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Agent Experiments

Experiments with Google Agent Development Kit (ADK) for building AI agents with local Ollama models and Prefect workflows.

Quick Start

# Install dependencies
make install

# Configure Ollama (create .env file)
echo 'OLLAMA_API_BASE="http://localhost:11434"' > .env

# Run agents via web interface
make web

# Run Prefect workflows
make prefect-server

Components

Agents

  • doc_agent: Technical writing assistant with Google Docs integration
    • Uses local Ollama models (gpt-oss:20b) via LiteLLM
    • Includes Google Docs tools for creating and formatting documents

Workflows

  • pipeline.py: Prefect workflow for orchestrating document creation and content generation
  • serve.py: Entry point for serving Prefect flows

Tools

  • Google Docs Tool (doc_agent/tools/google_docs_tool.py):
    • Create new Google Docs
    • Write plain text or markdown content
    • Convert markdown to formatted Google Docs (headings, lists, bold/italic, links, code blocks, blockquotes, etc.)

Prerequisites

  • Python 3.13+
  • Ollama installed and running
  • Google OAuth credentials (credentials.json) for Google Docs API

Commands

make web              # Run ADK web interface
make api_server       # Run ADK FastAPI server
make prefect-server   # Start Prefect server and serve flows
make prefect-flows    # Serve flows (server must be running)
make test             # Run tests
make check            # Lint and type check

Project Structure

src/
├── agents/
│   └── doc_agent/           # Technical writing assistant
│       ├── agent.py         # Agent definition
│       └── tools/
│           └── google_docs_tool.py  # Google Docs integration
└── workflows/
    ├── pipeline.py          # Main Prefect workflow
    ├── serve.py             # Flow serving entry point
    └── discover.py          # Flow discovery utility

Configuration

  • Ollama: Set OLLAMA_API_BASE in .env or environment
  • Google Docs: Place credentials.json in project root (token.json auto-generated)
  • Prefect UI: Available at http://127.0.0.1:4200 (or port specified by PREFECT_PORT)

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Experimentation with agent development

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