diff --git a/Makefile b/Makefile
index a0b970f76..aa12a721b 100644
--- a/Makefile
+++ b/Makefile
@@ -251,6 +251,14 @@ mockery:
 	go generate -run="./scripts/mockery_generate.sh" ./...
 .PHONY: mockery
 
+###############################################################################
+###                               Metrics                                   ###
+###############################################################################
+
+metrics:
+	go generate -run="go run github.com/tendermint/tendermint/scripts/metricsgen" ./...
+.PHONY: mockery
+
 ###############################################################################
 ###                       Local testnet using docker                        ###
 ###############################################################################
diff --git a/internal/state/indexer/metrics.gen.go b/internal/state/indexer/metrics.gen.go
new file mode 100644
index 000000000..8b079d8d5
--- /dev/null
+++ b/internal/state/indexer/metrics.gen.go
@@ -0,0 +1,51 @@
+// Code generated by metricsgen. DO NOT EDIT.
+
+package indexer
+
+import (
+	"github.com/go-kit/kit/metrics/discard"
+	prometheus "github.com/go-kit/kit/metrics/prometheus"
+	stdprometheus "github.com/prometheus/client_golang/prometheus"
+)
+
+func PrometheusMetrics(namespace string, labelsAndValues ...string) *Metrics {
+	labels := []string{}
+	for i := 0; i < len(labelsAndValues); i += 2 {
+		labels = append(labels, labelsAndValues[i])
+	}
+	return &Metrics{
+		BlockEventsSeconds: prometheus.NewHistogramFrom(stdprometheus.HistogramOpts{
+			Namespace: namespace,
+			Subsystem: MetricsSubsystem,
+			Name:      "block_events_seconds",
+			Help:      "Latency for indexing block events.",
+		}, labels).With(labelsAndValues...),
+		TxEventsSeconds: prometheus.NewHistogramFrom(stdprometheus.HistogramOpts{
+			Namespace: namespace,
+			Subsystem: MetricsSubsystem,
+			Name:      "tx_events_seconds",
+			Help:      "Latency for indexing transaction events.",
+		}, labels).With(labelsAndValues...),
+		BlocksIndexed: prometheus.NewCounterFrom(stdprometheus.CounterOpts{
+			Namespace: namespace,
+			Subsystem: MetricsSubsystem,
+			Name:      "blocks_indexed",
+			Help:      "Number of complete blocks indexed.",
+		}, labels).With(labelsAndValues...),
+		TransactionsIndexed: prometheus.NewCounterFrom(stdprometheus.CounterOpts{
+			Namespace: namespace,
+			Subsystem: MetricsSubsystem,
+			Name:      "transactions_indexed",
+			Help:      "Number of transactions indexed.",
+		}, labels).With(labelsAndValues...),
+	}
+}
+
+func NopMetrics() *Metrics {
+	return &Metrics{
+		BlockEventsSeconds:  discard.NewHistogram(),
+		TxEventsSeconds:     discard.NewHistogram(),
+		BlocksIndexed:       discard.NewCounter(),
+		TransactionsIndexed: discard.NewCounter(),
+	}
+}
diff --git a/internal/state/indexer/metrics.go b/internal/state/indexer/metrics.go
index aa64a4bb2..0b92b879e 100644
--- a/internal/state/indexer/metrics.go
+++ b/internal/state/indexer/metrics.go
@@ -2,12 +2,10 @@ package indexer
 
 import (
 	"github.com/go-kit/kit/metrics"
-	"github.com/go-kit/kit/metrics/discard"
-
-	prometheus "github.com/go-kit/kit/metrics/prometheus"
-	stdprometheus "github.com/prometheus/client_golang/prometheus"
 )
 
+//go:generate go run github.com/tendermint/tendermint/scripts/metricsgen -struct=Metrics
+
 // MetricsSubsystem is a the subsystem label for the indexer package.
 const MetricsSubsystem = "indexer"
 
@@ -25,49 +23,3 @@ type Metrics struct {
 	// Number of transactions indexed.
 	TransactionsIndexed metrics.Counter
 }
-
-// PrometheusMetrics returns Metrics build using Prometheus client library.
-// Optionally, labels can be provided along with their values ("foo",
-// "fooValue").
