repo stringlengths 7 90 | file_url stringlengths 81 315 | file_path stringlengths 4 228 | content stringlengths 0 32.8k | language stringclasses 1
value | license stringclasses 7
values | commit_sha stringlengths 40 40 | retrieved_at stringdate 2026-01-04 14:38:15 2026-01-05 02:33:18 | truncated bool 2
classes |
|---|---|---|---|---|---|---|---|---|
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/vector_db/weaviate_db/async_weaviate_db_with_batch_embedder.py | cookbook/08_knowledge/vector_db/weaviate_db/async_weaviate_db_with_batch_embedder.py | import asyncio
from os import getenv
from agno.agent import Agent
from agno.knowledge.embedder.openai import OpenAIEmbedder
from agno.knowledge.knowledge import Knowledge
from agno.models.openai import OpenAIChat
from agno.vectordb.weaviate import Weaviate
agent = Agent(
model=OpenAIChat(
id="gpt-4o-mini"... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/vector_db/weaviate_db/weaviate_db_upsert.py | cookbook/08_knowledge/vector_db/weaviate_db/weaviate_db_upsert.py | """
This example demonstrates using Weaviate as a vector database.
Installation:
pip install weaviate-client
You can use either Weaviate Cloud or a local instance.
Weaviate Cloud Setup:
1. Create account at https://console.weaviate.cloud/
2. Create a cluster and copy the "REST endpoint" and "Admin" API Key. Then... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/vector_db/weaviate_db/weaviate_db.py | cookbook/08_knowledge/vector_db/weaviate_db/weaviate_db.py | from agno.agent import Agent
from agno.knowledge.knowledge import Knowledge
from agno.vectordb.search import SearchType
from agno.vectordb.weaviate import Weaviate
from agno.vectordb.weaviate.index import Distance, VectorIndex
vector_db = Weaviate(
collection="vectors",
search_type=SearchType.vector,
vecto... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/vector_db/clickhouse_db/async_clickhouse.py | cookbook/08_knowledge/vector_db/clickhouse_db/async_clickhouse.py | import asyncio
from agno.agent import Agent
from agno.knowledge.knowledge import Knowledge
from agno.vectordb.clickhouse import Clickhouse
agent = Agent(
knowledge=Knowledge(
vector_db=Clickhouse(
table_name="documentss",
host="localhost",
port=8123,
usernam... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/vector_db/clickhouse_db/clickhouse.py | cookbook/08_knowledge/vector_db/clickhouse_db/clickhouse.py | from agno.agent import Agent
from agno.knowledge.knowledge import Knowledge
from agno.vectordb.clickhouse import Clickhouse
vector_db = Clickhouse(
table_name="recipe_documents",
host="localhost",
port=8123,
username="ai",
password="ai",
)
knowledge = Knowledge(
name="My Clickhouse Knowledge B... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/vector_db/clickhouse_db/async_clickhouse_with_batch_embedder.py | cookbook/08_knowledge/vector_db/clickhouse_db/async_clickhouse_with_batch_embedder.py | import asyncio
from agno.agent import Agent
from agno.knowledge.embedder.openai import OpenAIEmbedder
from agno.knowledge.knowledge import Knowledge
from agno.models.openai import OpenAIChat
from agno.vectordb.clickhouse import Clickhouse
agent = Agent(
model=OpenAIChat(
id="gpt-4o-mini",
),
knowl... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/vector_db/clickhouse_db/__init__.py | cookbook/08_knowledge/vector_db/clickhouse_db/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/chunking/custom_strategy_example.py | cookbook/08_knowledge/chunking/custom_strategy_example.py | from typing import List
from agno.agent import Agent
from agno.knowledge.chunking.strategy import ChunkingStrategy
from agno.knowledge.document.base import Document
from agno.knowledge.knowledge import Knowledge
from agno.knowledge.reader.pdf_reader import PDFReader
from agno.vectordb.pgvector import PgVector
class ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/chunking/document_chunking.py | cookbook/08_knowledge/chunking/document_chunking.py | from agno.agent import Agent
from agno.knowledge.chunking.document import DocumentChunking
from agno.knowledge.knowledge import Knowledge
from agno.knowledge.reader.pdf_reader import PDFReader
from agno.vectordb.pgvector import PgVector
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
knowledge = Knowledge(
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/chunking/markdown_chunking.py | cookbook/08_knowledge/chunking/markdown_chunking.py | from agno.agent import Agent
