diff --git a/uv.lock b/uv.lock
index 9767161..bf027f0 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.10, <4.0"
 resolution-markers = [
     "python_full_version >= '3.12'",
@@ -749,6 +749,41 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d5/0c/043d5e551459da400957a1395e0febbf771446ff34291afcbe3d8be2a279/fsspec-2026.4.0-py3-none-any.whl", hash = "sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2", size = 203402, upload-time = "2026-04-29T20:42:36.842Z" },
 ]
 
+[[package]]
+name = "griffe"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "griffecli" },
+    { name = "griffelib" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/00/44/63913c007814cab5ba9d36f25ad40dfc640c2e2931d195bd2d05f774a5d6/griffe-2.1.0.tar.gz", hash = "sha256:c58845df5a364feaabd05ee8c767b97b03e478da8aa18b9923553c812fb0d955", size = 244879, upload-time = "2026-06-19T12:05:41.262Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6b/fb/3c65d392feae6c36dc2b55a14dd8270b7b35a3171c93b71a4d2ee4abf241/griffe-2.1.0-py3-none-any.whl", hash = "sha256:2ccdab17fb9cd76f278d7b5611cfc8f68cbe846d8d48df63dff80b62ecfa6f65", size = 5140, upload-time = "2026-06-19T12:05:39.913Z" },
+]
+
+[[package]]
+name = "griffecli"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama" },
+    { name = "griffelib" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/8e/c6/90f85d47af96300d629b38c25b71aad9467a620cac964a39280e822efc8a/griffecli-2.1.0.tar.gz", hash = "sha256:2ff68dbee9395fdb668b10374c51683392d697b226ac60159798f4add1ee716c", size = 56913, upload-time = "2026-06-19T12:05:43.119Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/80/2f/513232ec1d5f5da182e4ce45a11427e37dd210844a9e2bca451fc9661fb3/griffecli-2.1.0-py3-none-any.whl", hash = "sha256:6e22b1423d562ddc510997b4be1fe89de59e19dcff78831c0f4bfc3b8134a718", size = 9500, upload-time = "2026-06-19T12:05:37.517Z" },
+]
+
+[[package]]
+name = "griffelib"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/33/e4/8d187ea29c2e30b3a09505c567513077d6117861bde1fbd997a167f262ec/griffelib-2.1.0.tar.gz", hash = "sha256:762a186d2c6fd6794d4ea20d428d597ffb857cb56b66421651cbba15bdd5e813", size = 216234, upload-time = "2026-06-19T12:05:42.278Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e4/d3/5268aeabf2ad82658c4e2ff3a060648d0f02f3926cb53247c0e4d0dab49e/griffelib-2.1.0-py3-none-any.whl", hash = "sha256:cc7b3d2d2865ad0b909fcc38086e3f554b5ea7acbaa7bbb7ecaa3f5dfb7d9f00", size = 142560, upload-time = "2026-06-19T12:05:38.742Z" },
+]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -1214,14 +1249,14 @@ wheels = [
 
 [[package]]
 name = "mistune"
-version = "3.2.0"
+version = "3.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/9d/55/d01f0c4b45ade6536c51170b9043db8b2ec6ddf4a35c7ea3f5f559ac935b/mistune-3.2.0.tar.gz", hash = "sha256:708487c8a8cdd99c9d90eb3ed4c3ed961246ff78ac82f03418f5183ab70e398a", size = 95467, upload-time = "2025-12-23T11:36:34.994Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/84/9c/1939635275ec7258e2b43b00dafabc36d89ad11aa7838d375dc1b0e561cb/mistune-3.3.0.tar.gz", hash = "sha256:3074ec4c61b384abe725128e4dcbb483f5a09cc4632012505cdee655d3a113b9", size = 110936, upload-time = "2026-06-21T13:11:39.458Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/b7/76/b90f9d48d43fbd80a79a20d3eab2e5109859c7a56dc663b23187385898f3/mistune-3.3.0-py3-none-any.whl", hash = "sha256:a758e578acda49d8195f9a860b132dae2cf7bf409381393b1c4e6e489a65397b", size = 61250, upload-time = "2026-06-21T13:11:37.938Z" },
 ]
 
 [[package]]
@@ -1941,6 +1976,9 @@ dependencies = [
 ]
 
 [package.optional-dependencies]
+docs = [
+    { name = "griffe" },
+]
 mcp = [
     { name = "fastmcp" },
     { name = "mcp" },
@@ -1968,6 +2006,7 @@ requires-dist = [
     { name = "deprecation", specifier = ">=2.1.0,<3.0.0" },
     { name = "fastmcp", marker = "extra == 'mcp'", specifier = ">=2.14.5,<3.0.0" },
     { name = "fsspec", specifier = ">=2026.4.0" },
+    { name = "griffe", marker = "extra == 'docs'", specifier = ">=2.0.0,<3.0.0" },
     { name = "httpx", specifier = ">=0.28.0,<0.30.0" },
     { name = "mcp", marker = "extra == 'mcp'", specifier = ">=1.26.0,<2.0.0" },
     { name = "nbconvert", marker = "extra == 'mcp'", specifier = ">=7.17.0,<8.0.0" },
@@ -1990,7 +2029,7 @@ requires-dist = [
     { name = "typing-extensions", specifier = ">=4.14.1,<5.0.0" },
     { name = "wheel", marker = "extra == 'tests'", specifier = ">=0.43.0,<0.44.0" },
 ]
-provides-extras = ["tests", "mcp"]
+provides-extras = ["tests", "docs", "mcp"]
 
 [[package]]
 name = "pydocket"