diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index db00515a79b6..92b197111f70 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -281,6 +281,34 @@ jobs:
           # All we need to see is that it passes
           python3 torch/utils/collect_env.py
 
+  lint-urls:
+    name: Lint URLs
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    needs: get-label-type
+    with:
+      timeout: 120
+      runner: "${{ needs.get-label-type.outputs.label-type }}linux.2xlarge"
+      docker-image: pytorch-linux-focal-linter
+      fetch-depth: 0
+      submodules: false
+      ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
+      script: |
+        ./scripts/lint_urls.sh
+
+  lint-xrefs:
+    name: Lint Xrefs
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    needs: get-label-type
+    with:
+      timeout: 60
+      runner: "${{ needs.get-label-type.outputs.label-type }}linux.2xlarge"
+      docker-image: pytorch-linux-focal-linter
+      fetch-depth: 0
+      submodules: false
+      ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
+      script: |
+        ./scripts/lint_xrefs.sh
+
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}-${{ github.event_name == 'workflow_dispatch' }}
   cancel-in-progress: true
diff --git a/cmake/Modules_CUDA_fix/README.md b/cmake/Modules_CUDA_fix/README.md
index 77b7f89979d9..eadd76a6c943 100644
--- a/cmake/Modules_CUDA_fix/README.md
+++ b/cmake/Modules_CUDA_fix/README.md
@@ -23,5 +23,5 @@ to allow submodules to use these fixes because we can't patch their
 `CMakeList.txt`.
 
 If you need to update files under `./upstream` folder, we recommend you issue PRs
-against [the CMake mainline branch](https://gitlab.kitware.com/cmake/cmake/tree/master/Modules/FindCUDA.cmake),
+against [the CMake mainline branch](https://github.com/Kitware/CMake/blob/master/Modules/FindCUDA.cmake),
 and then backport it here for earlier CMake compatibility.
diff --git a/cmake/Modules_CUDA_fix/upstream/README.md b/cmake/Modules_CUDA_fix/upstream/README.md
index 3fb6c43f9640..472fd1f6f3d3 100644
--- a/cmake/Modules_CUDA_fix/upstream/README.md
+++ b/cmake/Modules_CUDA_fix/upstream/README.md
@@ -1,5 +1,5 @@
 If you need to update files under this folder, we recommend you issue PRs
-against [the CMake mainline branch](https://gitlab.kitware.com/cmake/cmake/tree/master/Modules/FindCUDA.cmake),
+against [the CMake mainline branch](https://github.com/Kitware/CMake/blob/master/Modules/FindCUDA.cmake),
 and then backport it here for earlier CMake compatibility.
 
