diff --git a/pages/query.md b/pages/query.md
index 5f6f41f..4dbfaea 100644
--- a/pages/query.md
+++ b/pages/query.md
@@ -8,6 +8,24 @@ Searchcraft lets you construct powerful search queries with structured JSON. Thi
 
 ---
 
+## basic python example
+
+``` python
+import httpx
+
+payload = {
+    "query": {
+        "fuzzy": {"ctx": "hi"}
+    }
+}
+
+response = httpx.post(
+    "http://0.0.0.0:8000/index/thoughts-links/search",
+    json=payload
+)
+print(response.json())
+```
+
 ## ✅ Mixing Exact and Fuzzy Queries
 
 You can combine multiple types using a `boolean` query with `must`, `should`, or `must_not` clauses.