Thursday, July 3, 2025

Enhanced Agent Check Repository by Hvardhan878 on GitHub

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AgentCheck is a comprehensive toolkit designed for testing AI agents, functioning like version control for software. It allows users to trace agent executions, replay them with modifications, and compare outputs for differences, making it ideal for regression testing after changes. The process consists of capturing a baseline trace, altering prompts, and using commands to replay and assert outcomes.

Key features include:

  1. Trace: Captures execution details.
  2. Replay: Runs traces against updated models.
  3. Diff: Compares traces to identify changes.
  4. Assert: Tests for expected content and behavior.

AgentCheck also introduces deterministic testing to manage non-deterministic outputs, ensuring behavior consistency. With an analytics dashboard, users can monitor performance metrics and identify trends, making it suitable for CI/CD integration. Enhanced capabilities such as multi-agent support and compliance testing make it adaptable for enterprise environments, reducing costs, improving quality, and ensuring security.

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