diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 7d541f2222..9716d4c9d9 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -74,6 +74,18 @@ jobs:
 
       - name: Build documentation
         if: env.PUBLISH == 'true'
+        env:
+          # This tree is published to the bucket root, not nested under
+          # libtmux.org's shell, so the shell's chrome and site-wide search
+          # are not reachable from here. Keep Furo's own search page and load
+          # no chrome. See the note in docs/conf.py.
+          #
+          # Delete this when the sync below moves under libtmux.org, to a
+          # per-port prefix. Left behind, the build publishes nested and
+          # still unskinned — no chrome, and Furo's search where the site's
+          # own belongs — which reads as the shell having failed rather than
+          # as a stale flag. tests/test_docs_conf.py covers both shapes.
+          LIBTMUX_DOCS_STANDALONE: '1'
         run: |
           cd docs && just html
 
diff --git a/CHANGES b/CHANGES
index 7a691b0cc9..b14249da01 100644
--- a/CHANGES
+++ b/CHANGES
@@ -47,6 +47,13 @@ _Notes on the upcoming release will go here._
 
 ### Documentation
 
+#### libtmux.org chrome and site-wide search (#755)
+
+Documentation pages carry libtmux.org's header, footer, and version switcher,
+and take their colors from the site's shared design tokens. Sphinx's own
+search page redirects to the site-wide search, which covers every libtmux
+port. Pages render as stock Furo when the shared stylesheet is unreachable.
+
 #### Cleaner `from_env` examples (#719)
 
 The rendered examples for {meth}`Pane.from_env() <libtmux.Pane.from_env>` and
@@ -59,6 +66,13 @@ it.
 
 ### Development
 
+#### Docs toolchain on gp-sphinx 0.1.0a38 (#755)
+
+`gp-sphinx` and its sibling extensions move to 0.1.0a38. `sphinx-gp-llms`
+resolves from a pinned upstream commit until a release carries its fix:
+`genindex`, `py-modindex`, and `search` no longer link a `.md` twin that was
+never written.
+
 #### CI actions updated to current majors
 
