Microsoft Tests: Agent Success Rate Drops from 65% to 25% on Repeats

samueljmcd · x · 2026-08-30

Microsoft tested 507 real MCP workflows in a sandbox called Thinkingbox. The agent completed the job 65% of the time on the first try, but that rate fell to 25% when asked to do the same job twenty times in a row.

Key takeaway: A clean tool call is not a completed job. Reliability is the core challenge.

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