diff --git a/vector-stores/spring-ai-azure/README.md b/vector-stores/spring-ai-azure/README.md
index 5962ce892..7d59ab14d 100644
--- a/vector-stores/spring-ai-azure/README.md
+++ b/vector-stores/spring-ai-azure/README.md
@@ -1 +1 @@
-[Azure AI Search Vector Store Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/azure.html)
\ No newline at end of file
+[Azure AI Search Vector Store Documentation](https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/api/vectordbs/azure.html)
\ No newline at end of file
diff --git a/vector-stores/spring-ai-chroma/README.md b/vector-stores/spring-ai-chroma/README.md
index 57f4b1f56..ea99f6b5b 100644
--- a/vector-stores/spring-ai-chroma/README.md
+++ b/vector-stores/spring-ai-chroma/README.md
@@ -1 +1 @@
-[Chroma Vector Store Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/chroma.html)
\ No newline at end of file
+[Chroma Vector Store Documentation](https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/api/vectordbs/chroma.html)
\ No newline at end of file
diff --git a/vector-stores/spring-ai-gemfire/README.md b/vector-stores/spring-ai-gemfire/README.md
index 9adf1686a..44d29ccd7 100644
--- a/vector-stores/spring-ai-gemfire/README.md
+++ b/vector-stores/spring-ai-gemfire/README.md
@@ -1 +1 @@
-[GemFire Vector Store Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/gemfire.html)
\ No newline at end of file
+[GemFire Vector Store Documentation](https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/api/vectordbs/gemfire.html)
\ No newline at end of file
diff --git a/vector-stores/spring-ai-hanadb-store/README.md b/vector-stores/spring-ai-hanadb-store/README.md
index a5f244330..2108596fa 100644
--- a/vector-stores/spring-ai-hanadb-store/README.md
+++ b/vector-stores/spring-ai-hanadb-store/README.md
@@ -1 +1 @@
-[SAP Hana Cloud Vector Store Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/hana.html)
\ No newline at end of file
+[SAP Hana Cloud Vector Store Documentation](https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/api/vectordbs/hana.html)
\ No newline at end of file
diff --git a/vector-stores/spring-ai-milvus-store/README.md b/vector-stores/spring-ai-milvus-store/README.md
index 1a26931d1..31fa6198f 100644
--- a/vector-stores/spring-ai-milvus-store/README.md
+++ b/vector-stores/spring-ai-milvus-store/README.md
@@ -1 +1 @@
-[Milvus Vector Store Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/milvus.html)
\ No newline at end of file
+[Milvus Vector Store Documentation](https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/api/vectordbs/milvus.html)
\ No newline at end of file
diff --git a/vector-stores/spring-ai-neo4j-store/README.md b/vector-stores/spring-ai-neo4j-store/README.md
index 4c2ea45ed..52d6c974a 100644
--- a/vector-stores/spring-ai-neo4j-store/README.md
+++ b/vector-stores/spring-ai-neo4j-store/README.md
@@ -1 +1 @@
-[Neo4j Vector Store Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/neo4j.html)
\ No newline at end of file
+[Neo4j Vector Store Documentation](https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/api/vectordbs/neo4j.html)
\ No newline at end of file
diff --git a/vector-stores/spring-ai-pgvector-store/README.md b/vector-stores/spring-ai-pgvector-store/README.md
index 52bb7be01..3f5fc1785 100644
--- a/vector-stores/spring-ai-pgvector-store/README.md
+++ b/vector-stores/spring-ai-pgvector-store/README.md
@@ -1 +1 @@
-[PGvector Vector Store Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/pgvector.html)
\ No newline at end of file
+[PGvector Vector Store Documentation](https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/api/vectordbs/pgvector.html)
\ No newline at end of file
diff --git a/vector-stores/spring-ai-pinecone/README.md b/vector-stores/spring-ai-pinecone/README.md
index 8cfa37640..7fc920f16 100644
--- a/vector-stores/spring-ai-pinecone/README.md
+++ b/vector-stores/spring-ai-pinecone/README.md
@@ -1 +1 @@
-[Pinecone Vector Store Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/pinecone.html)
\ No newline at end of file
+[Pinecone Vector Store Documentation](https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/api/vectordbs/pinecone.html)
\ No newline at end of file
diff --git a/vector-stores/spring-ai-qdrant/README.md b/vector-stores/spring-ai-qdrant/README.md
index ea76c677e..d124cea86 100644
--- a/vector-stores/spring-ai-qdrant/README.md
+++ b/vector-stores/spring-ai-qdrant/README.md
@@ -1,6 +1,6 @@
 # Qdrant Vector Store
 
-[Reference Documentation](https://docs.spring.io/spring-ai/reference/0.8-SNAPSHOT/api/vectordbs/qdrant.html#qdrant-vectorstore-properties)
+[Reference Documentation](https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/api/vectordbs/qdrant.html)
 
 ## Run locally
 
diff --git a/vector-stores/spring-ai-redis/README.md b/vector-stores/spring-ai-redis/README.md
index f4c404575..140206bbd 100644
--- a/vector-stores/spring-ai-redis/README.md
+++ b/vector-stores/spring-ai-redis/README.md
@@ -1 +1 @@
-[Redis Vector Store Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/redis.html)
\ No newline at end of file
+[Redis Vector Store Documentation](https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/api/vectordbs/redis.html)
\ No newline at end of file
diff --git a/vector-stores/spring-ai-weaviate/README.md b/vector-stores/spring-ai-weaviate/README.md
index 093dcbe41..3b5f147c0 100644
--- a/vector-stores/spring-ai-weaviate/README.md
+++ b/vector-stores/spring-ai-weaviate/README.md
@@ -1 +1 @@
-[Weaviate Vector Store Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/weaviate.html)
\ No newline at end of file
+[Weaviate Vector Store Documentation](https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/api/vectordbs/weaviate.html)
\ No newline at end of file