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🦆 Have your ducks in a row, and watch them go. A playful pipeline framework for chaining AI and logic tasks.

Project description

DuckFlow 🦆

Have your ducks in a row, and watch them go.
A playful pipeline framework for chaining AI and logic tasks, built around the metaphor of ducks and flocks.


🐥 Core Concepts

  • Duck → A modular unit (task handler). Example: query DuckDuckGo, call OpenAI, format CSV.
  • Flock → A pipeline definition, chaining ducks together into a workflow.
  • Pond → Your environment/configuration where ducks swim (e.g. knowledge base files, .env).

📦 Install from PyPI

Once published, DuckFlow can be installed directly:

pip install duckflow

Or inside a virtual environment:

python -m venv venv
source venv/bin/activate
pip install duckflow

🔑 Environment Variables

DuckFlow requires API keys for certain ducks (e.g., OpenAI). Create a .env file in your project root:

OPENAI_API_KEY=sk-your-key-here
# Optional other services:
# BRAVE_API_KEY=your-key-here
# SERPAPI_KEY=your-key-here

🦆 Example: Quack Test

A toy demo duck that simply quacks back your input.

duckflow quack_test "Hello DuckFlow"   --ducks-dir ./examples/ducks   --flock-file ./examples/flock.json

Output:

Running flock: quack_test
Duck quack (type=quack_node) produced output: Quack! You said: Hello DuckFlow
Final flock result: Quack! You said: Hello DuckFlow

🌊 Example: Duck Pond Research

A flock where one duck does research and another summarizes with OpenAI, augmented by a local knowledge base.

duckflow duckpond_summary "Why do ducks love ponds?"   --ducks-dir ./examples/ducks   --flock-file ./examples/flock.json

Possible output:

Running flock: duckpond_summary
Duck duckpond_researcher (type=duckduckgo_research) produced output: Related info: Ducks are aquatic birds...; Ponds support ecosystems...
Duck duckpond_summarizer (type=openai_chat) produced output:
- Ducks love ponds because they provide food, safety, and social space.
- Ponds support ecosystems that ducks thrive on.
- Ducklings learn foraging in ponds.
Final flock result: - Ducks love ponds because they provide food, safety, and social space. ...

📂 Project Structure

duckflow/            # Core library
  core/              # Runner, duck, flock, registry, settings
  handlers/          # Duck handler implementations
examples/            # Example ducks, flocks, and KBs

📜 License

MIT

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