Top 8 Python multi-agent-system Projects

camel

5 4,423 8.8 Python

🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language Model Society (NeruIPS'2023) https://www.camel-ai.org (by camel-ai)

Project mention: Auto-GPT seems nearly unusable | /r/AutoGPT | 2023-05-13

Look into the following: https://github.com/lightaime/camel

langroid

15 1,509 9.9 Python

Harness LLMs with Multi-Agent Programming

Project mention: OpenAI: Streaming is now available in the Assistants API | news.ycombinator.com | 2024-03-14

This was indeed true in the beginning, and I don’t know if this has changed. Inserting messages with Assistant role is crucial for many reasons, such as if you want to implement caching, or otherwise edit/compress a previous assistant response for cost or other reason.
At the time I implemented a work-around in Langroid[1]: since you can only insert a “user” role message, prepend the content with ASSISTANT: whenever you want it to be treated as an assistant role. This actually works as expected and I was able to do caching. I explained it in this forum:
https://community.openai.com/t/add-custom-roles-to-messages-...
[1] the Langroid code that adds a message with a given role, using this above “assistant spoofing trick”:
https://github.com/langroid/langroid/blob/main/langroid/agen...

WorkOS

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multi_agent_path_planning

1 961 0.0 Python

Python implementation of a bunch of multi-robot path-planning algorithms.
Mava

5 645 9.9 Python

🦁 A research-friendly codebase for fast experimentation of multi-agent reinforcement learning in JAX

Project mention: Starting wth Multi Agent Reinforcement Learning | /r/reinforcementlearning | 2023-04-29

If you want to play with models and algorithms around MARL, take a look at Mava.

mini-AlphaStar

1 278 0.0 Python

(JAIR'2022) A mini-scale reproduction code of the AlphaStar program. Note: the original AlphaStar is the AI proposed by DeepMind to play StarCraft II. JAIR = Journal of Artificial Intelligence Research.
zeta

1 242 9.8 Python

Build high-performance AI models with modular building blocks (by kyegomez)

Project mention: Zetascale, Build high-performance AI models with modular building blocks | news.ycombinator.com | 2024-02-09

agents-aea

3 189 0.0 Python

A framework for autonomous economic agent (AEA) development
InfluxDB

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gym-multigrid

1 180 0.0 Python

Lightweight multi-agent gridworld Gym environment

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).