“research”

YAML-driven Python robot simulator for navigation, control and learning research, with collision detection and a Matplotlib renderer.

Python framework for writing language-model programs as code and optimizing their prompts and weights instead of hand-tuning prompts.

Open-source Python framework for multi-agent systems: agent societies, memory, RAG, code interpreters, synthetic data and large-scale simulation.

Archived Microsoft Python framework for multi-agent apps; Microsoft directs new users to Microsoft Agent Framework.

Gym-style Python environment for building and evaluating web agents on MiniWoB, WebArena, WorkArena and other benchmarks.

Framework for developing, evaluating and benchmarking web agents on BrowserGym benchmarks, with parallel runs through Ray.