diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..fc6f485
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,66 @@
+name: CI
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+  schedule:
+    # Run weekly on Mondays at midnight UTC to catch upstream changes
+    - cron: '0 0 * * 1'
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ['3.9', '3.10', '3.11', '3.12']
+
+    steps:
+      - uses: actions/checkout@v6
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v6
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install system dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y swig gcc python3-dev
+
+      - name: Install Python dependencies
+        run: |
+          pip install --upgrade pip setuptools pytest
+
+      - name: Clone upstream libinjection
+        run: |
+          git clone --depth=1 https://github.com/libinjection/libinjection.git upstream
+
+      - name: Copy upstream source files
+        run: |
+          cp -f upstream/src/libinjection*.h upstream/src/libinjection*.c libinjection/
+
+      - name: Create tests symlink for test_driver.py
+        # test_driver.py resolves test files relative to ../tests from the repo root
+        run: |
+          ln -s "$(realpath upstream/tests)" "$(realpath ..)/tests"
+
+      - name: Generate words.py from upstream data
+        run: |
+          python json2python.py < upstream/src/sqlparse_data.json > words.py
+
+      - name: Generate SWIG wrapper
+        run: |
+          swig -python -builtin -Wall -Wextra libinjection/libinjection.i
+
+      - name: Build C extension in-place
+        run: |
+          python setup.py build_ext --inplace
+
+      - name: Run tests
+        run: |
+          pytest test_driver.py -v
diff --git a/json2python.py b/json2python.py
index 381fc5e..effbee5 100755
--- a/json2python.py
+++ b/json2python.py
@@ -21,7 +21,9 @@ def lookup(state, stype, keyword):
         keyword = keyword.decode('latin-1')
     keyword = keyword.upper()
     if stype == libinjection.LOOKUP_FINGERPRINT:
-        if keyword in fingerprints and libinjection.sqli_not_whitelist(state):
+        # sqli_check_fingerprint calls sqli_blacklist (fingerprint membership
+        # check) and sqli_not_whitelist (false-positive reduction) internally.
+        if libinjection.sqli_check_fingerprint(state):
             return 'F'
         else:
             return chr(0)
diff --git a/libinjection/libinjection.i b/libinjection/libinjection.i
index 2a9b370..9b9ac8f 100644
--- a/libinjection/libinjection.i
+++ b/libinjection/libinjection.i
@@ -154,5 +154,14 @@ for (i = 0; i < $1_dim0; i++) {
 }
 %include "libinjection_error.h"
 %include "libinjection.h"
+
+// These functions are declared static in the upstream header and therefore
+// cannot be exported as symbols from the compiled extension.  Ignore them
+// so SWIG does not generate wrappers that produce undefined symbol errors
+// at import time.  Use sqli_check_fingerprint (non-static) instead.
+%ignore libinjection_sqli_reset;
+%ignore libinjection_sqli_lookup_word;
+%ignore libinjection_sqli_blacklist;
+%ignore libinjection_sqli_not_whitelist;
 %include "libinjection_sqli.h"
 %include "libinjection_xss.h"