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Installation

Quick Install

pip install agentopt-py

uv add agentopt-py

Gittins, UCB, and random selection are included in the standard installation. SciPy is installed automatically for Gittins’ normal-distribution calculations and numerical root finding.

Optional Dependencies

Requires PyTorch and BoTorch:

pip install "agentopt-py[bayesian]"

Development Setup

git clone https://github.com/AgentOptimizer/agentopt.git
cd agentopt
uv sync --extra dev
uv run pytest

Requirements

  • Python >= 3.12
  • LLM API key (e.g., OPENAI_API_KEY set in your environment)

No framework dependency

AgentOpt uses httpx, pydantic, aiohttp, mitmproxy, NumPy, and SciPy. It works alongside whatever LLM framework you already use — no need to install framework-specific adapters.