diff --git a/.gitignore b/.gitignore
index f6e5694e17..612f4e09b1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -33,3 +33,6 @@ dist
 # libfuzzer
 oom-*
 crash-*
+
+# deepsource cli
+bin
diff --git a/scripts/ci-coverage.sh b/scripts/ci-coverage.sh
new file mode 100755
index 0000000000..448db0e413
--- /dev/null
+++ b/scripts/ci-coverage.sh
@@ -0,0 +1,16 @@
+#!/bin/bash
+
+# Run coverage tests
+./bazel.sh --bazelrc=.buildkite-bazelrc coverage --config=remote-cache --features=norace --test_tag_filters="-race_on" --nocache_test_results -k  //...
+
+# Collect all coverage results into a single file (for deepsource).
+find $(./bazel.sh --bazelrc=.buildkite-bazelrc info bazel-testlogs) -iname coverage.dat | xargs -t -rd '\n' ./bazel.sh --bazelrc=.buildkite-bazelrc run //tools/gocovmerge:gocovmerge -- > /tmp/cover.out
+
+# Download deepsource CLI
+curl https://deepsource.io/cli | sh
+
+# Upload to deepsource (requires DEEPSOURCE_DSN environment variable)
+./bin/deepsource report --analyzer test-coverage --key go --value-file /tmp/cover.out
+
+# Upload to codecov (requires CODECOV_TOKEN environment variable)
+bash <(curl -s https://codecov.io/bash) -s $(./bazel.sh info bazel-testlogs) -f '**/coverage.dat'
diff --git a/tools/gocovmerge/BUILD.bazel b/tools/gocovmerge/BUILD.bazel
new file mode 100644
index 0000000000..4221ddcb65
--- /dev/null
+++ b/tools/gocovmerge/BUILD.bazel
@@ -0,0 +1,16 @@
+load("@io_bazel_rules_go//go:def.bzl", "go_binary")
+load("@prysm//tools/go:def.bzl", "go_library")
+
+go_library(
+    name = "go_default_library",
+    srcs = ["main.go"],
+    importpath = "github.com/prysmaticlabs/prysm/tools/gocovmerge",
+    visibility = ["//visibility:private"],
+    deps = ["@org_golang_x_tools//cover:go_default_library"],
+)
+
+go_binary(
+    name = "gocovmerge",
+    embed = [":go_default_library"],
+    visibility = ["//visibility:public"],
+)
diff --git a/tools/gocovmerge/main.go b/tools/gocovmerge/main.go
new file mode 100644
index 0000000000..a79a8d8273
--- /dev/null
+++ b/tools/gocovmerge/main.go
@@ -0,0 +1,142 @@
+// gocovmerge takes the results from multiple `go test -coverprofile` runs and
+// merges them into one profile
+//
+// Copied, with minor changes, from https://github.com/wadey/gocovmerge under BSD-2-Clause License
+package main
+
+import (
+	"flag"
+	"fmt"
+	"io"
+	"log"
+	"os"
+	"sort"
+
+	"golang.org/x/tools/cover"
+)
+
+func mergeProfiles(p, merge *cover.Profile) {
+	if p.Mode != merge.Mode {
+		log.Fatalf("cannot merge profiles with different modes")
+
+	}
+	// Since the blocks are sorted, we can keep track of where the last block
+	// was inserted and only look at the blocks after that as targets for merge
+	startIndex := 0
+	for _, b := range merge.Blocks {
+		startIndex = mergeProfileBlock(p, b, startIndex)
+
+	}
+
+}
+
+func mergeProfileBlock(p *cover.Profile, pb cover.ProfileBlock, startIndex int) int {
+	sortFunc := func(i int) bool {
+		pi := p.Blocks[i+startIndex]
+		return pi.StartLine >= pb.StartLine && (pi.StartLine != pb.StartLine || pi.StartCol >= pb.StartCol)
+
+	}
+
+	i := 0
+	if !sortFunc(i) {
+		i = sort.Search(len(p.Blocks)-startIndex, sortFunc)
+
+	}
+	i += startIndex
+	if i < len(p.Blocks) && p.Blocks[i].StartLine == pb.StartLine && p.Blocks[i].StartCol == pb.StartCol {
+		if p.Blocks[i].EndLine != pb.EndLine || p.Blocks[i].EndCol != pb.EndCol {
+			log.Fatalf("OVERLAP MERGE: %v %v %v", p.FileName, p.Blocks[i], pb)
+
+		}
+		switch p.Mode {
+		case "set":
+			p.Blocks[i].Count |= pb.Count
+		case "count", "atomic":
+			p.Blocks[i].Count += pb.Count
+		default:
+			log.Fatalf("unsupported covermode: '%s'", p.Mode)
+
+		}
+
+	} else {
+		if i > 0 {
+			pa := p.Blocks[i-1]
+			if pa.EndLine >= pb.EndLine && (pa.EndLine != pb.EndLine || pa.EndCol > pb.EndCol) {
+				log.Fatalf("OVERLAP BEFORE: %v %v %v", p.FileName, pa, pb)
+
+			}
+
+		}
+		if i < len(p.Blocks)-1 {
+			pa := p.Blocks[i+1]
+			if pa.StartLine <= pb.StartLine && (pa.StartLine != pb.StartLine || pa.StartCol < pb.StartCol) {
+				log.Fatalf("OVERLAP AFTER: %v %v %v", p.FileName, pa, pb)
+
+			}
+
+		}
+		p.Blocks = append(p.Blocks, cover.ProfileBlock{})
+		copy(p.Blocks[i+1:], p.Blocks[i:])
+		p.Blocks[i] = pb
+
+	}
+	return i + 1
+
+}
+
+func addProfile(profiles []*cover.Profile, p *cover.Profile) []*cover.Profile {
+	i := sort.Search(len(profiles), func(i int) bool { return profiles[i].FileName >= p.FileName })
+	if i < len(profiles) && profiles[i].FileName == p.FileName {
+		mergeProfiles(profiles[i], p)
+
+	} else {
+		profiles = append(profiles, nil)
+		copy(profiles[i+1:], profiles[i:])
+		profiles[i] = p
+
+	}
+	return profiles
+
+}
+
+func dumpProfiles(profiles []*cover.Profile, out io.Writer) {
+	if len(profiles) == 0 {
+		return
+
+	}
+	if _, err := fmt.Fprintf(out, "mode: %s\n", profiles[0].Mode); err != nil {
+		panic(err)
+	}
+	for _, p := range profiles {
+		for _, b := range p.Blocks {
+			if _, err := fmt.Fprintf(out, "%s:%d.%d,%d.%d %d %d\n", p.FileName, b.StartLine, b.StartCol, b.EndLine, b.EndCol, b.NumStmt, b.Count); err != nil {
+				panic(err)
+			}
+
+		}
+
+	}
+
+}
+
+func main() {
+	flag.Parse()
+
+	var merged []*cover.Profile
+
+	for _, file := range flag.Args() {
+		profiles, err := cover.ParseProfiles(file)
+		if err != nil {
+			log.Fatalf("failed to parse profiles: %v", err)
+
+		}
+		for _, p := range profiles {
+			merged = addProfile(merged, p)
+
+		}
+
+	}
+
+	dumpProfiles(merged, os.Stdout)
+
+}