fix(docs): Fixes broken links in certain docs

Author: junaid farooq

src/agent/doc/index.rst

@@ -553,9 +553,9 @@ useful when certain interactions shouldn't be influenced by the memory context::
 .. _`Wikipedia Tool`: https://github.com/symfony/ai/blob/main/examples/openai/toolcall-stream.php
 .. _`YouTube Transcriber Tool`: https://github.com/symfony/ai/blob/main/examples/openai/toolcall.php
 .. _`Store Component`: https://github.com/symfony/ai-store
-.. _`RAG with MongoDB`: https://github.com/symfony/ai/blob/main/examples/store/mongodb-similarity-search.php
-.. _`RAG with Pinecone`: https://github.com/symfony/ai/blob/main/examples/store/pinecone-similarity-search.php
+.. _`RAG with MongoDB`: https://github.com/symfony/ai/blob/main/examples/rag/mongodb.php
+.. _`RAG with Pinecone`: https://github.com/symfony/ai/blob/main/examples/rag/pinecone.php
 .. _`Structured Output with PHP class`: https://github.com/symfony/ai/blob/main/examples/openai/structured-output-math.php
 .. _`Structured Output with array`: https://github.com/symfony/ai/blob/main/examples/openai/structured-output-clock.php
 .. _`Chat with static memory`: https://github.com/symfony/ai/blob/main/examples/memory/static.php
-.. _`Chat with embedding search memory`: https://github.com/symfony/ai/blob/main/memory/mariadb.php
+.. _`Chat with embedding search memory`: https://github.com/symfony/ai/blob/main/examples/memory/mariadb.php

src/store/doc/index.rst

@@ -95,7 +95,7 @@ This leads to a store implementing two methods::
     }
 
 .. _`Retrieval Augmented Generation`: https://de.wikipedia.org/wiki/Retrieval-Augmented_Generation
-.. _`Similarity Search with MariaDB (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/mariadb.php
+.. _`Similarity Search with MariaDB (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/mariadb-gemini.php
 .. _`Similarity Search with MongoDB (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/mongodb.php
 .. _`Similarity Search with Pinecone (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/pinecone.php
 .. _`Similarity Search with Meilisearch (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/meilisearch.php