diff --git a/scripts/variantstore/wdl/GvsExtractCallset.wdl b/scripts/variantstore/wdl/GvsExtractCallset.wdl
index 81a3d1d2b27..ace00044315 100644
--- a/scripts/variantstore/wdl/GvsExtractCallset.wdl
+++ b/scripts/variantstore/wdl/GvsExtractCallset.wdl
@@ -24,6 +24,7 @@ workflow GvsExtractCallset {
     Int? disk_override
     Boolean bgzip_output_vcfs = false
     Boolean zero_pad_output_vcf_filenames = true
+    Boolean collect_variant_calling_metrics = false
 
     # set to "NONE" if all the reference data was loaded into GVS in GvsImportGenomes
     String drop_state = "NONE"
@@ -60,6 +61,9 @@ workflow GvsExtractCallset {
   File reference_dict = "gs://gcp-public-data--broad-references/hg38/v0/Homo_sapiens_assembly38.dict"
   File reference_index = "gs://gcp-public-data--broad-references/hg38/v0/Homo_sapiens_assembly38.fasta.fai"
 
+  File dbsnp_vcf = "gs://gcp-public-data--broad-references/hg38/v0/Homo_sapiens_assembly38.dbsnp138.vcf"
+  File dbsnp_vcf_index = "gs://gcp-public-data--broad-references/hg38/v0/Homo_sapiens_assembly38.dbsnp138.vcf.idx"
+
   String fq_gvs_dataset = "~{project_id}.~{dataset_name}"
   String fq_cohort_dataset = "~{cohort_project_id}.~{cohort_dataset_name}"
 
@@ -258,6 +262,30 @@ workflow GvsExtractCallset {
         target_interval_list                  = target_interval_list,
     }
 
+    if (collect_variant_calling_metrics) {
+      call CollectVariantCallingMetrics as CollectMetricsSharded {
+        input:
+          input_vcf = ExtractTask.output_vcf,
+          input_vcf_index = ExtractTask.output_vcf_index,
+          metrics_filename_prefix = call_set_identifier + "." + i,
+          dbsnp_vcf = dbsnp_vcf,
+          dbsnp_vcf_index = dbsnp_vcf_index,
+          interval_list = SplitIntervals.interval_files[i],
+          ref_dict = reference_dict,
+          gatk_docker = effective_gatk_docker
+      }
+    }
+  }
+
+  if (collect_variant_calling_metrics) {
+    call GatherVariantCallingMetrics {
+      input:
+        input_details = select_all(CollectMetricsSharded.detail_metrics_file),
+        input_summaries = select_all(CollectMetricsSharded.summary_metrics_file),
+        output_prefix = call_set_identifier,
+        output_gcs_dir = output_gcs_dir,
+        gatk_docker = effective_gatk_docker
+    }
   }
 
