[docs] OSS Features , Overview , Brushup (#3676)

docs/open-source/overview.mdx

@@ -1,8 +1,7 @@
 ---
 title: "Overview"
-icon: "code-branch"
-iconType: "solid"
 description: "Self-host Mem0 with full control over your infrastructure and data"
+icon: "house"
 ---
 
 # Mem0 Open Source Overview
@@ -27,31 +26,31 @@ Mem0 Open Source delivers the same adaptive memory engine as the platform, but p
 
 <CardGroup cols={2}>
   <Card title="Python Quickstart" icon="python" href="/open-source/python-quickstart">
-    Bootstrap the CLI, run dockerized dependencies, and verify the add/search loop.
+    Bootstrap CLI and verify add/search loop.
   </Card>
   <Card title="Node.js Quickstart" icon="node" href="/open-source/node-quickstart">
-    Install the TypeScript SDK, wire environment variables, and run the starter script.
+    Install TypeScript SDK and run starter script.
   </Card>
 </CardGroup>
 
 <CardGroup cols={3}>
   <Card title="Configure Components" icon="sliders" href="/open-source/configuration">
-    Choose your LLM, embedder, vector store, and reranker with YAML or code.
+    LLM, embedder, vector store, reranker setup.
   </Card>
   <Card title="Graph Memory Capability" icon="network-wired" href="/open-source/features/graph-memory">
-    Add relationship-aware recall across providers like Neo4j, Memgraph, or Kùzu.
+    Relationship-aware recall with Neo4j, Memgraph.
   </Card>
   <Card title="Tune Retrieval & Rerankers" icon="sparkles" href="/open-source/features/reranker-search">
-    Optimize search quality with hybrid retrieval and reranker depth controls.
+    Hybrid retrieval and reranker controls.
   </Card>
 </CardGroup>
 
 <CardGroup cols={2}>
   <Card title="Deploy with Docker Compose" icon="server" href="/cookbooks/companions/local-companion-ollama">
-    Follow the reference deployment to persist memories and expose REST endpoints.
+    Reference deployment with REST endpoints.
   </Card>
   <Card title="Use the REST API" icon="code" href="/open-source/features/rest-api">
-    Call the REST endpoints for async add/search flows and project automation.
+    Async add/search flows and automation.
   </Card>
 </CardGroup>