-func PrometheusMetrics(namespace string, labelsAndValues ...string) *Metrics {
-	labels := []string{}
-	for i := 0; i < len(labelsAndValues); i += 2 {
-		labels = append(labels, labelsAndValues[i])
-	}
-	return &Metrics{
-		BlockEventsSeconds: prometheus.NewHistogramFrom(stdprometheus.HistogramOpts{
-			Namespace: namespace,
-			Subsystem: MetricsSubsystem,
-			Name:      "block_events_seconds",
-			Help:      "Latency for indexing block events.",
-		}, labels).With(labelsAndValues...),
-		TxEventsSeconds: prometheus.NewHistogramFrom(stdprometheus.HistogramOpts{
-			Namespace: namespace,
-			Subsystem: MetricsSubsystem,
-			Name:      "tx_events_seconds",
-			Help:      "Latency for indexing transaction events.",
-		}, labels).With(labelsAndValues...),
-		BlocksIndexed: prometheus.NewCounterFrom(stdprometheus.CounterOpts{
-			Namespace: namespace,
-			Subsystem: MetricsSubsystem,
-			Name:      "blocks_indexed",
-			Help:      "Number of complete blocks indexed.",
-		}, labels).With(labelsAndValues...),
-		TransactionsIndexed: prometheus.NewCounterFrom(stdprometheus.CounterOpts{
-			Namespace: namespace,
-			Subsystem: MetricsSubsystem,
-			Name:      "transactions_indexed",
-			Help:      "Number of transactions indexed.",
-		}, labels).With(labelsAndValues...),
-	}
-}
-
-// NopMetrics returns an indexer metrics stub that discards all samples.
-func NopMetrics() *Metrics {
-	return &Metrics{
-		BlockEventsSeconds:  discard.NewHistogram(),
-		TxEventsSeconds:     discard.NewHistogram(),
-		BlocksIndexed:       discard.NewCounter(),
-		TransactionsIndexed: discard.NewCounter(),
-	}
-}
diff --git a/scripts/metricsgen/metricsgen.go b/scripts/metricsgen/metricsgen.go
new file mode 100644
index 000000000..a63fdeb99
--- /dev/null
+++ b/scripts/metricsgen/metricsgen.go
@@ -0,0 +1,314 @@
+// metricsgen is a code generation tool for creating constructors for Tendermint
+// metrics types.
+package main
+
+import (
+	"bytes"
+	"flag"
+	"fmt"
+	"go/ast"
+	"go/format"
+	"go/parser"
+	"go/token"
+	"go/types"
+	"io"
+	"io/fs"
+	"log"
+	"os"
+	"path/filepath"
+	"reflect"
+	"regexp"
+	"strings"
+	"text/template"
+)
+
+func init() {
+	flag.Usage = func() {
+		fmt.Fprintf(os.Stderr, `Usage: %[1]s -dir <dir> -struct <struct>
+
+Generate constructors for the metrics type contained in the specified -dir
+Go directory. The tool creates a new file in the same directory as the specified directory
+containing the generated code.
+
+Options:
+`, filepath.Base(os.Args[0]))
+		flag.PrintDefaults()
+	}
+}
+
+const (
+	metricNameTag = "metricsgen_name"
+	labelsTag     = "metricsgen_labels"
+	bucketTypeTag = "metricsgen_bucketsType"
+	bucketSizeTag = "metricsgen_bucketSizes"
+)
+
+var (
+	dir   = flag.String("dir", ".", "Path to the directory containing the target package")
+	strct = flag.String("struct", "Metrics", "Struct to parse for metrics")
+)
+
+var bucketType = map[string]string{
+	"exprange": "stdprometheus.ExponentialBucketsRange",
+	"exp":      "stdprometheus.ExponentialBuckets",
+	"lin":      "stdprometheus.LinearBuckets",
+}
+
+var tmpl = template.Must(template.New("tmpl").Parse(`// Code generated by metricsgen. DO NOT EDIT.
