From bb333056ca54e744be460e8efeb24f4e8a14dc60 Mon Sep 17 00:00:00 2001
From: Kathryn May <kathryn@langchain.dev>
Date: Fri, 21 Nov 2025 14:28:01 -0500
Subject: [PATCH] Quick fix for link in accordion title

---
 src/oss/langgraph/add-memory.mdx | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/src/oss/langgraph/add-memory.mdx b/src/oss/langgraph/add-memory.mdx
index 46ca3234bf..0e1c096930 100644
--- a/src/oss/langgraph/add-memory.mdx
+++ b/src/oss/langgraph/add-memory.mdx
@@ -333,13 +333,13 @@ const graph = builder.compile({ checkpointer });
     </Tabs>
 </Accordion>
 
-<Accordion title="Example: using [Redis](https://pypi.org/project/langgraph-checkpoint-redis/) checkpointer">
+<Accordion title="Example: using Redis checkpointer">
   ```
   pip install -U langgraph langgraph-checkpoint-redis
   ```
 
     <Tip>
-    You need to call `checkpointer.setup()` the first time you're using Redis checkpointer
+    You need to call `checkpointer.setup()` the first time you're using Redis checkpointer.
     </Tip>
 
     <Tabs>
@@ -833,13 +833,14 @@ const graph = builder.compile({ store });
 </Accordion>
 
 :::python
-<Accordion title="Example: using [Redis](https://pypi.org/project/langgraph-checkpoint-redis/) store">
+<Accordion title="Example: using Redis store">
+
   ```
   pip install -U langgraph langgraph-checkpoint-redis
   ```
 
     <Tip>
-    You need to call `store.setup()` the first time you're using Redis store
+    You need to call `store.setup()` the first time you're using [Redis store](https://pypi.org/project/langgraph-checkpoint-redis/).
     </Tip>
 
     <Tabs>