diff --git a/doc/source/tutorial/ab_ring.py b/doc/source/tutorial/ab_ring.py
index 69aeb9ccc4851b500dcedf9a615168ab1c96a320..bd23bbf18453a17d6bfe07ad95364483490246da 100644
--- a/doc/source/tutorial/ab_ring.py
+++ b/doc/source/tutorial/ab_ring.py
@@ -1,3 +1,6 @@
+# Tutorial 2.3.3. Nontrivial shapes
+# =================================
+#
 # Physics background
 # ------------------
 #  Flux-dependent transmission through a quantum ring
diff --git a/doc/source/tutorial/band_structure.py b/doc/source/tutorial/band_structure.py
index 8bdfb56cadfa12944f186f1577e099ba1d074d7a..ddb9976482783bee6d5d8781d4f2a5d95ab7190c 100644
--- a/doc/source/tutorial/band_structure.py
+++ b/doc/source/tutorial/band_structure.py
@@ -1,3 +1,6 @@
+# Tutorial 2.4.1. Band structure calculations
+# ===========================================
+#
 # Physics background
 # ------------------
 #  band structure of a simple quantum wire in tight-binding approximation
diff --git a/doc/source/tutorial/closed_system.py b/doc/source/tutorial/closed_system.py
index abe9114bca37624cb6893e5359dfb6159dad843e..2f54bf046023d678ec9d47873c0c238bccccb077 100644
--- a/doc/source/tutorial/closed_system.py
+++ b/doc/source/tutorial/closed_system.py
@@ -1,3 +1,6 @@
+# Tutorial 2.4.2. Closed systems
+# ==============================
+#
 # Physics background
 # ------------------
 #  Fock-darwin spectrum of a quantum dot (energy spectrum in
diff --git a/doc/source/tutorial/graphene.py b/doc/source/tutorial/graphene.py
index 2c652d0bec918dfe0bc9e3bea12071e2d98087fe..3d52c0c6f17c1df7aac3a568e1e6376b08953bb7 100644
--- a/doc/source/tutorial/graphene.py
+++ b/doc/source/tutorial/graphene.py
@@ -1,3 +1,6 @@
+# Tutorial 2.5. Beyond square lattices: graphene
+# ==============================================
+#
 # Physics background
 # ------------------
 #  Transport through a graphene quantum dot with a pn-junction
diff --git a/doc/source/tutorial/plot_graphene.py b/doc/source/tutorial/plot_graphene.py
index 0f36ec797c7ea6f8f98fda909c9232c254f6c4ad..452e5029fb42df00374b6ba7431f8a2df87afa6a 100644
--- a/doc/source/tutorial/plot_graphene.py
+++ b/doc/source/tutorial/plot_graphene.py
@@ -1,3 +1,6 @@
+# Tutorial 2.7.1. 2D example: graphene quantum dot
+# ================================================
+#
 # Physics background
 # ------------------
 #  - graphene edge states
diff --git a/doc/source/tutorial/plot_zincblende.py b/doc/source/tutorial/plot_zincblende.py
index fc05e361611e680b4bc000b6e15cb421e3a80384..7ffeae27a5903d7e382d33344ad381a9e6ea0d09 100644
--- a/doc/source/tutorial/plot_zincblende.py
+++ b/doc/source/tutorial/plot_zincblende.py
@@ -1,3 +1,14 @@
+# Tutorial 2.7.2. 3D example: zincblende structure
+# ================================================
+#
+# Physical background
+# -------------------
+#  - 3D Bravais lattices
+#
+# Kwant features highlighted
+# --------------------------
+#  - demonstrate different ways of plotting in 3D
+
 import kwant
 from matplotlib import pyplot
 
diff --git a/doc/source/tutorial/quantum_well.py b/doc/source/tutorial/quantum_well.py
index 50001f70c5cf8af5e7860683cfeec0e4201f9f9b..76ab616624bba5a5cf7cf30254ae9eef6745a102 100644
--- a/doc/source/tutorial/quantum_well.py
+++ b/doc/source/tutorial/quantum_well.py
@@ -1,3 +1,6 @@
+# Tutorial 2.3.2. Spatially dependent values through functions
+# ============================================================
+#
 # Physics background
 # ------------------
 #  transmission through a quantum well
diff --git a/doc/source/tutorial/quantum_wire.py b/doc/source/tutorial/quantum_wire.py
index 22e39093a7f9b1ec30bf8928c6f7129b78734470..d4d89956c27d9bb322b99660135e2bda1273986c 100644
--- a/doc/source/tutorial/quantum_wire.py
+++ b/doc/source/tutorial/quantum_wire.py
@@ -1,3 +1,6 @@
+# Tutorial 2.2.2. Transport through a quantum wire
+# ================================================
+#
 # Physics background
 # ------------------
 #  Conductance of a quantum wire; subbands
diff --git a/doc/source/tutorial/quantum_wire_revisited.py b/doc/source/tutorial/quantum_wire_revisited.py
index c52425686b5446e18204dc5b6f5713b186a7558a..c42912ce10636e3d0f4a08d7015ef60b7df1487c 100644
--- a/doc/source/tutorial/quantum_wire_revisited.py
+++ b/doc/source/tutorial/quantum_wire_revisited.py
@@ -1,3 +1,6 @@
+# Tutorial 2.2.3. Building the same system with less code
+# =======================================================
+#
 # Physics background
 # ------------------
 #  Conductance of a quantum wire; subbands
diff --git a/doc/source/tutorial/spin_orbit.py b/doc/source/tutorial/spin_orbit.py
index 5b1ddbff6ccf5c7801154772e092c31259ee3047..0112d3feb9874e184303327555c4c19c0898fdcb 100644
--- a/doc/source/tutorial/spin_orbit.py
+++ b/doc/source/tutorial/spin_orbit.py
@@ -1,3 +1,6 @@
+# Tutorial 2.3.1. Matrix structure of on-site and hopping elements
+# ================================================================
+#
 # Physics background
 # ------------------
 #  Gaps in quantum wires with spin-orbit coupling and Zeeman splititng,
diff --git a/doc/source/tutorial/superconductor_band_structure.py b/doc/source/tutorial/superconductor_band_structure.py
index 827ed61fea15bba0f3ee4eb0a8fc14e0f53e32b2..9f8da5e274daf2dbd884a69099889772ac1cefd6 100644
--- a/doc/source/tutorial/superconductor_band_structure.py
+++ b/doc/source/tutorial/superconductor_band_structure.py
@@ -1,3 +1,6 @@
+# Tutorial 2.6.1. Superconductors - "Orbital description": using matrices
+# =======================================================================
+#
 # Physics background
 # ------------------
 #  band structure of a superconducting quantum wire in tight-binding
diff --git a/doc/source/tutorial/superconductor_transport.py b/doc/source/tutorial/superconductor_transport.py
index 3f95387515c3967c25a8869184fb9a0030d2c0ce..505479e28a1989bd94521105d0bb90a70ce88cd6 100644
--- a/doc/source/tutorial/superconductor_transport.py
+++ b/doc/source/tutorial/superconductor_transport.py
@@ -1,3 +1,6 @@
+# Tutorial 2.6.2. "Lattice description": using different lattices
+# ===============================================================
+#
 # Physics background
 # ------------------
 # - conductance of a NS-junction (Andreev reflection, superconducting gap)