 See [this](../README.md) for more details.
diff --git a/cmake/public/utils.cmake b/cmake/public/utils.cmake
index 1821a3b575fa..c472f24fdea4 100644
--- a/cmake/public/utils.cmake
+++ b/cmake/public/utils.cmake
@@ -183,7 +183,7 @@ macro(caffe2_interface_library SRC DST)
     # use the populated INTERFACE_LINK_LIBRARIES property, because if one of the
     # dependent library is not a target, cmake creates a $<LINK_ONLY:src> wrapper
     # and then one is not able to find target "src". For more discussions, check
-    #   https://gitlab.kitware.com/cmake/cmake/issues/15415
+    #   https://cmake.org/Bug/print_bug_page.php?bug_id=15415
     #   https://cmake.org/pipermail/cmake-developers/2013-May/019019.html
     # Specifically the following quote
     #
diff --git a/scripts/lint_urls.sh b/scripts/lint_urls.sh
new file mode 100755
index 000000000000..7a016a679284
--- /dev/null
+++ b/scripts/lint_urls.sh
@@ -0,0 +1,85 @@
+#!/bin/bash
+
+set -euo pipefail
+
+status=0
+green='\e[1;32m'; red='\e[1;31m'; cyan='\e[1;36m'; yellow='\e[1;33m'; reset='\e[0m'
+user_agent="Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/110.0.0.0 Safari/537.36"
+max_jobs=10
+pids=()
+
+running_jobs() {
+  jobs -rp | wc -l
+}
+
+while IFS=: read -r filepath url; do
+  fpath="$filepath"
+  (
+    code=$(curl -k -gsLm30 --retry 3 --retry-delay 3 --retry-connrefused -o /dev/null -w "%{http_code}" -I "$url") || code=000
+    if [ "$code" -lt 200 ] || [ "$code" -ge 400 ]; then
+      code=$(curl -k -gsLm30 --retry 3 --retry-delay 3 --retry-connrefused -o /dev/null -w "%{http_code}" -r 0-0 -A "$user_agent" "$url") || code=000
+    fi
+    if [ "$code" -lt 200 ] || [ "$code" -ge 400 ]; then
+      request_id=$(curl -sS -G -H 'Accept: application/json' \
+        --data-urlencode "host=$url" \
+        --data-urlencode "max_nodes=1" \
+        --data-urlencode "node=us3.node.check-host.net" \
+        https://check-host.net/check-http \
+        | jq -r .request_id) || request_id=""
+      if [ -n "$request_id" ]; then
+        sleep 5
+        for _ in {1..5}; do
+          new_code=$(curl -sS -H 'Accept: application/json' \
+            "https://check-host.net/check-result/$request_id" \
+            | jq -r -e '.[][0][3]') || new_code=000
+          [[ "$new_code" =~ ^[0-9]+$ ]] || new_code=000
+          if [ "$new_code" -ge 200 ] && [ "$new_code" -lt 400 ]; then
+            code=$new_code
+            break
+          fi
+          sleep 5
+        done
+      fi
+    fi
+    if [ "$code" -lt 200 ] || [ "$code" -ge 400 ]; then
+      printf "${red}%s${reset} ${yellow}%s${reset} %s\n" "$code" "$url" "$fpath" >&2
+      exit 1
+    else
+      printf "${green}%s${reset} ${cyan}%s${reset} %s\n" "$code" "$url" "$fpath"
+      exit 0
+    fi
+  ) &
+  pids+=($!)
+  while [ "$(running_jobs)" -ge "$max_jobs" ]; do
+    sleep 1
+  done
+done < <(
+  git --no-pager grep --no-color -I -P -o \
+    '(?!.*@lint-ignore)(?<!git\+)(?<!\$\{)https?://(?![^\s<>\")]*[<>\{\}\$])[^[:space:]<>\")\[\]\(\\]+' \
+    -- '*' \
+    ':(exclude).*' \
+    ':(exclude,glob)**/.*' \
+    ':(exclude,glob)**/*.lock' \
+    ':(exclude,glob)**/*.svg' \
+    ':(exclude,glob)**/*.xml' \
+    ':(exclude,glob)**/*.gradle*' \
+    ':(exclude,glob)**/*gradle*' \
+    ':(exclude,glob)**/third-party/**' \
+    ':(exclude,glob)**/third_party/**' \
+  | sed -E 's/[^/[:alnum:]]+$//' \
