diff --git a/apiserver/apimodels/events.py b/apiserver/apimodels/events.py
index ca39cdc..72bd3d7 100644
--- a/apiserver/apimodels/events.py
+++ b/apiserver/apimodels/events.py
@@ -156,6 +156,10 @@ class TaskMetricsRequest(MultiTasksRequestBase):
     event_type: EventType = ActualEnumField(EventType, required=True)
 
 
+class MultiTaskMetricsRequest(MultiTasksRequestBase):
+    event_type: EventType = ActualEnumField(EventType, default=EventType.all)
+
+
 class MultiTaskPlotsRequest(MultiTasksRequestBase):
     iters: int = IntField(default=1)
     scroll_id: str = StringField()
diff --git a/apiserver/bll/event/event_metrics.py b/apiserver/bll/event/event_metrics.py
index cdbbe5a..70234df 100644
--- a/apiserver/bll/event/event_metrics.py
+++ b/apiserver/bll/event/event_metrics.py
@@ -21,6 +21,7 @@ from apiserver.bll.event.event_common import (
     TaskCompanies,
 )
 from apiserver.bll.event.scalar_key import ScalarKey, ScalarKeyEnum
+from apiserver.bll.query import Builder as QueryBuilder
 from apiserver.config_repo import config
 from apiserver.database.errors import translate_errors_context
 from apiserver.tools import safe_get
@@ -463,12 +464,96 @@ class EventMetrics:
 
         return {"bool": {"must": must}}
 
+    def get_multi_task_metrics(self, companies: TaskCompanies, event_type: EventType) -> Mapping[str, list]:
+        """
+        For the requested tasks return reported metrics and variants
+        """
+        tasks_ids = {
+            company: [t.id for t in tasks]
+            for company, tasks in companies.items()
+        }
+        with ThreadPoolExecutor(EventSettings.max_workers) as pool:
+            companies_res: Sequence = list(
+                pool.map(
+                    partial(
+                        self._get_multi_task_metrics,
+                        event_type=event_type,
+                    ),
+                    tasks_ids.items(),
+                )
+            )
+
+        if len(companies_res) == 1:
+            return companies_res[0]
+
+        res = defaultdict(set)
+        for c_res in companies_res:
+            for m, vars_ in c_res.items():
+                res[m].update(vars_)
+
+        return {
+            k: list(v)
+            for k, v in res.items()
+        }
+
+    def _get_multi_task_metrics(
+        self, company_tasks: Tuple[str, Sequence[str]], event_type: EventType
+    ) -> Mapping[str, list]:
+        company_id, task_ids = company_tasks
+        if check_empty_data(self.es, company_id, event_type):
+            return {}
+
+        search_args = dict(
+            es=self.es,
+            company_id=company_id,
+            event_type=event_type,
+        )
+        query = QueryBuilder.terms("task", task_ids)
+        max_metrics, max_variants = get_max_metric_and_variant_counts(
+            query=query,
+            **search_args,
+        )
+        es_req = {
+            "size": 0,
+            "query": query,
+            "aggs": {
+                "metrics": {
+                    "terms": {
+                        "field": "metric",
+                        "size": max_metrics,
+                        "order": {"_key": "asc"},
+                    },
+                    "aggs": {
+                        "variants": {
+                            "terms": {
+                                "field": "variant",
+                                "size": max_variants,
+                                "order": {"_key": "asc"},
+                            },
+                        }
+                    }
+                }
+            },
+        }
+
+        es_res = search_company_events(
+            body=es_req,
+            **search_args,
+        )
+        aggs_result = es_res.get("aggregations")
+        if not aggs_result:
+            return {}
+
+        return {
+            mb["key"]: [vb["key"] for vb in mb["variants"]["buckets"]]
+            for mb in aggs_result["metrics"]["buckets"]
+        }
+
     def get_task_metrics(
         self, company_id, task_ids: Sequence, event_type: EventType
     ) -> Sequence:
         """
-        For the requested tasks return all the metrics that
-        reported events of the requested types
+        For the requested tasks return reported metrics per task
         """
         if check_empty_data(self.es, company_id, event_type):
             return {}
diff --git a/apiserver/schema/services/events.conf b/apiserver/schema/services/events.conf
index e86a8d4..f445e15 100644
--- a/apiserver/schema/services/events.conf
+++ b/apiserver/schema/services/events.conf
@@ -754,6 +754,42 @@ get_task_metrics{
         }
     }
 }
+get_multi_task_metrics {
+    "999.0" {
+        description: """Get unique metrics and variants from the events of the specified type.
+        Only events reported for the passed task or model ids are analyzed."""
+        request {
+            type: object
+            required: [ tasks ]
+            properties {
+                tasks {
+                    description: task ids to get metrics from
+                    type: array
+                    items {type: string}
+                }
+                model_metrics {
+                    description: If not set or set to false then passed ids are task ids otherwise model ids
+                    type: boolean
+                    default: false
+                }
+                event_type {
+                    "description": Event type. If not specified then metrics are collected from the reported events of all types
+                    "$ref": "#/definitions/event_type_enum"
+                }
+            }
+        }
+        response {
+            type: object
+            properties {
+                metrics {
+                    type: array
+                    description: List of metrics and variants
+                    items { "$ref": "#/definitions/metric_variants" }
+                }
+            }
+        }
+    }
+}
 get_task_log {
     "1.5" {
         description: "Get all 'log' events for this task"
diff --git a/apiserver/services/events.py b/apiserver/services/events.py
index 26fcb09..4e928ff 100644
--- a/apiserver/services/events.py
+++ b/apiserver/services/events.py
@@ -31,6 +31,7 @@ from apiserver.apimodels.events import (
     GetMetricSamplesRequest,
     TaskMetric,
     MultiTaskPlotsRequest,
+    MultiTaskMetricsRequest,
 )
 from apiserver.bll.event import EventBLL
 from apiserver.bll.event.event_common import EventType, MetricVariants, TaskCompanies
@@ -965,6 +966,30 @@ def get_task_metrics(call: APICall, company_id, request: TaskMetricsRequest):
     }
 