from agno.knowledge.chunking.markdown import MarkdownChunking
from agno.knowledge.knowledge import Knowledge
from agno.knowledge.reader.markdown_reader import MarkdownReader
from agno.vectordb.pgvector import PgVector
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
knowledge = Kno... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/chunking/semantic_chunking_agno_embedder.py | cookbook/08_knowledge/chunking/semantic_chunking_agno_embedder.py | from agno.agent import Agent
from agno.knowledge.chunking.semantic import SemanticChunking
from agno.knowledge.embedder.google import GeminiEmbedder
from agno.knowledge.knowledge import Knowledge
from agno.knowledge.reader.pdf_reader import PDFReader
from agno.vectordb.pgvector import PgVector
db_url = "postgresql+psy... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/chunking/fixed_size_chunking.py | cookbook/08_knowledge/chunking/fixed_size_chunking.py | from agno.agent import Agent
from agno.knowledge.chunking.fixed import FixedSizeChunking
from agno.knowledge.knowledge import Knowledge
from agno.knowledge.reader.pdf_reader import PDFReader
from agno.vectordb.pgvector import PgVector
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
knowledge = Knowledge(
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/chunking/recursive_chunking.py | cookbook/08_knowledge/chunking/recursive_chunking.py | from agno.agent import Agent
from agno.knowledge.chunking.recursive import RecursiveChunking
from agno.knowledge.knowledge import Knowledge
from agno.knowledge.reader.pdf_reader import PDFReader
from agno.vectordb.pgvector import PgVector
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
knowledge = Knowledge(
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/chunking/semantic_chunking_chonkie_embedder.py | cookbook/08_knowledge/chunking/semantic_chunking_chonkie_embedder.py | from agno.agent import Agent
from agno.knowledge.chunking.semantic import SemanticChunking
from agno.knowledge.embedder.google import GeminiEmbedder
from agno.knowledge.knowledge import Knowledge
from agno.knowledge.reader.pdf_reader import PDFReader
from agno.vectordb.pgvector import PgVector
from chonkie.embeddings i... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/chunking/__init__.py | cookbook/08_knowledge/chunking/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/chunking/csv_row_chunking.py | cookbook/08_knowledge/chunking/csv_row_chunking.py | from agno.agent import Agent
from agno.knowledge.chunking.row import RowChunking
from agno.knowledge.knowledge import Knowledge
from agno.knowledge.reader.csv_reader import CSVReader
from agno.vectordb.pgvector import PgVector
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
knowledge_base = Knowledge(
vec... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/chunking/agentic_chunking.py | cookbook/08_knowledge/chunking/agentic_chunking.py | from agno.agent import Agent
from agno.knowledge.chunking.agentic import AgenticChunking
from agno.knowledge.knowledge import Knowledge
from agno.knowledge.reader.pdf_reader import PDFReader
from agno.vectordb.pgvector import PgVector
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
knowledge = Knowledge(
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/08_knowledge/chunking/semantic_chunking.py | cookbook/08_knowledge/chunking/semantic_chunking.py | from agno.agent import Agent
from agno.knowledge.chunking.semantic import SemanticChunking
from agno.knowledge.knowledge import Knowledge
from agno.knowledge.reader.pdf_reader import PDFReader
from agno.vectordb.pgvector import PgVector
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
knowledge = Knowledge(
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/__init__.py | cookbook/05_workflows/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_02_workflows_conditional_execution/__init__.py | cookbook/05_workflows/_02_workflows_conditional_execution/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_02_workflows_conditional_execution/async/condition_and_parallel_steps.py | cookbook/05_workflows/_02_workflows_conditional_execution/async/condition_and_parallel_steps.py | import asyncio
from agno.agent.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.exa import ExaTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.condition import Condition
from agno.workflow.parallel import Parallel
from agno.workflow.step import Step
