kaiwen-agent

Provider-neutral, asynchronous Python runtime for building tool-using agents. Product applications own their prompts, domain tools, authorization context, persistence choice, and HTTP surface.

pip install "kaiwen-agent[openai]"

For OpenAI Live primary WebSocket support:

pip install "kaiwen-agent[openai-live]"

Minimal agent

import asyncio

from pydantic import BaseModel

from kaiwen_agent import Agent, AgentContext, tool
from kaiwen_agent.models.openai import OpenAIResponsesProvider
from kaiwen_agent.types import AgentInput


class ProjectQuery(BaseModel):
    category: str | None = None


@tool(
    name="projects.read",
    description="List projects visible to the current user",
    input_model=ProjectQuery,
    permissions={"projects.read"},
)
async def read_projects(
    context: AgentContext,
    query: ProjectQuery,
) -> list[dict[str, str]]:
    repository = context.services["projects"]
    return await repository.list(category=query.category)


async def main() -> None:
    agent = Agent(
        name="portfolio",
        model=OpenAIResponsesProvider(
            model="your-model-id",
            instructions="Help visitors discover relevant products.",
            store=False,
        ),
        tools=[read_projects],
        permissions={"projects.read"},
    )
    result = await agent.run(
        AgentInput(text="Show me the games"),
        context=AgentContext(
            session_id="session-id",
            permissions=frozenset({"projects.read"}),
            services={"projects": your_repository},
        ),
    )
    print(result.text)


asyncio.run(main())

OPENAI_API_KEY is read by the OpenAI SDK from the server environment. The runtime never stores it and it must never be exposed to browser code.

Runtime capabilities

• Provider-neutral async agent loop and deterministic fake provider.
• Typed Pydantic tool inputs and deny-by-default permission intersection.
• Approval, idempotency, timeout, and retry handling for side effects.
• Session, run, event, and audit ports with a SQLite reference adapter.
• SSE event fan-out and trace propagation.
• Durable task graphs, workers, checkpoints, mailbox control, resource locks, cancellation, and bounded concurrency.
• Optional OpenAI Responses API adapter.
• Provider-neutral Realtime sessions, OpenAI Live/WebRTC adapters, durable text-and-voice conversations, and allowlisted background task delegation.
• Trusted OpenAI Live sideband execution through the same permission, approval, idempotency, and audit pipeline used by text agents.

Realtime usage and integration boundaries are documented in the repository's docs/realtime.md, docs/openai-live.md, and docs/conversation-bridge.md files.

Side effects

Tools marked reversible or destructive receive a runtime idempotency key. Set requires_approval=True and supply an application-owned ApprovalGate for publishing, deleting, deploying, calling, or sending messages. Applications must still perform authorization inside their own service boundary.

Coding-agent handoff

When asking another coding agent to integrate this package, provide the root repository files AGENTS.md and docs/consumer-agent-brief.md. The complete, provider-free example is in examples/basic-agent.