Mary, model of contemplation
10. The contemplation of Christ has an incomparable model in Mary. In a unique way the face of the Son belongs to Mary. It was in her womb that Christ was formed, receiving from her a human resemblance which points to an even greater spiritual closeness. No one has ever devoted himself to the contemplation of the face of Christ as faithfully as Mary. The eyes of her heart already turned to him at the Annunciation, when she conceived him by the power of the Holy Spirit. In the months that followed she began to sense his presence and to picture his features. When at last she gave birth to him in Bethlehem, her eyes were able to gaze tenderly on the face of her Son, as she “wrapped him in swaddling cloths, and laid him in a manger” (Lk2:7).
Thereafter Mary's gaze, ever filled with adoration and wonder, would never leave him. At times it would be a questioning look, as in the episode of the finding in the Temple: “Son, why have you treated us so?” (Lk 2:48); it would always be a penetrating gaze, one capable of deeply understanding Jesus, even to the point of perceiving his hidden feelings and anticipating his decisions, as at Cana (cf. Jn 2:5). At other times it would be a look of sorrow, especially beneath the Cross, where her vision would still be that of a mother giving birth, for Mary not only shared the passion and death of her Son, she also received the new son given to her in the beloved disciple (cf. Jn 19:26-27). On the morning of Easter hers would be a gaze radiant with the joy of the Resurrection, and finally, on the day of Pentecost, a gaze afire with the outpouring of the Spirit (cf. Acts 1:14).

Mary's memories11. Mary lived with her eyes fixed on Christ, treasuring his every word: “She kept all these things, pondering them in her heart” (Lk 2:19; cf. 2:51). The memories of Jesus, impressed upon her heart, were always with her, leading her to reflect on the various moments of her life at her Son's side. In a way those memories were to be the “rosary” which she recited uninterruptedly throughout her earthly life.
Even now, amid the joyful songs of the heavenly Jerusalem, the reasons for her thanksgiving and praise remain unchanged. They inspire her maternal concern for the pilgrim Church, in which she continues to relate her personal account of the Gospel. Mary constantly sets before the faithful the “mysteries” of her Son, with the desire that the contemplation of those mysteries will release all their saving power. In the recitation of the Rosary, the Christian community enters into contact with the memories and the contemplative gaze of Mary.

The Rosary, a contemplative prayer
12. The Rosary, precisely because it starts with Mary's own experience, is an exquisitely contemplative prayer. Without this contemplative dimension, it would lose its meaning, as Pope Paul VI clearly pointed out: “Without contemplation, the Rosary is a body without a soul, and its recitation runs the risk of becoming a mechanical repetition of formulas, in violation of the admonition of Christ: 'In praying do not heap up empty phrases as the Gentiles do; for they think they will be heard for their many words' (Mt 6:7). By its nature the recitation of the Rosary calls for a quiet rhythm and a lingering pace, helping the individual to meditate on the mysteries of the Lord's life as seen through the eyes of her who was closest to the Lord. In this way the unfathomable riches of these mysteries are disclosed”.
(John-Paul II in "Rosarium Virginis Mariæ", 16th of October 2002)