+
+package {{ .Package }}
+
+import (
+	"github.com/go-kit/kit/metrics/discard"
+	prometheus "github.com/go-kit/kit/metrics/prometheus"
+	stdprometheus "github.com/prometheus/client_golang/prometheus"
+)
+
+func PrometheusMetrics(namespace string, labelsAndValues...string) *Metrics {
+	labels := []string{}
+	for i := 0; i < len(labelsAndValues); i += 2 {
+		labels = append(labels, labelsAndValues[i])
+	}
+	return &Metrics{
+		{{ range $metric := .ParsedMetrics }}
+		{{- $metric.FieldName }}: prometheus.New{{ $metric.TypeName }}From(stdprometheus.{{$metric.TypeName }}Opts{
+			Namespace: namespace,
+			Subsystem: MetricsSubsystem,
+			Name:      "{{$metric.MetricName }}",
+			Help:      "{{ $metric.Description }}",
+			{{ if ne $metric.HistogramOptions.BucketType "" }}
+			Buckets: {{ $metric.HistogramOptions.BucketType }}({{ $metric.HistogramOptions.BucketSizes }}),
+			{{ else if ne $metric.HistogramOptions.BucketSizes "" }}
+			Buckets: []float64{ {{ $metric.HistogramOptions.BucketSizes }} },
+			{{ end }}
+		{{- if eq (len $metric.Labels) 0 }}
+		}, labels).With(labelsAndValues...),
+		{{ else }}
+		}, append(labels, {{$metric.Labels | printf "%q" }})).With(labelsAndValues...),
+		{{- end }}
+		{{- end }}
+	}
+}
+
+
+func NopMetrics() *Metrics {
+	return &Metrics{
+		{{- range $metric := .ParsedMetrics }}
+		{{ $metric.FieldName }}: discard.New{{ $metric.TypeName }}(),
+		{{- end }}
+	}
+}
+`))
+
+// ParsedMetricField is the data parsed for a single field of a metric struct.
+type ParsedMetricField struct {
+	TypeName    string
+	FieldName   string
+	MetricName  string
+	Description string
+	Labels      string
+
+	HistogramOptions HistogramOpts
+}
+
+type HistogramOpts struct {
+	BucketType  string
+	BucketSizes string
+}
+
+// TemplateData is all of the data required for rendering a metric file template.
+type TemplateData struct {
+	Package       string
+	ParsedMetrics []ParsedMetricField
+}
+
+func main() {
+	flag.Parse()
+	if *strct == "" {
+		log.Fatal("You must specify a non-empty -struct")
+	}
+	if *dir == "" {
+		log.Fatal("You must specify a non-empty -dir")
+	}
+	td, err := ParseMetricsDir(*dir, *strct)
+	if err != nil {
+		log.Fatalf("Parsing file: %v", err)
+	}
+	out := filepath.Join(*dir, "metrics.gen.go")
+	f, err := os.Create(out)
+	if err != nil {
+		log.Fatalf("Opening file: %v", err)
+	}
+	err = GenerateMetricsFile(f, td)
+	if err != nil {
+		log.Fatalf("Generating code: %v", err)
+	}
+}
+
+// ParseMetricsDir parses the dir and scans for a struct matching structName,
+// ignoring all test files. ParseMetricsDir iterates the fields of the metrics
+// struct and builds a TemplateData using the data obtained from the abstract syntax tree.
+func ParseMetricsDir(dir string, structName string) (TemplateData, error) {
+	ignoreTestFiles := func(f fs.FileInfo) bool {
+		return !strings.Contains(f.Name(), "_test.go")
+	}
+	fs := token.NewFileSet()
+	d, err := parser.ParseDir(fs, dir, ignoreTestFiles, parser.ParseComments)
+	if err != nil {
+		return TemplateData{}, err
+	}
+	if len(d) > 1 {
+		return TemplateData{}, fmt.Errorf("multiple packages found in %s", dir)
+	}
+	if len(d) == 0 {
+		return TemplateData{}, fmt.Errorf("no go pacakges found in %s", dir)
+	}
+
+	// Grab the package name.
+	var pkgName string
+	var pkg *ast.Package
+	for pkgName, pkg = range d {
+	}
+	td := TemplateData{
+		Package: pkgName,
+	}
+	// Grab the metrics struct
+	m, err := fetchMetricsStruct(pkg.Files, structName)
+	if err != nil {
+		return TemplateData{}, err
+	}
+	for _, f := range m.Fields.List {
+		if !isMetric(f.Type) {
+			continue
+		}
+		pmf := parseMetricField(f)
+		td.ParsedMetrics = append(td.ParsedMetrics, pmf)
+	}
+
+	return td, err
+}
+
+// GenerateMetricsFile executes the metrics file template, writing the result
+// into the io.Writer.