   call SumBytes {
@@ -300,6 +328,8 @@ workflow GvsExtractCallset {
     Float total_vcfs_size_mb = SumBytes.total_mb
     File manifest = CreateManifestAndOptionallyCopyOutputs.manifest
     File sample_name_list = GenerateSampleListFile.sample_name_list
+    File? summary_metrics_file = GatherVariantCallingMetrics.summary_metrics_file
+    File? detail_metrics_file = GatherVariantCallingMetrics.detail_metrics_file
     String recorded_git_hash = effective_git_hash
     Boolean done = true
   }
@@ -634,3 +664,157 @@ task GenerateSampleListFile {
     cpu: 1
   }
 }
+
+task CollectVariantCallingMetrics {
+  input {
+    File input_vcf
+    File input_vcf_index
+    File dbsnp_vcf
+    File dbsnp_vcf_index
+    File interval_list
+    File ref_dict
+    String metrics_filename_prefix
+
+    Int memory_mb = 7500
+    Int disk_size_gb = ceil(2*size(input_vcf, "GiB")) + 200
+    String gatk_docker
+  }
+
+  File monitoring_script = "gs://gvs_quickstart_storage/cromwell_monitoring_script.sh"
+
+  Int command_mem = memory_mb - 1000
+  Int max_heap = memory_mb - 500
+
+  command <<<
+    # Prepend date, time and pwd to xtrace log entries.
+    PS4='\D{+%F %T} \w $ '
+    set -o errexit -o nounset -o pipefail -o xtrace
+
+    bash ~{monitoring_script} > monitoring.log &
+
+    gatk --java-options "-Xms~{command_mem}m -Xmx~{max_heap}m" \
+      CollectVariantCallingMetrics \
+      --INPUT ~{input_vcf} \
+      --DBSNP ~{dbsnp_vcf} \
+      --SEQUENCE_DICTIONARY ~{ref_dict} \
+      --OUTPUT ~{metrics_filename_prefix} \
+      --THREAD_COUNT 8 \
+      --TARGET_INTERVALS ~{interval_list}
+  >>>
+
+  output {
+    File summary_metrics_file = "~{metrics_filename_prefix}.variant_calling_summary_metrics"
+    File detail_metrics_file = "~{metrics_filename_prefix}.variant_calling_detail_metrics"
+    File monitoring_log = "monitoring.log"
+  }
+
+  runtime {
+    docker: gatk_docker
+    cpu: 2
+    memory: "${memory_mb} MiB"
+    disks: "local-disk ${disk_size_gb} HDD"
+    bootDiskSizeGb: 15
+    preemptible: 2
+    noAddress: true
+  }
+}
+
+task GatherVariantCallingMetrics {
+
+  input {
+    Array[File] input_details
+    Array[File] input_summaries
+    String output_prefix
+    String? output_gcs_dir
+
+    Int memory_mb = 3000
+    Int disk_size_gb = 200
+    String gatk_docker
+  }
+
+  parameter_meta {
+    input_details: {
+      localization_optional: true
+    }
+    input_summaries: {
+      localization_optional: true
+    }
+  }
+
+  File monitoring_script = "gs://gvs_quickstart_storage/cromwell_monitoring_script.sh"
+
+  Int command_mem = memory_mb - 1000
+  Int max_heap = memory_mb - 500
+
+  command <<<
+    # Prepend date, time and pwd to xtrace log entries.
+    PS4='\D{+%F %T} \w $ '
+    set -o errexit -o nounset -o pipefail -o xtrace
+
+    # Drop trailing slash if one exists
+    OUTPUT_GCS_DIR=$(echo ~{output_gcs_dir} | sed 's/\/$//')
+
+    bash ~{monitoring_script} > monitoring.log &
+
+    input_details_fofn=~{write_lines(input_details)}
+    input_summaries_fofn=~{write_lines(input_summaries)}
+
+    # Jose says:
+    # Cromwell will fall over if we have it try to localize tens of thousands of files,
+    # so we manually localize files using gsutil.
+    # Using gsutil also lets us parallelize the localization, which (as far as we can tell)
+    # PAPI doesn't do.
+
+    # This is here to deal with the JES bug where commands may be run twice
+    rm -rf metrics
+
+    mkdir metrics
+    RETRY_LIMIT=5
+
+    count=0
+    until cat $input_details_fofn | gsutil -m cp -L cp.log -c -I metrics/; do
+      sleep 1
+      ((count++)) && ((count >= $RETRY_LIMIT)) && break
+    done
+    if [ "$count" -ge "$RETRY_LIMIT" ]; then
+      echo 'Could not copy all the metrics from the cloud' && exit 1
+    fi
+
+    count=0
+    until cat $input_summaries_fofn | gsutil -m cp -L cp.log -c -I metrics/; do
+      sleep 1
+      ((count++)) && ((count >= $RETRY_LIMIT)) && break
+    done
+    if [ "$count" -ge "$RETRY_LIMIT" ]; then
+      echo 'Could not copy all the metrics from the cloud' && exit 1
+    fi
+
+    INPUT=$(cat $input_details_fofn | rev | cut -d '/' -f 1 | rev | sed s/.variant_calling_detail_metrics//g | awk '{printf("--INPUT metrics/%s ", $1)}')
+
+    gatk --java-options "-Xms~{command_mem}m -Xmx~{max_heap}m" \
+      AccumulateVariantCallingMetrics \
+      $INPUT \
+      --OUTPUT ~{output_prefix}
+
+    if [ -n "$OUTPUT_GCS_DIR" ]; then
+      gsutil cp ~{output_prefix}.variant_calling_summary_metrics ${OUTPUT_GCS_DIR}/
+      gsutil cp ~{output_prefix}.variant_calling_detail_metrics ${OUTPUT_GCS_DIR}/
+    fi
+  >>>
+
+  runtime {
+    docker: gatk_docker
+    cpu: 1
+    memory: "${memory_mb} MiB"
+    disks: "local-disk ${disk_size_gb} HDD"
+    bootDiskSizeGb: 15
+    preemptible: 1
+    noAddress: true
+  }
+
+  output {
+    File summary_metrics_file = "~{output_prefix}.variant_calling_summary_metrics"
+    File detail_metrics_file = "~{output_prefix}.variant_calling_detail_metrics"
+    File monitoring_log = "monitoring.log"
+  }
+}
\ No newline at end of file
diff --git a/scripts/variantstore/wdl/GvsExtractCohortFromSampleNames.wdl b/scripts/variantstore/wdl/GvsExtractCohortFromSampleNames.wdl
index c2754793bdd..9fed98945a1 100644
--- a/scripts/variantstore/wdl/GvsExtractCohortFromSampleNames.wdl
+++ b/scripts/variantstore/wdl/GvsExtractCohortFromSampleNames.wdl
@@ -33,6 +33,7 @@ workflow GvsExtractCohortFromSampleNames {
     # set to "NONE" if all the reference data was loaded into GVS in GvsImportGenomes
     String drop_state = "NONE"
     Boolean bgzip_output_vcfs = false
+    Boolean collect_variant_calling_metrics = false
 
