diff --git a/cmd/guess_deps.go b/cmd/guess_deps.go
index 7ced3c6..3bc26ac 100644
--- a/cmd/guess_deps.go
+++ b/cmd/guess_deps.go
@@ -1,13 +1,14 @@
 package cmd
 
 import (
-	"go/build"
 	"os"
-	"path/filepath"
+	"sort"
 	"strings"
 
 	"github.com/Masterminds/cookoo"
 	"github.com/Masterminds/glide/cfg"
+	"github.com/Masterminds/glide/dependency"
+	"github.com/Masterminds/glide/util"
 )
 
 // GuessDeps tries to get the dependencies for the current directory.
@@ -20,72 +21,46 @@
 		return nil, err
 	}
 	base := p.Get("dirname", ".").(string)
-	deps := make(map[string]bool)
-	err = findDeps(buildContext, deps, base, "")
 	name := guessPackageName(buildContext, base)
 
-	// If there error is that no go source files were found try looking one
-	// level deeper. Some Go projects don't have go source files at the top
-	// level.
-	switch err.(type) {
-	case *build.NoGoError:
-		filepath.Walk(base, func(path string, fi os.FileInfo, err error) error {
-			if excludeSubtree(path, fi) {
-				top := filepath.Base(path)
-				if fi.IsDir() && (top == "vendor" || top == "testdata") {
-					return filepath.SkipDir
-				}
-				return nil
-			}
-
-			pkg, err := buildContext.ImportDir(path, 0)
-			if err != nil {
-				// When there is an error we skip it and keep going.
-				return nil
-			}
-
-			if pkg.Goroot {
-				return nil
-			}
-
-			for _, imp := range pkg.Imports {
-
-				// Skip subpackages of the project we're in.
-				if strings.HasPrefix(imp, name) {
-					continue
-				}
-				if imp == name {
-					continue
-				}
-
-				found := findPkg(buildContext, imp, base)
-				switch found.PType {
-				case ptypeGoroot, ptypeCgo:
-					break
-				default:
-					deps[imp] = true
-				}
-			}
-
-			return nil
-		})
+	r, err := dependency.NewResolver(base)
+	if err != nil {
+		return nil, err
 	}
 
-	deps = compactDeps(deps)
-	delete(deps, base)
+	h := &dependency.DefaultMissingPackageHandler{Missing: []string{}, Gopath: []string{}}
+	r.Handler = h
+
+	sortable, err := r.ResolveLocal(false)
+	if err != nil {
+		return nil, err
+	}
+
+	sort.Strings(sortable)
 
 	Info("Generating a YAML configuration file and guessing the dependencies")
 
 	config := new(cfg.Config)
+	vpath := r.VendorDir
+	if !strings.HasSuffix(vpath, "/") {
+		vpath = vpath + string(os.PathSeparator)
+	}
 
 	// Get the name of the top level package
 	config.Name = name
-	config.Imports = make([]*cfg.Dependency, len(deps))
+	config.Imports = make([]*cfg.Dependency, len(sortable))
 	i := 0
-	for pa := range deps {
-		Info("Found reference to %s\n", pa)
+	for _, pa := range sortable {
+		n := strings.TrimPrefix(pa, vpath)
+		Info("Found reference to %s\n", n)
+		root := util.GetRootFromPackage(n)
+
 		d := &cfg.Dependency{
-			Name: pa,
+			Name: root,
+		}
+		subpkg := strings.TrimPrefix(n, root)
+		if len(subpkg) > 0 && subpkg != "/" {
+			d.Subpackages = []string{subpkg}
 		}
 		config.Imports[i] = d
 		i++
@@ -94,76 +69,6 @@
 	return config, nil
 }
 
-// findDeps finds all of the dependenices.
-// https://golang.org/src/cmd/go/pkg.go#485
-//
-// As of Go 1.5 the go command knows about the vendor directory but the go/build
-// package does not. It only knows about the GOPATH and GOROOT. In order to look
-// for packages in the vendor/ directory we need to fake it for now.
-func findDeps(b *BuildCtxt, soFar map[string]bool, name, vpath string) error {
-	cwd, err := os.Getwd()
-	if err != nil {
-		return err
-	}
-
-	// Skip cgo pseudo-package.
-	if name == "C" {
-		return nil
-	}
-
-	pkg, err := b.Import(name, cwd, 0)
-	if err != nil {
-		return err
-	}
-
-	if pkg.Goroot {
-		return nil
-	}
-
-	if vpath == "" {
-		vpath = pkg.ImportPath
-	}
-
-	// When the vendor/ directory is present make sure we strip it out before
-	// registering it as a guess.
-	realName := strings.TrimPrefix(pkg.ImportPath, vpath+"/vendor/")
-
-	// Before adding a name to the list make sure it's not the name of the
-	// top level package.
-	lookupName, _ := NormalizeName(realName)
-	if vpath != lookupName {
-		soFar[realName] = true
-	}
-	for _, imp := range pkg.Imports {
-		if !soFar[imp] {
-
-			// Try looking for a dependency as a vendor. If it's not there then
-			// fall back to a way where it will be found in the GOPATH or GOROOT.
-			if err := findDeps(b, soFar, vpath+"/vendor/"+imp, vpath); err != nil {
-				if err := findDeps(b, soFar, imp, vpath); err != nil {
-					return err
-				}
-			}
-		}
-	}
-	return nil
-}
-
-// compactDeps registers only top level packages.
-//
-// Minimize the package imports. For example, importing github.com/Masterminds/cookoo
-// and github.com/Masterminds/cookoo/io should not import two packages. Only one
-// package needs to be referenced.
-func compactDeps(soFar map[string]bool) map[string]bool {
-	basePackages := make(map[string]bool, len(soFar))
-	for k := range soFar {
-		base, _ := NormalizeName(k)
-		basePackages[base] = true
-	}
-
-	return basePackages
-}
-
 // Attempt to guess at the package name at the top level. When unable to detect
 // a name goes to default of "main".
 func guessPackageName(b *BuildCtxt, base string) string {