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Strengthen agent evaluation with subset matching, argument validation, and improved tool call tracking in ReliabilityEval

Agno Team

March 31, 20261 min read

ReliabilityEval has been extended with more precise evaluation capabilities: expected tool calls can now be matched as a subset of actual calls rather than requiring an exact full match, argument values are validated against expected parameters, and missing tool calls are explicitly tracked and surfaced in results. Multi-round tool call collection has also been fixed so all rounds are gathered correctly, along with a mutation bug that was modifying original RunOutput.messages in place and an arun() issue using the wrong ID when saving evaluation files.

Shipped around the same time