+  | grep -Ev '://(0\.0\.0\.0|127\.0\.0\.1|localhost)([:/])' \
+  | grep -Ev 'fwdproxy:8080' \
+  || true
+)
+
+for pid in "${pids[@]}"; do
+  wait "$pid" 2>/dev/null || {
+    case $? in
+      1) status=1 ;;
+      127) ;;  # ignore "not a child" noise
+      *) exit $? ;;
+    esac
+  }
+done
+
+exit $status
diff --git a/scripts/lint_xrefs.sh b/scripts/lint_xrefs.sh
new file mode 100755
index 000000000000..2df95f2a7ba3
--- /dev/null
+++ b/scripts/lint_xrefs.sh
@@ -0,0 +1,41 @@
+#!/bin/bash
+
+set -euo pipefail
+
+status=0
+green='\e[1;32m'; red='\e[1;31m'; cyan='\e[1;36m'; yellow='\e[1;33m'; reset='\e[0m'
+last_filepath=
+
+while IFS=: read -r filepath link; do
+  if [ "$filepath" != "$last_filepath" ]; then
+    printf '\n%s:\n' "$filepath"
+    last_filepath=$filepath
+  fi
+  if [ -e "$(dirname "$filepath")/${link%%#*}" ]; then
+    printf " ${green}OK${reset}  ${cyan}%s${reset}\n" "$link"
+  else
+    printf "${red}FAIL${reset} ${yellow}%s${reset}\n" "$link" >&2
+    status=1
+  fi
+done < <(
+  git --no-pager grep --no-color -I -P -o \
+    '(?!.*@lint-ignore)(?:\[[^]]+\]\([^[:space:])]*/[^[:space:])]*\)|href="[^"]*/[^"]*"|src="[^"]*/[^"]*")' \
+    -- '*' \
+    ':(exclude).*' \
+    ':(exclude)**/.*' \
+    ':(exclude)**/*.lock' \
+    ':(exclude)**/*.svg' \
+    ':(exclude)**/*.xml' \
+    ':(exclude,glob)**/third-party/**' \
+    ':(exclude,glob)**/third_party/**' \
+  | grep -Ev 'https?://' \
+  | sed -E \
+      -e 's#([^:]+):\[[^]]+\]\(([^)]+)\)#\1:\2#' \
+      -e 's#([^:]+):href="([^"]+)"#\1:\2#' \
+      -e 's#([^:]+):src="([^"]+)"#\1:\2#' \
+      -e 's/[[:punct:]]*$//' \
+  | grep -Ev '\{\{' \
+  || true
+)
+
+exit $status
diff --git a/tools/setup_helpers/cmake_utils.py b/tools/setup_helpers/cmake_utils.py
index 591dea5b2a35..f89c2c99d38c 100644
--- a/tools/setup_helpers/cmake_utils.py
+++ b/tools/setup_helpers/cmake_utils.py
@@ -28,7 +28,7 @@ def convert_cmake_value_to_python_value(
     cmake_type = cmake_type.upper()
     up_val = cmake_value.upper()
     if cmake_type == "BOOL":
-        # https://gitlab.kitware.com/cmake/community/wikis/doc/cmake/VariablesListsStrings#boolean-values-in-cmake
+        # https://cmake.org/cmake/help/latest/manual/cmake-generator-expressions.7.html#genex:BOOL
         return not (
             up_val in ("FALSE", "OFF", "N", "NO", "0", "", "NOTFOUND")
             or up_val.endswith("-NOTFOUND")
diff --git a/torch/_lobpcg.py b/torch/_lobpcg.py
index 03fe16f470c1..c1bf5ebee5cc 100644
--- a/torch/_lobpcg.py
+++ b/torch/_lobpcg.py
@@ -498,7 +498,7 @@ def lobpcg(
       [DuerschEtal2018] Jed A. Duersch, Meiyue Shao, Chao Yang, Ming
       Gu. (2018) A Robust and Efficient Implementation of LOBPCG.
       SIAM J. Sci. Comput., 40(5), C655-C676. (22 pages)
-      https://epubs.siam.org/doi/abs/10.1137/17M1129830
+      https://arxiv.org/abs/1704.07458
 
     """
 
diff --git a/torch/optim/asgd.py b/torch/optim/asgd.py
index b837da091e4e..eac7d1a9de9d 100644
--- a/torch/optim/asgd.py
+++ b/torch/optim/asgd.py
@@ -189,7 +189,7 @@ ASGD.__doc__ = rf"""Implements Averaged Stochastic Gradient Descent.
         {_capturable_doc}
 
     .. _Acceleration of stochastic approximation by averaging:
-        https://dl.acm.org/citation.cfm?id=131098
+        https://meyn.ece.ufl.edu/wp-content/uploads/sites/77/archive/spm_files/Courses/ECE555-2011/555media/poljud92.pdf
 
     """