When Lisa's report card reveals that she has failed social skills, she must make a friend in order to bring up her grade.
At school, the kindergarteners play around, while Lisa works with her science equipment. Suddenly, Ms. Shrinivas announces that she's going to give everyone their first report cards. Lisa is given hers, and is happy at the fact that she has an "A" in every subject (math, science, vocabulary, etc.). Suddenly, she discovers that she has an "F" in social skills. Lisa asks Ms. Shrinivas if there was an error in printing her report card, but Ms. Shrinivas says that it's not an error. She gave Lisa an "F" in social skills because she hasn't made a friend yet. Lisa tries making a robot called "FriendBot 1000", but Ms. Shrinivas says that Lisa needs to make a human friend in order to bring up her grade.
At the Loud House, Lisa tries to do some research on how friendship works, but eventually decides to settle on observation. She spies on the bondings between Lincoln and Clyde, Lynn and Margo, Lori and Leni, and Lynn Sr. and Kotaro. The next day, Lisa, now using the information she collected yesterday, decides to make friends with the first person who enters the classroom. She rejects the first two students (due to one eating paste, and the other being a biter), but eventually settles on a girl named Darcy Helmandollar. Lisa gets along with her after she complements on her LED light up shoes, and they play on the see-saw together, provide her with a flavorless dish with all the necessary nutrients, and sleep next to her during nap time. As a result, Lisa's grade in social skills is raised to an "A".
Happy now that her academic record is perfect, Lisa goes back to work with her science equipment. However, Darcy continues to show Lisa her signs of friendship, but Lisa politely declines her offers, showing that she doesn't want to hang out with her anymore. Later, Darcy has made a friendship bracelet for Lisa, but Lisa, no longer able to hold it in anymore, admits that she only became friends with her just so she can boost her social skills grade up, and admits that she doesn't have the time for friends, and gives back the friendship bracelet. Unfortunately, Darcy, hurt at realizing that Lisa lied to her, begins crying and runs off. Lisa, realizing what she has done, tries to apologize, but Darcy has told Ms. Shrinivas what happened. When Ms. Shrinivas offers to read a story to her to make her feel better, Ms. Shrinivas tells Lisa that she lost her "A" again, due to hurting Darcy's feelings, and for missing the whole point of friendship. As a result, she sends Lisa to the time-out corner so she can think about what she has done.
As Lisa sits sadly in the time-out corner and reflects on her now imperfect academic record, Darcy arrives, offering her a cookie out of sympathy. Darcy says that she's doing this because Lisa looked sad, and is offering her a cookie to cheer her up, since that's what friends do for each other. This statement causes Lisa to learn the true meaning of friendship: it makes your life better. Happy at Darcy's kind gesture, she decides to let Darcy sit next to her, and eat half of the cookie. Ms. Shrinivas, seeing Lisa and Darcy getting along, decides to boost Lisa's grade. Lisa asks Darcy if she would like to come over so they can play with her CAT scanner, and Darcy, thinking Lisa's referring to a real cat, happily obliges.
This is the seventeenth episode where Lincoln is not the main focus (instead, Lisa is).
Lisa frequently mentions becoming part of an "interplanetary council", implying that extraterrestrial life possibly exists in the show's universe, and Lisa has already made contact with them.
Lynn Sr. playing a cowbell in this episode is a callback to "House Music".
It's hinted that this episode possibly takes place before "L is For Love", because Lisa's love interest David doesn't attend her class.
Lincoln and Lisa's positions on the title card could be a possible foreshadowing to the ending of this episode, since Lisa and Darcy are sitting in the same positions.
Friendship makes life better.
If you want to be a true friend to someone, you have to be willing to open up and treat them the way you want to be treated.
Don't take advantage of your friends, or lie to them.
Friend or Faux? - The title is a pun of the phrase, "friend or foe", with "foe" being replaced with the word "faux", meaning "fake", or "false".
Toys "R" Us - The title card features a silhouette image of Lincoln and Lisa sitting on a bench and watching the sunset, similar to the closing shot of various 1980's commercials for the retail chain, with Geoffrey the Giraffe and a little girl. Even the music sounds similar to the famous "I don't want to grow up" jingle.
The Powerpuff Girls - One of the kindergarteners, Petey Wimple, was eating glue, similar to the character Elmer Sglue from the episode, Paste Makes Waste.
ASIMO - The FriendBot 1000 resembles the famous humanoid robot.
SpongeBob SquarePants - During the scenes in the class, a board shows lookalikes of SpongeBob, Patrick, Mr. Krabs, and Squidward Tentacles.
Despite having a question mark in the title, several TV providers spell this episode without the question mark.
There are a couple of instances where Ms. Shrinivas' eyelashes are disconnected from her eyes.
When The FriendBot 1000 shows off its ice vision, Ms. Shrinivas' lipstick is missing.
Lisa observing her family members to get a better understanding of how friendship works.
Lisa trying to win Darcy's friendship.
Darcy trying to make Lisa join in on activities, which Lisa turns down.
Lisa fretting over being accepted to the Interplanetary Council.
Road Tripped • Hide nor Hare/Geri-antics • Roadie to Nowhere/A Fridge Too Far • Selfie Improvement/No Place Like Homeschool • City Slickers/Fool Me Twice • Net Gains/Pipe Dreams • Fandom Pains/Teacher's Union • Rita Her Heights/The Mad Scientist • Head Poet's Anxiety/Missed Connection • Friendzy/Deal Me Out • Pasture Bedtime/Shop Girl • Gown and Out/Breaking Dad