diff --git a/src/sentry/seer/agent/client_utils.py b/src/sentry/seer/agent/client_utils.py
index a136f86a1117d9..bdd3e64abd97a1 100644
--- a/src/sentry/seer/agent/client_utils.py
+++ b/src/sentry/seer/agent/client_utils.py
@@ -8,6 +8,7 @@
 from __future__ import annotations
 
 import logging
+import re
 import time
 from datetime import datetime
 from typing import Any, NotRequired, TypedDict
@@ -392,6 +393,26 @@ def poll_until_done(
         time.sleep(poll_interval)
 
 
+_WILDCARD_LABEL_MAP = {
+    "\uf00dDoesNotContain\uf00d": " does not contain ",
+    "\uf00dDoesNotStartWith\uf00d": " does not start with ",
+    "\uf00dDoesNotEndWith\uf00d": " does not end with ",
+    "\uf00dContains\uf00d": " contains ",
+    "\uf00dStartsWith\uf00d": " starts with ",
+    "\uf00dEndsWith\uf00d": " ends with ",
+}
+
+_ESCAPED_WILDCARD_RE = re.compile(r"\\uf00d", re.IGNORECASE)
+
+
+def _normalize_wildcard_operators(text: str) -> str:
+    """Replace U+F00D-delimited wildcard operators with readable labels."""
+    text = _ESCAPED_WILDCARD_RE.sub("\uf00d", text)
+    for pattern, label in _WILDCARD_LABEL_MAP.items():
+        text = text.replace(pattern, label)
+    return text
+
+
 def _render_node(node: dict[str, Any], depth: int) -> str:
     """Recursively render an LLMContextSnapshot node and its children as markdown."""
     heading = "#" * min(depth + 1, 6)
@@ -437,4 +458,5 @@ def snapshot_to_markdown(snapshot: dict[str, Any]) -> str:
     preamble = (
         "> This is a structured summary of the page the user is viewing, not an exact screenshot.\n"
     )
-    return preamble + "\n".join(_render_node(node, 0) for node in selected)
+    result = preamble + "\n".join(_render_node(node, 0) for node in selected)
+    return _normalize_wildcard_operators(result)
diff --git a/tests/sentry/seer/agent/test_client_utils.py b/tests/sentry/seer/agent/test_client_utils.py
index f7919d58ca4f44..379c21ba0420f6 100644
--- a/tests/sentry/seer/agent/test_client_utils.py
+++ b/tests/sentry/seer/agent/test_client_utils.py
@@ -3,6 +3,7 @@
 
 from sentry.models.organizationmember import OrganizationMember
 from sentry.seer.agent.client_utils import (
+    _normalize_wildcard_operators,
     collect_user_org_context,
     get_proxy_headers,
     has_seer_agent_access_with_detail,
@@ -372,6 +373,61 @@ def test_node_with_non_dict_data(self) -> None:
         assert "# Widget" in result
         assert '- "some string"' in result
 
+    def test_wildcard_operators_normalized_in_output(self) -> None:
+        snapshot = {
+            "version": 1,
+            "nodes": [
+                {
+                    "nodeType": "explorer",
+                    "data": {
+                        "searchQuery": (
+                            "span.name:\uf00dStartsWith\uf00d/api"
+                            " title:\uf00dDoesNotContain\uf00dtest"
+                        )
+                    },
+                    "children": [],
+                }
+            ],
+        }
+        result = snapshot_to_markdown(snapshot)
+        assert "\uf00d" not in result
+        assert "starts with" in result
+        assert "does not contain" in result
+
+
+class NormalizeWildcardOperatorsTest(TestCase):
+    W = "\uf00d"
+
+    def test_all_operators(self) -> None:
+        W = self.W
+        cases = [
+            (f"f:{W}Contains{W}x", "f: contains x"),
+            (f"f:{W}DoesNotContain{W}x", "f: does not contain x"),
+            (f"f:{W}StartsWith{W}x", "f: starts with x"),
+            (f"f:{W}DoesNotStartWith{W}x", "f: does not start with x"),
+            (f"f:{W}EndsWith{W}x", "f: ends with x"),
+            (f"f:{W}DoesNotEndWith{W}x", "f: does not end with x"),
+        ]
+        for input_text, expected in cases:
+            assert _normalize_wildcard_operators(input_text) == expected
+
+    def test_escaped_and_mixed_sequences(self) -> None:
+        assert _normalize_wildcard_operators("f:\\uf00dContains\\uf00dx") == "f: contains x"
+        assert _normalize_wildcard_operators("f:\\uF00DContains\\uF00Dx") == "f: contains x"
+        assert _normalize_wildcard_operators("f:\uf00dContains\\uf00dx") == "f: contains x"
+
+    def test_passthrough(self) -> None:
+        assert _normalize_wildcard_operators("") == ""
+        assert (
+            _normalize_wildcard_operators("browser:Firefox count():>100")
+            == "browser:Firefox count():>100"
+        )
+
+    def test_multiple_operators(self) -> None:
+        W = self.W
+        text = f"a:{W}Contains{W}foo b:{W}EndsWith{W}.js"
+        assert _normalize_wildcard_operators(text) == "a: contains foo b: ends with .js"
+
 
 _TEST_SECRET = "test-secret-must-be-at-least-32-bytes-long-for-hs256"