spend, produces cost reports |
| CMO | Marketer | Drafts campaigns, manages content calendar, monitors channels |
| COO | Operator | Coordinates cross-agent work, manages schedules, unblocks tasks |
- Each agent has its own provider, model, personality (soul), and tool access
- The CEO delegates via the task board; department heads pick up work autonomously
- Heartbeat loops let agents check in on their own, surface blockers, and request approvals
- Memory means every agent remembers past decisions and context
- Connect the CMO to Discord/Slack so it can post updates directly
Development Team
A squad of agents mirroring a real engineering team — planning, building, reviewing, and testing in parallel.
| Role | Agent | Tools |
|---|---|---|
| Lead | Architect | Delegation, tasks, schedules, missions |
| Dev | Builder | Shell, files, Claude Code / Codex / OpenCode |
| QA | Tester | Shell, browser, files, web search |
| Designer | Creative | Image generation, browser, web search, files |
| Reviewer | Critic | Files, web search, memory |
- The Lead creates missions and breaks them into tasks on the board
- Dev agents pick up tasks and delegate to Claude Code, Codex, or OpenCode for implementation
- QA runs tests, takes screenshots, and files bugs back on the task board
- The Reviewer audits PRs and flags regressions
- Structured Sessions let you run a bounded sprint — plan → build → test → review — with durable transcripts
Starter kit: Builder Studio → pre-configured Builder + Reviewer pair.
Research Bureau
Multiple research agents working in parallel, each with different search strategies, then synthesizing findings.
- Spawn a swarm of researchers across different topics or sources
- Each agent searches, fetches, reads, and summarizes independently
- A lead agent collects outputs into a structured report with citations
- Memory stores findings for future reference across conversations
- Schedule recurring research runs (daily digest, weekly competitive scan)
Starter kit: Research Copilot → 1 focused researcher, scale up with subagents.
OpenClaw Fleet
Distribute autonomous agents across multiple machines using OpenClaw gateways — one control plane, many runtimes.
- Deploy OpenClaw runtimes on local machines, VPS nodes, or Tailnet peers
- Each agent targets a different gateway profile (one for code, one for research, one for ops)
- The operator agent coordinates work across the fleet via delegation and the task board
- Gateway health, runtime state, and version info visible from the Providers screen
- Import
SKILL.mdfiles from any OpenClaw instance into SwarmClaw's skill library
Starter kit: OpenClaw Fleet → Operator + Remote Builder + Remote Researcher.
Content Studio
A writer/editor pipeline for blogs, docs, newsletters, marketing copy, or social posts.
- Writer drafts content based on briefs, outlines, and style guides
- Editor tightens structure, fixes tone, and flags missing evidence
- Schedule daily or weekly content runs with automatic handoff
- Connec