Upsonic  by Upsonic

AI agent framework emphasizing reliability for real-world use

created 1 year ago
7,625 stars

Top 6.9% on sourcepulse

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Project Summary

Upsonic is a Python framework designed to enhance the reliability of AI agent workflows for production environments. It targets developers and organizations seeking to deploy robust AI agents by addressing challenges in output accuracy, tool integration, and secure execution, offering a production-ready solution with built-in reliability features.

How It Works

Upsonic employs a multi-layered reliability system, including verification and editor agents, to ensure LLM output accuracy. It supports the Model Context Protocol (MCP) for seamless integration of diverse tools and allows direct execution of agents on non-API systems via integrated browser and computer use capabilities. This approach aims to simplify the implementation of advanced reliability features without requiring extensive custom coding.

Quick Start & Requirements

  • Install: pip install upsonic
  • Prerequisites: Python 3.10+, OpenAI or Anthropic API keys (Azure and Bedrock supported).
  • Documentation: docs.upsonic.ai

Highlighted Details

  • Claims 99.3% reliability in JSON key transformation tasks using GPT-4o, significantly outperforming CrewAI (87.5%) and Langgraph (6.3%) in initial benchmarks.
  • Supports Model Context Protocol (MCP) for easy integration of third-party tools.
  • Enables direct execution of agents using Anthropic’s ‘Computer Use’ capabilities for non-API systems.
  • Offers a secure runtime environment for agent execution.

Maintenance & Community

  • Telemetry is collected anonymously but can be disabled via UPSONIC_TELEMETRY=False.

Licensing & Compatibility

  • The README does not explicitly state the license. Compatibility for commercial use or closed-source linking is not specified.

Limitations & Caveats

The benchmark results are based on a small dataset and are subject to expansion for increased reliability. The license is not specified, which may impact commercial adoption.

Health Check
Last commit

23 hours ago

Responsiveness

1 day

Pull Requests (30d)
26
Issues (30d)
7
Star History
259 stars in the last 90 days

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