 
+@endpoint("events.get_multi_task_metrics")
+def get_multi_task_metrics(call: APICall, company_id, request: MultiTaskMetricsRequest):
+    companies = _get_task_or_model_index_companies(
+        company_id, request.tasks, model_events=request.model_events
+    )
+    if not companies:
+        return {"metrics": []}
+
+    metrics = event_bll.metrics.get_multi_task_metrics(
+        companies=companies,
+        event_type=request.event_type
+    )
+    res = [
+        {
+            "metric": m,
+            "variants": sorted(vars_),
+        }
+        for m, vars_ in metrics.items()
+    ]
+    call.result.data = {
+        "metrics": sorted(res, key=itemgetter("metric"))
+    }
+
+
 @endpoint("events.delete_for_task", required_fields=["task"])
 def delete_for_task(call, company_id, _):
     task_id = call.data["task"]
diff --git a/apiserver/tests/automated/test_task_events.py b/apiserver/tests/automated/test_task_events.py
index f9974ca..df81218 100644
--- a/apiserver/tests/automated/test_task_events.py
+++ b/apiserver/tests/automated/test_task_events.py
@@ -70,6 +70,26 @@ class TestTaskEvents(TestService):
         self._assert_task_metrics(tasks, "log")
         self._assert_task_metrics(tasks, "training_stats_scalar")
 
+        self._assert_multitask_metrics(
+            tasks=list(tasks), metrics=["Metric1", "Metric2", "Metric3"]
+        )
+        self._assert_multitask_metrics(
+            tasks=list(tasks),
+            event_type="training_debug_image",
+            metrics=["Metric1", "Metric2", "Metric3"],
+        )
+        self._assert_multitask_metrics(tasks=list(tasks), event_type="plot", metrics=[])
+
+    def _assert_multitask_metrics(
+        self, tasks: Sequence[str], metrics: Sequence[str], event_type: str = None
+    ):
+        res = self.api.events.get_multi_task_metrics(
+            tasks=tasks,
+            **({"event_type": event_type} if event_type else {}),
+        ).metrics
+        self.assertEqual([r.metric for r in res], metrics)
+        self.assertTrue(all(r.variants == ["Test variant"] for r in res))
+
     def _assert_task_metrics(self, tasks: dict, event_type: str):
         res = self.api.events.get_task_metrics(tasks=list(tasks), event_type=event_type)
         for task, metrics in tasks.items():