This example demonstrates how a team can collaborate to process videos and generate captions by extracting audio, transcribing it, and embedding captions back into the video.

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Code

cookbook/examples/teams/multimodal/video_caption_generation.py
"""Please install dependencies using:
pip install openai moviepy ffmpeg
"""

from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.moviepy_video import MoviePyVideoTools
from agno.tools.openai import OpenAITools

video_processor = Agent(
    name="Video Processor",
    role="Handle video processing and audio extraction",
    model=OpenAIChat(id="gpt-5-mini"),
    tools=[MoviePyVideoTools(process_video=True, generate_captions=True)],
    instructions=[
        "Extract audio from videos for processing",
        "Handle video file operations efficiently",
    ],
)

caption_generator = Agent(
    name="Caption Generator",
    role="Generate and embed captions in videos",
    model=OpenAIChat(id="gpt-5-mini"),
    tools=[MoviePyVideoTools(embed_captions=True), OpenAITools()],
    instructions=[
        "Transcribe audio to create accurate captions",
        "Generate SRT format captions with proper timing",
        "Embed captions seamlessly into videos",
    ],
)

# Create a team for collaborative video caption generation
caption_team = Team(
    name="Video Caption Team",
    members=[video_processor, caption_generator],
    model=OpenAIChat(id="gpt-5-mini"),
    description="Team that generates and embeds captions for videos",
    instructions=[
        "Process videos to generate captions in this sequence:",
        "1. Extract audio from the video using extract_audio",
        "2. Transcribe the audio using transcribe_audio",
        "3. Generate SRT captions using create_srt",
        "4. Embed captions into the video using embed_captions",
    ],
    markdown=True,
)

caption_team.print_response(
    "Generate captions for {video with location} and embed them in the video"
)

​
Usage

1

Create a virtual environment

Open the Terminal and create a python virtual environment.
python3 -m venv .venv
source .venv/bin/activate
2

Install required libraries

pip install agno moviepy ffmpeg-python
3

Set environment variables

export OPENAI_API_KEY=****
4

Run the agent

python cookbook/examples/teams/multimodal/video_caption_generation.py