We present a quantum repeater architecture based on atomic ensembles, which is free of polarization and phase noise. With only simple optical elements, we can obtain the uncorrupted entanglement in the noisy channel. Even if the channel suffers from the general polarization and phase noise, the fidelity of transmitted qubits in our protocol can be stable and have no dependence on the noise parameter, which is a significant advantage compared with previous protocols. Moveover, we can even improve the fidelity by using time delayers. The proposed quantum repeater is feasible and useful in the long-distance quantum entanglement distribution and may be promising in other quantum-information applications. PACS number (s): 03.67.Hk, 03.67.Mn, 42.50.−p † Râ † H,ss + e iϕ sin χŜ † Râ † V ,ssThen the half-wave plate in the long path transformsâ † VH,ll ) ≡ |ϒ 3 . (7) After the polarizing beam splitter, the state from each side now can be written asChoosing from the time slot ls (or sl), we can obtain the uncorrupted state cos χ √ 2 (Ŝ † Lâ † H,ls +Ŝ † Râ † V ,sl ) 3 + e iϕ sin χ √ 2 (Ŝ † Lâ † V ,ls +Ŝ † Râ † H,sl ) 4 ,