 Workflow actions moved to their current major releases: `actions/checkout` v7,
diff --git a/docs/_static/libtmux-org.css b/docs/_static/libtmux-org.css
new file mode 100644
index 0000000000..986241853f
--- /dev/null
+++ b/docs/_static/libtmux-org.css
@@ -0,0 +1,131 @@
+/*
+ * libtmux.org design-token adapter for Furo.
+ *
+ * tokens.css defines ~25 semantic --lt-* names and restyles nothing by
+ * itself. This is the other half: the table mapping each onto Furo's own
+ * --color-* contract. Without it a page carries those variables unused in
+ * the cascade and still paints Furo's stock blue.
+ *
+ * Import, never copy. The values stay live at the CDN, so a chrome-color
+ * fix reaches an already-published build without a rebuild here. Only the
+ * mapping is fixed at build time, and it moves only when Furo's own
+ * variable contract does.
+ *
+ * Every var(--lt-*) carries Furo's own stock value as its fallback, and
+ * that is load-bearing rather than decoration. tokens.css is fetched
+ * cross-origin, so it can 404 — a local preview, a PR preview, any deploy
+ * before DNS resolves. Per the custom-properties spec, a var() naming an
+ * undefined property with no fallback resolves to the guaranteed-invalid
+ * value, so --color-background-primary would compute to `unset` rather
+ * than white: transparent backgrounds and UA-default text, worse than the
+ * unskinned page this file exists to fix. The fallbacks are Furo's own
+ * colors, not libtmux's, so a failed fetch degrades to plain Furo instead
+ * of vendoring the palette. They track gp-furo-tokens, the package Furo's
+ * light and dark defaults are generated from.
+ *
+ * Scope and order: Furo reads its --color-* tokens at `body` and
+ * `body[data-theme="dark"]`. This file matches that scope and specificity
+ * exactly and is listed last in html_css_files (docs/conf.py), so it loads
+ * after furo-tw.css and wins at equal specificity.
+ *
+ * Background on the theme chain and the rejected vendoring alternative is
+ * in the libtmux.org docs-site repository, under notes/research/.
+ */
+@import url('https://libtmux.org/_shell/tokens.css');
+
+body {
+  --color-background-primary: var(--lt-color-bg, white);
+  --color-background-secondary: var(--lt-color-bg-secondary, #f8f9fb);
+  --color-background-hover: var(--lt-color-bg-hover, #efeff4);
+
+  --color-foreground-primary: var(--lt-color-fg, black);
+  --color-foreground-secondary: var(--lt-color-fg-secondary, #5a5c63);
+  --color-foreground-muted: var(--lt-color-fg-muted, #6b6f76);
+
+  --color-background-border: var(--lt-color-border, #eeebee);
+
+  --color-brand-primary: var(--lt-color-accent, #0a4bff);
+  --color-brand-content: var(--lt-color-link, #2757dd);
+  --color-brand-visited: var(--lt-color-link-visited, #872ee0);
+
+  --color-inline-code-background: var(--lt-color-code-bg, #f8f9fb);
+  --color-highlighted-background: var(--lt-color-highlighted-bg, #ddeeff);
+
+  --color-api-added: var(--lt-color-added, #21632c);
+  --color-api-removed: var(--lt-color-removed, #b30000);
+  --color-api-changed: var(--lt-color-changed, #046172);
+  --color-api-deprecated: var(--lt-color-deprecated, #605706);
+
+  /* Furo's own stock admonition colors diverge per kind even though this
+     adapter collapses them onto four shared --lt-* accents; the fallback
+     restores each kind's own stock value, not the collapsed one, since a
+     degrade should look like unmodified Furo, not a half-applied palette. */
+  --color-admonition-title--danger: var(--lt-color-danger, #ff5252);
+  --color-admonition-title--error: var(--lt-color-danger, #ff5252);
+  --color-admonition-title--attention: var(--lt-color-danger, #ff5252);
+  --color-admonition-title--warning: var(--lt-color-warning, #ff9100);
+  --color-admonition-title--caution: var(--lt-color-warning, #ff9100);
+  --color-admonition-title--note: var(--lt-color-info, #00b0ff);
+  --color-admonition-title--seealso: var(--lt-color-info, #448aff);
+  --color-admonition-title--hint: var(--lt-color-success, #00c852);
+  --color-admonition-title--tip: var(--lt-color-success, #00c852);
+
+  --font-stack:
+    var(--lt-font-sans, -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial,
+      sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji');
+  --font-stack--monospace:
+    var(--lt-font-mono, 'SFMono-Regular', Menlo, Consolas, Monaco, 'Liberation Mono',
+      'Lucida Console', monospace);
+}
+
+@media not print {
+  body[data-theme='dark'] {
+    --color-background-primary: var(--lt-color-bg, #131416);
+    --color-background-secondary: var(--lt-color-bg-secondary, #1a1c1e);
+    --color-background-hover: var(--lt-color-bg-hover, #1e2124);
+
+    --color-foreground-primary: var(--lt-color-fg, #cfd0d0);
+    --color-foreground-secondary: var(--lt-color-fg-secondary, #9ca0a5);
+    --color-foreground-muted: var(--lt-color-fg-muted, #81868d);
+
+    --color-background-border: var(--lt-color-border, #303335);
+
+    --color-brand-primary: var(--lt-color-accent, #3d94ff);
+    --color-brand-content: var(--lt-color-link, #5ca5ff);
+    --color-brand-visited: var(--lt-color-link-visited, #b27aeb);
+
+    --color-inline-code-background: var(--lt-color-code-bg, #1a1c1e);
+    --color-highlighted-background: var(--lt-color-highlighted-bg, #083563);
+
+    --color-api-added: var(--lt-color-added, #3db854);
+    --color-api-removed: var(--lt-color-removed, #ff7575);
+    --color-api-changed: var(--lt-color-changed, #09b0ce);
+    --color-api-deprecated: var(--lt-color-deprecated, #b1a10b);
+  }
+
+  @media (prefers-color-scheme: dark) {
+    body:not([data-theme='light']) {
+      --color-background-primary: var(--lt-color-bg, #131416);
+      --color-background-secondary: var(--lt-color-bg-secondary, #1a1c1e);
+      --color-background-hover: var(--lt-color-bg-hover, #1e2124);
+
+      --color-foreground-primary: var(--lt-color-fg, #cfd0d0);
+      --color-foreground-secondary: var(--lt-color-fg-secondary, #9ca0a5);
+      --color-foreground-muted: var(--lt-color-fg-muted, #81868d);
+
+      --color-background-border: var(--lt-color-border, #303335);
+
+      --color-brand-primary: var(--lt-color-accent, #3d94ff);
+      --color-brand-content: var(--lt-color-link, #5ca5ff);
+      --color-brand-visited: var(--lt-color-link-visited, #b27aeb);
+
+      --color-inline-code-background: var(--lt-color-code-bg, #1a1c1e);
+      --color-highlighted-background: var(--lt-color-highlighted-bg, #083563);
+
+      --color-api-added: var(--lt-color-added, #3db854);
+      --color-api-removed: var(--lt-color-removed, #ff7575);
+      --color-api-changed: var(--lt-color-changed, #09b0ce);
+      --color-api-deprecated: var(--lt-color-deprecated, #b1a10b);
+    }
+  }
+}
diff --git a/docs/_templates_shell/search.html b/docs/_templates_shell/search.html
new file mode 100644
index 0000000000..57dce101a2
--- /dev/null
+++ b/docs/_templates_shell/search.html
@@ -0,0 +1,41 @@
+{#
+  Replaces Sphinx's built-in search page (always rendered from a template
+  named "search.html") with a redirect to the shell's Pagefind search, which
+  covers every libtmux port. Furo's own search UI needs a client-side index
+  this build does not emit at that path.
+
+  Loaded only when docs/conf.py turns the shell integration on; the
+  standalone deploy keeps Sphinx's own search page. See conf.py.
+
+  No {% extends %} — this replaces the page outright rather than filling one
+  of layout.html's blocks. The wording matches the rediraffe stubs in this
+  tree (redirects.txt) so the site audit's redirect check, which matches "You
+  should have been redirected", skips it instead of flagging an empty page.
+
+  The redirect is guarded rather than a bare <meta refresh>: this build is
+  served nested under the shell (/py/<version>/api/search/), but the same
+  tree can be served at a root, where the page's own path *is* /search/ and
+  an unguarded refresh would reload itself forever.
+#}
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8" />
+    <title>{{ _('Search') }}</title>
+    <meta name="robots" content="noindex" />
+    <script>
+      (function () {
+        var here = window.location.pathname.replace(/\/+$/, '/');
+        if (here !== '/search/') {
+          window.location.replace('/search/');
+        }
+      })();
+    </script>
+  </head>
+  <body>
+    <p>You should have been redirected to the site-wide search.</p>
+    <p>
+      <a href="https://libtmux.org/search/">If not, click here to continue.</a>
+    </p>
+  </body>
+</html>
diff --git a/docs/conf.py b/docs/conf.py
index 379d0b3c6e..611605fcef 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -2,6 +2,7 @@
 
