diff --git a/SideCarJpegCleaner b/SideCarJpegCleaner
new file mode 100755
index 0000000..c49a5f5
Binary files /dev/null and b/SideCarJpegCleaner differ
diff --git a/cmd/SideCarJpegCleaner/SideCarJpegCleaner.go b/cmd/SideCarJpegCleaner/SideCarJpegCleaner.go
new file mode 100644
index 0000000..457a377
--- /dev/null
+++ b/cmd/SideCarJpegCleaner/SideCarJpegCleaner.go
@@ -0,0 +1,34 @@
+/*
+ * Copyright (C) 2019 Philipp Haefelfinger (http://www.haefelfinger.ch/). All Rights Reserved.
+ * This application is licensed under GPLv2. See the LICENSE file in the root directory of the project.
+ */
+
+package main
+
+import (
+	"flag"
+	"git.haefelfinger.net/philipp.haefelfinger/SideCarJpegCleaner/internal/app"
+	"github.com/sirupsen/logrus"
+	"github.com/vharitonsky/iniflags"
+	"os"
+)
+
+var (
+	logLevel = flag.String("logLevel", "info", "The minimum log level required to write out a log message. (panic,fatal,error,warn,info,debug,trace)")
+)
+
+func main() {
+	iniflags.Parse()
+	initializeLog()
+	logrus.Infoln("Starting jpeg cleaner...")
+	app.Run()
+}
+
+func initializeLog() {
+	level, err := logrus.ParseLevel(*logLevel)
+	if err != nil {
+		level = logrus.DebugLevel
+	}
+	logrus.SetLevel(level)
+	logrus.SetOutput(os.Stdout)
+}
diff --git a/go.mod b/go.mod
new file mode 100644
index 0000000..82b37ed
--- /dev/null
+++ b/go.mod
@@ -0,0 +1,8 @@
+module git.haefelfinger.net/philipp.haefelfinger/SideCarJpegCleaner
+
+go 1.12
+
+require (
+	github.com/sirupsen/logrus v1.4.2
+	github.com/vharitonsky/iniflags v0.0.0-20180513140207-a33cd0b5f3de
+)
diff --git a/go.sum b/go.sum
new file mode 100644
index 0000000..6435db2
--- /dev/null
+++ b/go.sum
@@ -0,0 +1,11 @@
+github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
+github.com/konsorten/go-windows-terminal-sequences v1.0.1/go.mod h1:T0+1ngSBFLxvqU3pZ+m/2kptfBszLMUkC4ZK/EgS/cQ=
+github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/sirupsen/logrus v1.4.2 h1:SPIRibHv4MatM3XXNO2BJeFLZwZ2LvZgfQ5+UNI2im4=
+github.com/sirupsen/logrus v1.4.2/go.mod h1:tLMulIdttU9McNUspp0xgXVQah82FyeX6MwdIuYE2rE=
+github.com/stretchr/objx v0.1.1/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
+github.com/stretchr/testify v1.2.2/go.mod h1:a8OnRcib4nhh0OaRAV+Yts87kKdq0PP7pXfy6kDkUVs=
+github.com/vharitonsky/iniflags v0.0.0-20180513140207-a33cd0b5f3de h1:fkw+7JkxF3U1GzQoX9h69Wvtvxajo5Rbzy6+YMMzPIg=
+github.com/vharitonsky/iniflags v0.0.0-20180513140207-a33cd0b5f3de/go.mod h1:irMhzlTz8+fVFj6CH2AN2i+WI5S6wWFtK3MBCIxIpyI=
+golang.org/x/sys v0.0.0-20190422165155-953cdadca894 h1:Cz4ceDQGXuKRnVBDTS23GTn/pU5OE2C0WrNTOYK1Uuc=
+golang.org/x/sys v0.0.0-20190422165155-953cdadca894/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
diff --git a/internal/app/app.go b/internal/app/app.go
new file mode 100644
index 0000000..bb84628
--- /dev/null
+++ b/internal/app/app.go
@@ -0,0 +1,125 @@
+/*
+ * Copyright (C) 2019 Philipp Haefelfinger (http://www.haefelfinger.ch/). All Rights Reserved.
+ * This application is licensed under GPLv2. See the LICENSE file in the root directory of the project.
