diff --git a/README.rst b/README.rst
index b5c59898..4a975c56 100644
--- a/README.rst
+++ b/README.rst
@@ -6,15 +6,15 @@ Bandit
     :alt: Bandit team and repository tags
 
 .. image:: https://img.shields.io/pypi/v/bandit.svg
-    :target: https://pypi.python.org/pypi/bandit/
+    :target: https://pypi.python.org/project/bandit/
     :alt: Latest Version
 
 .. image:: https://img.shields.io/pypi/pyversions/bandit.svg
-    :target: https://pypi.python.org/pypi/bandit/
+    :target: https://pypi.python.org/project/bandit/
     :alt: Python Versions
 
 .. image:: https://img.shields.io/pypi/format/bandit.svg
-    :target: https://pypi.python.org/pypi/bandit/
+    :target: https://pypi.python.org/project/bandit/
     :alt: Format
 
 .. image:: https://img.shields.io/badge/license-Apache%202-blue.svg
diff --git a/bandit/blacklists/calls.py b/bandit/blacklists/calls.py
index 52a23e9a..80ce6a93 100644
--- a/bandit/blacklists/calls.py
+++ b/bandit/blacklists/calls.py
@@ -216,7 +216,7 @@ B313 - B320: XML
 ----------------
 
 Most of this is based off of Christian Heimes' work on defusedxml:
-https://pypi.python.org/pypi/defusedxml/#defusedxml-sax
+https://pypi.python.org/project/defusedxml/#defusedxml-sax
 
 Using various XLM methods to parse untrusted XML data is known to be vulnerable
 to XML attacks. Methods should be replaced with their defusedxml equivalents.
@@ -442,7 +442,7 @@ def gen_blacklist():
         ))
 
     # Most of this is based off of Christian Heimes' work on defusedxml:
-    #   https://pypi.python.org/pypi/defusedxml/#defusedxml-sax
+    #   https://pypi.python.org/project/defusedxml/#defusedxml-sax
 
     xml_msg = ('Using {name} to parse untrusted XML data is known to be '
                'vulnerable to XML attacks. Replace {name} with its '
diff --git a/bandit/blacklists/imports.py b/bandit/blacklists/imports.py
index 9bb55994..4782eebf 100644
--- a/bandit/blacklists/imports.py
+++ b/bandit/blacklists/imports.py
@@ -24,7 +24,7 @@ possible security implications. The following blacklist tests are run against
 any import statements or calls encountered in the scanned code base.
 
 Note that the XML rules listed here are mostly based off of Christian Heimes'
-work on defusedxml: https://pypi.python.org/pypi/defusedxml
+work on defusedxml: https://pypi.python.org/project/defusedxml
 
 B401: import_telnetlib
 ----------------------
@@ -244,7 +244,7 @@ def gen_blacklist():
         ))
 
     # Most of this is based off of Christian Heimes' work on defusedxml:
-    #   https://pypi.python.org/pypi/defusedxml/#defusedxml-sax
+    #   https://pypi.python.org/project/defusedxml/#defusedxml-sax
 
     xml_msg = ('Using {name} to parse untrusted XML data is known to be '
                'vulnerable to XML attacks. Replace {name} with the equivalent '