diff --git a/.github/workflows/test_links.yml b/.github/workflows/test_links.yml
new file mode 100644
index 000000000..e8d382c33
--- /dev/null
+++ b/.github/workflows/test_links.yml
@@ -0,0 +1,66 @@
+name: Link Check and Automated Issue
+
+on:
+  workflow_dispatch:
+
+jobs:
+  check-links:
+    runs-on: ubuntu-latest
+    outputs:
+      should_create_issue: ${{ steps.detect.outputs.issue_needed }}
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4.2.2
+
+      # Run your link checker and generate log
+      - name: Run LinkChecker
+        run: |
+          bazel run //:link_check > linkcheck_output.txt
+        continue-on-error: true
+
+      # Run your Python script to parse the linkcheck log and generate issue body
+      - name: Parse broken links and generate issue body
+        run: |
+          python3 scripts/link_parser.py linkcheck_output.txt
+
+      # Check if issue_body.md exists and is not empty
+      - name: Check for issues to report
+        id: detect
+        run: |
+          if [ -s issue_body.md ]; then
+            echo "issue_needed=true" >> "$GITHUB_OUTPUT"
+          else
+            echo "issue_needed=false" >> "$GITHUB_OUTPUT"
+          fi
+
+      # Upload issue body artifact if present
+      - name: Upload issue body
+        if: steps.detect.outputs.issue_needed == 'true'
+        uses: actions/upload-artifact@v4
+        with:
+          name: issue-body
+          path: issue_body.md
+
+  create-issue:
+    needs: check-links
+    if: needs.check-links.outputs.should_create_issue == 'true'
+    runs-on: ubuntu-latest
+    steps:
+      - name: Download issue body artifact
+        uses: actions/download-artifact@v4
+        with:
+          name: issue-body
+
+      - name: Create GitHub issue from findings
+        uses: actions/github-script@v7
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            const fs = require('fs');
+            const body = fs.readFileSync('issue_body.md', 'utf-8');
+            github.rest.issues.create({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              title: "Automated Issue: Broken Documentation Links",
+              body,
+            });
diff --git a/docs.bzl b/docs.bzl
index 00f1c676c..9860bd664 100644
--- a/docs.bzl
+++ b/docs.bzl
@@ -128,6 +128,19 @@ def docs(source_dir = "docs", data = [], deps = []):
         },
     )
 
+    py_binary(
+        name = "link_check",
+        tags = ["cli_help=Verify Links inside Documentation:\nbazel run //:link_check\n (Note: this could take a long time)"],
+        srcs = ["@score_docs_as_code//src:incremental.py"],
+        data = data,
+        deps = deps,
+        env = {
+            "SOURCE_DIRECTORY": source_dir,
+            "DATA": str(data),
+            "ACTION": "linkcheck",
+        },
+    )
+
     py_binary(
         name = "docs_check",
         tags = ["cli_help=Verify documentation:\nbazel run //:docs_check"],
diff --git a/scripts/link_parser.py b/scripts/link_parser.py
new file mode 100644
index 000000000..7c20a5e55
--- /dev/null
+++ b/scripts/link_parser.py
@@ -0,0 +1,100 @@
+import argparse
+import re
+import sys
+from dataclasses import dataclass
+
+PARSING_STATUSES = ["broken"]
+
+
+@dataclass
+class BrokenLink:
+    location: str
+    line_nr: str
+    url: str
+    status: str
+    reasoning: str
+
+
+def parse_broken_links(log: str) -> list[BrokenLink]:
+    broken_links: list[BrokenLink] = []
+    lines = log.strip().split("\n")
+
+    for line in lines:
+        parts = line.split(") ")
+        if len(parts) < 2:
+            continue
+
+        location_part = parts[0].replace("(", "").strip()
+        location = location_part.split(":")[0].strip()
+        line_nr = location_part.split("line")[-1].strip()
+        status_and_url_part = parts[1]
+
+        if not any(status in status_and_url_part for status in PARSING_STATUSES):
+            continue
+        status_and_url = status_and_url_part.split(" - ")
+        # status = list(filter(None,status_and_url.split(' ')))
+        if len(status_and_url) < 2:
+            continue
+        status, url = status_and_url[0].strip().split()
+        reasoning = status_and_url[1].strip()
+
+        broken_links.append(
+            BrokenLink(
+                location=location,
+                line_nr=line_nr,
+                url=url,
+                status=status,
+                reasoning=reasoning,
+            )
+        )
+
+    return broken_links
+
+
+def generate_markdown_table(broken_links: list[BrokenLink]) -> str:
+    table = "| Location | Line Number | URL | Status | Reasoning |\n"
+    table += "|----------|-------------|-----|--------|-----------|\n"
+
+    for link in broken_links:
+        table += (
+            f"| {link.location} | {link.line_nr} | "
+            f"{link.url} | {link.status} | {link.reasoning} |\n"
+        )
+
+    return table
+
+
+def generate_issue_body(broken_links: list[BrokenLink]) -> str:
+    markdown_table = generate_markdown_table(broken_links)
+    return f"""
+# Broken Links Report
+The following broken links were detected in the documentation:
+{markdown_table}
+Please investigate and fix these issues to ensure all links are functional.
+Thank you!
+"""
+
+
+def strip_ansi_codes(text: str) -> str:
+    """Remove ANSI escape sequences from text"""
+    ansi_escape = re.compile(r"\x1b\[[0-9;]*m")
+    return ansi_escape.sub("", text)
+
+
+if __name__ == "__main__":
+    argparse = argparse.ArgumentParser(
+        description="Parse broken links from Sphinx log and generate issue body."
+    )
+    argparse.add_argument("logfile", type=str, help="Path to the Sphinx log file.")
+    args = argparse.parse_args()
+    with open(args.logfile) as f:
+        log_content_raw = f.read()
+    log_content = strip_ansi_codes(log_content_raw)
+    broken_links = parse_broken_links(log_content)
+    if not broken_links:
+        # Nothing broken found, can exit early
+        sys.exit(0)
+    issue_body = generate_issue_body(broken_links)
+    if broken_links:
+        with open("issue_body.md", "w") as out:
+            out.write(issue_body)
diff --git a/src/incremental.py b/src/incremental.py
index fbabf8b1a..1c3816229 100644
--- a/src/incremental.py
+++ b/src/incremental.py
@@ -109,6 +109,8 @@ def get_env(name: str) -> str:
             builder = "html"
         elif action == "check":
             builder = "needs"
+        elif action == "linkcheck":
+            builder = "linkcheck"
         else:
             raise ValueError(f"Unknown action: {action}")