from ag... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_02_workflows_conditional_execution/async/condition_and_parallel_steps_stream.py | cookbook/05_workflows/_02_workflows_conditional_execution/async/condition_and_parallel_steps_stream.py | import asyncio
from agno.agent.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.exa import ExaTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.condition import Condition
from agno.workflow.parallel import Parallel
from agno.workflow.step import Step
from ag... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_02_workflows_conditional_execution/async/condition_with_list_of_steps.py | cookbook/05_workflows/_02_workflows_conditional_execution/async/condition_with_list_of_steps.py | import asyncio
from agno.agent.agent import Agent
from agno.tools.exa import ExaTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.condition import Condition
from agno.workflow.parallel import Parallel
from agno.workflow.step import Step
from agno.workflow.types import StepInput
from agno.workf... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_02_workflows_conditional_execution/async/condition_steps_workflow_stream.py | cookbook/05_workflows/_02_workflows_conditional_execution/async/condition_steps_workflow_stream.py | import asyncio
from agno.agent.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.workflow.condition import Condition
from agno.workflow.step import Step
from agno.workflow.types import StepInput
from agno.workflow.workflow import Workflow
# === BASIC AGENTS ===
researcher = Agent(
nam... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_02_workflows_conditional_execution/async/__init__.py | cookbook/05_workflows/_02_workflows_conditional_execution/async/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_02_workflows_conditional_execution/sync/condition_and_parallel_steps.py | cookbook/05_workflows/_02_workflows_conditional_execution/sync/condition_and_parallel_steps.py | from agno.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.exa import ExaTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.condition import Condition
from agno.workflow.parallel import Parallel
from agno.workflow.step import Step
from agno.workflow.types impo... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_02_workflows_conditional_execution/sync/condition_and_parallel_steps_stream.py | cookbook/05_workflows/_02_workflows_conditional_execution/sync/condition_and_parallel_steps_stream.py | from agno.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.exa import ExaTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.condition import Condition
from agno.workflow.parallel import Parallel
from agno.workflow.step import Step
from agno.workflow.types impo... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_02_workflows_conditional_execution/sync/condition_with_list_of_steps.py | cookbook/05_workflows/_02_workflows_conditional_execution/sync/condition_with_list_of_steps.py | from agno.agent.agent import Agent
from agno.tools.exa import ExaTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.condition import Condition
from agno.workflow.parallel import Parallel
from agno.workflow.step import Step
from agno.workflow.types import StepInput
from agno.workflow.workflow imp... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_02_workflows_conditional_execution/sync/condition_steps_workflow_stream.py | cookbook/05_workflows/_02_workflows_conditional_execution/sync/condition_steps_workflow_stream.py | from agno.agent.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.workflow.condition import Condition
from agno.workflow.step import Step
from agno.workflow.types import StepInput
from agno.workflow.workflow import Workflow
# === BASIC AGENTS ===
researcher = Agent(
name="Researcher",
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_02_workflows_conditional_execution/sync/__init__.py | cookbook/05_workflows/_02_workflows_conditional_execution/sync/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_03_workflows_loop_execution/__init__.py | cookbook/05_workflows/_03_workflows_loop_execution/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_03_workflows_loop_execution/async/loop_with_parallel_steps_stream.py | cookbook/05_workflows/_03_workflows_loop_execution/async/loop_with_parallel_steps_stream.py | import asyncio
from typing import List
