diff --git a/CHANGELOG.md b/CHANGELOG.md
index a24df73e936..726db080551 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -28,6 +28,15 @@ aggregate instead: an italic *Catalog* line at the end of the version section an
 
 ### Fixed
 
+- **Implementation pages no longer share one meta description per spec** — the SEO
+  proxy reused the spec description verbatim as the `<meta name="description">` and OG
+  description of every implementation page, so up to 15 library pages and their hub
+  carried an identical snippet; 4,254 plot pages had about 334 distinct descriptions,
+  which Bing Webmaster Tools flagged as "too many pages with identical meta descriptions".
+  The snippet now opens with the page's identity, `{title} in {library} ({language}):
+  {description}`, trimmed to 155 characters as before, so a searcher who typed the
+  library name sees it in the result. The hub keeps the plain description; body copy
+  and JSON-LD are unchanged. (#11203)
 - **Infrastructure failures no longer spend a pair's generation budget** — the
   3-attempt cap in `impl-generate.yml` counted every failed run alike, so the Claude
   outage of 2026-09-02 (03:15–03:45 UTC, every run ending in `is_error:true` with an
diff --git a/api/routers/seo.py b/api/routers/seo.py
index 6b16d31fd5e..853955c0460 100644
--- a/api/routers/seo.py
+++ b/api/routers/seo.py
@@ -692,7 +692,15 @@ def _build_impl_html(spec, impl, code: str | None, image: str) -> str:
     title_esc = html.escape(spec.title)
     lib_name_esc = html.escape(lib_name)
     desc_esc = html.escape(spec.description or DEFAULT_DESCRIPTION)
-    meta_desc_esc = html.escape(_meta_description(spec.description or DEFAULT_DESCRIPTION))
+    # The meta/OG description names the library first. Reusing the spec
+    # description verbatim gave every implementation page of a spec (up to 15)
+    # and its hub the same snippet — Bing Webmaster Tools flagged the catalogue
+    # for "too many pages with identical meta descriptions" (2026-09-02), and a
+    # searcher who typed "matplotlib funnel chart" saw nothing about matplotlib
+    # in the result. The visible body and the JSON-LD keep the plain text.
+    meta_desc_esc = html.escape(
+        _meta_description(f"{spec.title} in {lib_name} ({lang_name}): {spec.description or DEFAULT_DESCRIPTION}")
+    )
     image_esc = html.escape(image, quote=True)
     hub_url = f"https://anyplot.ai/{spec.id}"
     page_url = f"{hub_url}/{language_id}/{impl.library_id}"
diff --git a/docs/reference/seo.md b/docs/reference/seo.md
index 51ae5f04b4a..826efd3e53e 100644
--- a/docs/reference/seo.md
+++ b/docs/reference/seo.md
@@ -248,6 +248,14 @@ Display names (Matplotlib, Makie.jl, Apache ECharts, …) are derived from
 `core/constants.py` (`LANGUAGES_METADATA` / `LIBRARIES_METADATA`) — never
 hand-maintained in the router.
 
+The meta/OG description is trimmed to 155 characters (`_meta_description()`).
+On an implementation page it starts with the page's own identity,
+`{title} in {library} ({language}): {spec description}`, so the up to 15
+library pages of a spec and its hub no longer share one snippet — Bing
+Webmaster Tools flagged that duplication in 2026-09 — and a searcher who
+typed the library name sees it in the result. The hub keeps the plain spec
+description; body copy and JSON-LD carry the full text on both.
+
 ## What a crawler sees of the plot
 
 Two different images exist per implementation, and the bot page carries both,
diff --git a/tests/unit/api/test_seo_helpers.py b/tests/unit/api/test_seo_helpers.py
index 494937a599e..138a443a8ce 100644
--- a/tests/unit/api/test_seo_helpers.py
+++ b/tests/unit/api/test_seo_helpers.py
@@ -4,6 +4,7 @@
 Directly tests the pure helper functions in api/routers/seo.py.
 """
 
+import html
 import json
 import re
 from datetime import datetime
@@ -437,6 +438,24 @@ def test_jsonld_without_render_keeps_card_image(self) -> None:
         source = _extract_jsonld(page)["@graph"][1]
         assert source["image"] == "https://api.anyplot.ai/og/card.png"
 
+    def test_meta_description_names_the_library(self) -> None:
+        """Every implementation page of a spec used to carry the spec description
+        verbatim, so up to 16 pages shared one snippet (Bing flagged it, 2026-09)."""
+        mpl = _mock_impl("matplotlib", "python")
+        makie = _mock_impl("makie", "julia")
+        spec = _mock_spec([mpl, makie])
+        mpl_page = _build_impl_html(spec, mpl, "code()", "https://api.anyplot.ai/og/card.png")
+        makie_page = _build_impl_html(spec, makie, "code()", "https://api.anyplot.ai/og/card.png")
+        mpl_match = re.search(r'<meta name="description" content="([^"]*)"', mpl_page)
+        makie_match = re.search(r'<meta name="description" content="([^"]*)"', makie_page)
+        assert mpl_match and makie_match
+        mpl_meta, makie_meta = mpl_match.group(1), makie_match.group(1)
+        assert mpl_meta.startswith("Basic Scatter Plot in Matplotlib (Python): ")
+        assert makie_meta.startswith("Basic Scatter Plot in Makie.jl (Julia): ")
+        assert mpl_meta != makie_meta
+        # the visible body copy stays the plain spec description
+        assert f"<p>{html.escape(spec.description)}</p>" in mpl_page
+
     def test_no_code_no_pre_block(self) -> None:
         page = self._page(code=None)
         # No source block — the retrieval record has its own <pre> (class