diff --git a/floatcounter.go b/floatcounter.go
new file mode 100644
index 0000000..d01dd85
--- /dev/null
+++ b/floatcounter.go
@@ -0,0 +1,82 @@
+package metrics
+
+import (
+	"fmt"
+	"io"
+	"sync"
+)
+
+// NewFloatCounter registers and returns new counter of float64 type with the given name.
+//
+// name must be valid Prometheus-compatible metric with possible labels.
+// For instance,
+//
+//     * foo
+//     * foo{bar="baz"}
+//     * foo{bar="baz",aaa="b"}
+//
+// The returned counter is safe to use from concurrent goroutines.
+func NewFloatCounter(name string) *FloatCounter {
+	return defaultSet.NewFloatCounter(name)
+}
+
+// FloatCounter is a float64 counter guarded by RWmutex.
+//
+// It may be used as a gauge if Add and Sub are called.
+type FloatCounter struct {
+	mu sync.Mutex
+	n  float64
+}
+
+// Add adds n to fc.
+func (fc *FloatCounter) Add(n float64) {
+	fc.mu.Lock()
+	fc.n += n
+	fc.mu.Unlock()
+}
+
+// Sub substracts n from fc.
+func (fc *FloatCounter) Sub(n float64) {
+	fc.mu.Lock()
+	fc.n -= n
+	fc.mu.Unlock()
+}
+
+// Get returns the current value for fc.
+func (fc *FloatCounter) Get() float64 {
+	fc.mu.Lock()
+	n := fc.n
+	fc.mu.Unlock()
+	return n
+}
+
+// Set sets fc value to n.
+func (fc *FloatCounter) Set(n float64) {
+	fc.mu.Lock()
+	fc.n = n
+	fc.mu.Unlock()
+}
+
+// marshalTo marshals fc with the given prefix to w.
+func (fc *FloatCounter) marshalTo(prefix string, w io.Writer) {
+	v := fc.Get()
+	fmt.Fprintf(w, "%s %g\n", prefix, v)
+}
+
+// GetOrCreateFloatCounter returns registered FloatCounter with the given name
+// or creates new FloatCounter if the registry doesn't contain FloatCounter with
+// the given name.
+//
+// name must be valid Prometheus-compatible metric with possible labels.
+// For instance,
+//
+//     * foo
+//     * foo{bar="baz"}
+//     * foo{bar="baz",aaa="b"}
+//
+// The returned FloatCounter is safe to use from concurrent goroutines.
+//
+// Performance tip: prefer NewFloatCounter instead of GetOrCreateFloatCounter.
+func GetOrCreateFloatCounter(name string) *FloatCounter {
+	return defaultSet.GetOrCreateFloatCounter(name)
+}
diff --git a/floatcounter_example_test.go b/floatcounter_example_test.go
new file mode 100644
index 0000000..3f32770
--- /dev/null
+++ b/floatcounter_example_test.go
@@ -0,0 +1,41 @@
+package metrics_test
+
+import (
+	"fmt"
+	"github.com/VictoriaMetrics/metrics"
+)
+
+func ExampleFloatCounter() {
+	// Define a float64 counter in global scope.
+	var fc = metrics.NewFloatCounter(`float_metric_total{label1="value1", label2="value2"}`)
+
+	// Add to the counter when needed.
+	for i := 0; i < 10; i++ {
+		fc.Add(1.01)
+	}
+	n := fc.Get()
+	fmt.Println(n)
+
+	// Output:
+	// 10.1
+}
+
+func ExampleFloatCounter_vec() {
+	for i := 0; i < 3; i++ {
+		// Dynamically construct metric name and pass it to GetOrCreateFloatCounter.
+		name := fmt.Sprintf(`float_metric_total{label1=%q, label2="%d"}`, "value1", i)
+		metrics.GetOrCreateFloatCounter(name).Add(float64(i) + 1.01)
+	}
+
+	// Read counter values.
