Skip to main content
Pre-release

This release is a pre-release and may not be stable for production use.

KAgent OpenAI Agents SDK Integration

OpenAI Agents SDK integration for KAgent with A2A (Agent-to-Agent) protocol support, session management, and optional skills integration.


Quick Start

from kagent.openai import KAgentApp
from agents.agent import Agent

# Create your OpenAI agent
agent = Agent(
    name="Assistant",
    instructions="You are a helpful assistant.",
    tools=[my_tool],  # Optional
)

# Create KAgent app
app = KAgentApp(
    agent=agent,
    agent_card={
        "name": "my-openai-agent",
        "description": "My OpenAI agent",
        "version": "0.1.0",
        "capabilities": {"streaming": True},
        "defaultInputModes": ["text"],
        "defaultOutputModes": ["text"],
    },
    kagent_url="http://localhost:8083",
    app_name="my-agent",
)

# Run
fastapi_app = app.build()
# uvicorn run_me:fastapi_app

Agent with Skills

Skills provide domain expertise through filesystem-based instruction files and helper tools (read/write/edit files, bash execution). We provide a function to load all skill-related tools. Otherwise, you can select the ones you need by importing from kagent.openai.tools.

from agents.agent import Agent
from kagent.openai import get_skill_tools

tools = [my_custom_tool]
tools.extend(get_skill_tools("./skills"))

agent = Agent(
    name="SkillfulAgent",
    instructions="Use skills and tools when appropriate.",
    tools=tools,
)

See skills README for skill format and structure.


Session Management

Sessions persist conversation history in KAgent backend:

from agents.agent import Agent
from agents.run import Runner
from kagent.openai._session_service import KAgentSession
import httpx

client = httpx.AsyncClient(base_url="http://localhost:8083")
session = KAgentSession(
    session_id="conversation_123",
    client=client,
    app_name="my-agent",
)

agent = Agent(name="Assistant", instructions="Be helpful")
result = await Runner.run(agent, "Hello!", session=session)

Local Development

Test without KAgent backend using in-memory mode:

app = KAgentApp(agent=agent, agent_card=agent_card, kagent_url="http://localhost:8083", app_name="test-agent")

fastapi_app = app.build_local()  # In-memory, no persistence

Deployment

Standard Docker deployment:

FROM python:3.13-slim
WORKDIR /app
COPY requirements.txt .
RUN pip install -r requirements.txt
COPY agent.py .
CMD ["uvicorn", "agent:fastapi_app", "--host", "0.0.0.0", "--port", "8000"]

Load /config/config.json with KAgentConfig.from_file() to connect to kagent.


Architecture

Component Purpose
KAgentApp FastAPI application builder with A2A support
KAgentSession Session persistence via KAgent REST API
OpenAIAgentExecutor Executes agents with event streaming

Environment Variables


Examples

See samples/openai/ for complete examples:

  • basic_agent/ - Simple agent with custom tools
  • More examples coming soon

See Also


License

See repository LICENSE file.

Runtime configuration file

Managed runtimes receive /config/config.json from the controller. For a standalone process, create that file and load it with KAgentConfig.from_file():

{"runtime":{"control_plane_url":"http://localhost:8083","gateway_url":"http://localhost:8083","name":"my-agent","namespace":"default","log_level":"info"}}

Provider credentials and standard OTEL_* overrides remain environment inputs.

Metadata

Release files for kagent-openai 1.0.0a14

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for kagent-openai 1.0.0a14
File Size Uploaded
kagent_openai-1.0.0a14.tar.gz 15.7 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for kagent-openai 1.0.0a14
File Interpreter ABI Platform
kagent_openai-1.0.0a14-py3-none-any.whl Python 3 none any Details

Total release size: 29.8 kB

Release files / kagent_openai-1.0.0a14.tar.gz

Download URL kagent_openai-1.0.0a14.tar.gz
Size 15.7 kB
Tags Source
SHA-256 checksum
How to use checksums
f9f74b2517d99d8d720a8c08873e2247ae79733f2dbb51e5192ee4780519cffb
BLAKE2b-256 checksum
How to use checksums
2b77436234f9ece2d95edd836bdbb4cc8c9d0aa15de9a5b7e689d086b69c23ff
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.13.1 {"installer":{"name":"uv","version":"0.13.1","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / kagent_openai-1.0.0a14-py3-none-any.whl

Download URL kagent_openai-1.0.0a14-py3-none-any.whl
Size 14.1 kB
Tags Python 3
SHA-256 checksum
How to use checksums
14d194fbe2b8459172e50f309d645609133c4844024843f1e6c05f879397af2b
BLAKE2b-256 checksum
How to use checksums
ee3a3262d5a898d7e2ea05f036b1367ff34124aa5b54cb5ab3cd8cda09cc83a4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.13.1 {"installer":{"name":"uv","version":"0.13.1","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release history Release notifications | RSS feed

This release

1.0.0a14 This release

2 release files

0.10.2

2 release files

0.9.12

2 release files

0.9.10

2 release files

0.9.9

2 release files

0.9.8

2 release files

0.9.7

2 release files

0.9.6

2 release files

0.9.5

2 release files

0.9.4

2 release files

0.9.3

2 release files

0.9.2

2 release files

0.9.1

2 release files

0.9.0

2 release files

0.8.6

2 release files

0.8.5

2 release files

0.8.4

2 release files

0.8.3

2 release files

0.8.2

2 release files

0.8.1

2 release files

0.8.0

2 release files

0.7.19

2 release files

0.7.18

2 release files

0.7.17

2 release files

0.7.16

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page