Scarlett Johansson and Colin Jost tied the knot after getting in engaged in May 2019

When it came to planning her wedding, Scarlett Johansson wasted no time.

The two-time Oscar-nominated actress, 35, recently married Saturday Night Live star and head writer, Colin Jost38 in an intimate ceremony at Johansson’s home in Palisades, N.Y.

"They only planned the wedding for a few weeks," says a source. "Just close friends and family attended."

    • For more on Scarlett Johansson and Colin Jost pick up this week's issue of PEOPLE on newsstands Friday.
Colin Jost, Scarlett Johansson
Credit: Daniele Venturelli/WireImage

For their big day, the couple also wanted to involve a charity and announced their wedding on the Instagram account for Meals on Wheels, a hunger-fighting organization they’ve long supported.

scarlett johansson and colin jost
Credit: Xinhua/Li Ying/Getty

"We’re thrilled to break the news that Scarlett Johansson and Colin Jost were married over the weekend in an intimate ceremony with their immediate family and loved ones, following COVID-19 safety precautions as directed by the CDC. Their wedding wish is to help make a difference for vulnerable older adults during this difficult time by supporting @-mealsonwheelsamerica," the Oct. 29 post read.

Johansson and Jost got engaged in May 2019 after two years of dating. The Marriage Story star debuted her 11-carat engagement ring in July while taking the stage at San Diego Comic-Con for her upcoming Black Widow prequel film.

"They wanted a quiet, private ceremony with their close friends and family, and they pulled it off," says another insider.

The marriage is the first for Jost, while Johansson has been married twice: to actor Ryan Reynolds from September 2008 to December 2010, as well as to Romain Dauriac from 2014 to 2017, with whom she shares Rose Dorothy Dauriac.

Never miss a story — sign up for PEOPLE’s free daily newsletter to stay up-to-date on the best of what PEOPLE has to offer, from juicy celebrity news to compelling human interest stories.