quickstart

Quickstart Examples

Runnable examples showing AGT governance enforcement across major agent frameworks and patterns. Each script demonstrates a real policy violation being caught and a compliant call succeeding, with a printed audit trail.

Prerequisites

• Python 3.10+
• No API keys required for core demos (govern_in_60_seconds.py, retrofit_governed.py)
• OpenAI API key (for LangChain, AutoGen, OpenAI Agents examples)
• Google ADK credentials (for ADK example)

pip install agent-governance-toolkit[full]

How to Run

# Govern in 60 seconds (no API key needed)
python examples/quickstart/govern_in_60_seconds.py

# Retrofit governance onto an existing agent (no API key needed)
python examples/quickstart/retrofit_governed.py

# MCP receipt signing (no API key needed)
python examples/quickstart/mcp_receipts_in_60_seconds.py

# LangChain
python examples/quickstart/langchain_governed.py

# CrewAI
python examples/quickstart/crewai_governed.py

# AutoGen
python examples/quickstart/autogen_governed.py

# Google ADK
python examples/quickstart/google_adk_governed.py

# OpenAI Agents
python examples/quickstart/openai_agents_governed.py

Expected Output

Each script prints a governance decision log showing blocked and allowed actions, followed by an audit trail summary.

Related

• Policies — Sample YAML governance policies to use with these examples
• Tutorial 01: Policy Engine