Build agents
that actually ship.
The orchestration runtime for AI agents that need to run in the real world — not just the notebook.
Completed in 6.2s
4 agents · 48 tool calls
- AAnthropic Claude
- GPTOpenAI GPT-4o
- GGoogle Gemini
- GGroq
- MMistral AI
- CCohere
- xxAI Grok
- MMeta LLaMA
- PPerplexity
- TTogether AI
- AWSAWS Bedrock
- AzAzure AI
Everything you need to ship
agents to production.
OctaClaw handles orchestration, fault tolerance, and observability so you can focus on what matters.
Parallel DAG Execution
Decompose any goal into directed acyclic task graphs. Specialist agents execute concurrently across independent lanes — eliminating bottlenecks by orders of magnitude.
Universal Model Router
Route each agent to the optimal provider. One API across Anthropic, OpenAI, Gemini, Groq, and more.
Zero-Config Recovery
Automatic fault detection and re-instantiation. Swarms self-heal without human intervention.
Real-Time Telemetry
Every agent action and tool call streamed live. Full structured traces with run IDs and on-demand replay.
Deterministic Replay
Every swarm run is checkpointed. Replay any execution from any point — for debugging, auditing, or compliance. No black boxes.
50+ Built-in Tools
Web search, code execution, browser automation, file I/O, API calls, database queries — agents have a full toolkit out of the box.
From intent to execution
in three steps.
No pipelines to wire up. No agents to babysit. Describe the goal — OctaClaw handles everything from planning to delivery.
“Research competitors, draft a 10-page market analysis, and create an executive summary.”
Define Your Goal
Describe what you need in plain language. OctaClaw parses your intent, identifies required capabilities, and generates a structured execution plan automatically.
Swarm Assembled
Specialist agents are instantiated with their own tools, context windows, and objectives. The orchestrator coordinates resource allocation across the entire swarm.
Autonomous Execution
The swarm executes in parallel, self-corrects on failure, and delivers results with full audit trails, checkpointed states, and deterministic replay capability.
Ship in minutes,
not weeks.
A clean, typed SDK for Python and TypeScript. Describe your goal, choose your model, and let OctaClaw handle the orchestration.
- Fully typed Python & TypeScript SDKs
- Streaming results and real-time hooks
- Built-in retry, checkpointing, and replay
- OpenTelemetry compatible trace exports
1import asyncio2from octaclaw import OctaClaw, Swarm34client = OctaClaw(api_key=os.environ["OCTACLAW_KEY"])56# Define your goal in plain language7result = await client.swarm.run(8 goal="Analyze Q4 competitor landscape and"9 " produce an executive summary",10 model="claude-3-5-sonnet-20241022",11 parallel=True,12 max_agents=6,13)1415# Full telemetry available on every run16print(f"✓ Completed in {result.elapsed_ms}ms")17print(f"✓ Agents used: {result.agent_count}")18print(result.summary)
Get early access
Join the waitlist and be first to ship with OctaClaw.