from agno.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow import Loop, Parallel, Step, Workflow
from agno.workflow.types import StepOutput
# Create agents for research
research_agent = Agen... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_03_workflows_loop_execution/async/__init__.py | cookbook/05_workflows/_03_workflows_loop_execution/async/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_03_workflows_loop_execution/async/loop_steps_workflow_stream.py | cookbook/05_workflows/_03_workflows_loop_execution/async/loop_steps_workflow_stream.py | import asyncio
from typing import List
from agno.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow import Loop, Step, Workflow
from agno.workflow.types import StepOutput
# Create agents for research
research_agent = Agent(
nam... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_03_workflows_loop_execution/async/loop_steps_workflow.py | cookbook/05_workflows/_03_workflows_loop_execution/async/loop_steps_workflow.py | import asyncio
from typing import List
from agno.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow import Loop, Step, Workflow
from agno.workflow.types import StepOutput
# Create agents for research
research_agent = Agent(
nam... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_03_workflows_loop_execution/sync/loop_with_parallel_steps_stream.py | cookbook/05_workflows/_03_workflows_loop_execution/sync/loop_with_parallel_steps_stream.py | from typing import List
from agno.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow import Loop, Parallel, Step, Workflow
from agno.workflow.types import StepOutput
# Create agents for research
research_agent = Agent(
name="Re... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_03_workflows_loop_execution/sync/loop_with_parallel_steps.py | cookbook/05_workflows/_03_workflows_loop_execution/sync/loop_with_parallel_steps.py | from typing import List
from agno.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow import Loop, Parallel, Step, Workflow
from agno.workflow.types import StepOutput
# Create agents for research
research_agent = Agent(
name="Re... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_03_workflows_loop_execution/sync/__init__.py | cookbook/05_workflows/_03_workflows_loop_execution/sync/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_03_workflows_loop_execution/sync/loop_steps_workflow_stream.py | cookbook/05_workflows/_03_workflows_loop_execution/sync/loop_steps_workflow_stream.py | from typing import List
from agno.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow import Loop, Step, Workflow
from agno.workflow.types import StepOutput
# Create agents for research
research_agent = Agent(
name="Research Age... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_03_workflows_loop_execution/sync/loop_steps_workflow.py | cookbook/05_workflows/_03_workflows_loop_execution/sync/loop_steps_workflow.py | from typing import List
from agno.agent import Agent
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow import Loop, Step, Workflow
from agno.workflow.types import StepOutput
# Create agents for research
research_agent = Agent(
name="Research Age... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/__init__.py | cookbook/05_workflows/_01_basic_workflows/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/__init__.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/workflow_using_steps.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/workflow_using_steps.py | import asyncio
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.workflow.step import Step
from agno.workflow.steps import Steps
from agno.workflow.workflow import Workflow
# Define agents for different tasks
researcher = Agent(
name... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/sequence_of_steps_stream.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/sequence_of_steps_stream.py | """
This example shows a basic sequential sequence of steps that run agents and teams.
This shows how to stream the response from the steps.
"""
import asyncio
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduc... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/sequence_of_steps.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/sequence_of_steps.py | """
This example shows a basic sequential sequence of steps that run agents and teams.
It is for a content writer that creates posts about tech trends from Hackernews and the web.