     File? interval_list
     Int? extract_preemptible_override
@@ -151,6 +152,7 @@ workflow GvsExtractCohortFromSampleNames {
 
       drop_state = drop_state,
       bgzip_output_vcfs = bgzip_output_vcfs,
+      collect_variant_calling_metrics = collect_variant_calling_metrics,
       extract_preemptible_override = extract_preemptible_override,
       extract_maxretries_override = extract_maxretries_override,
       split_intervals_disk_size_override = split_intervals_disk_size_override,
diff --git a/scripts/variantstore/wdl/GvsJointVariantCalling.wdl b/scripts/variantstore/wdl/GvsJointVariantCalling.wdl
index 9e740184f15..96d70936d0e 100644
--- a/scripts/variantstore/wdl/GvsJointVariantCalling.wdl
+++ b/scripts/variantstore/wdl/GvsJointVariantCalling.wdl
@@ -20,6 +20,7 @@ workflow GvsJointVariantCalling {
         String vcf_index_files_column_name
 
         Boolean bgzip_output_vcfs = false
+        Boolean collect_variant_calling_metrics = false
         String drop_state = "FORTY"
         Boolean use_VQSR = false
         Boolean use_compressed_references = false
@@ -228,6 +229,7 @@ workflow GvsJointVariantCalling {
             do_not_filter_override = extract_do_not_filter_override,
             drop_state = drop_state,
             bgzip_output_vcfs = bgzip_output_vcfs,
+            collect_variant_calling_metrics = collect_variant_calling_metrics,
             is_wgs = is_wgs,
             maximum_alternate_alleles = maximum_alternate_alleles,
             target_interval_list = target_interval_list,
diff --git a/scripts/variantstore/wdl/GvsQuickstartIntegration.wdl b/scripts/variantstore/wdl/GvsQuickstartIntegration.wdl
index f3491f0cabd..9515fbefe55 100644
--- a/scripts/variantstore/wdl/GvsQuickstartIntegration.wdl
+++ b/scripts/variantstore/wdl/GvsQuickstartIntegration.wdl
@@ -307,6 +307,7 @@ workflow GvsQuickstartIntegration {
         String workspace_bucket = GetToolVersions.workspace_bucket
         String submission_id = GetToolVersions.submission_id
         String extract_output_gcs_dir = "~{workspace_bucket}/output_vcfs/by_submission_id/~{submission_id}/beta"
+        Boolean collect_variant_calling_metrics = true
 
         call Utils.CreateDatasetForTest {
             input:
@@ -340,6 +341,7 @@ workflow GvsQuickstartIntegration {
                 vcf_files_column_name = vcf_files_column_name,
                 vcf_index_files_column_name = vcf_index_files_column_name,
                 extract_output_gcs_dir = extract_output_gcs_dir,
+                collect_variant_calling_metrics = collect_variant_calling_metrics,
         }
 
         if (!QuickstartBeta.used_tighter_gcp_quotas) {