diff --git a/docs/community/topics/dependencies-js.md b/docs/community/topics/dependencies-js.md
index 3887b360d..04bd0a830 100644
--- a/docs/community/topics/dependencies-js.md
+++ b/docs/community/topics/dependencies-js.md
@@ -8,7 +8,7 @@ There are two kinds of dependency definitions in this theme:
 To update or add a JS dependency, follow these steps:
 
 1. **Edit `package.json`** by adding or modifying a dependency.
-2. **Re-generate `package-lock.json`** in order to create a new set of frozen dependencies for the theme. To do this, run the following command from [the Sphinx Theme Builder](https://github.com/pradyunsg/sphinx-theme-builder).
+2. **Re-generate `package-lock.json`** in order to create a new set of frozen dependencies for the theme. To do this, run the following command from [the Sphinx Theme Builder](https://sphinx-theme-builder.readthedocs.io/en/latest/).
 
    ```
    stb npm install --include=dev
diff --git a/docs/community/topics/manual-dev.md b/docs/community/topics/manual-dev.md
index 5c952633a..c9e79675e 100644
--- a/docs/community/topics/manual-dev.md
+++ b/docs/community/topics/manual-dev.md
@@ -18,7 +18,7 @@ To do so, use a tool like [conda](https://docs.conda.io/en/latest/), [mamba](htt
 Before you start, ensure that you have the following installed:
 
 - Python >= 3.9
-- [Pandoc](https://pandoc.org/installing.html): we use `nbsphinx` to support notebook (.ipynb) files in the documentation, which requires [installing Pandoc](https://pandoc.org/installing.html) at a system level (or within a Conda environment).
+- [Pandoc](https://pandoc.org/): we use `nbsphinx` to support notebook (`.ipynb`) files in the documentation, which requires [installing Pandoc](https://pandoc.org/installing.html) at a system level (or within a Conda environment).
 
 ## Clone the repository locally
 
@@ -66,7 +66,7 @@ To manually open a server to watch your documentation for changes, build them, a
 $ stb serve docs --open-browser
 ```
 
-## Run the tests
+## Manually Run the tests
 
 To manually run the tests for this theme, first set up your environment locally, and then run:
 
diff --git a/docs/user_guide/accessibility.md b/docs/user_guide/accessibility.md
index 01ca24329..3fe7d70a7 100644
--- a/docs/user_guide/accessibility.md
+++ b/docs/user_guide/accessibility.md
@@ -69,7 +69,7 @@ Site maps, usually served from a file called `sitemap.xml` are a broadly-employe
 approach to telling programs like search engines and assistive technologies where
 different content appears on a website.
 
-If using a service like [ReadTheDocs](https://readthedocs.com), these files
+If using a service like [ReadTheDocs](https://about.readthedocs.com/), these files
 will be created for you _automatically_, but for some other approaches below,
 it's handy to generate a `sitemap.xml` locally or in CI with a tool like
 [sphinx-sitemap](https://pypi.org/project/sphinx-sitemap/).
diff --git a/docs/user_guide/indices.rst b/docs/user_guide/indices.rst
index 6bbb9c279..cd1d29e83 100644
--- a/docs/user_guide/indices.rst
+++ b/docs/user_guide/indices.rst
@@ -19,4 +19,4 @@ By design the indices pages are not linked in a documentation generated with thi
 
 .. note::
 
-    Don't forget to add back the ``"sidebar-ethical-ads.html"`` template if you are serving your documentation using `ReadTheDocs <https://readthedocs.org>`__.
+    Don't forget to add back the ``"sidebar-ethical-ads.html"`` template if you are serving your documentation using `ReadTheDocs <https://about.readthedocs.com/>`__.
diff --git a/tools/divergent_links.py b/tools/divergent_links.py
index 7b7dbc40e..3cd5ceced 100644
--- a/tools/divergent_links.py
+++ b/tools/divergent_links.py
@@ -10,7 +10,17 @@
 
 from bs4 import BeautifulSoup
 
-ignores = ["#", "next", "previous"]
+ignores = [
+    "#",
+    "next",
+    "previous",
+    "[source]",
+    "edit on github",
+    "[docs]",
+    "read more ...",
+    "show source",
+    "module",
+]
 
 
 def find_html_files(folder_path):
@@ -48,17 +58,26 @@ def scan(self, html_content, identifier):
                 continue
             if content.split("\n")[0] in ignores:
                 continue
+            from urllib.parse import urljoin
 
-            self.links[content].append((url, identifier))
+            fullurl = urljoin(identifier, url)
+            self.links[content].append((fullurl, identifier))
 
     def duplicates(self):
         """Print potential duplicates."""
         for content, url_pages in self.links.items():
             uniq_url = {u for u, _ in url_pages}
             if len(uniq_url) >= 2:
-                print(f"{content} has divergent url:")
+                print(
+                    f"{len(url_pages)} time {content!r} has {len(uniq_url)} on divergent url on :"
+                )
+                dct = defaultdict(list)
                 for u, p in url_pages:
-                    print(" ", u, "in", p)
+                    dct[u].append(p)
+                for u, ps in dct.items():
+                    print(" ", u, "in")
+                    for p in ps:
+                        print("    ", p)
 
 
 # Example usage