diff --git a/pyproject.toml b/pyproject.toml
index 6e844cc..1c249b1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,7 @@ dependencies = [
     "pip",
     "pyserini==0.44.0",
     "python-fasthtml>=0.12.14",
-    "python-multipart>=0.0.20",
+    "python-multipart>=0.0.27",
     "spacy==3.8.5",
     "thefuzz==0.22.1",
     "submitit>=1.5.2",
diff --git a/uv.lock b/uv.lock
index 652c52c..f35e443 100644
--- a/uv.lock
+++ b/uv.lock
@@ -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" },
@@ -3622,15 +3625,18 @@ 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" },
     { name = "pytest", specifier = ">=7.3.2" },
     { name = "pytest-icdiff", marker = "extra == 'dev'", specifier = ">=0.9" },
     { name = "python-fasthtml", specifier = ">=0.12.14" },
-    { name = "python-multipart", specifier = ">=0.0.20" },
+    { name = "python-multipart", specifier = ">=0.0.27" },
     { name = "spacy", specifier = "==3.8.5" },
     { name = "submitit", specifier = ">=1.5.2" },
     { name = "thefuzz", specifier = "==0.22.1" },
@@ -4602,11 +4608,11 @@ wheels = [
 
 [[package]]
 name = "python-multipart"
-version = "0.0.20"
+version = "0.0.27"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f3/87/f44d7c9f274c7ee665a29b885ec97089ec5dc034c7f3fafa03da9e39a09e/python_multipart-0.0.20.tar.gz", hash = "sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13", size = 37158, upload-time = "2024-12-16T19:45:46.972Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/69/9b/f23807317a113dc36e74e75eb265a02dd1a4d9082abc3c1064acd22997c4/python_multipart-0.0.27.tar.gz", hash = "sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602", size = 44043, upload-time = "2026-04-27T10:51:26.649Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/45/58/38b5afbc1a800eeea951b9285d3912613f2603bdf897a4ab0f4bd7f405fc/python_multipart-0.0.20-py3-none-any.whl", hash = "sha256:8a62d3a8335e06589fe01f2a3e178cdcc632f3fbe0d492ad9ee0ec35aab1f104", size = 24546, upload-time = "2024-12-16T19:45:44.423Z" },
+    { url = "https://files.pythonhosted.org/packages/99/78/4126abcbdbd3c559d43e0db7f7b9173fc6befe45d39a2856cc0b8ec2a5a6/python_multipart-0.0.27-py3-none-any.whl", hash = "sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645", size = 29254, upload-time = "2026-04-27T10:51:24.997Z" },
 ]
 
 [[package]]