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metauto-ai/GPTSwarm

⭐ 1044 Python repository created 2024-02-26

GPTSwarm is a sophisticated graph-based framework designed for large language model (LLM) agents, enabling the construction and optimization of agent swarms with self-improving capabilities. The framework allows users to build LLM-based agents structured as graphs, facilitating complex interactions and workflows among multiple agents. GPTSwarm supports the automatic and customized self-organization of these agent swarms, enhancing their collective intelligence and efficiency. The project is modular, comprising several key components: swarm.environment for domain-specific operations, agents, tools, and tasks; swarm.graph for creating and executing agent graphs and composite swarm graphs; swarm.llm for interfacing with various LLM backends and managing operational costs; swarm.memory for index-based memory management; and swarm.optimizer for implementing optimization algorithms to improve agent and swarm performance. Visualizations are provided to illustrate graph structures and edge optimization processes, where inter-agent connections are dynamically adjusted to optimize benchmark scores. GPTSwarm supports integration with multiple search engines, including Bing, Google, and SearchAPI, automatically selecting the appropriate one based on available API keys. It also supports local LLM inference through LM Studio, allowing users to run models locally. The project is actively maintained and has been recognized in the academic community, including an oral presentation at ICML 2024. It offers extensive documentation, tutorials, and example notebooks to help users get started quickly, including demos for running predefined swarms and creating custom agents. The framework is open-source under the MIT license and encourages contributions from the community. Overall, GPTSwarm provides a powerful and flexible platform for developing and optimizing intelligent agent swarms using LLMs, with applications in research, AI development, and complex task automation.

https://github.com/metauto-ai/GPTSwarm

agentagent-graphsagent-swarmsaiai-researchapi-integrationbing-apicomposite-graphsedge-optimizationgoogle-apigptgptswarmgraph-based-frameworkicml-2024llm-agentslm-studiolocal-llm-inferencemit-licensemulti-agentopen-sourceopenaioptimization-algorithmspythonreinforcement-learningsearchapiself-improvementself-organizationsociety-of-mindswarm-intelligenceswarm.environmentswarm.graphswarm.llmswarm.memoryswarm.optimizertask-automation