diff --git a/digest/set.go b/digest/set.go
index 271d35db..3fac41b4 100644
--- a/digest/set.go
+++ b/digest/set.go
@@ -4,6 +4,7 @@ import (
 	"errors"
 	"sort"
 	"strings"
+	"sync"
 )
 
 var (
@@ -27,6 +28,7 @@ var (
 // the complete set of digests. To mitigate collisions, an
 // appropriately long short code should be used.
 type Set struct {
+	mutex   sync.RWMutex
 	entries digestEntries
 }
 
@@ -63,6 +65,8 @@ func checkShortMatch(alg Algorithm, hex, shortAlg, shortHex string) bool {
 // with an empty digest value. If multiple matches are found
 // ErrDigestAmbiguous will be returned with an empty digest value.
 func (dst *Set) Lookup(d string) (Digest, error) {
+	dst.mutex.RLock()
+	defer dst.mutex.RUnlock()
 	if len(dst.entries) == 0 {
 		return "", ErrDigestNotFound
 	}
@@ -101,13 +105,15 @@ func (dst *Set) Lookup(d string) (Digest, error) {
 	return dst.entries[idx].digest, nil
 }
 
-// Add adds the given digests to the set. An error will be returned
+// Add adds the given digest to the set. An error will be returned
 // if the given digest is invalid. If the digest already exists in the
-// table, this operation will be a no-op.
+// set, this operation will be a no-op.
 func (dst *Set) Add(d Digest) error {
 	if err := d.Validate(); err != nil {
 		return err
 	}
+	dst.mutex.Lock()
+	defer dst.mutex.Unlock()
 	entry := &digestEntry{alg: d.Algorithm(), val: d.Hex(), digest: d}
 	searchFunc := func(i int) bool {
 		if dst.entries[i].val == entry.val {
@@ -130,12 +136,56 @@ func (dst *Set) Add(d Digest) error {
 	return nil
 }
 
+// Remove removes the given digest from the set. An err will be
+// returned if the given digest is invalid. If the digest does
+// not exist in the set, this operation will be a no-op.
+func (dst *Set) Remove(d Digest) error {
+	if err := d.Validate(); err != nil {
+		return err
+	}
+	dst.mutex.Lock()
+	defer dst.mutex.Unlock()
+	entry := &digestEntry{alg: d.Algorithm(), val: d.Hex(), digest: d}
+	searchFunc := func(i int) bool {
+		if dst.entries[i].val == entry.val {
+			return dst.entries[i].alg >= entry.alg
+		}
+		return dst.entries[i].val >= entry.val
+	}
+	idx := sort.Search(len(dst.entries), searchFunc)
+	// Not found if idx is after or value at idx is not digest
+	if idx == len(dst.entries) || dst.entries[idx].digest != d {
+		return nil
+	}
+
+	entries := dst.entries
+	copy(entries[idx:], entries[idx+1:])
+	entries = entries[:len(entries)-1]
+	dst.entries = entries
+
+	return nil
+}
+
+// All returns all the digests in the set
+func (dst *Set) All() []Digest {
+	dst.mutex.RLock()
+	defer dst.mutex.RUnlock()
+	retValues := make([]Digest, len(dst.entries))
+	for i := range dst.entries {
+		retValues[i] = dst.entries[i].digest
+	}
+
+	return retValues
+}
+
 // ShortCodeTable returns a map of Digest to unique short codes. The
 // length represents the minimum value, the maximum length may be the
 // entire value of digest if uniqueness cannot be achieved without the
 // full value. This function will attempt to make short codes as short
 // as possible to be unique.
 func ShortCodeTable(dst *Set, length int) map[Digest]string {
+	dst.mutex.RLock()
+	defer dst.mutex.RUnlock()
 	m := make(map[Digest]string, len(dst.entries))
 	l := length
 	resetIdx := 0
diff --git a/digest/set_test.go b/digest/set_test.go
index faeba6d3..0c0f650d 100644
--- a/digest/set_test.go
+++ b/digest/set_test.go
@@ -125,6 +125,66 @@ func TestAddDuplication(t *testing.T) {
 	}
 }
 
+func TestRemove(t *testing.T) {
+	digests, err := createDigests(10)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	dset := NewSet()
+	for i := range digests {
+		if err := dset.Add(digests[i]); err != nil {
+			t.Fatal(err)
+		}
+	}
+
+	dgst, err := dset.Lookup(digests[0].String())
+	if err != nil {
+		t.Fatal(err)
+	}
+	if dgst != digests[0] {
+		t.Fatalf("Unexpected digest value:\n\tExpected: %s\n\tActual: %s", digests[0], dgst)
+	}
+
+	if err := dset.Remove(digests[0]); err != nil {
+		t.Fatal(err)
+	}
+
+	if _, err := dset.Lookup(digests[0].String()); err != ErrDigestNotFound {
+		t.Fatalf("Expected error %v when looking up removed digest, got %v", ErrDigestNotFound, err)
+	}
+}
+
+func TestAll(t *testing.T) {
+	digests, err := createDigests(100)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	dset := NewSet()
+	for i := range digests {
+		if err := dset.Add(digests[i]); err != nil {
+			t.Fatal(err)
+		}
+	}
+
+	all := map[Digest]struct{}{}
+	for _, dgst := range dset.All() {
+		all[dgst] = struct{}{}
+	}
+
+	if len(all) != len(digests) {
+		t.Fatalf("Unexpected number of unique digests found:\n\tExpected: %d\n\tActual: %d", len(digests), len(all))
+	}
+
+	for i, dgst := range digests {
+		if _, ok := all[dgst]; !ok {
+			t.Fatalf("Missing element at position %d: %s", i, dgst)
+		}
+	}
+
+}
+
 func assertEqualShort(t *testing.T, actual, expected string) {
 	if actual != expected {
 		t.Fatalf("Unexpected short value:\n\tExpected: %s\n\tActual: %s", expected, actual)
@@ -219,6 +279,29 @@ func benchLookupNTable(b *testing.B, n int, shortLen int) {
 	}
 }
 
+func benchRemoveNTable(b *testing.B, n int) {
+	digests, err := createDigests(n)
+	if err != nil {
+		b.Fatal(err)
+	}
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		dset := &Set{entries: digestEntries(make([]*digestEntry, 0, n))}
+		b.StopTimer()
+		for j := range digests {
+			if err = dset.Add(digests[j]); err != nil {
+				b.Fatal(err)
+			}
+		}
+		b.StartTimer()
+		for j := range digests {
+			if err = dset.Remove(digests[j]); err != nil {
+				b.Fatal(err)
+			}
+		}
+	}
+}
+
 func benchShortCodeNTable(b *testing.B, n int, shortLen int) {
 	digests, err := createDigests(n)
 	if err != nil {
@@ -249,6 +332,18 @@ func BenchmarkAdd1000(b *testing.B) {
 	benchAddNTable(b, 1000)
 }
 
+func BenchmarkRemove10(b *testing.B) {
+	benchRemoveNTable(b, 10)
+}
+
+func BenchmarkRemove100(b *testing.B) {
+	benchRemoveNTable(b, 100)
+}
+
+func BenchmarkRemove1000(b *testing.B) {
+	benchRemoveNTable(b, 1000)
+}
+
 func BenchmarkLookup10(b *testing.B) {
 	benchLookupNTable(b, 10, 12)
 }