diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
new file mode 100644
index 000000000..7c528307b
--- /dev/null
+++ b/.github/workflows/codeql.yml
@@ -0,0 +1,31 @@
+jobs:
+  analyze:
+    name: Analyze
+    runs-on: ${{ (matrix.language == 'swift' && 'macos-latest') || 'ubuntu-latest' }}
+    permissions:
+      actions: read
+      contents: read
+      security-events: write
+    strategy:
+      fail-fast: false
+      matrix:
+        language: [ 'python' ]
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v3
+      - name: Initialize CodeQL
+        uses: github/codeql-action/init@v2
+        with:
+          languages: ${{ matrix.language }}
+      - name: Perform CodeQL Analysis
+        uses: github/codeql-action/analyze@v2
+        with:
+          category: "/language:${{matrix.language}}"
+name: "CodeQL"
+on:
+  push:
+    branches: [ "master" ]
+  pull_request:
+    branches: [ "master" ]
+  schedule:
+    - cron: 30 1 * * 6
diff --git a/README.rst b/README.rst
index 04131a6d2..8b39cf9c9 100644
--- a/README.rst
+++ b/README.rst
@@ -29,6 +29,10 @@ PRAW: The Python Reddit API Wrapper
     :alt: pre-commit
     :target: https://github.com/pre-commit/pre-commit
 
+.. image:: https://api.securityscorecards.dev/projects/github.com/praw-dev/praw/badge
+    :alt: OpenSSF Scorecard
+    :target: https://api.securityscorecards.dev/projects/github.com/praw-dev/praw
+
 PRAW, an acronym for "Python Reddit API Wrapper", is a Python package that allows for
 simple access to Reddit's API. PRAW aims to be easy to use and internally follows all of
 `Reddit's API rules <https://github.com/reddit/reddit/wiki/API>`_. With PRAW there's no
diff --git a/setup.py b/setup.py
index a350a9e78..fded061aa 100644
--- a/setup.py
+++ b/setup.py
@@ -23,6 +23,7 @@
         "betamax-matchers >=0.3.0, <0.5",
         "pytest >=2.7.3",
         "requests >=2.20.1, <3",
+        "urllib3 ==1.26.*, <2",
     ],
 }
 extras["lint"] += extras["readthedocs"]