It's the same toolkit, the same contract, the same core/ Python package — wired into three different agent runtimes via thin native adapters, plus a GitHub Actions recipe for the Copilot Coding Agent.

Tests of how well 19 large language models (LLMs) complete and perform complicated multi-step tasks has shown that they are both error-prone and, in many cases, unreliable. They said that the ...