diff --git a/run_integration_tests.go b/run_integration_tests.go
index 0ae59ec6f..db4c09de6 100644
--- a/run_integration_tests.go
+++ b/run_integration_tests.go
@@ -26,6 +26,7 @@ func (env *TravisEnvironment) Prepare() {
 
 	run("go", "get", "golang.org/x/tools/cmd/cover")
 	run("go", "get", "github.com/mattn/goveralls")
+	run("go", "get", "github.com/pierrre/gotestcover")
 	run("go", "get", "github.com/mitchellh/gox")
 
 	if runtime.GOOS == "darwin" {
@@ -76,8 +77,8 @@ func (env *TravisEnvironment) RunTests() {
 	// run the build script
 	run("go", "run", "build.go")
 
-	// gather coverage information
-	run("go", "run", "run_tests.go", "all.cov")
+	// run tests and gather coverage information
+	run("gotestcover", "-coverprofile", "all.cov", "./...")
 
 	runGofmt()
 }
diff --git a/run_tests.go b/run_tests.go
deleted file mode 100644
index 1a6bdec67..000000000
--- a/run_tests.go
+++ /dev/null
@@ -1,184 +0,0 @@
-// +build ignore
-
-package main
-
-import (
-	"bufio"
-	"fmt"
-	"io"
-	"io/ioutil"
-	"os"
-	"os/exec"
-	"path/filepath"
-	"strings"
-)
-
-func specialDir(name string) bool {
-	if name == "." {
-		return false
-	}
-
-	base := filepath.Base(name)
-	return base[0] == '_' || base[0] == '.'
-}
-
-func emptyDir(name string) bool {
-	dir, err := os.Open(name)
-	defer dir.Close()
-	if err != nil {
-		fmt.Fprintf(os.Stderr, "unable to open directory %v: %v\n", name, err)
-		return true
-	}
-
-	fis, err := dir.Readdir(-1)
-	if err != nil {
-		fmt.Fprintf(os.Stderr, "Readdirnames(%v): %v\n", name, err)
-		return true
-	}
-
-	for _, fi := range fis {
-		if fi.IsDir() {
-			continue
-		}
-
-		if filepath.Ext(fi.Name()) == ".go" {
-			return false
-		}
-	}
-
-	return true
-}
-
-func forceRelativeDirname(dirname string) string {
-	if dirname == "." {
-		return dirname
-	}
-
-	if strings.HasPrefix(dirname, "./") {
-		return dirname
-	}
-
-	return "./" + dirname
-}
-
-func mergeCoverprofile(file *os.File, out io.Writer) error {
-	_, err := file.Seek(0, 0)
-	if err != nil {
-		return err
-	}
-
-	rd := bufio.NewReader(file)
-	_, err = rd.ReadString('\n')
-	if err == io.EOF {
-		return nil
-	}
-
-	if err != nil {
-		return err
-	}
-
-	_, err = io.Copy(out, rd)
-	if err != nil {
-		return err
-	}
-
-	err = file.Close()
-	if err != nil {
-		return err
-	}
-
-	return err
-}
-
-func testPackage(pkg string, params []string, out io.Writer) error {
-	file, err := ioutil.TempFile("", "test-coverage-")
-	defer os.Remove(file.Name())
-	defer file.Close()
-	if err != nil {
-		return err
-	}
-
-	args := []string{"test", "-cover", "-covermode", "set", "-coverprofile",
-		file.Name(), pkg}
-	args = append(args, params...)
-	cmd := exec.Command("go", args...)
-	cmd.Stderr = os.Stderr
-	cmd.Stdout = os.Stdout
-
-	err = cmd.Run()
-	if err != nil {
-		return err
-	}
-
-	return mergeCoverprofile(file, out)
-}
-
-func main() {
-	if len(os.Args) < 2 {
-		fmt.Fprintln(os.Stderr, "USAGE: run_tests COVERPROFILE [TESTFLAGS] [-- [PATHS]]")
-		os.Exit(1)
-	}
-
-	target := os.Args[1]
-	args := os.Args[2:]
-
-	paramsForTest := []string{}
-	dirs := []string{}
-	for i, arg := range args {
-		if arg == "--" {
-			dirs = args[i+1:]
-			break
-		}
-
-		paramsForTest = append(paramsForTest, arg)
-	}
-
-	if len(dirs) == 0 {
-		dirs = append(dirs, ".")
-	}
-
-	file, err := os.Create(target)
-	if err != nil {
-		fmt.Fprintf(os.Stderr, "create coverprofile failed: %v\n", err)
-		os.Exit(1)
-	}
-
-	fmt.Fprintln(file, "mode: set")
-
-	failedTests := false
-	for _, dir := range dirs {
-		err := filepath.Walk(dir,
-			func(p string, fi os.FileInfo, e error) error {
-				if e != nil {
-					return e
-				}
-
-				if !fi.IsDir() {
-					return nil
-				}
-
-				if specialDir(p) {
-					return filepath.SkipDir
-				}
-
-				if emptyDir(p) {
-					return nil
-				}
-
-				return testPackage(forceRelativeDirname(p), paramsForTest, file)
-			})
-
-		if err != nil {
-			fmt.Fprintf(os.Stderr, "walk(%q): %v\n", dir, err)
-			failedTests = true
-		}
-	}
-
-	err = file.Close()
-
-	fmt.Printf("coverprofile: %v\n", file.Name())
-
-	if failedTests {
-		os.Exit(1)
-	}
-}