"""
import asyncio
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.t... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/run_with_arun_stream.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/run_with_arun_stream.py | import asyncio
from textwrap import dedent
from typing import AsyncIterator
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.run.workflow import WorkflowRunEvent, WorkflowRunOutputEvent
from agno.team import Team
from agno.tools.duckduckgo import Duck... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/sequence_of_functions_and_agents_stream.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/sequence_of_functions_and_agents_stream.py | import asyncio
from textwrap import dedent
from typing import AsyncIterator
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/__init__.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/sequence_of_functions_and_agents.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/async/sequence_of_functions_and_agents.py | import asyncio
from textwrap import dedent
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.types import StepInput,... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/workflow_using_steps.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/workflow_using_steps.py | from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.workflow.step import Step
from agno.workflow.steps import Steps
from agno.workflow.workflow import Workflow
# Define agents for different tasks
researcher = Agent(
name="Research Agent... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/sequence_of_steps_stream.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/sequence_of_steps_stream.py | from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step
from agno.workflow.workflow import Workflow
# Def... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/sequence_of_steps.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/sequence_of_steps.py | from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step
from agno.workflow.workflow import Workflow
# Def... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/sequence_of_functions_and_agents_stream.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/sequence_of_functions_and_agents_stream.py | from textwrap import dedent
from typing import Iterator
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.types impo... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/workflow_with_session_metrics.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/workflow_with_session_metrics.py | from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.utils.pprint import pprint_run_response
from agno.workflow.step import Step
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/__init__.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/sequence_of_functions_and_agents.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/sequence_of_functions_and_agents.py | from textwrap import dedent
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.types import StepInput, StepOutput
fro... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/workflow_with_file_input.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/workflow_with_file_input.py | from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.media import File
from agno.models.anthropic import Claude
from agno.models.openai import OpenAIChat
from agno.workflow.step import Step
from agno.workflow.workflow import Workflow
# Define agents
read_agent = Agent(
name="Agent",
model... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/workflow_using_steps_nested.py | cookbook/05_workflows/_01_basic_workflows/_01_sequence_of_steps/sync/workflow_using_steps_nested.py | from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.exa import ExaTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.condition import Condition
from agno.workflow.parallel import Parallel
from agno.workflow.step... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/__init__.py | cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/async/function_instead_of_steps.py | cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/async/function_instead_of_steps.py | import asyncio
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.types import WorkflowExecutionInput
from agno.workf... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/async/function_instead_of_steps_stream.py | cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/async/function_instead_of_steps_stream.py | import asyncio
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.types import WorkflowExecutionInput
from agno.workflow.workflow import Workflow
# Define agents
hackernews_agent = Agent(
n... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/async/__init__.py | cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/async/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/sync/function_instead_of_steps.py | cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/sync/function_instead_of_steps.py | from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.types import WorkflowExecutionInput
from agno.workflow.workflow imp... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/sync/function_instead_of_steps_stream.py | cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/sync/function_instead_of_steps_stream.py | from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.types import WorkflowExecutionInput
from agno.workflow.workflow import Workflow
# Define agents
hackernews_agent = Agent(
name="Hackernews ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/sync/__init__.py | cookbook/05_workflows/_01_basic_workflows/_03_function_instead_of_steps/sync/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/__init__.py | cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/async/step_with_async_class.py | cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/async/step_with_async_class.py | import asyncio
from typing import AsyncIterator, Union
from agno.agent import Agent
from agno.db.in_memory import InMemoryDb
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.run.workflow import WorkflowRunOutputEvent
from agno.team import Team
from agno.tools.duckduckgo import Du... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/async/step_with_function_additional_data.py | cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/async/step_with_function_additional_data.py | import asyncio
from typing import AsyncIterator, Union
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.run.workflow import WorkflowRunOutputEvent
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/async/__init__.py | cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/async/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/async/step_with_function_stream.py | cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/async/step_with_function_stream.py | import asyncio
from typing import AsyncIterator, Union
from agno.agent import Agent
from agno.db.in_memory import InMemoryDb
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.run.workflow import WorkflowRunOutputEvent
from agno.team import Team
from agno.tools.duckduckgo import Du... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/sync/step_with_function_additional_data.py | cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/sync/step_with_function_additional_data.py | from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step, StepInput, StepOutput
from agno.workflow.workflow... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/sync/step_with_class.py | cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/sync/step_with_class.py | from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step, StepInput, StepOutput
from agno.workflow.workflow... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/sync/step_with_function.py | cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/sync/step_with_function.py | from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step, StepInput, StepOutput
from agno.workflow.workflow... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/sync/__init__.py | cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/sync/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/sync/step_with_function_stream.py | cookbook/05_workflows/_01_basic_workflows/_02_step_with_function/sync/step_with_function_stream.py | from typing import Iterator, Union
from agno.agent import Agent
from agno.db.in_memory import InMemoryDb
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.run.workflow import WorkflowRunOutputEvent
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from a... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/__init__.py | cookbook/05_workflows/_06_advanced_concepts/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_09_long_running_workflows/02_workflow_events_replay.py | cookbook/05_workflows/_06_advanced_concepts/_09_long_running_workflows/02_workflow_events_replay.py | """
Test replay functionality - reconnecting to a COMPLETED workflow.
