Scales to Play Over F major
Every chord is a subset of several scales: any scale that contains all of a chord's tones fits over it. Pick a chord to see the matching scales from its own root, the major keys the chord belongs to, and full fretboard diagrams for every scale on guitar.
A F major chord contains the notes F – A – C. Any scale that includes every one of those 3 tones fits over it — from the root F, that means F Major, F Major Pentatonic, F Rock 'n' Roll, F Lydian, F Mixolydian, F Dorian Bebop, F Mixolydian Bebop, F Half Whole Diminished, F Spanish and F Gypsy Major. Start with the first scale listed: it is the most common choice, and the others color the same chord tones differently.
F major is also diatonic to 3 major keys: A# major (relative minor Gm), C major (relative minor Am), F major (relative minor Dm). In a song from one of those keys you can also solo with the key's own major scale or its relative minor pentatonic across the whole progression, not just this chord.