diff --git a/Jenkinsfile b/Jenkinsfile
index 9ba966a7..3ebe5751 100644
--- a/Jenkinsfile
+++ b/Jenkinsfile
@@ -1,7 +1,7 @@
 #!/usr/bin/env groovy
 
 pipeline {
-    agent { label 'colobot-build' }
+    agent none
     options {
         buildDiscarder(logRotator(artifactDaysToKeepStr: '30', artifactNumToKeepStr: '20'))
     }
@@ -19,13 +19,17 @@ pipeline {
         stage('Build') {
             parallel {
                 stage('Build Windows') {
+                    agent {
+                        docker { image 'krzysh/colobot-build:latest' }
+                    }
                     steps {
                         sh 'mkdir -p build/windows'
                         dir('build/windows') {
                             sh '''
-                                cmake \
+                                # FIXME: without -lsetupapi linking sdl2 fails
+                                /opt/mxe/usr/bin/i686-w64-mingw32.static-cmake \
+                                    -DCMAKE_CXX_STANDARD_LIBRARIES="-lkernel32 -luser32 -lgdi32 -lwinspool -lshell32 -lole32 -loleaut32 -luuid -lcomdlg32 -ladvapi32 -lsetupapi" \
                                     -DCMAKE_INSTALL_PREFIX=/install \
-                                    -DCMAKE_TOOLCHAIN_FILE=/opt/mxe/usr/i686-w64-mingw32.static/share/cmake/mxe-conf.cmake \
                                     -DCMAKE_BUILD_TYPE=RelWithDebInfo -DDEV_BUILD=1 -DPORTABLE=1 -DTOOLS=1 -DTESTS=0 ../..
                                 make
                                 rm -rf install
@@ -42,13 +46,15 @@ pipeline {
                 }
                 
                 stage('Build Linux') {
+                    agent {
+                        docker { image 'krzysh/colobot-build:latest' }
+                    }
                     steps {
                         sh 'mkdir -p build/linux'
                         dir('build/linux') {
                             sh '''
                                 cmake \
                                     -DCMAKE_INSTALL_PREFIX=/install -DCOLOBOT_INSTALL_BIN_DIR=/install -DCOLOBOT_INSTALL_LIB_DIR=/install -DCOLOBOT_INSTALL_DATA_DIR=/install/data -DCOLOBOT_INSTALL_I18N_DIR=/install/lang  -DCMAKE_SKIP_INSTALL_RPATH=ON \
-                                    -DBOOST_STATIC=ON -DGLEW_STATIC=ON -DGLEW_LIBRARY=/usr/lib64/libGLEW.a \
                                     -DCMAKE_BUILD_TYPE=RelWithDebInfo -DDEV_BUILD=1 -DPORTABLE=1 -DTOOLS=1 -DTESTS=1 -DDESKTOP=0 ../..
                                 make
                                 rm -rf install
@@ -68,6 +74,9 @@ pipeline {
         }
 
         stage('Generate docs') {
+            agent {
+                docker { image 'krzysh/colobot-build:latest' }
+            }
             steps {
                 dir('build/linux') {
                     sh 'make doc'
@@ -81,6 +90,9 @@ pipeline {
         }
 
         stage('Run tests') {
+            agent {
+                docker { image 'krzysh/colobot-build:latest' }
+            }
             steps {
                 dir('build/linux') {
                     sh './colobot_ut --gtest_output=xml:gtestresults.xml || true'
@@ -91,6 +103,9 @@ pipeline {
         }
 
         stage('Run colobot-lint') {
+            agent {
+                label 'colobot-build'
+            }
             environment {
                 CC = '/usr/lib/llvm-3.6/bin/clang'
                 CXX = '/usr/lib/llvm-3.6/bin/clang++'
@@ -245,11 +260,10 @@ exit $ret
                     }
                 }
 
-                // TODO: cppcheck publisher STILL doesn't have pipeline support
-                // There is an open pull request though, merged but no release yet... https://github.com/jenkinsci/cppcheck-plugin/pull/36
-
+                publishCppcheck pattern: 'build/lint/colobot_lint_report.xml'
                 publishHTML([reportName: 'Colobot-lint HTML report', reportDir: 'build/lint/html_report', reportFiles: 'index.html', reportTitles: '', allowMissing: false, alwaysLinkToLastBuild: true, keepAll: true])
             }
         }
     }
 }
+