This test verifies:
1. Workflow runs to completion
2. All events are stored
3. Reconnecting after completion triggers REPLAY
4. ALL events are sent (not just missed ones)
5. last_event_index is ignored during replay
Usage:
1. Start server: pyth... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_09_long_running_workflows/01_workflow_websocket_reconnect.py | cookbook/05_workflows/_06_advanced_concepts/_09_long_running_workflows/01_workflow_websocket_reconnect.py | """
Test script for WebSocket reconnection functionality.
This script tests:
1. Starting a workflow via WebSocket (start-workflow action)
2. Receiving events with event_index
3. Simulating disconnection
4. Reconnecting (reconnect action) and catching up on missed events
Usage:
1. Start the AgentOS server: python ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_09_long_running_workflows/03_workflow_disruption_fully_catchup.py | cookbook/05_workflows/_06_advanced_concepts/_09_long_running_workflows/03_workflow_disruption_fully_catchup.py | """
Test full catch-up functionality - reconnecting to a RUNNING workflow
and requesting ALL events from the start.
This test verifies:
1. Workflow starts running
2. Client disconnects early (after receiving only a few events)
3. Client reconnects with last_event_index=null (or omitted)
4. ALL events from the beginnin... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_08_workflow_agent/async/basic_workflow_agent.py | cookbook/05_workflows/_06_advanced_concepts/_08_workflow_agent/async/basic_workflow_agent.py | import asyncio
from agno.agent import Agent
from agno.db.postgres import PostgresDb
from agno.models.openai import OpenAIChat
from agno.workflow import WorkflowAgent
from agno.workflow.types import StepInput
from agno.workflow.workflow import Workflow
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
story_wr... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_08_workflow_agent/async/basic_workflow_agent_stream.py | cookbook/05_workflows/_06_advanced_concepts/_08_workflow_agent/async/basic_workflow_agent_stream.py | import asyncio
from agno.agent import Agent
from agno.db.postgres import PostgresDb
from agno.models.openai import OpenAIChat
from agno.workflow import WorkflowAgent
from agno.workflow.types import StepInput
from agno.workflow.workflow import Workflow
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
story_wr... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_08_workflow_agent/async/workflow_agent_and_conditional_step.py | cookbook/05_workflows/_06_advanced_concepts/_08_workflow_agent/async/workflow_agent_and_conditional_step.py | import asyncio
from agno.agent import Agent
from agno.db.postgres import PostgresDb
from agno.models.openai import OpenAIChat
from agno.workflow import WorkflowAgent
from agno.workflow.condition import Condition
from agno.workflow.step import Step
from agno.workflow.types import StepInput
from agno.workflow.workflow i... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_08_workflow_agent/sync/basic_workflow_agent.py | cookbook/05_workflows/_06_advanced_concepts/_08_workflow_agent/sync/basic_workflow_agent.py | from agno.agent import Agent
from agno.db.postgres import PostgresDb
from agno.models.openai import OpenAIChat
from agno.workflow import WorkflowAgent
from agno.workflow.types import StepInput
from agno.workflow.workflow import Workflow
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
story_writer = Agent(
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_08_workflow_agent/sync/basic_workflow_agent_stream.py | cookbook/05_workflows/_06_advanced_concepts/_08_workflow_agent/sync/basic_workflow_agent_stream.py | from agno.agent import Agent
from agno.db.postgres import PostgresDb
from agno.models.openai import OpenAIChat
from agno.workflow import WorkflowAgent
from agno.workflow.types import StepInput
from agno.workflow.workflow import Workflow
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
story_writer = Agent(
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/02_workflow_with_history_enabled_for_steps.py | cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/02_workflow_with_history_enabled_for_steps.py | from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.workflow.step import Step, StepInput, StepOutput
from agno.workflow.workflow import Workflow
# Define specialized agents for meal planning conversation
meal_suggester = Agent(
name="Meal Suggester",... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/06_intent_routing_with_history.py | cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/06_intent_routing_with_history.py | """
Smart Customer Service Router with Shared History
This example demonstrates:
1. A simple Router that routes to different specialist agents
2. All agents share the same conversation history for context continuity
3. The power of shared context across different agents
The router uses basic intent detection, but the... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/05_multi_purpose_cli.py | cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/05_multi_purpose_cli.py | """
This example shows how to use the add_workflow_history_to_steps flag to add workflow history to the steps.
