## News
- **[2026-07] `INTE`:** Daytona-based workspace/sandbox supported. [Docs](https://docs.agentscope.io/latest/en/building-blocks/workspace)
- **[2026-07] `INTE`:** K8s, OpenSandbox-based workspace/sandbox supported. [Docs](https://docs.agentscope.io/latest/en/building-blocks/workspace)
- **[2026-07] `INTE`:** ReMe long-term memory supported. [Example](https://github.com/agentscope-ai/agentscope/tree/main/examples/long_term_memory/reme) | [Docs](https://docs.agentscope.io/latest/en/building-blocks/long-term-memory)
- **[2026-06] `FEAT`:** Agentic Memory supported. [Example](https://github.com/agentscope-ai/agentscope/tree/main/examples/long_term_memory/agentic_memory) | [Docs](https://docs.agentscope.io/latest/en/building-blocks/long-term-memory)
- **[2026-06] `FEAT`:** Distributed & Multi-Tenancy & Multi-Session RAG service supported. [Docs](https://docs.agentscope.io/latest/en/deploy/agent-team)
- **[2026-06] `FEAT`:** RAG supported. [Example](https://github.com/agentscope-ai/agentscope/tree/main/examples/rag) | [Docs](https://docs.agentscope.io/latest/en/building-blocks/rag)
- **[2026-06] `INTE`:** Mem0 supported. [Example](https://github.com/agentscope-ai/agentscope/tree/main/examples/long_term_memory) | [Docs](https://docs.agentscope.io/latest/en)
- **[2026-06] `FEAT`:** Agent Team supported. [Example](https://github.com/agentscope-ai/agentscope/tree/main/examples/agent_service) | [Docs](https://docs.agentscope.io/latest/en/deploy/agent-team)
- **[2026-05] `RELS`:** AgentScope 2.0 released! [Docs](https://docs.agentscope.io/)
[More news →](./docs/NEWS.md)
## Community
Welcome to join our community on
| [Discord](https://discord.gg/eYMpfnkG8h) | DingTalk |
|----------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------|
| 
| 
|
## Quickstart
### Installation
> AgentScope requires **Python 3.11** or higher.
#### From PyPI
```bash
uv pip install agentscope
# or
# pip install agentscope
```
#### From source
```bash
# Pull the source code from GitHub
git clone -b main https://github.com/agentscope-ai/agentscope.git
# Install the package in editable mode
cd agentscope
uv pip install -e .
# or
# pip install -e .
```
## Hello AgentScope!
Start your first agent with AgentScope 2.0:
```python
from agentscope.agent import Agent
from agentscope.tool import Toolkit, Bash, Grep, Glob, Read, Write, Edit
from agentscope.credential import DashScopeCredential
from agentscope.model import DashScopeChatModel
from agentscope.message import UserMsg
from agentscope.event import EventType
import os, asyncio
async def main() -> None:
agent = Agent(
name="Friday",
system_prompt="You're a helpful assistant named Friday.",
model=DashScopeChatModel(
credential=DashScopeCredential(
api_key=os.environ["DASHSCOPE_API_KEY"]
),
model="qwen3.6-plus",
),
toolkit=Toolkit(
tools=[
Bash(),
Grep(),
Glob(),
Read(),
Write(),
Edit(),
]
),
)
async for evt in agent.reply_stream(UserMsg("Tony", "Hi, Friday!")):
# Handle the event stream, e.g., print the message, update UI, etc.
match evt.type:
case EventType.REPLY_START:
...
case EventType.MODEL_CALL_START:
...
case EventType.TEXT_BLOCK_START:
...
case EventType.TEXT_BLOCK_DELTA:
...
case EventType.TEXT_BLOCK_END:
...
# Handle other event types
asyncio.run(main())
```
## Hello Agent Service!
An extensible FastAPI based **multi-tenancy**, **multi-session** agent service with pre-built Web UI in `examples/web_ui`
Agent team — a leader agent spawns workers and coordinates them through the built-in team tools. |
Task planning — the agent breaks complex work into a tracked plan and updates it as it goes. |
Permission control in bypass mode — the agent runs end-to-end without pausing for tool-call confirmations. |
Background task offloading — a long-running tool moves to the background; its result later wakes the agent up and the conversation resumes. |