diff --git a/.gitignore b/.gitignore
index 5bb4e11032..d741788c03 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,6 +13,8 @@ tests/test_orca/images/linux/failed/
 
 doc/python/raw.githubusercontent.com/
 
+docs/
+
 # Don't ignore dataset files
 !*.csv.gz
 !*.geojson.gz
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index ad666ea805..1df3fe6283 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -8,7 +8,7 @@ then explains the technical aspects of preparing your contribution.
 
 ## Code of Conduct
 
-Please note that all contributos are required to abide by our [Code of Conduct](CODE_OF_CONDUCT.md).
+Please note that all contributos are required to abide by our Code of Conduct.
 
 ## Different Ways to Contribute
 
@@ -38,7 +38,7 @@ it is important to understand the structure of the code and the repository.
     These are organized in subdirectories according to what they test:
     see the "Setup" section below for more details.
 
--   Documentation is found in `doc/`, and its structure is described in [its README file](doc/README.md).
+-   Documentation is found in `doc/`, and its structure is described in its README file.
     The documentation is a great place to start contributing,
     since you can add or modify examples without setting up a full environment.
 
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 0000000000..44451b03ba
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,40 @@
+site_name: "Plotly.py Docs"
+docs_dir: pages
+site_dir: docs
+
+plugins:
+  - search
+  - gen-files:
+      scripts:
+        - scripts/gen_ref_pages.py
+  - literate-nav:
+      nav_file: SUMMARY.md
+  - mkdocstrings:
+      handlers:
+        python:
+          options:
+            docstring_style: google
+            show_source: false
+            show_root_heading: true
+            show_root_toc_entry: true
+            merge_init_into_class: true
+
+nav:
+- Home: index.md
+- API Reference: reference/
+- Project:
+  - license.md
+  - conduct.md
+  - contributing.md
+
+theme:
+  name: "material"
+
+markdown_extensions:
+- def_list
+- markdown_include.include:
+    base_path: docs
+- footnotes
+
+exclude_docs: >
+  *~
diff --git a/pages/conduct.md b/pages/conduct.md
new file mode 100644
index 0000000000..14a6a4a839
--- /dev/null
+++ b/pages/conduct.md
@@ -0,0 +1 @@
+{!../CODE_OF_CONDUCT.md!}
diff --git a/pages/contributing.md b/pages/contributing.md
new file mode 100644
index 0000000000..568877b4a4
--- /dev/null
+++ b/pages/contributing.md
@@ -0,0 +1 @@
+{!../CONTRIBUTING.md!}
diff --git a/pages/index.md b/pages/index.md
new file mode 100644
index 0000000000..7d211af264
--- /dev/null
+++ b/pages/index.md
@@ -0,0 +1 @@
+{!../README.md!}
diff --git a/pages/license.md b/pages/license.md
new file mode 100644
index 0000000000..9f03cbeae2
--- /dev/null
+++ b/pages/license.md
@@ -0,0 +1 @@
+{!../LICENSE.txt!}
diff --git a/pyproject.toml b/pyproject.toml
index 49a821cfb2..63ebced857 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -50,7 +50,13 @@ dev_core = [
 dev_build = [
     "plotly[dev_core]",
     "build",
-    "jupyter"
+    "jupyter",
+    "markdown-include",
+    "mkdocs",
+    "mkdocs-material",
+    "mkdocstrings[python]",
+    "mkdocs-gen-files",
+    "mkdocs-literate-nav"
 ]
 dev_optional = [
     "plotly[dev_build]",
diff --git a/scripts/gen_ref_pages.py b/scripts/gen_ref_pages.py
new file mode 100644
index 0000000000..b499afa67f
--- /dev/null
+++ b/scripts/gen_ref_pages.py
@@ -0,0 +1,32 @@
+"""Generate the code reference pages and navigation."""
+
+from pathlib import Path
+import mkdocs_gen_files
+
+nav = mkdocs_gen_files.Nav()
+
+for path in sorted(Path("plotly").rglob("*.py")):
+    module_path = path.relative_to(".").with_suffix("")
+    doc_path = path.relative_to(".").with_suffix(".md")
+    full_doc_path = Path("reference", doc_path)
+
+    parts = tuple(module_path.parts)
+
+    if parts[-1] == "__init__":
+        parts = parts[:-1]
+        doc_path = doc_path.with_name("index.md")
+        full_doc_path = full_doc_path.with_name("index.md")
+    elif parts[-1] == "__main__":
+        continue
+
+    nav[parts] = doc_path.as_posix()
+
+    with mkdocs_gen_files.open(full_doc_path, "w") as fd:
+        ident = ".".join(parts)
+        fd.write(f"# {ident}\n\n")
+        fd.write(f"::: {ident}")
+
+    mkdocs_gen_files.set_edit_path(full_doc_path, path)
+
+with mkdocs_gen_files.open("reference/SUMMARY.md", "w") as nav_file:
+    nav_file.writelines(nav.build_literate_nav())
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
index e882459b0f..0a0027ce78 100644
--- a/uv.lock
+++ b/uv.lock
@@ -246,6 +246,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2", size = 26918, upload-time = "2024-11-30T04:30:10.946Z" },
 ]
 
