diff --git a/README.md b/README.md
index 4e75d85..4cb9740 100644
--- a/README.md
+++ b/README.md
@@ -12,6 +12,8 @@ Give your AI agents a complete understanding of any Python codebase — in secon
 [![Code style: ruff](https://img.shields.io/badge/code%20style-ruff-000000.svg)](https://docs.astral.sh/ruff/)
 [![MCP](https://img.shields.io/badge/MCP-compatible-purple.svg)](https://modelcontextprotocol.io/)
 
+<img src="docs/graph-explorer.png" alt="Pyxus interactive graph explorer — modules, classes, functions and call edges" width="900"/>
+
 </div>
 
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diff --git a/docs/graph-explorer.png b/docs/graph-explorer.png
new file mode 100644
index 0000000..0cce883
Binary files /dev/null and b/docs/graph-explorer.png differ