+func GenerateMetricsFile(w io.Writer, td TemplateData) error {
+	b := []byte{}
+	buf := bytes.NewBuffer(b)
+	err := tmpl.Execute(buf, td)
+	if err != nil {
+		return err
+	}
+	b, err = format.Source(buf.Bytes())
+	if err != nil {
+		return err
+	}
+	_, err = io.Copy(w, bytes.NewBuffer(b))
+	if err != nil {
+		return err
+	}
+	return nil
+}
+
+func fetchMetricsStruct(files map[string]*ast.File, structName string) (*ast.StructType, error) {
+	var (
+		err error
+		st  *ast.StructType
+	)
+	for _, file := range files {
+		if !ast.FilterFile(file, func(name string) bool {
+			return name == structName
+		}) {
+			continue
+		}
+		ast.Inspect(file, func(n ast.Node) bool {
+			switch f := n.(type) {
+			case *ast.TypeSpec:
+				if f.Name.Name == structName {
+					var ok bool
+					st, ok = f.Type.(*ast.StructType)
+					if !ok {
+						err = fmt.Errorf("found identifier for %q of wrong type", structName)
+					}
+				}
+				return false
+			default:
+				return true
+			}
+		})
+		if err != nil {
+			return nil, err
+		}
+		if st != nil {
+			return st, nil
+		}
+	}
+	return nil, fmt.Errorf("target struct %q not found in dir", structName)
+}
+
+func parseMetricField(f *ast.Field) ParsedMetricField {
+	var comment string
+	if f.Doc != nil {
+		for _, c := range f.Doc.List {
+			comment += strings.TrimPrefix(c.Text, "// ")
+		}
+	}
+	pmf := ParsedMetricField{
+		Description: comment,
+		MetricName:  extractFieldName(f.Names[0].String(), f.Tag),
+		FieldName:   f.Names[0].String(),
+		TypeName:    extractTypeName(f.Type),
+		Labels:      extractLabels(f.Tag),
+	}
+	if pmf.TypeName == "Histogram" {
+		pmf.HistogramOptions = extractHistogramOptions(f.Tag)
+	}
+	return pmf
+}
+
+func extractTypeName(e ast.Expr) string {
+	return strings.TrimPrefix(types.ExprString(e), "metrics.")
+}
+
+func isMetric(e ast.Expr) bool {
+	return strings.Contains(types.ExprString(e), "metrics.")
+}
+
+func extractLabels(bl *ast.BasicLit) string {
+	if bl != nil {
+		t := reflect.StructTag(strings.Trim(bl.Value, "`"))
+		if v := t.Get(labelsTag); v != "" {
+			return v
+		}
+	}
+	return ""
+}
+
+func extractFieldName(name string, tag *ast.BasicLit) string {
+	if tag != nil {
+		t := reflect.StructTag(strings.Trim(tag.Value, "`"))
+		if v := t.Get(metricNameTag); v != "" {
+			return v
+		}
+	}
+	return toSnakeCase(name)
+}
+
+func extractHistogramOptions(tag *ast.BasicLit) HistogramOpts {
+	h := HistogramOpts{}
+	if tag != nil {
+		t := reflect.StructTag(strings.Trim(tag.Value, "`"))
+		if v := t.Get(bucketTypeTag); v != "" {
+			h.BucketType = bucketType[v]
+		}
+		if v := t.Get(bucketSizeTag); v != "" {
+			h.BucketSizes = v
+		}
+	}
+	return h
+}
+
+var capitalChange = regexp.MustCompile("([a-z0-9])([A-Z])")
+
+func toSnakeCase(str string) string {
+	snake := capitalChange.ReplaceAllString(str, "${1}_${2}")
+	return strings.ToLower(snake)
+}
diff --git a/scripts/metricsgen/metricsgen_test.go b/scripts/metricsgen/metricsgen_test.go
new file mode 100644
index 000000000..66d142ce0
--- /dev/null
+++ b/scripts/metricsgen/metricsgen_test.go
@@ -0,0 +1,200 @@
+package main_test
+
+import (
+	"bytes"
+	"fmt"
+	"go/parser"
+	"go/token"
+	"io/ioutil"
+	"os"
+	"path"
+	"path/filepath"
+	"testing"
+
+	"github.com/stretchr/testify/require"
