diff --git a/src/geo.c b/src/geo.c
index 63730266..ff507fe7 100644
--- a/src/geo.c
+++ b/src/geo.c
@@ -319,7 +319,7 @@ int membersOfGeoHashBox(robj *zobj, GeoHashBits hash, geoArray *ga, double lon,
 /* Search all eight neighbors + self geohash box */
 int membersOfAllNeighbors(robj *zobj, GeoHashRadius n, double lon, double lat, double radius, geoArray *ga) {
     GeoHashBits neighbors[9];
-    unsigned int i, count = 0;
+    unsigned int i, count = 0, last_processed = 0;
 
     neighbors[0] = n.hash;
     neighbors[1] = n.neighbors.north;
@@ -336,7 +336,17 @@ int membersOfAllNeighbors(robj *zobj, GeoHashRadius n, double lon, double lat, d
     for (i = 0; i < sizeof(neighbors) / sizeof(*neighbors); i++) {
         if (HASHISZERO(neighbors[i]))
             continue;
+
+        /* When a huge Radius (in the 5000 km range or more) is used,
+         * adjacent neighbors can be the same, leading to duplicated
+         * elements. Skip every range which is the same as the one
+         * processed previously. */
+        if (last_processed &&
+            neighbors[i].bits == neighbors[last_processed].bits &&
+            neighbors[i].step == neighbors[last_processed].step)
+            continue;
         count += membersOfGeoHashBox(zobj, neighbors[i], ga, lon, lat, radius);
+        last_processed = i;
     }
     return count;
 }
diff --git a/tests/unit/geo.tcl b/tests/unit/geo.tcl
index 1c6b90b6..76f65b39 100644
--- a/tests/unit/geo.tcl
+++ b/tests/unit/geo.tcl
@@ -64,6 +64,11 @@ start_server {tags {"geo"}} {
         r georadius nyc -73.9798091 40.7598464 10 km COUNT 2 DESC
     } {{wtc one} q4}
 
+    test {GEORADIUS HUGE, issue #2767} {
+        r geoadd users -47.271613776683807 -54.534504198047678 user_000000
+        llength [r GEORADIUS users 0 0 50000 km WITHCOORD]
+    } {1}
+
     test {GEORADIUSBYMEMBER simple (sorted)} {
         r georadiusbymember nyc "wtc one" 7 km
     } {{wtc one} {union square} {central park n/q/r} 4545 {lic market}}