Documentation Index
Fetch the complete documentation index at: https://agno-v2-shaloo-ai-support-link.mintlify.app/llms.txt
Use this file to discover all available pages before exploring further.
Agno supports using Redis as a storage backend for Teams using the RedisDb class.
Usage
Run Redis
Install docker desktop and run Redis on port 6379 using:
docker run --name my-redis -p 6379:6379 -d redis
"""
Run: `uv pip install openai newspaper4k lxml_html_clean agno redis` to install the dependencies
"""
from typing import List
from agno.agent import Agent
from agno.db.redis import RedisDb
from agno.models.openai import OpenAIResponses
from agno.team import Team
from agno.tools.hackernews import HackerNewsTools
from agno.tools.hackernews import HackerNewsTools
from pydantic import BaseModel
db = RedisDb(db_url="redis://localhost:6379")
class Article(BaseModel):
title: str
summary: str
reference_links: List[str]
hn_researcher = Agent(
name="HackerNews Researcher",
model=OpenAIResponses(id="gpt-5.2"),
role="Gets top stories from hackernews.",
tools=[HackerNewsTools()],
)
web_searcher = Agent(
name="Web Searcher",
model=OpenAIResponses(id="gpt-5.2"),
role="Searches the web for information on a topic",
tools=[HackerNewsTools()],
add_datetime_to_context=True,
)
hn_team = Team(
name="HackerNews Team",
model=OpenAIResponses(id="gpt-5.2"),
members=[hn_researcher, web_searcher],
db=db,
instructions=[
"First, search hackernews for what the user is asking about.",
"Then, ask the web searcher to search for each story to get more information.",
"Finally, provide a thoughtful and engaging summary.",
],
output_schema=Article,
markdown=True,
show_members_responses=True,
)
hn_team.print_response("Write an article about the top 2 stories on hackernews")
Params
| Parameter | Type | Default | Description |
|---|
id | Optional[str] | - | The ID of the database instance. UUID by default. |
redis_client | Optional[Redis] | - | Redis client instance to use. If not provided a new client will be created. |
db_url | Optional[str] | - | Redis connection URL (e.g., "redis://localhost:6379/0" or "rediss://user:pass@host:port/db") |
db_prefix | str | "agno" | Prefix for all Redis keys. |
expire | Optional[int] | - | TTL for Redis keys in seconds. |
session_table | Optional[str] | - | Name of the table to store sessions. |
memory_table | Optional[str] | - | Name of the table to store memories. |
metrics_table | Optional[str] | - | Name of the table to store metrics. |
eval_table | Optional[str] | - | Name of the table to store evaluation runs. |
knowledge_table | Optional[str] | - | Name of the table to store knowledge documents. |
traces_table | Optional[str] | - | Name of the table to store traces. |
spans_table | Optional[str] | - | Name of the table to store spans. |