+	metricsgen "github.com/tendermint/tendermint/scripts/metricsgen"
+)
+
+const testDataDir = "./testdata"
+
+func TestSimpleTemplate(t *testing.T) {
+	m := metricsgen.ParsedMetricField{
+		TypeName:    "Histogram",
+		FieldName:   "MyMetric",
+		MetricName:  "request_count",
+		Description: "how many requests were made since the start of the process",
+		Labels:      "first, second, third",
+	}
+	td := metricsgen.TemplateData{
+		Package:       "mypack",
+		ParsedMetrics: []metricsgen.ParsedMetricField{m},
+	}
+	b := bytes.NewBuffer([]byte{})
+	err := metricsgen.GenerateMetricsFile(b, td)
+	if err != nil {
+		t.Fatalf("unable to parse template %v", err)
+	}
+}
+
+func TestFromData(t *testing.T) {
+	infos, err := ioutil.ReadDir(testDataDir)
+	if err != nil {
+		t.Fatalf("unable to open file %v", err)
+	}
+	for _, dir := range infos {
+		t.Run(dir.Name(), func(t *testing.T) {
+			if !dir.IsDir() {
+				t.Fatalf("expected file %s to be directory", dir.Name())
+			}
+			dirName := path.Join(testDataDir, dir.Name())
+			pt, err := metricsgen.ParseMetricsDir(dirName, "Metrics")
+			if err != nil {
+				t.Fatalf("unable to parse from dir %q: %v", dir, err)
+			}
+			outFile := path.Join(dirName, "out.go")
+			if err != nil {
+				t.Fatalf("unable to open file %s: %v", outFile, err)
+			}
+			of, err := os.Create(outFile)
+			if err != nil {
+				t.Fatalf("unable to open file %s: %v", outFile, err)
+			}
+			defer os.Remove(outFile)
+			if err := metricsgen.GenerateMetricsFile(of, pt); err != nil {
+				t.Fatalf("unable to generate metrics file %s: %v", outFile, err)
+			}
+			if _, err := parser.ParseFile(token.NewFileSet(), outFile, nil, parser.AllErrors); err != nil {
+				t.Fatalf("unable to parse generated file %s: %v", outFile, err)
+			}
+		})
+	}
+}
+
+func TestParseMetricsStruct(t *testing.T) {
+	const pkgName = "mypkg"
+	metricsTests := []struct {
+		name          string
+		shouldError   bool
+		metricsStruct string
+		expected      metricsgen.TemplateData
+	}{
+		{
+			name: "basic",
+			metricsStruct: `type Metrics struct {
+				myGauge metrics.Gauge
+			}`,
+			expected: metricsgen.TemplateData{
+				Package: pkgName,
+				ParsedMetrics: []metricsgen.ParsedMetricField{
+					{
+						TypeName:   "Gauge",
+						FieldName:  "myGauge",
+						MetricName: "my_gauge",
+					},
+				},
+			},
+		},
+		{
+			name: "histogram",
+			metricsStruct: "type Metrics struct {\n" +
+				"myHistogram metrics.Histogram `metricsgen_bucketsType:\"exp\" metricsgen_bucketSizes:\"1, 100, .8\"`\n" +
+				"}",
+			expected: metricsgen.TemplateData{
+				Package: pkgName,
+				ParsedMetrics: []metricsgen.ParsedMetricField{
+					{
+						TypeName:   "Histogram",
+						FieldName:  "myHistogram",
+						MetricName: "my_histogram",
+
+						HistogramOptions: metricsgen.HistogramOpts{
+							BucketType:  "stdprometheus.ExponentialBuckets",
+							BucketSizes: "1, 100, .8",
+						},
+					},
+				},
+			},
+		},
+		{
+			name: "labeled name",
+			metricsStruct: "type Metrics struct {\n" +
+				"myCounter metrics.Counter `metricsgen_name:\"new_name\"`\n" +
+				"}",
+			expected: metricsgen.TemplateData{
+				Package: pkgName,
+				ParsedMetrics: []metricsgen.ParsedMetricField{
+					{
+						TypeName:   "Counter",
+						FieldName:  "myCounter",
