diff --git a/CMake/exec2man.sh b/CMake/exec2man.sh
new file mode 100755
index 0000000000..8535d8dcbe
--- /dev/null
+++ b/CMake/exec2man.sh
@@ -0,0 +1,68 @@
+#!/bin/bash
+# Convert the output of an MLPACK executable into a man page.  This assumes that
+# the CLI subsystem is used to output help, that the executable is properly
+# documented, and that the program is run in the directory that the executable
+# is in.  Usually, this is used by CMake on Linux/UNIX systems to generate the
+# man pages.
+#
+# Usage:
+#  exec2man.sh executable_name output_file_name
+#
+# No warranties...
+#
+# @author Ryan Curtin
+name=$1
+output=$2
+
+# Generate the synopsis.
+# First, required options.
+reqoptions=`./$name -h | \
+  awk '/Required options:/,/Options:/' | \
+  grep '^  --' | \
+  sed 's/^  --/--/' | \
+  sed 's/^--[A-Za-z0-9_-]* (\(-[A-Za-z0-9]\))/\1/' | \
+  sed 's/\(^-[A-Za-z0-9]\) [^\[].*/\1/' | \
+  sed 's/\(^-[A-Za-z0-9] \[[A-Za-z0-9]*\]\) .*/\1/' | \
+  sed 's/\(^--[A-Za-z0-9_-]*\) [^[].*/\1/' | \
+  sed 's/\(^--[A-Za-z0-9_-]* \[[A-Za-z0-9]*\]\) [^[].*/\1/' | \
+  tr '\n' ' ' | \
+  sed 's/\[//g' | \
+  sed 's/\]//g'`
+
+# Then, regular options.
+options=`./$name -h | \
+  awk '/Options:/,0' | \
+  grep '^  --' | \
+  sed 's/^  --/--/' | \
+  grep -v -- '--help' | \
+  grep -v -- '--info' | \
+  grep -v -- '--verbose' | \
+  sed 's/^--[A-Za-z0-9_-]* (\(-[A-Za-z0-9]\))/\1/' | \
+  sed 's/\(^-[A-Za-z0-9]\) [^\[].*/\1/' | \
+  sed 's/\(^-[A-Za-z0-9] \[[A-Za-z0-9]*\]\) .*/\1/' | \
+  sed 's/\(^--[A-Za-z0-9_-]*\) [^[].*/\1/' | \
+  sed 's/\(^--[A-Za-z0-9_-]* \[[A-Za-z0-9]*\]\) [^[].*/\1/' | \
+  tr '\n' ' ' | \
+  sed 's/\[//g' | \
+  sed 's/\]//g' | \
+  sed 's/\(-[A-Za-z0-9]\)\( [^a-z]\)/\[\1\]\2/g' | \
+  sed 's/\(--[A-Za-z0-9_-]*\)\( [^a-z]\)/\[\1\]\2/g' | \
+  sed 's/\(-[A-Za-z0-9] [a-z]*\) /\[\1\] /g' | \
+  sed 's/\(--[A-Za-z0-9_-]* [a-z]*\) /\[\1\] /g'`
+
+synopsis="$name [-h] [-v] $reqoptions $options";
+
+# Preview the whole thing first.
+./$name -h | \
+  awk -v syn="$synopsis" \
+      '{ if (NR == 1) print "NAME\n '$name' - "tolower($0)"\nSYNOPSIS\n "syn" \nDESCRIPTION\n" ; else print } ' | \
+  sed '/^[^ ]/ y/qwertyuiopasdfghjklzxcvbnm:/QWERTYUIOPASDFGHJKLZXCVBNM /' | \
+  txt2man -T -P mlpack -t $name -d 1
+
+# Now do it.
+./$name -h | \
+  awk -v syn="$synopsis" \
+      '{ if (NR == 1) print "NAME\n '$name' - "tolower($0)"\nSYNOPSIS\n "syn" \nDESCRIPTION\n" ; else print } ' | \
+  sed '/^[^ ]/ y/qwertyuiopasdfghjklzxcvbnm:/QWERTYUIOPASDFGHJKLZXCVBNM /' | \
+  txt2man -P mlpack -t $name -d 1 > $output
+