+[[package]]
+name = "astunparse"
+version = "1.6.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "six", marker = "python_full_version < '3.9'" },
+    { name = "wheel", marker = "python_full_version < '3.9'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f3/af/4182184d3c338792894f34a62672919db7ca008c89abee9b564dd34d8029/astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872", size = 18290, upload-time = "2019-12-22T18:12:13.129Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2b/03/13dde6512ad7b4557eb792fbcf0c653af6076b81e5941d36ec61f7ce6028/astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8", size = 12732, upload-time = "2019-12-22T18:12:11.297Z" },
+]
+
 [[package]]
 name = "async-lru"
 version = "2.0.4"
@@ -325,6 +338,45 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/78/cc/e27fd6493bbce8dbea7e6c1bc861fe3d3bc22c4f7c81f4c3befb8ff5bfaf/backports.zoneinfo-0.2.1-cp38-cp38-win_amd64.whl", hash = "sha256:4a0f800587060bf8880f954dbef70de6c11bbe59c673c3d818921f042f9954a6", size = 38967, upload-time = "2020-06-23T13:51:13.735Z" },
 ]
 
+[[package]]
+name = "backrefs"
+version = "5.7.post1"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version > '3.8' and python_full_version < '3.9' and sys_platform == 'win32'",
+    "python_full_version <= '3.8' and sys_platform == 'win32'",
+    "python_full_version > '3.8' and python_full_version < '3.9' and sys_platform != 'win32'",
+    "python_full_version <= '3.8' and sys_platform != 'win32'",
+]
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+    { url = "https://files.pythonhosted.org/packages/89/72/39ef491caef3abae945f5a5fd72830d3b596bfac0630508629283585e213/backrefs-5.7.post1-py311-none-any.whl", hash = "sha256:712ea7e494c5bf3291156e28954dd96d04dc44681d0e5c030adf2623d5606d51", size = 392234, upload-time = "2024-06-16T18:38:12.283Z" },
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+]
+
+[[package]]
+name = "backrefs"
+version = "5.9"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
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+]
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+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/55/07/f0b3375bf0d06014e9787797e6b7cc02b38ac9ff9726ccfe834d94e9991e/backrefs-5.9-py311-none-any.whl", hash = "sha256:6907635edebbe9b2dc3de3a2befff44d74f30a4562adbb8b36f21252ea19c5cf", size = 392072, upload-time = "2025-06-22T19:34:06.743Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/12/4f345407259dd60a0997107758ba3f221cf89a9b5a0f8ed5b961aef97253/backrefs-5.9-py312-none-any.whl", hash = "sha256:7fdf9771f63e6028d7fee7e0c497c81abda597ea45d6b8f89e8ad76994f5befa", size = 397947, upload-time = "2025-06-22T19:34:08.172Z" },
+    { url = "https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl", hash = "sha256:cc37b19fa219e93ff825ed1fed8879e47b4d89aa7a1884860e2db64ccd7c676b", size = 399843, upload-time = "2025-06-22T19:34:09.68Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/24/b29af34b2c9c41645a9f4ff117bae860291780d73880f449e0b5d948c070/backrefs-5.9-py314-none-any.whl", hash = "sha256:df5e169836cc8acb5e440ebae9aad4bf9d15e226d3bad049cf3f6a5c20cc8dc9", size = 411762, upload-time = "2025-06-22T19:34:11.037Z" },
+    { url = "https://files.pythonhosted.org/packages/41/ff/392bff89415399a979be4a65357a41d92729ae8580a66073d8ec8d810f98/backrefs-5.9-py39-none-any.whl", hash = "sha256:f48ee18f6252b8f5777a22a00a09a85de0ca931658f1dd96d4406a34f3748c60", size = 380265, upload-time = "2025-06-22T19:34:12.405Z" },
+]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.13.4"
@@ -743,7 +795,7 @@ name = "click"
 version = "8.1.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "python_full_version < '3.10' and sys_platform == 'win32'" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b9/2e/0090cbf739cee7d23781ad4b89a9894a41538e4fcf4c31dcdd705b78eb8b/click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a", size = 226593, upload-time = "2024-12-21T18:38:44.339Z" }
 wheels = [
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 ]
 
+[[package]]
+name = "ghp-import"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "python-dateutil" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d9/29/d40217cbe2f6b1359e00c6c307bb3fc876ba74068cbab3dde77f03ca0dc4/ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343", size = 10943, upload-time = "2022-05-02T15:47:16.11Z" }
+wheels = [
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+[[package]]
+name = "griffe"
+version = "1.4.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version > '3.8' and python_full_version < '3.9' and sys_platform == 'win32'",
+    "python_full_version <= '3.8' and sys_platform == 'win32'",
+    "python_full_version > '3.8' and python_full_version < '3.9' and sys_platform != 'win32'",
+    "python_full_version <= '3.8' and sys_platform != 'win32'",
+]
+dependencies = [
+    { name = "astunparse", marker = "python_full_version < '3.9'" },
+    { name = "colorama", marker = "python_full_version < '3.9'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/05/e9/b2c86ad9d69053e497a24ceb25d661094fb321ab4ed39a8b71793dcbae82/griffe-1.4.0.tar.gz", hash = "sha256:8fccc585896d13f1221035d32c50dec65830c87d23f9adb9b1e6f3d63574f7f5", size = 381028, upload-time = "2024-10-11T12:53:54.414Z" }
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+[[package]]
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+version = "1.7.3"
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+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+    "python_full_version == '3.10.*'",
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+]
+dependencies = [
+    { name = "colorama", marker = "python_full_version >= '3.9'" },
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 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -2787,6 +2888,55 @@ wheels = [
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+]
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