 from __future__ import annotations
 
+import os
 import pathlib
 import sys
 
@@ -21,6 +22,21 @@
 with (project_src / "libtmux" / "__about__.py").open() as fp:
     exec(fp.read(), about)
 
+# The shell integration — libtmux.org's chrome and its site-wide search — is
+# correct only where this build is served *under* the assembled site, at
+# /py/<version>/api/. Two consumers do that: libtmux.org's assembler and a
+# local preview of it. A third does not: .github/workflows/docs.yml publishes
+# this same tree to the bucket behind libtmux.git-pull.com, at the root, where
+# /_shell/shell.js is nothing and /search/ is this build's own search page.
+#
+# So the integration is on by default, for the two that nest it, and that
+# workflow sets LIBTMUX_DOCS_STANDALONE=1 to opt out. Standalone keeps Furo's
+# own search page and loads no chrome, which is what that host serves today.
+#
+# The design-token adapter stays on in both: it degrades to stock Furo by
+# itself when the shared stylesheet is unreachable (see its own header).
+shell_integration = os.environ.get("LIBTMUX_DOCS_STANDALONE", "") != "1"
+
 conf = merge_sphinx_config(
     project=about["__title__"],
     version=about["__version__"],
@@ -48,8 +64,25 @@
             " throughout 2026."
         ),
     },
+    # _templates_shell holds only the search override, kept out of _templates
+    # so dropping it from this list is all it takes to fall back to Furo's own
+    # search page. Sphinx searches the list in order, and the value gp_sphinx
+    # would otherwise supply on its own is spelled out here so a change to its
+    # default cannot silently drop either directory.
+    templates_path=(
+        ["_templates_shell", "_templates"] if shell_integration else ["_templates"]
+    ),
     html_favicon="_static/favicon.ico",
-    html_css_files=["css/custom.css"],
+    # libtmux-org.css maps the site's shared --lt-* design tokens onto Furo's
+    # own --color-* contract (see the file's own header) and must load after
+    # css/custom.css so its overrides win.
+    html_css_files=["css/custom.css", "libtmux-org.css"],
+    # shell.js injects the header, footer and version switcher. Referenced,
+    # never copied, so a chrome fix reaches an already-published build without
+    # a rebuild here.
+    html_js_files=(
+        [("/_shell/shell.js", {"defer": "defer"})] if shell_integration else []
+    ),
     html_extra_path=["manifest.json"],
     rediraffe_redirects="redirects.txt",
     # AGENTS.md (+ its CLAUDE.md symlink) is agent guidance, not a site
diff --git a/pyproject.toml b/pyproject.toml
index 21d658f2b3..ac454fe7f2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -52,9 +52,12 @@ Changes = "https://github.com/tmux-python/libtmux/blob/master/CHANGES"
 [dependency-groups]
 dev = [
   # Docs (via gp-sphinx)
-  "gp-sphinx==0.1.0a37",
-  "sphinx-autodoc-api-style==0.1.0a37",
-  "sphinx-autodoc-pytest-fixtures==0.1.0a37",
+  "gp-sphinx==0.1.0a38",
+  # Declared directly so the source override below can redirect it; an
+  # override does not reach a dependency arriving transitively via gp-sphinx.
+  "sphinx-gp-llms",
+  "sphinx-autodoc-api-style==0.1.0a38",
+  "sphinx-autodoc-pytest-fixtures==0.1.0a38",
   "sphinx-autobuild",
   "types-docutils",
   # Testing
@@ -75,9 +78,10 @@ dev = [
 ]
 
