The 21-year-old had a loan spell with Shrewsbury last season, making eight appearances for the Shropshire club.
He is yet to make his first-team debut for Chelsea but has played in the EFL Trophy for their under-21 side.
"He is a midfielder that has great energy, is forward thinking & has an eye for goal," said Bristol Rovers boss Ben Garner.
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