+ */
+
+package app
+
+import (
+	"errors"
+	"flag"
+	"github.com/sirupsen/logrus"
+	"os"
+	"path"
+	"path/filepath"
+	"strings"
+)
+
+var (
+	imagesRootPath = flag.String("imagesRootPath", "", "This is the images root path that should be mirrored to piwigo.")
+	dryRun         = flag.Bool("dryRun", true, "If set to true, all actions are run except the real filesystem modifications")
+)
+
+func Run() {
+	imagesRootFolder := *imagesRootPath
+	if imagesRootFolder == "" {
+		logErrorAndExit(errors.New("No images root folder set, exiting."), 1)
+	}
+
+	err, jpgFiles := findAllJpgFiles(imagesRootFolder)
+	if err != nil {
+		logrus.Errorf("Could not clean up %s", imagesRootFolder)
+		logErrorAndExit(err, 2)
+	}
+
+	filesWithMissingSidecar := getJpesWithoutRawSideCar(jpgFiles)
+	logrus.Infof("Found %d of %d images to delete in %s", len(filesWithMissingSidecar), len(jpgFiles), imagesRootFolder)
+
+	if len(jpgFiles) == len(filesWithMissingSidecar) {
+		logrus.Warnf("Did not find any sidecar files in %s. Are you sure this is the right path to look for jpgs without raw sidecars? Cancelling executing!", imagesRootFolder)
+		logErrorAndExit(errors.New("Total files of jpegs and missing sidecars are the same, cancelling!"), 3)
+	}
+
+	if !(*dryRun) {
+		deleteFiles(filesWithMissingSidecar)
+	} else {
+		logrus.Warnln("Skipping delete of images as flag dryRun is set to true!")
+	}
+
+}
+
+func deleteFiles(filesWithMissingSidecar []string) {
+	for _, fileToDelete := range filesWithMissingSidecar {
+		logrus.Infof("Deleting %s", fileToDelete)
+		err := os.Remove(fileToDelete)
+		if err != nil {
+			logrus.Errorf("Could not delete %s because of %v", fileToDelete, err)
+		}
+	}
+}
+
+func logErrorAndExit(err error, exitCode int) {
+	logrus.Errorln(err)
+	os.Exit(exitCode)
+}
+
+func getJpesWithoutRawSideCar(jpgFiles []string) []string {
+	var filesWithMissingSidecar []string
+	for _, jpgFile := range jpgFiles {
+		dir, fileName := filepath.Split(jpgFile)
+
+		newFileName := filenameWithoutExtension(fileName) + ".cr2"
+		newFilePath := filepath.Join(dir, newFileName)
+
+		if exists, err := fileExists(newFilePath); exists {
+			logrus.Debugf("Found exising sidecar, keeping jpeg %s", jpgFile)
+
+		} else if err == nil && !exists {
+			logrus.Infof("Found jpeg with missing raw file, schedule for delete %s", jpgFile)
+			filesWithMissingSidecar = append(filesWithMissingSidecar, jpgFile)
+		} else {
+			logrus.Errorf("There was an error on checking %s: %v", jpgFile, err)
+		}
+	}
+	return filesWithMissingSidecar
+}
+
+func findAllJpgFiles(basePath string) (error, []string) {
+	var files []string
+
+	err := filepath.Walk(basePath, func(path string, info os.FileInfo, err error) error {
+		if strings.HasPrefix(info.Name(), ".") {
+			logrus.Debugf("Skipping hidden file or directory %s", path)
+			return nil
+		}
+
+		extension := strings.ToLower(filepath.Ext(path))
+		if (extension != ".jpg" && extension != ".jpeg") || info.IsDir() {
+			return nil
+		}
+
+		logrus.Debugf("Found file %s", path)
+		files = append(files, path)
+
+		return nil
+	})
+	return err, files
+}
+
+func filenameWithoutExtension(fn string) string {
+	return strings.TrimSuffix(fn, path.Ext(fn))
+}
+
+func fileExists(filePath string) (bool, error) {
+	_, err := os.Stat(filePath)
+	if err == nil {
+		logrus.Debugf("file %s exists", filePath)
+		return true, nil
+	} else if os.IsNotExist(err) {
+		logrus.Debugf("file %s does not exist", filePath)
+		return false, nil
+	} else {
+		logrus.Debugf("file %s stat error: %v", filePath, err)
+		return false, err
+	}
+}