diff --git a/agent/insights.py b/agent/insights.py
index 70907b4f3d57..803787cd341d 100644
--- a/agent/insights.py
+++ b/agent/insights.py
@@ -762,6 +762,9 @@ def format_terminal(self, report: Dict) -> str:
         lines.append(f"  Sessions:          {o['total_sessions']:<12}  Messages:        {o['total_messages']:,}")
         lines.append(f"  Tool calls:        {o['total_tool_calls']:<12,}  User messages:   {o['user_messages']:,}")
         lines.append(f"  Input tokens:      {o['total_input_tokens']:<12,}  Output tokens:   {o['total_output_tokens']:,}")
+        cache_total = (o.get('total_cache_read_tokens') or 0) + (o.get('total_cache_write_tokens') or 0)
+        if cache_total:
+            lines.append(f"  Cache tokens:      {cache_total:<12,}  (read: {o.get('total_cache_read_tokens') or 0:,} / write: {o.get('total_cache_write_tokens') or 0:,})")
         lines.append(f"  Total tokens:      {o['total_tokens']:,}")
         if o["total_hours"] > 0:
             lines.append(f"  Active time:       ~{_format_duration(o['total_hours'] * 3600):<11}  Avg session:     ~{_format_duration(o['avg_session_duration'])}")
@@ -877,7 +880,9 @@ def format_gateway(self, report: Dict) -> str:
 
         # Overview
         lines.append(f"**Sessions:** {o['total_sessions']} | **Messages:** {o['total_messages']:,} | **Tool calls:** {o['total_tool_calls']:,}")
-        lines.append(f"**Tokens:** {o['total_tokens']:,} (in: {o['total_input_tokens']:,} / out: {o['total_output_tokens']:,})")
+        cache_total = (o.get('total_cache_read_tokens') or 0) + (o.get('total_cache_write_tokens') or 0)
+        cache_part = f" / cache: {cache_total:,}" if cache_total else ""
+        lines.append(f"**Tokens:** {o['total_tokens']:,} (in: {o['total_input_tokens']:,} / out: {o['total_output_tokens']:,}{cache_part})")
         if o["total_hours"] > 0:
             lines.append(f"**Active time:** ~{_format_duration(o['total_hours'] * 3600)} | **Avg session:** ~{_format_duration(o['avg_session_duration'])}")
         lines.append("")
diff --git a/tests/agent/test_insights.py b/tests/agent/test_insights.py
index 2740daf0962f..6802495114d2 100644
--- a/tests/agent/test_insights.py
+++ b/tests/agent/test_insights.py
@@ -533,6 +533,77 @@ def test_gateway_format_shows_models(self, populated_db):
         assert "sessions" in text
 
 
+# =========================================================================
+# Cache token display (issue #18615)
+# =========================================================================
+
+class TestCacheTokenDisplay:
+    def _make_db_with_cache(self, db):
+        """Helper: create a session with significant cache tokens."""
+        db.create_session(session_id="s_cache", source="cli", model="claude-sonnet")
+        db.update_token_counts(
+            "s_cache",
+            input_tokens=2000,
+            output_tokens=800,
+            cache_read_tokens=50000,
+            cache_write_tokens=10000,
+        )
+        db._conn.commit()
+        return db
+
+    def test_terminal_format_shows_cache_when_present(self, db):
+        """Terminal format must include cache token line when cache > 0."""
+        self._make_db_with_cache(db)
+        engine = InsightsEngine(db)
+        report = engine.generate(days=30)
+        text = engine.format_terminal(report)
+
+        assert "Cache tokens" in text
+        assert "50,000" in text or "60,000" in text  # read or total
+
+    def test_gateway_format_shows_cache_when_present(self, db):
+        """Gateway format must include cache in token breakdown when cache > 0."""
+        self._make_db_with_cache(db)
+        engine = InsightsEngine(db)
+        report = engine.generate(days=30)
+        text = engine.format_gateway(report)
+
+        assert "cache:" in text.lower()
+
+    def test_terminal_format_hides_cache_when_zero(self, db):
+        """Terminal format must NOT show cache line when all cache tokens are 0."""
+        db.create_session(session_id="s_nocache", source="cli", model="gpt-4o")
+        db.update_token_counts("s_nocache", input_tokens=1000, output_tokens=500)
+        db._conn.commit()
+
+        engine = InsightsEngine(db)
+        report = engine.generate(days=30)
+        text = engine.format_terminal(report)
+
+        assert "Cache tokens" not in text
+
+    def test_gateway_format_hides_cache_when_zero(self, db):
+        """Gateway format must NOT mention cache when all cache tokens are 0."""
+        db.create_session(session_id="s_nocache", source="cli", model="gpt-4o")
+        db.update_token_counts("s_nocache", input_tokens=1000, output_tokens=500)
+        db._conn.commit()
+
+        engine = InsightsEngine(db)
+        report = engine.generate(days=30)
+        text = engine.format_gateway(report)
+
+        assert "cache" not in text.lower()
+
+    def test_total_tokens_include_cache(self, db):
+        """total_tokens must equal input + output + cache_read + cache_write."""
+        self._make_db_with_cache(db)
+        engine = InsightsEngine(db)
+        report = engine.generate(days=30)
+        o = report["overview"]
+
+        assert o["total_tokens"] == 2000 + 800 + 50000 + 10000
+
+
 # =========================================================================
 # Edge cases
 # =========================================================================