diff --git a/docs/components/agent.rst b/docs/components/agent.rst
index 57bc0282f..b9f82a62f 100644
--- a/docs/components/agent.rst
+++ b/docs/components/agent.rst
@@ -241,8 +241,8 @@ tools in the same chain - which even enables you to overwrite the pre-existing c
 
     The order of the factories in the ChainFactory matters, as the first factory has the highest priority.
 
-Agent uses Agent 🤯
-~~~~~~~~~~~~~~~~~~
+Agent uses Agent
+~~~~~~~~~~~~~~~~
 
 Similar to third-party tools, an agent can also use an different agent as a tool. This can be useful to encapsulate
 complex logic or to reuse an agent in multiple places or hide sub-agents from the LLM::
diff --git a/docs/components/store.rst b/docs/components/store.rst
index 00cb63ef0..7ceb13683 100644
--- a/docs/components/store.rst
+++ b/docs/components/store.rst
@@ -53,7 +53,7 @@ You can find more advanced usage in combination with an Agent using the store fo
 
 .. note::
 
-    Both `InMemory` and `PSR-6 cache` vector stores will load all the data into the
+    Both ``InMemory`` and ``PSR-6 cache`` vector stores will load all the data into the
     memory of the PHP process. They can be used only the amount of data fits in the
     PHP memory limit, typically for testing.
 
@@ -61,21 +61,21 @@ Supported Stores
 ----------------
 
 * `Azure AI Search`_
-* `Chroma`_ (requires `codewithkyrian/chromadb-php` as additional dependency)
+* `Chroma`_ (requires ``codewithkyrian/chromadb-php`` as additional dependency)
 * `Cloudflare`_
 * `InMemory`_
 * `Manticore`_
-* `MariaDB`_ (requires `ext-pdo`)
+* `MariaDB`_ (requires ``ext-pdo``)
 * `Meilisearch`_
 * `Milvus`_
-* `MongoDB Atlas`_ (requires `mongodb/mongodb` as additional dependency)
+* `MongoDB Atlas`_ (requires ``mongodb/mongodb`` as additional dependency)
 * `Neo4j`_
-* `Pinecone`_ (requires `probots-io/pinecone-php` as additional dependency)
-* `Postgres`_ (requires `ext-pdo`)
+* `Pinecone`_ (requires ``probots-io/pinecone-php`` as additional dependency)
+* `Postgres`_ (requires ``ext-pdo``)
 * `Qdrant`_
 * `Supabase`_ (requires manual database setup)
 * `SurrealDB`_
-* `Symfony Cache`_ (requires `symfony/cache` as additional dependency)
+* `Symfony Cache`_ (requires ``symfony/cache`` as additional dependency)
 * `Typesense`_
 * `Weaviate`_