Different chord types call for different scales. Knowing which scale "fits" a chord is the foundation of melodic improvisation. Select a chord type to see your scale options.
Chord Type
Root Note
Recommended Scales for Major 7
Other Scales (less common over Major 7)
Pro tip: When in doubt, the pentatonic scales are always a safe choice. They contain no "avoid notes" and work over most chord types.