diff --git a/docs/conf.py b/docs/conf.py
index ab572f6a0b85..6e900cd0f9e5 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -128,9 +128,12 @@
 # -- Configuration for extlinks extension ------------------------------------
 # Refer to https://www.sphinx-doc.org/en/master/usage/extensions/extlinks.html
 extlinks = {
-    "pull_terra": ("https://github.com/Qiskit/qiskit-terra/pull/%s", "#"),
-    "pull_aer": ("https://github.com/Qiskit/qiskit-aer/pull/%s", "#"),
-    "pull_ibmq-provider": ("https://github.com/Qiskit/qiskit-ibmq-provider/pull/%s", "#"),
+    "pull_terra": ("https://github.com/Qiskit/qiskit-terra/pull/%s", "qiskit-terra #%s"),
+    "pull_aer": ("https://github.com/Qiskit/qiskit-aer/pull/%s", "qiskit-aer #%s"),
+    "pull_ibmq-provider": (
+        "https://github.com/Qiskit/qiskit-ibmq-provider/pull/%s",
+        "qiskit-ibmq-provider #%s",
+    ),
 }
 
 # -- Options for HTML output -------------------------------------------------
diff --git a/pyproject.toml b/pyproject.toml
index f0a74e02df76..da3928183765 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,8 +5,8 @@ build-backend = "setuptools.build_meta"
 [tool.black]
 line-length = 100
 target-version = ["py37", "py38", "py39", "py310", "py311"]
-extend-exclude = "test/benchmarks/"
+extend-exclude = ["test/benchmarks/", "docs/plot_directive/"]
 
 [tool.isort]
 profile = "black"
-extend_skip_glob = "test/benchmarks/**"
+extend_skip_glob = ["test/benchmarks/**", "docs/plot_directive/**"]