+	for i := 0; i < 3; i++ {
+		name := fmt.Sprintf(`float_metric_total{label1=%q, label2="%d"}`, "value1", i)
+		n := metrics.GetOrCreateFloatCounter(name).Get()
+		fmt.Println(n)
+	}
+
+	// Output:
+	// 1.01
+	// 2.01
+	// 3.01
+}
diff --git a/floatcounter_test.go b/floatcounter_test.go
new file mode 100644
index 0000000..44931c3
--- /dev/null
+++ b/floatcounter_test.go
@@ -0,0 +1,76 @@
+package metrics
+
+import (
+	"fmt"
+	"testing"
+)
+
+func TestFloatCounterSerial(t *testing.T) {
+	name := "FloatCounterSerial"
+	c := NewFloatCounter(name)
+	c.Add(0.1)
+	if n := c.Get(); n != 0.1 {
+		t.Fatalf("unexpected counter value; got %f; want 0.1", n)
+	}
+	c.Set(123.00001)
+	if n := c.Get(); n != 123.00001 {
+		t.Fatalf("unexpected counter value; got %f; want 123.00001", n)
+	}
+	c.Sub(0.00001)
+	if n := c.Get(); n != 123 {
+		t.Fatalf("unexpected counter value; got %f; want 123", n)
+	}
+	c.Add(2.002)
+	if n := c.Get(); n != 125.002 {
+		t.Fatalf("unexpected counter value; got %f; want 125.002", n)
+	}
+
+	// Verify MarshalTo
+	testMarshalTo(t, c, "foobar", "foobar 125.002\n")
+}
+
+func TestFloatCounterConcurrent(t *testing.T) {
+	name := "FloatCounterConcurrent"
+	c := NewFloatCounter(name)
+	err := testConcurrent(func() error {
+		nPrev := c.Get()
+		for i := 0; i < 10; i++ {
+			c.Add(1.001)
+			if n := c.Get(); n <= nPrev {
+				return fmt.Errorf("counter value must be greater than %f; got %f", nPrev, n)
+			}
+		}
+		return nil
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+}
+
+func TestGetOrCreateFloatCounterSerial(t *testing.T) {
+	name := "GetOrCreateFloatCounterSerial"
+	if err := testGetOrCreateCounter(name); err != nil {
+		t.Fatal(err)
+	}
+}
+
+func TestGetOrCreateFloatCounterConcurrent(t *testing.T) {
+	name := "GetOrCreateFloatCounterConcurrent"
+	err := testConcurrent(func() error {
+		return testGetOrCreateFloatCounter(name)
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+}
+
+func testGetOrCreateFloatCounter(name string) error {
+	c1 := GetOrCreateFloatCounter(name)
+	for i := 0; i < 10; i++ {
+		c2 := GetOrCreateFloatCounter(name)
+		if c1 != c2 {
+			return fmt.Errorf("unexpected counter returned; got %p; want %p", c2, c1)
+		}
+	}
+	return nil
+}
diff --git a/set.go b/set.go
index 15976df..3b37e91 100644
--- a/set.go
+++ b/set.go
@@ -169,6 +169,64 @@ func (s *Set) GetOrCreateCounter(name string) *Counter {
 	return c
 }
 
+// NewFloatCounter registers and returns new FloatCounter with the given name in the s.
+//
+// name must be valid Prometheus-compatible metric with possible labels.
+// For instance,
+//
+//     * foo
+//     * foo{bar="baz"}
+//     * foo{bar="baz",aaa="b"}
+//
+// The returned FloatCounter is safe to use from concurrent goroutines.
+func (s *Set) NewFloatCounter(name string) *FloatCounter {
+	c := &FloatCounter{}
+	s.registerMetric(name, c)
+	return c
+}
+
+// GetOrCreateFloatCounter returns registered FloatCounter in s with the given name
+// or creates new FloatCounter if s doesn't contain FloatCounter with the given name.
+//
+// name must be valid Prometheus-compatible metric with possible labels.
+// For instance,
+//
+//     * foo
+//     * foo{bar="baz"}
+//     * foo{bar="baz",aaa="b"}
+//
+// The returned FloatCounter is safe to use from concurrent goroutines.
+//
+// Performance tip: prefer NewFloatCounter instead of GetOrCreateFloatCounter.
+func (s *Set) GetOrCreateFloatCounter(name string) *FloatCounter {
+	s.mu.Lock()
+	nm := s.m[name]
+	s.mu.Unlock()
+	if nm == nil {
+		// Slow path - create and register missing counter.
+		if err := validateMetric(name); err != nil {
+			panic(fmt.Errorf("BUG: invalid metric name %q: %s", name, err))
+		}
+		nmNew := &namedMetric{
+			name:   name,
+			metric: &FloatCounter{},
+		}
+		s.mu.Lock()
+		nm = s.m[name]
+		if nm == nil {
+			nm = nmNew
+			s.m[name] = nm
+			s.a = append(s.a, nm)
+		}
+		s.mu.Unlock()
+	}
+	c, ok := nm.metric.(*FloatCounter)
+	if !ok {
+		panic(fmt.Errorf("BUG: metric %q isn't a Counter. It is %T", name, nm.metric))
+	}
+	return c
+}
+
 // NewGauge registers and returns gauge with the given name in s, which calls f
 // to obtain gauge value.
 //