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Production question

How do I know if a change to an MCP tool helped?

Compare the same measures for equal windows before and after the change, with comparable traffic: users of the tool, call success rate, failure classes, repeated calls and how sessions ended. Mark the release with a version, then inspect affected sessions, because a before and after comparison is an investigation, not a controlled experiment. Flowlines compares usage, success and outcomes for the same tool before and after a change.

The answer

A tool change can be a new description, a new argument, a different response or a new implementation. Each can shift how often models pick the tool and how well it works once picked. Read both effects.

MeasureImprovement looks likeCould also mean
Users and sessions using the toolMore people reach it for the intended job.A traffic or client mix change.
Call success rateFewer failed calls with a known result.Fewer calls overall, or more unknown results.
Repeated calls per sessionFewer retries to get the right result.Less pagination for unrelated reasons.
Session outcomesMore accomplished, fewer partial results.Lower outcome coverage.

Use equal windows that cover the same weekdays, and record the change with service.version so calls are attributable to a release. Flowlines exposes contract changes and time-based comparisons, so you can open the tool view for each window and inspect the sessions that changed.

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