the flashing around the chimney needs repair, But I don't think that's the cause. The timber behind the gutter needs covering with plastic facia board as this will rot over time. Also the ledge on the brickwork below the gutter is where I suspect the water ingress is happening, A plastic trim siliconed in position and divert the water away from the ledge should stop it. A roofer can do all the work.
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