diff --git a/.github/problem-matchers/pospell.json b/.github/problem-matchers/pospell.json
new file mode 100644
index 00000000..cedddb00
--- /dev/null
+++ b/.github/problem-matchers/pospell.json
@@ -0,0 +1,15 @@
+{
+    "problemMatcher": [
+        {
+            "owner": "pospell",
+            "pattern": [
+                {
+                    "regexp": "^(.*):(\\d+):(.*)$",
+                    "file": 1,
+                    "line": 2,
+                    "message": 3
+                }
+            ]
+        }
+    ]
+}
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index a6def297..e6a10b24 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -16,6 +16,8 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v2
+      - name: Register pospell problem matcher
+        run: echo "::add-matcher::.github/problem-matchers/pospell.json"
       - name: Install pospell
         run: |
           sudo apt-get update
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 515c9a76..00000000
--- a/.travis.yml
+++ /dev/null
@@ -1,20 +0,0 @@
-language: python
-dist: xenial
-python: 3.7
-before_install:
-  - sudo apt-get update
-  - sudo apt-get install -y hunspell hunspell-fr-comprehensive
-install:
-  - pip install poutils
-  - pospell --version
-  - powrap --version
-  - padpo --version
-script:
-  - 'printf "%s\n" "$TRAVIS_COMMIT_RANGE"'
-  - 'CHANGED_FILES="$(ls -1d $(git diff --name-only $TRAVIS_COMMIT_RANGE) | grep "\.po$")" ;:'
-  - 'printf "%s files changed.\n" "$(printf "%s" "$CHANGED_FILES" | grep -c "po$")" ;:'
-  - 'if [ -n "$CHANGED_FILES" ]; then printf -- "- %s\n" $CHANGED_FILES; fi'
-  - 'if [ -n "$CHANGED_FILES" ]; then powrap --check --quiet $CHANGED_FILES; fi'
-  - 'if [ -n "$CHANGED_FILES" ]; then pospell -p dict -l fr_FR $CHANGED_FILES; fi'
-  - 'if [ -n "$CHANGED_FILES" ]; then make CPYTHON_PATH=/tmp/cpython/; fi'
-  - 'if [ -n "$CHANGED_FILES" ]; then padpo -i $CHANGED_FILES 2>&1 | grep -v -Ff padpo.ignore || true; fi'