diff --git a/prepare/metrics/rag_context_correctness.py b/prepare/metrics/rag_context_correctness.py
index 3a3bbc324..fc8128b33 100644
--- a/prepare/metrics/rag_context_correctness.py
+++ b/prepare/metrics/rag_context_correctness.py
@@ -7,6 +7,7 @@
     ("map", "metrics.rag.map"),
     ("mrr", "metrics.rag.mrr"),
     ("mrr", "metrics.rag.context_correctness"),
+    ("retrieval_at_k", "metrics.rag.retrieval_at_k"),
 ]:
     metric = MetricPipeline(
         main_score="score",
@@ -43,6 +44,52 @@
         {"mrr": 1.0, "score": 1.0, "score_name": "mrr"},
         {"mrr": 0.5, "score": 0.5, "score_name": "mrr"},
     ]
+    retrieval_at_k_instance_targets = [
+        {
+            "match_at_1": 1.0,
+            "match_at_3": 1.0,
+            "match_at_5": 1.0,
+            "match_at_10": 1.0,
+            "match_at_20": 1.0,
+            "match_at_40": 1.0,
+            "precision_at_1": 1.0,
+            "precision_at_3": 0.67,
+            "precision_at_5": 0.67,
+            "precision_at_10": 0.67,
+            "precision_at_20": 0.67,
+            "precision_at_40": 0.67,
+            "recall_at_1": 0.5,
+            "recall_at_3": 1.0,
+            "recall_at_5": 1.0,
+            "recall_at_10": 1.0,
+            "recall_at_20": 1.0,
+            "recall_at_40": 1.0,
+            "score": 1.0,
+            "score_name": "match_at_1",
+        },
+        {
+            "match_at_1": 0.0,
+            "match_at_10": 1.0,
+            "match_at_20": 1.0,
+            "match_at_3": 1.0,
+            "match_at_40": 1.0,
+            "match_at_5": 1.0,
+            "precision_at_1": 0.0,
+            "precision_at_10": 0.5,
+            "precision_at_20": 0.5,
+            "precision_at_3": 0.5,
+            "precision_at_40": 0.5,
+            "precision_at_5": 0.5,
+            "recall_at_1": 0.0,
+            "recall_at_10": 1.0,
+            "recall_at_20": 1.0,
+            "recall_at_3": 1.0,
+            "recall_at_40": 1.0,
+            "recall_at_5": 1.0,
+            "score": 0.0,
+            "score_name": "match_at_1",
+        },
+    ]
 
     map_global_target = {
         "map": 0.67,
@@ -62,11 +109,56 @@
         "score_ci_low": 0.5,
         "score_name": "mrr",
     }
+    retrieval_at_k_global_target = {
+        "match_at_1": 0.5,
+        "match_at_1_ci_high": 1.0,
+        "match_at_1_ci_low": 0.0,
+        "match_at_3": 1.0,
+        "match_at_5": 1.0,
+        "match_at_10": 1.0,
+        "match_at_20": 1.0,
+        "match_at_40": 1.0,
+        "precision_at_1": 0.5,
+        "precision_at_1_ci_high": 1.0,
+        "precision_at_1_ci_low": 0.0,
+        "precision_at_3": 0.58,
+        "precision_at_3_ci_high": 0.67,
+        "precision_at_3_ci_low": 0.5,
+        "precision_at_5": 0.58,
+        "precision_at_5_ci_high": 0.67,
+        "precision_at_5_ci_low": 0.5,
+        "precision_at_10": 0.58,
+        "precision_at_10_ci_high": 0.67,
+        "precision_at_10_ci_low": 0.5,
+        "precision_at_20": 0.58,
+        "precision_at_20_ci_high": 0.67,
+        "precision_at_20_ci_low": 0.5,
+        "precision_at_40": 0.58,
+        "precision_at_40_ci_high": 0.67,
+        "precision_at_40_ci_low": 0.5,
+        "recall_at_1": 0.25,
+        "recall_at_1_ci_high": 0.5,
+        "recall_at_1_ci_low": 0.0,
+        "recall_at_3": 1.0,
+        "recall_at_5": 1.0,
+        "recall_at_10": 1.0,
+        "recall_at_20": 1.0,
+        "recall_at_40": 1.0,
+        "score": 0.5,
+        "score_ci_high": 1.0,
+        "score_ci_low": 0.0,
+        "score_name": "match_at_1",
+    }
 
     for catalog_name, global_target, instance_targets in [
         ("metrics.rag.map", map_global_target, map_instance_targets),
         ("metrics.rag.mrr", mrr_global_target, mrr_instance_targets),
         ("metrics.rag.context_correctness", mrr_global_target, mrr_instance_targets),
+        (
+            "metrics.rag.retrieval_at_k",
+            retrieval_at_k_global_target,
+            retrieval_at_k_instance_targets,
+        ),
     ]:
         # test the evaluate call
         test_evaluate(
diff --git a/src/unitxt/catalog/metrics/rag/retrieval_at_k.json b/src/unitxt/catalog/metrics/rag/retrieval_at_k.json
new file mode 100644
index 000000000..2dc1a82a5
--- /dev/null
+++ b/src/unitxt/catalog/metrics/rag/retrieval_at_k.json
@@ -0,0 +1,18 @@
+{
+    "__type__": "metric_pipeline",
+    "main_score": "score",
+    "preprocess_steps": [
+        {
+            "__type__": "copy",
+            "field": "context_ids",
+            "to_field": "prediction"
+        },
+        {
+            "__type__": "wrap",
+            "field": "ground_truths_context_ids",
+            "inside": "list",
+            "to_field": "references"
+        }
+    ],
+    "metric": "metrics.retrieval_at_k"
+}