Considering Long exact sequence of cohomology

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Let $X$ be a projective scheme over a field $k$.

If $0 \longrightarrow F' \longrightarrow F \longrightarrow F'' \longrightarrow 0$ is a short exact sequence of coherent sheaves on $X$, can I move to a long exact sequence of cohomology

$... \longrightarrow H^i(X,F')\longrightarrow H^i(X,F)\longrightarrow H^i(X,F'') \longrightarrow H^{i+1}(X,F') \longrightarrow ...$ ?

How can I justify this? Where do I find justification in Hartshorne for this?

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Yes, this is true.

It is a general fact of homological algebra, that if an abelian category $\mathcal C$ has enough injectives, then derived functors are defined, and short exact sequences in $\mathcal C$ yield long exact sequences of derived functors. See Hartshorne's Algebraic geometry, Chapter III Theorem 1.1A.

Now the sheaf cohomology groups $H^i(X, F)$ are defined to be the derived functors of the left-exact functor $\mathfrak{Ab}(X) \to \mathfrak{Ab}, F \mapsto \Gamma(X,F)$. This is the definition in Chapter III, 2 Cohomology of Sheaves.