Awesome AI Agents › Generative Software Frameworks

om-ai-lab/OmAgent

⭐ 2666 Python repository created 2024-07-04

OmAgent is a Python library designed to facilitate the building of multimodal language agents for both rapid prototyping and production deployment. The library emphasizes simplicity and ease of use by abstracting complex engineering tasks such as worker orchestration, task queue management, and node optimization, allowing developers to focus on defining their agents through a straightforward interface. OmAgent supports the creation of complex agents by enabling reusable components and provides native support for multimodal inputs including text, images, video, and audio. This makes it particularly suitable for applications requiring reasoning over diverse data types. Key features of OmAgent include a flexible agent architecture with a graph-based workflow orchestration engine and various memory types to enable contextual reasoning. It supports multimodal interactions with vision-language models (VLM), real-time APIs, computer vision models, and mobile device connections. The library also offers a suite of advanced unimodal and multimodal agent algorithms such as ReAct, Chain-of-Thought (CoT), and SC-Cot, which enhance reasoning capabilities beyond simple large language model (LLM) usage. OmAgent supports local deployment of models through integrations with Ollama and LocalAI, and it features a fully distributed architecture with custom scaling options and a Lite mode that eliminates the need for middleware deployment. The project provides comprehensive documentation, example projects including video question answering agents, mobile personal assistants, and agentic operators that compare various reasoning algorithms. It also includes tutorials and configuration guides to help users get started quickly. OmAgent is actively maintained with community contributions and offers social channels for updates and discussions. The project is grounded in research with related works and publications available for deeper exploration. Overall, OmAgent is a powerful and flexible framework for developers and researchers aiming to build sophisticated multimodal language agents that can process and reason over multiple types of input data efficiently and effectively.

https://github.com/om-ai-lab/OmAgent

agent-frameworkagentic-operatorschain-of-thoughtcommunity-contributionscomputer-vision-modelscontextual-reasoningcotcustom-scalingdistributed-architecturedocumentationgraph-based-workflowlite-modelocal-model-deploymentlocalaimobile-device-connectionmobile-personal-assistantmultimodal-language-agentsnode-optimizationollamapython-libraryreactreal-time-apireasoning-algorithmsreusable-componentssc-cottask-queuetutorialsunimodal-and-multimodal-algorithmsvideo-processingvideo-question-answeringvision-language-modelsvlmworker-orchestration