diff --git a/uv.lock b/uv.lock
index 652c52c..2e30d3d 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1959,11 +1959,11 @@ wheels = [
 
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.15"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f1/70/7703c29685631f5a7590aa73f1f1d3fa9a380e654b86af429e0934a32f7d/idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9", size = 190490, upload-time = "2024-09-15T18:07:39.745Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442, upload-time = "2024-09-15T18:07:37.964Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/23/408243171aa9aaba178d3e2559159c24c1171a641aa83b67bdd3394ead8e/idna-3.15-py3-none-any.whl", hash = "sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8", size = 72340, upload-time = "2026-05-12T22:45:55.733Z" },
 ]
 
 [[package]]
@@ -3577,7 +3577,10 @@ dependencies = [
     { name = "ipdb" },
     { name = "jinja2" },
     { name = "killport" },
+    { name = "mcp" },
+    { name = "pillow" },
     { name = "pip" },
+    { name = "playwright" },
     { name = "pyserini" },
     { name = "pytest" },
     { name = "python-fasthtml" },
@@ -3622,8 +3625,11 @@ requires-dist = [
     { name = "jupyter", marker = "extra == 'dev'", specifier = ">=1.1.1" },
     { name = "kaleido", marker = "extra == 'dev'", specifier = ">=1.2.0" },
     { name = "killport", specifier = ">=1.2.0" },
+    { name = "mcp", specifier = ">=1.9.0" },
     { name = "mkdocs-shadcn", marker = "extra == 'dev'", git = "https://github.com/asiffer/mkdocs-shadcn?rev=30-search-indexing-broken" },
+    { name = "pillow", specifier = ">=11" },
     { name = "pip" },
+    { name = "playwright", specifier = ">=1.44" },
     { name = "plotly", marker = "extra == 'dev'", specifier = ">=6.4.0" },
     { name = "pymdown-extensions", marker = "extra == 'dev'", specifier = ">=10.16.1" },
     { name = "pyserini", specifier = "==0.44.0" },