Let $X(t)$ be any deterministic $T$ periodic function, then
$$M(t)=\int_0^T X(s) ds=\operatorname{Const},$$
but $X(t)$ is not a martingale.
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If the moving average of a process is a martingale, is the process a martingale? - MathOverflow
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