Critical response
Silver Linings Playbook premiered at the 2012 Toronto International Film Festival and was critically acclaimed. The film has an approval rating of 92% on Rotten Tomatoes based on 260 reviews, with an average rating of 8.2/10. The website's critical consensus reads, "Silver Linings Playbook walks a tricky thematic tightrope, but David O. Russell's sensitive direction and sharp work from a talented cast gives it true balance." On Metacritic, which assigns a weighted mean rating out of 100 reviews from mainstream critics, the film holds an average score of 81, based on reviews from 45 critics, indicating "universal acclaim". Audiences surveyed by CinemaScore gave the film an average grade of "A−" on an A+ to F scale.
Cooper and Lawrence were lauded for their performances. Kevin Jagernauth of The Playlist praised the film as "an enormously entertaining, crowd-pleasing winner" and noted that the performances from the two leads were "carefully developed, and perfectly pitched", deserving of awards. David Rooney of The Hollywood Reporter said that "the chemistry between Cooper and Lawrence makes them a delight to watch" and that their performances anchor the ensemble cast who also give great performances even in small roles. Rooney also complimented the "invigorating messiness" and "nervous energy" of the choreography. Richard Corliss of Time magazine also applauded the performances of the leads, particularly Lawrence, stating that her performance is "the reason to stay" to watch the whole film, and praising her maturity.
Russell's direction and screenplay were also widely acclaimed, with Justin Chang of Variety writing: "Never one to shy away from unlikely sources of comedy, David O. Russell tackles mental illness, marital failure and the curative powers of football and dance with bracingly sharp and satisfying results." Eric Kohn of Indiewire gave the film an "A−" grade, praising Russell's direction and the performances of Cooper and Lawrence, stating that "both as solo screenwriter and director, Russell assembles a small, bubbly cast for an unexpectedly charming romcom that frequently dances — at one point, quite literally — between cynicism and bittersweetness with largely winning results." Ann Hornaday of The Washington Post remarked on Russell's skill, noting how "in any other hands, the adaptation of Matthew Quick's novel would be the stuff of banal rom-com fluff or, perhaps worse, self-consciously quirky indie cliches."
Roger Ebert gave the film 3.5 out of four stars, saying that the film was "so good, it could almost be a terrific old classic" and described Russell's screenplay as "ingenious" for the way the major concerns of both the father and son pivot on the final bet. Kenneth Turan called the film "a complete success" and the actors' performances "superb," including Chris Tucker in an "irresistible" supporting turn. Steven Rea of The Philadelphia Inquirer called the film "a transcendent endeavor, from its exhilaratingly smart screenplay... to the unexpected and moving turns of its two leads." Ricardo Baca of The Denver Post praised how the film managed to maintain "the awkward laughs, giddy anxiousness and warm butterflies from the trailer" for its entire length. Peter Travers of Rolling Stone called it "one of the year's best films. It's crazy good."
Negative reviews of the film came from The New Yorker, whose critic David Denby called it "a miscalculation from beginning to end" and found Cooper's character "tiresome", while Richard Brody found Linings perhaps to "be the year's most artificial film" and "the plot [...] utterly ridiculous." In a rare step outside the magazine's typical practices, Brody revisited the film and wrote a supplementary review, once again condemning it as having "no characters but sets of switches, each of which has a binary set of options and all of which have to line up for things to come out right." Brody wrote, "I'm finding it hard not to make fun of the film's highly constructed and narrow-bore array of givens, of plot points and their resolutions." Both critics found Lawrence's Oscar-winning performance "unconvincing". Denby wrote, "we don't believe [Tiffany] for a second when she says that, in her grief, she 'had sex with everyone in my office'. Lawrence is tough and proud, and always plays strong, and the remark doesn't track with anything we see onscreen." Brody finds Lawrence "a poised and graceful actress" who "has none of the wildness that her character needs—and that lack of wildness is part of the reason for the film's success."
Robbie Collin of The Daily Telegraph wrote that there's a "tiring fruitlessness to the mayhem", describing the lead character as a "rambling headcase", though noting Lawrence as the film's "only 'silver lining'". The Globe and Mail's chief film critic, Liam Lacey, gave 3 out of four stars, but wrote "you can easily see Silver Linings Playbook as a better-acted version of any number of Sundance-style films about quirky outsiders who find a common bond."
The NFL was critical of the gambling in the film and declined to broadcast an interview with Bradley Cooper and Chris Tucker during Thanksgiving.
In 2025, it was one of the films voted for the "Readers' Choice" edition of The New York Times' list of "The 100 Best Movies of the 21st Century," finishing at number 199.