+						MetricName: "new_name",
+					},
+				},
+			},
+		},
+		{
+			name: "metric labels",
+			metricsStruct: "type Metrics struct {\n" +
+				"myCounter metrics.Counter `metricsgen_labels:\"label1, label2\"`\n" +
+				"}",
+			expected: metricsgen.TemplateData{
+				Package: pkgName,
+				ParsedMetrics: []metricsgen.ParsedMetricField{
+					{
+						TypeName:   "Counter",
+						FieldName:  "myCounter",
+						MetricName: "my_counter",
+						Labels:     "label1, label2",
+					},
+				},
+			},
+		},
+		{
+			name: "ignore non-metric field",
+			metricsStruct: `type Metrics struct {
+				myCounter metrics.Counter
+				nonMetric string
+				}`,
+			expected: metricsgen.TemplateData{
+				Package: pkgName,
+				ParsedMetrics: []metricsgen.ParsedMetricField{
+					{
+						TypeName:   "Counter",
+						FieldName:  "myCounter",
+						MetricName: "my_counter",
+					},
+				},
+			},
+		},
+	}
+	for _, testCase := range metricsTests {
+		t.Run(testCase.name, func(t *testing.T) {
+			dir, err := os.MkdirTemp(os.TempDir(), "metricsdir")
+			if err != nil {
+				t.Fatalf("unable to create directory: %v", err)
+			}
+			defer os.Remove(dir)
+			f, err := os.Create(filepath.Join(dir, "metrics.go"))
+			if err != nil {
+				t.Fatalf("unable to open file: %v", err)
+			}
+			pkgLine := fmt.Sprintf("package %s\n", pkgName)
+			importClause := `
+			import(
+				"github.com/go-kit/kit/metrics"
+			)
+			`
+
+			f.Write([]byte(pkgLine))
+			f.Write([]byte(importClause))
+			f.Write([]byte(testCase.metricsStruct))
+
+			td, err := metricsgen.ParseMetricsDir(dir, "Metrics")
+			if testCase.shouldError {
+				require.Error(t, err)
+			} else {
+				require.NoError(t, err)
+				require.Equal(t, testCase.expected, td)
+			}
+		})
+	}
+}
diff --git a/scripts/metricsgen/testdata/basic/metrics.go b/scripts/metricsgen/testdata/basic/metrics.go
new file mode 100644
index 000000000..ae5be16fd
--- /dev/null
+++ b/scripts/metricsgen/testdata/basic/metrics.go
@@ -0,0 +1,9 @@
+package basic
+
+import "github.com/go-kit/kit/metrics"
+
+// Metrics contains metrics exposed by this package.
+type Metrics struct {
+	// simple metric that tracks the height of the chain.
+	Height metrics.Gauge
+}
diff --git a/scripts/metricsgen/testdata/commented/metrics.go b/scripts/metricsgen/testdata/commented/metrics.go
new file mode 100644
index 000000000..e6233748f
--- /dev/null
+++ b/scripts/metricsgen/testdata/commented/metrics.go
@@ -0,0 +1,9 @@
+package commented
+
+import "github.com/go-kit/kit/metrics"
+
+type Metrics struct {
+	// Height of the chain.
+	// We expect multi-line comments to parse correctly.
+	Field metrics.Gauge
+}
diff --git a/scripts/metricsgen/testdata/tags/metrics.go b/scripts/metricsgen/testdata/tags/metrics.go
new file mode 100644
index 000000000..968e9c0bc
--- /dev/null
+++ b/scripts/metricsgen/testdata/tags/metrics.go
@@ -0,0 +1,10 @@
+package tags
+
+import "github.com/go-kit/kit/metrics"
+
+type Metrics struct {
+	WithLabels     metrics.Counter   `metricsgen_labels:"step,time"`
+	WithExpBuckets metrics.Histogram `metricsgen_bucketsType:"exp" metricsgen_bucketSizes:".1,100,8"`
+	WithBuckets    metrics.Histogram `metricsgen_bucketSizes:"1, 2, 3, 4, 5"`
+	Named          metrics.Counter   `metricsgen_name:"metric_with_name"`
+}