 docs = [
-  "gp-sphinx==0.1.0a37",
-  "sphinx-autodoc-api-style==0.1.0a37",
-  "sphinx-autodoc-pytest-fixtures==0.1.0a37",
+  "gp-sphinx==0.1.0a38",
+  "sphinx-gp-llms",
+  "sphinx-autodoc-api-style==0.1.0a38",
+  "sphinx-autodoc-pytest-fixtures==0.1.0a38",
   "sphinx-autobuild",
 ]
 testing = [
@@ -288,3 +292,24 @@ testpaths = [
 markers = [
   "integration: sphinx integration tests (require full sphinx build)",
 ]
+
+[tool.uv.sources]
+# sphinx-gp-llms from upstream `main`, for one fix libtmux.org needs.
+#
+# The extension links a `.md` twin beside every page, including `genindex`,
+# `py-modindex` and `search`, which have no twin — dead links in the assembled
+# site. The link is rendered from a theme template rather than resolved as a
+# reference, so a `-W` build stays green and Sphinx never reports it.
+#
+# `git-pull/gp-sphinx@3b0bdc15` carries the fix and reports version 0.1.0a38,
+# the same version pinned above, so no dependency override is needed. The
+# commit is public and cloned over HTTPS: no credentials, and CI resolves it
+# anonymously.
+#
+# Delete this block once a release carries the fix; the `==0.1.0a38` pins
+# above then become a plain version bump and nothing else changes.
+#
+# Only this sub-package is redirected, not the `gp-sphinx` meta-package:
+# pinning the whole thing makes uv resolve its siblings from git too, and
+# those are already on PyPI at the version pinned above.
+sphinx-gp-llms = { git = "https://github.com/git-pull/gp-sphinx.git", rev = "3b0bdc15e30121bf346ccd046e66f5a049fd60a2", subdirectory = "packages/sphinx-gp-llms" }
diff --git a/tests/test_docs_conf.py b/tests/test_docs_conf.py
new file mode 100644
index 0000000000..2523281cb3
--- /dev/null
+++ b/tests/test_docs_conf.py
@@ -0,0 +1,99 @@
+"""Tests for the docs build's shell integration.
+
+``docs/conf.py`` serves two deployment shapes. libtmux.org's assembler nests
+this tree under ``/py/<version>/api/``, where the site's chrome and its
+site-wide search sit at the root and root-relative paths reach them.
+``.github/workflows/docs.yml`` publishes the same tree to a bucket root,
+where ``/_shell/`` holds nothing and ``/search/`` is this build's own search
+page — so the integration must be off there, or that host loses its search
+to a page that redirects to itself.
+"""
+
+from __future__ import annotations
+
+import json
+import os
+import pathlib
+import subprocess
+import sys
+import typing as t
+
+import pytest
+
+DOCS = pathlib.Path(__file__).parent.parent / "docs"
+STANDALONE = "LIBTMUX_DOCS_STANDALONE"
+
+#: Read the config the way Sphinx does — by executing it — rather than
+#: importing, which would leave ``docs`` on ``sys.path`` for later tests.
+#: The path must be absolute: ``conf.py`` locates the project from its own
+#: ``__file__``, and a relative one puts the root at ``docs/``.
+_DUMP = (
+    "import json, runpy, sys;"
+    "g = runpy.run_path(sys.argv[1]);"
+    "print(json.dumps({k: g[k] for k in ('templates_path', 'html_js_files')}))"
+)
+
+
+def _conf(standalone: str | None) -> dict[str, t.Any]:
+    """Return ``docs/conf.py``'s resolved values under one env setting."""
+    env = os.environ.copy()
+    env.pop(STANDALONE, None)
+    if standalone is not None:
+        env[STANDALONE] = standalone
+    proc = subprocess.run(
+        [sys.executable, "-c", _DUMP, str(DOCS / "conf.py")],
+        cwd=DOCS,
+        env=env,
+        capture_output=True,
+        text=True,
+        check=True,
+    )
+    parsed: dict[str, t.Any] = json.loads(proc.stdout)
+    return parsed
+
+
+def _js_paths(conf: dict[str, t.Any]) -> list[str]:
+    """Flatten ``html_js_files``, whose entries are paths or (path, attrs)."""
+    entries: list[t.Any] = conf["html_js_files"]
+    return [str(e[0]) if isinstance(e, list) else str(e) for e in entries]
+
+
+@pytest.mark.parametrize("standalone", [None, "", "0"])
+def test_shell_integration_is_on_by_default(standalone: str | None) -> None:
+    """Anything but ``1`` nests the build: chrome and the search override."""
+    conf = _conf(standalone)
+    assert "_templates_shell" in conf["templates_path"]
+    assert "/_shell/shell.js" in _js_paths(conf)
+
+
+def test_standalone_keeps_sphinx_search_and_loads_no_chrome() -> None:
+    """``LIBTMUX_DOCS_STANDALONE=1`` is the bucket-root deploy.
+
+    Dropping ``_templates_shell`` restores Furo's own search page, and no
+    chrome is requested from a ``/_shell/`` that is not there.
+    """
+    conf = _conf("1")
+    assert conf["templates_path"] == ["_templates"]
+    assert _js_paths(conf) == []
+
+
+def test_search_override_lives_outside_the_shared_templates_dir() -> None:
+    """The gate drops the override by dropping one directory.
+
+    ``_templates`` holds templates gp_sphinx expects on every build, so the
+    search override cannot live there or standalone would inherit it.
+    """
+    assert (DOCS / "_templates_shell" / "search.html").is_file()
+    assert not (DOCS / "_templates" / "search.html").exists()
+
+
+def test_search_redirect_cannot_target_itself() -> None:
+    """The redirect is guarded on the page's own path.
+
+    Served at a root the stub *is* ``/search/``, and a bare ``<meta
+    refresh>`` there reloads the page for ever.
+    """
+    stub = (DOCS / "_templates_shell" / "search.html").read_text()
+    assert "http-equiv" not in stub
+    assert "window.location.pathname" in stub
+    assert "if (here !== '/search/')" in stub
diff --git a/uv.lock b/uv.lock
index eafad24091..224a45c35f 100644
--- a/uv.lock
+++ b/uv.lock
@@ -522,7 +522,7 @@ wheels = [
 
