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agno-agi/agno

⭐ 42157 Python repository created 2022-05-04

Agno is a lightweight, fast, and model-agnostic library designed for building AI Agents equipped with memory, knowledge, tools, and reasoning capabilities. It supports the creation of various types of agents including Reasoning Agents, Multimodal Agents, Teams of Agents, and Agentic Workflows. Agno offers a user-friendly interface for interacting with agents and tools for monitoring and evaluating their performance. The library supports over 23 model providers, ensuring no lock-in to a specific AI model. Agents built with Agno can process and generate multiple modalities such as text, images, audio, and video. It features an advanced multi-agent architecture with modes like route, collaborate, and coordinate, enabling complex agent interactions. Agno includes built-in agentic search capabilities using over 20 vector databases, facilitating real-time information retrieval with hybrid search and re-ranking. It also provides plug-and-play storage and memory drivers for long-term memory and session storage, allowing agents to retain knowledge over time. Agents can produce structured outputs using model-provided formats or JSON mode. The platform offers real-time monitoring of agent sessions and performance through its web interface. Agno is easy to install via pip and includes comprehensive documentation and examples to help developers get started quickly. The library is suitable for building autonomous AI programs that combine models, tools, memory, knowledge, and reasoning to perform complex tasks such as financial report generation, web search, and knowledge-based question answering. Overall, Agno empowers developers to create sophisticated, efficient, and versatile AI agents with minimal overhead and maximum flexibility.

https://github.com/agno-agi/agno

agentic-searchagentic-workflowsagentsagiaiai-agentsautonomous-aideveloper-toolsframeworkknowledgelightweight-librarylong-term-memorymemorymodel-agnosticmulti-agent-architecturemultimodal-agentspythonreal-time-monitoringreasoningreasoning-agentssession-storagestructured-outputstoolsvector-databases

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