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intellagent

A framework for comprehensive diagnosis and optimization of agents using simulated, realistic synthetic interactions

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python/condapythonagent-appPythonsynthetic-datasimulatorllmopsevaluationagent

Intellagent is a framework for diagnosing and optimizing agents by simulating realistic synthetic interactions with them. It is a Python toolchain installable via conda, published by Plurai AI under the Apache-2.0 license.

You need to evaluate agent behavior against simulated user interactions instead of hand-built test cases.

Use it to

  • Simulate realistic user interactions with an agent
  • Diagnose agent failures from simulated sessions
  • Optimize agent behavior based on evaluation results
  • Generate synthetic interaction data for testing

For Teams building and evaluating LLM agents

Role
agent-app
Language
Python
Licence
Apache-2.0
Forks
153
Open issues
5
Last push
2026-09-14
Latest release
0.0.1 · 2025-01-22
topicsagentevaluationllmopssimulatorsynthetic-datapython