AgentNeo
RagaAIPackageGitHub
  • AgentNeo
  • Getting Started
    • Overview
    • Quick Start Guide
    • Installation Guide
  • Features
    • Architecture
    • Basic Usage
    • Components
    • Key Features
    • Dashboard
  • Developer Guide
    • Advanced Usage
    • API Documentation
    • Database
  • Evaluation & Metrics
    • Metric Configuration
    • Overview
    • Supported Metrics
  • Contributing
    • Guidelines
    • Pull Request Process
    • Development Setup
  • Troubleshooting
    • Common Issues and Solutions
    • Frequently Asked Questions
  • Release Information
    • Breaking Changes
    • Version History
  • Reference
    • Glossary
    • Changelog
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  • ⚡ Why AgentNeo?
  • 🚀 Key Features

AgentNeo

NextOverview

Last updated 6 months ago

Empower Your AI Applications with Unparalleled Observability and Optimization

AgentNeo is an advanced, open-source Python SDK for Agentic AI Application Observability, Monitoring, and Evaluation Framework. Designed to elevate your AI development experience, AgentNeo provides deep insights into your AI agents, Large Language Model (LLM) calls, and tool interactions. By leveraging AgentNeo, you can build more efficient, cost-effective, and high-quality AI-driven solutions.

⚡ Why AgentNeo?

Whether you're a seasoned AI developer or just starting out, AgentNeo offers robust logging, visualization, and evaluation capabilities to help you debug and optimize your applications with ease.

🚀 Key Features

  • Trace LLM Calls: Monitor and analyze LLM calls from various providers like OpenAI and LiteLLM.

  • Trace Agents and Tools: Instrument and monitor your agents and tools to gain deeper insights into their behavior.

  • Monitor Interactions: Keep track of tool and agent interactions to understand system behavior.

  • Detailed Metrics: Collect comprehensive metrics on token usage, costs, and execution time.

  • Flexible Data Storage: Store trace data in SQLite databases and JSON log files for easy access and analysis.

  • Simple Instrumentation: Utilize easy-to-use decorators to instrument your code without hassle.

  • Interactive Dashboard: Visualize trace data and execution graphs in a user-friendly dashboard.

  • Project Management: Manage multiple projects seamlessly within the framework.

  • Execution Graph Visualization: Gain insights into your application's flow with detailed execution graphs.

  • Evaluation Tools: Assess and improve your AI agent's performance with built-in evaluation tools.

Architecture of AgentNeo
Dashboard