diff --git a/eval_lm.py b/eval_lm.py
index be7d967f1..0422cb6c7 100644
--- a/eval_lm.py
+++ b/eval_lm.py
@@ -174,7 +174,11 @@ def main(parsed_args):
             print(ws)
 
 
-if __name__ == '__main__':
+def cli_main():
     parser = options.get_eval_lm_parser()
     args = options.parse_args_and_arch(parser)
     main(args)
+
+
+if __name__ == '__main__':
+    cli_main()
diff --git a/generate.py b/generate.py
index cc258a48f..21902cb9f 100644
--- a/generate.py
+++ b/generate.py
@@ -178,7 +178,11 @@ def main(args):
         print('| Generate {} with beam={}: {}'.format(args.gen_subset, args.beam, scorer.result_string()))
 
 
-if __name__ == '__main__':
+def cli_main():
     parser = options.get_generation_parser()
     args = options.parse_args_and_arch(parser)
     main(args)
+
+
+if __name__ == '__main__':
+    cli_main()
diff --git a/interactive.py b/interactive.py
index ad60bd532..6e93bd33a 100644
--- a/interactive.py
+++ b/interactive.py
@@ -183,7 +183,11 @@ def main(args):
                     print(align)
 
 
-if __name__ == '__main__':
+def cli_main():
     parser = options.get_generation_parser(interactive=True)
     args = options.parse_args_and_arch(parser)
     main(args)
+
+
+if __name__ == '__main__':
+    cli_main()
diff --git a/preprocess.py b/preprocess.py
index e66b577d2..19554c1da 100644
--- a/preprocess.py
+++ b/preprocess.py
@@ -271,7 +271,11 @@ def merge_files(files, outpath):
     ds.finalize("{}.idx".format(outpath))
 
 
-if __name__ == "__main__":
+def cli_main():
     parser = options.get_preprocessing_parser()
     args = parser.parse_args()
     main(args)
+
+
+if __name__ == "__main__":
+    cli_main()
diff --git a/setup.py b/setup.py
index 53e8eaf51..c0483252b 100644
--- a/setup.py
+++ b/setup.py
@@ -43,4 +43,14 @@ setup(
     packages=find_packages(),
     ext_modules=[bleu],
     test_suite='tests',
+    entry_points={
+        'console_scripts': [
+            'fairseq-eval-lm = eval_lm:cli_main',
+            'fairseq-generate = generate:cli_main',
+            'fairseq-interactive = interactive:cli_main',
+            'fairseq-preprocess = preprocess:cli_main',
+            'fairseq-train = train:cli_main',
+            'fairseq-score = score:main',
+        ],
+    },
 )
diff --git a/train.py b/train.py
index 6110191e1..413619461 100644
--- a/train.py
+++ b/train.py
@@ -380,7 +380,7 @@ def distributed_main(i, args):
     main(args, init_distributed=True)
 
 
-if __name__ == '__main__':
+def cli_main():
     parser = options.get_training_parser()
     args = options.parse_args_and_arch(parser)
 
@@ -415,3 +415,7 @@ if __name__ == '__main__':
     else:
         # single GPU training
         main(args)
+
+
+if __name__ == '__main__':
+    cli_main()