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lines changed Original file line number Diff line number Diff line change @@ -333,13 +333,13 @@ const graph = builder.compile({ checkpointer });
333333 </Tabs >
334334</Accordion >
335335
336- <Accordion title = " Example: using [ Redis](https://pypi.org/project/langgraph-checkpoint-redis/) checkpointer" >
336+ <Accordion title = " Example: using Redis checkpointer" >
337337 ```
338338 pip install -U langgraph langgraph-checkpoint-redis
339339 ```
340340
341341 <Tip >
342- You need to call ` checkpointer.setup() ` the first time you're using Redis checkpointer
342+ You need to call ` checkpointer.setup() ` the first time you're using Redis checkpointer.
343343 </Tip >
344344
345345 <Tabs >
@@ -833,13 +833,14 @@ const graph = builder.compile({ store });
833833</Accordion >
834834
835835:::python
836- <Accordion title = " Example: using [Redis](https://pypi.org/project/langgraph-checkpoint-redis/) store" >
836+ <Accordion title = " Example: using Redis store" >
837+
837838 ```
838839 pip install -U langgraph langgraph-checkpoint-redis
839840 ```
840841
841842 <Tip >
842- You need to call ` store.setup() ` the first time you're using Redis store
843+ You need to call ` store.setup() ` the first time you're using [ Redis store] ( https://pypi.org/project/langgraph-checkpoint-redis/ ) .
843844 </Tip >
844845
845846 <Tabs >
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