Agno

NiadraAgno gives you instructions (a dynamic instruction with the pack), tools (the kit as Agno Functions) and the pre_hook and post_hook hooks that record the turns. Python only.

Install

pip install 'niadra[agno]'   # agno 3.0.11 or newer, below 4

The five primitives

Primitive	How the adapter wires it
Context	`instructions` is a dynamic instruction: your own instructions first, then the agent’s notes (with `agent_memory=`), the pack and the `turn_block`, read for every run. With an `AsyncNiadra` conversation it is a coroutine function, so use `arun`
Turns	`pre_hook` records the run’s input as the customer’s turn and `post_hook` the run’s answer as the agent’s, with the run’s usage and model
Tools	`tools`: Agno `Function`s with the kit’s names, descriptions and schemas, bound to the customer
Verification	`conversation.verify()` before the run
Handoff	`transferred_to_agent()` and `transferred_to_human()` record the transfer, for a team that delegates or a hand-off to a person

Minimal example

"""An Agno agent with the customer's memory as instructions, tools and hooks."""

import asyncio

from agno.agent import Agent
from agno.models.openai import OpenAIChat

from niadra import AsyncNiadra, phone
from niadra.integrations.agno import NiadraAgno

niadra = AsyncNiadra(channel="chat")


async def main() -> None:
    memory = NiadraAgno(
        niadra.conversation("thread-81", subject=phone("+5511912345678")),
        instructions="You are Acme's agent.",
    )
    agent = Agent(
        model=OpenAIChat(id="gpt-4.1"),
        instructions=memory.instructions,
        tools=memory.tools,
        pre_hooks=[memory.pre_hook],
        post_hooks=[memory.post_hook],
    )
    print((await agent.arun("Where is my replacement lid?")).content)
    await niadra.close()


asyncio.run(main())

The same code is in examples/agno_agent.py.

Agent memory

NiadraAgno(conversation, instructions=..., agent_memory=True) puts the agent’s own notes between your instructions and the customer’s context and adds the two tools. See Agent memory.

Limits

Agno’s own memory and storage stay Agno’s; Niadra is the company’s memory of the customer.
Nothing here fails the run: without a pack, instructions returns your text alone.
Tested against agno 3.0.11 with the model replaced by a fake and Niadra on the emulator.

Get started

Voice

Channels

Agent frameworks

Model SDKs

Automation platforms

MCP clients

Install

The five primitives

Minimal example

Agent memory

Limits

Next steps

History navigation

Agent memory

​Install

​The five primitives

​Minimal example

​Agent memory

​Limits

​Next steps

History navigation

Agent memory

Install

The five primitives

Minimal example

Agent memory

Limits

Next steps