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Every trick in the book
Figurative Use
It's used as a metaphor to imply using varied strategies, not actual 'tricks' from a book. 
Negative Connotation
Often suggests desperation or dishonesty in someone's actions. 
Not Literal
There isn't an actual 'book of tricks'; it's expressing using all available methods. 