 [[package]]
 name = "gp-furo-theme"
-version = "0.1.0a37"
+version = "0.1.0a38"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "accessible-pygments" },
@@ -532,9 +532,9 @@ dependencies = [
     { name = "sphinx", version = "8.2.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "sphinx-basic-ng" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/40/80/94765d195ad569993be6242e257359cfe363424342153a04e97de1ec7e7d/gp_furo_theme-0.1.0a37.tar.gz", hash = "sha256:647484cc6559ff178737b95ae43747d5b1c17aabd54dbc749b985e713640d0e0", size = 34311, upload-time = "2026-07-27T01:16:51.046Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cf/46/851013714eae29f91ada1f3106426ea5bc6d5652ce008d17519708b6cb67/gp_furo_theme-0.1.0a38.tar.gz", hash = "sha256:8e2bd1c698eb43b3938862ef3bdae34a5455d35ce59c1024d4b13ecc839a4b60", size = 34335, upload-time = "2026-08-30T14:08:14.426Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/93/0d/3c26e02ed68e3fe46342964db53ebc1ed4631cc5000785e9802fbc68a4d2/gp_furo_theme-0.1.0a37-py3-none-any.whl", hash = "sha256:4d24d097aab626979c843ba73021286dc36b44ae56981451e32bcdf262e80713", size = 43661, upload-time = "2026-07-27T01:16:26.069Z" },
+    { url = "https://files.pythonhosted.org/packages/03/41/a0ac760f2d48de3907d743027d3fc5ee485c60c7633d339ea5818ea84ecd/gp_furo_theme-0.1.0a38-py3-none-any.whl", hash = "sha256:1086ba262dab3f748c10a96787d72628218c8df9390ef280d74e5c04b142da05", size = 43690, upload-time = "2026-08-30T14:07:52.466Z" },
 ]
 
 [[package]]
@@ -553,7 +553,7 @@ wheels = [
 
 [[package]]
 name = "gp-sphinx"
-version = "0.1.0a37"
+version = "0.1.0a38"
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