Understands Your Intent, Evolves Autonomously — Swarm Collaboration for Complex Tasks
Chinese · English · Docs · Docs (EN) · Website · GitCode
JiuwenSwarm is an Agent system that makes multi-agent collaboration truly work. Designed for developers and teams who need to automate complex tasks, it helps users drive multi-agent collaboration, Skill self-evolution, and tool invocation through natural language — delivering end-to-end from intent to result. Compared to similar projects, JiuwenSwarm's core differentiators are: Skill self-evolution makes capabilities grow stronger with use, swarm collaboration enables multiple Agents to specialize and coordinate on complex tasks, and multi-platform access covers mainstream IM platforms.
| Capability | Value |
|---|---|
| Multi-Agent Collaboration | Complex tasks are no longer a single Agent's battlefield: Leader automatically decomposes tasks, assembles teams, and multiple Agents specialize and negotiate dynamically |
| Distributed Agent Swarm | Break through single-machine compute limits: Leader/Teammate deploy across processes and machines, coordinating at scale |
| Swarmflow | Orchestrate workflows with natural language: Leader automatically decomposes into multi-stage workflows, with Agents seamlessly handing off between stages |
| Skill Self-Evolution | Capabilities grow stronger with use, not rigid over time: automatically detects error signals and user dissatisfaction, then optimizes Skill definitions |
| Skill Hub Sharing | Capability assets are built once and reused everywhere: Skills can be searched, installed, combined, and remixed across developers |
| Auto Harness | Evaluation-driven, end-to-end automated Harness optimization: not training model weights, but letting the Harness learn and optimize automatically in practice |
| AI Infrastructure Compatibility | One system adapts to multiple inference backends: compatible with Huawei Cloud MaaS and other mainstream platforms, supports OpenAI-compatible APIs and local models |
| Tool Permissions & Security | Every step is under your control: pre-execution approval for tools, file access whitelists, sensitive operation interception |
- 2026-05-18:
v0.2.0released — JiuwenClaw officially upgraded to JiuwenSwarm, desktop app with auto-update, Swarm mode and evolution enhancements, CLI/TUI command extensions. - 2026-05-21: openJiuwen Roundtable livestream — open sharing on Swarm Skills Hub ecosystem co-building and Skills self-evolution.
- 2026-06-02:
v0.2.1released — Swarm cluster mode frontend display optimization, TUI integration with Auto Harness new commands, automated evolution and scheduled task system improvements. - 2026-06-12: Invited to Singapore Lorong AI community event.
| Platform | Download | Notes |
|---|---|---|
| Windows | Download Windows Version | For Windows 10 / 11 |
| macOS | Download macOS Version | For Intel / Apple Silicon |
Download and follow the installer prompts to get started.
# Install JiuwenSwarm
pip install jiuwenswarm
# Use China mirror (recommended)
pip install jiuwenswarm -i https://pypi.tuna.tsinghua.edu.cn/simple
# Initialize JiuwenSwarm (first-time setup)
jiuwenswarm-init
# Start JiuwenSwarm
jiuwenswarm-startAfter launching, visit http://localhost:5173 to open the frontend.
To use TUI (terminal interface), open a new terminal after starting JiuwenSwarm:
# Install JiuwenSwarm-tui
pip install jiuwenswarm-tui
# Use China mirror (recommended)
pip install jiuwenswarm-tui -i https://pypi.tuna.tsinghua.edu.cn/simple
# Start JiuwenSwarm-tui
jiuwenswarm-tuiFor detailed installation instructions, see: Install Guide
JiuwenSwarm supports multiple model platforms: Huawei Cloud MaaS, OpenAI, DeepSeek, DashScope, SiliconFlow, OpenRouter and other OpenAI-compatible APIs, as well as local model deployment.
JiuwenSwarm supports three execution modes — switch as needed:
| Mode | Description | Best For |
|---|---|---|
| Plan Mode | Decomposes requirements into concrete steps, executes step by step | Complex tasks, need to confirm each step |
| Performance Mode | Flexible handling, supports parallel tasks | Simple tasks, fast response |
| Swarm Mode | Leader orchestrates multiple specialized Agents in coordinated collaboration | Large complex tasks, multi-role collaboration |
Swarm Mode (default)
Example input:
Conduct an in-depth research on the new energy vehicle industry and generate an analysis report.
Planning Mode
Example input:
Help me build a personal blog website — from tech selection, page design, frontend and backend development to deployment, create a complete development plan and execute step by step.
Performance Mode
Example input:
Check today's weather in Beijing, and recommend 3 books about artificial intelligence.
Experience JiuwenSwarm in the terminal — ideal for headless environments or CLI-preferred users.
Example input:
Write a bubble sort algorithm for me.
For detailed operation guide, see: Quick Start
For common usage instructions and feature documentation, see: Documentation
| Feature | Status | ETA | Value |
|---|---|---|---|
| Swarmflow Stateful Operators | In Development | 2026-07 | Workflow nodes support human intervention and state memory — Humans can participate as stateful operators, approving, correcting, or taking over subsequent steps based on intermediate results |
| Team Mode Same-Session Feishu Integration | In Development | 2026-07 | Feishu users join as Human Agents in the same session, collaborating with AI Agent teams — human-AI mixed squads for more precise decisions |
For solutions to common issues, see: FAQ.
We welcome developers to contribute to JiuwenSwarm. You can contribute in the following ways:
- Report bugs, feature requests, or usage issues: Issues
- Submit code, documentation, or examples: Pull Requests
- Share Skills: Swarm Skills Hub
Please read the Contributing Guide before contributing to understand the debugging workflow, code style, and commit conventions. For the contribution roadmap, see the openJiuwen Contribution Page.
Thanks to all developers who have contributed to JiuwenSwarm: View Contributor List
| Channel | Purpose | Link |
|---|---|---|
| Website | Product info, updates, and ecosystem | Visit Website |
| SIG | Technical roadmap, engineering practices, ecosystem building | Join SIG |
| Swarm Skills Hub | Browse, publish, and reuse JiuwenSwarm Skills | Visit Swarm Skills Hub |
This project is licensed under Apache License 2.0.