In $\mathbb{R}^2$, we have two different types of line integrals, the tangential line integral $$\int_C \mathbf{F}\cdot d\mathbf r$$ and the normal line integral $$\int_C \mathbf{F}\cdot \mathbf n \,ds.$$
To give a motivation, these two different integrals are very helpful for understanding Divergence theorem and Stoke's theorem.
Let $\mathbf {F} = P \mathbf i + Q\mathbf j$. The Divergence Theorem says $$\iint_D \text{div}(\mathbf F)\,dx\,dy = \int_C \mathbf{F}\cdot \mathbf n \,ds.$$ This gives $$\iint_D (P_x + Q_y) \,dx\,dy=\int_C \mathbf{F}\cdot (-dy, dx) = \int_C P\,dy - Q\,dx.$$ Stoke's theorem is $$\iint_D \text{curl}(\mathbf F)\cdot \mathbf k \,dx\,dy = \int_C \mathbf{F}\cdot d\mathbf r$$ and this gives $$\iint_D (P_y - Q_x) \,dx\,dy=\int_C \mathbf{F}\cdot (dx, dy) = \int_C P\,dx + Q\,dy.$$
Green's theorem can be derived from either of the two above theorems.
However, for all the surface integral, I have only seen the normal surface integral defined by $$\iint_D \mathbf F\cdot \mathbf n\, dS$$ is there a similar concept that is close to the tangential line integral $\int_C \mathbf{F}\cdot d\mathbf r$?
$\newcommand{\Del}{\nabla}\newcommand{\Vec}[1]{\mathbf{#1}}\newcommand{\Reals}{\mathbf{R}}\newcommand{\dd}{\partial}\newcommand{\Brak}[1]{\left\langle #1\right\rangle}$For vector fields $\Vec{F} = P\, \Vec{i} + Q\, \Vec{j}$ in the plane, there is a complex structure, defined by $$ J(\Vec{F}) = -Q\, \Vec{i} + P\, \Vec{j}. \tag{1} $$
If $\Vec{n}$ is an outward-pointing unit normal field along the boundary of a plane region $\dd D$, then $J(\Vec{n}) = \Vec{t}$ is a unit tangent field oriented appropriately for Green's theorem.
If $\Vec{F}$ is a continuously-differentiable vector field in $D$, then $$ \Del \times J(\Vec{F}) = \frac{\dd P}{\dd x} + \frac{\dd Q}{\dd y} = \Del \cdot \Vec{F}. \tag{2} $$ Equation (2) and the fact that $$ \Brak{\Vec{F}, \Vec{n}} = \Brak{J(\Vec{F}), J(\Vec{n})} = \Brak{J(\Vec{F}), \Vec{t}} $$ account for the correspondence between Stokes's theorem and the divergence theorem in the plane.
Fatal snags occur for surfaces in $\Reals^{3}$:
There is no operator on a smooth surface in $\Reals^{3}$ mapping normal vectors to tangent vectors and vice versa. As both G Cab and A Ortiz note, a smooth surface in $\Reals^{3}$ has dimension two but codimension one. Any field $J$ of linear operators cannot be an isomorphism between the normal and tangent spaces.
There might exist (for a particular surface) a smooth field $J$ of operators sending a unit normal field to a "distinguished" unit tangent field, but no such operator field exists for a general surface: Applying such a $J$ to the outward unit normal field of a sphere, for example, would give a continuous, nowhere-vanishing tangent field on a sphere, which does not exist.
In case it's of interest: The "correct" framework for Stokes's theorem is the exterior calculus of differential forms. Loosely, there is "one theorem for each dimension". In the plane, Stokes's theorem and the divergence theorem are (from this perspective) the same theorem applied to two different differential one-forms: $P\, dx + Q\, dy$, and $-Q\, dx + P\, dy$.
The index-raising and lowering operators associated to the Euclidean metric in $\Reals^{n}$ map vector fields to differential one-forms (associating, e.g., $P\, \Vec{i} + Q\, \Vec{j}$ and $P\, dx + Q\, dy$). This identification allows one to pass between vector and differential form versions of Stokes's theorem in the plane. A one-form, however, is a suitable integrand only on a curve.
To pass between vector and differential form versions of Stokes's theorem on a surface in $\Reals^{3}$, one identifies $$ \Vec{i} \leftrightarrow dy \wedge dz,\qquad \Vec{j} \leftrightarrow dz \wedge dx,\qquad \Vec{k} \leftrightarrow dx \wedge dy. $$ In fancy language, this is index-lowering followed by the Hodge star-operator.