In this case we have a multi-step workflow with a single agent.
We show different scenarios of a continuous execution of the workflow.
We have 5 different demos:
- Customer Support
- Medical Consultation
- Tu... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/04_get_history_in_function.py | cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/04_get_history_in_function.py | """
Real-world Content Creation Workflow with History-Aware Custom Functions
Demonstrates: Research → Content Analysis → Strategic Writing
"""
import json
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.workflow.step import Step
from agno.workflow.t... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/03_enable_history_for_step.py | cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/03_enable_history_for_step.py | """
This example shows step-level add_workflow_history control.
Only the Content Creator step gets workflow history to avoid repeating previous content.
Workflow: Research → Content Creation (with history) → Publishing
"""
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/01_single_step_continuous_execution_workflow.py | cookbook/05_workflows/_06_advanced_concepts/_07_workflow_history/01_single_step_continuous_execution_workflow.py | """
This example shows how to use the add_workflow_history_to_steps flag to add workflow history to the steps.
In this case we have a single step workflow with a single agent.
The agent has access to the workflow history and uses it to provide personalized educational support.
"""
from agno.agent import Agent
from agn... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_agent_stream.py | cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_agent_stream.py | from typing import List
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step
from agno.workflow.workflow import Workflow
from pydantic import BaseModel, Field
# De... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_team_stream.py | cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_team_stream.py | from typing import List
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step
from agno.workflow.workflow import Workflow
from pydantic import BaseModel, Field
# Define structured models ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/pydantic_model_as_input.py | cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/pydantic_model_as_input.py | from typing import List
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step
from agno.workflow.workfl... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_function_2.py | cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_function_2.py | from typing import List
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step, StepInput, StepOutput
from agno.workflow.workflow import Workflow
from pydantic import ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_function_1.py | cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_function_1.py | from typing import List
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step, StepInput, StepOutput
from agno.workflow.workflow import Workflow
from pydantic import ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_team.py | cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_team.py | from typing import List
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step
from agno.workflow.workflow import Workflow
from pydantic import BaseModel, Field
# Define structured models ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_agent.py | cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_agent.py | from typing import List
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step
from agno.workflow.workflow import Workflow
from pydantic import BaseModel, Field
# De... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_function.py | cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/structured_io_at_each_level_function.py | from typing import List
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step, StepInput, StepOutput
from agno.workflow.workflow import Workflow
from pydantic import ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/workflow_with_input_schema.py | cookbook/05_workflows/_06_advanced_concepts/_01_structured_io_at_each_level/workflow_with_input_schema.py | from typing import List
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.hackernews import HackerNewsTools
from agno.workflow.step import Step
from agno.workflow.workfl... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/cookbook/05_workflows/_06_advanced_concepts/_10_other/rename_workflow_session.py | cookbook/05_workflows/_06_advanced_concepts/_10_other/rename_workflow_session.py | from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.workflow.step import Step
from agno.workflow.steps import Steps
from agno.workflow.workflow import Workflow
# Define agents for different tasks
researcher = Agent(
name="Research Agent... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
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