diff --git a/.github/workflows/linkcheck-pr.yml b/.github/workflows/linkcheck-pr.yml
index a0afa9f342..ce178b37df 100644
--- a/.github/workflows/linkcheck-pr.yml
+++ b/.github/workflows/linkcheck-pr.yml
@@ -146,109 +146,67 @@ jobs:
             --base-url ${{ steps.pr-context.outputs.deploy_url || 'https://docs.wandb.ai' }}
             ${{ steps.changed-files.outputs.all_changed_files || '.' }}
 
-      - name: Comment PR with link check results
-        if: (steps.pr-context.outputs.pr_number != '' || github.event_name == 'pull_request') && (steps.changed-files.outputs.any_changed == 'true' || github.event_name == 'workflow_dispatch')
+      - name: Comment on PR with results
+        if: steps.get-pr.outputs.pr_number && (steps.changed-files.outputs.any_changed == 'true' || github.event_name == 'workflow_dispatch')
         uses: actions/github-script@v8
         with:
           script: |
             const fs = require('fs');
+            const prNumber = parseInt('${{ steps.get-pr.outputs.pr_number }}');
+            const exitCode = parseInt('${{ steps.lychee.outputs.exit_code }}') || 0;
+            const deployUrl = '${{ steps.pr-context.outputs.deploy_url || github.event.deployment_status.environment_url }}';
+            
             const identifier = '<!-- lychee-link-checker-comment -->';
-
             let commentBody = identifier + '\n';
-
-            const isFork = context.payload.pull_request?.head?.repo?.fork || false;
-            const deployUrl = '${{ steps.pr-context.outputs.deploy_url }}';
-
-            if (${{ steps.lychee.outputs.exit_code }} === 0) {
+            
+            const checkedAgainst = deployUrl || 'https://docs.wandb.ai';
+            
+            if (exitCode === 0) {
               // Success - no broken links
               commentBody += '## 🔗 Link Checker Results\n\n';
               commentBody += '✅ **All links are valid!**\n\n';
-              commentBody += 'No broken links were detected in the changed files.\n';
-              if (isFork && !deployUrl) {
-                commentBody += '\n_Note: Checked against production site (https://docs.wandb.ai) since preview deployments are not available for forks._\n';
-              }
-              
-              // Check if there were redirects in the report
+              commentBody += 'No broken links were detected.\n';
+              commentBody += `\n_Checked against: ${checkedAgainst}_\n`;
+            } else {
+              // Issues found
               try {
                 const report = fs.readFileSync('./lychee/out.md', 'utf8');
-                if (report.includes('Redirect') || report.includes('redirect')) {
-                  commentBody += '\n\n> [!TIP]\n';
-                  commentBody += '> **Redirects detected**: If you see redirects for internal docs.wandb.ai links, check if they have trailing slashes.\n';
-                  commentBody += '> \n';
-                  commentBody += '> Mintlify automatically removes trailing slashes, causing redirects like:\n';
-                  commentBody += '> - `https://docs.wandb.ai/models/` → `https://docs.wandb.ai/models`\n';
-                  commentBody += '> \n';
-                  commentBody += '> **Fix**: Remove trailing slashes from links to avoid unnecessary redirects.\n';
-                }
+                commentBody += '## 🔗 Link Checker Results\n\n';
+                commentBody += '⚠️ **Some issues were detected**\n\n';
+                commentBody += `_Checked against: ${checkedAgainst}_\n\n`;
+                commentBody += '---\n\n';
+                commentBody += report;
               } catch (e) {
-                // Ignore if report file doesn't exist
+                commentBody += '## 🔗 Link Checker Results\n\n';
+                commentBody += '⚠️ Link checker found issues but could not read report.\n';
               }
-            } else {
-              // Issues found - include report
-              const report = fs.readFileSync('./lychee/out.md', 'utf8');
-
-              commentBody += '## 🔗 Link Checker Results\n\n';
-              commentBody += '> [!NOTE]\n';
-              if (isFork && !deployUrl) {
-                commentBody += '> This PR is from a fork, so links were checked against the **production site** (https://docs.wandb.ai).\n';
-                commentBody += '> \n';
-                commentBody += '> Links to **newly created files** in this PR will be reported as broken until the PR is merged.\n';
-              } else {
-                commentBody += '> Links to **newly created files** in this PR may be reported as broken because this checks links against the **preview deployment**.\n';
-              }
-              commentBody += '> \n';
-              commentBody += '> Warnings about **new** files in this PR can be safely ignored.\n\n';
-              
-              // Add trailing slash tip if redirects are present
-              if (report.includes('Redirect') || report.includes('redirect')) {
-                commentBody += '> [!TIP]\n';
-                commentBody += '> **Redirects detected**: If you see redirects for internal docs.wandb.ai links, check if they have trailing slashes.\n';
-                commentBody += '> \n';
-                commentBody += '> Mintlify automatically removes trailing slashes, causing redirects like:\n';
-                commentBody += '> - `https://docs.wandb.ai/models/` → `https://docs.wandb.ai/models`\n';
-                commentBody += '> - `/weave/quickstart/` → `/weave/quickstart`\n';
-                commentBody += '> \n';
-                commentBody += '> **Fix**: Remove trailing slashes from links to avoid unnecessary redirects.\n\n';
-              }
-              
-              commentBody += '---\n\n';
-              commentBody += report;
             }
-
-            // Determine PR number
-            const prNumber = Number('${{ steps.pr-context.outputs.pr_number }}') || 
-                           context.payload.pull_request?.number;
             
-            if (!prNumber) {
-              core.info('No PR number available, skipping comment');
-              return;
-            }
-
-            // Find existing comment
+            // Find and update existing comment, or create new one
             const { data: comments } = await github.rest.issues.listComments({
               owner: context.repo.owner,
               repo: context.repo.repo,
               issue_number: prNumber,
             });
-
+            
             const existingComment = comments.find(comment =>
               comment.body?.includes(identifier) && comment.user?.login === 'github-actions[bot]'
             );
-
+            
             if (existingComment) {
-              // Update existing comment
               await github.rest.issues.updateComment({
                 owner: context.repo.owner,
                 repo: context.repo.repo,
                 comment_id: existingComment.id,
                 body: commentBody
               });
+              core.info(`Updated comment ${existingComment.id} on PR #${prNumber}`);
             } else {
-              // Create new comment
               await github.rest.issues.createComment({
                 owner: context.repo.owner,
                 repo: context.repo.repo,
                 issue_number: prNumber,
                 body: commentBody
               });
+              core.info(`Created new comment on PR #${prNumber}`);
             }
diff --git a/.github/workflows/validate-mdx.yml b/.github/workflows/validate-mdx.yml
index a16888bd65..8738c6b091 100644
--- a/.github/workflows/validate-mdx.yml
+++ b/.github/workflows/validate-mdx.yml
@@ -3,8 +3,7 @@ on:
   pull_request:
   push:
     branches:
-      - '**'
-      - '!main'
+      - main
   workflow_dispatch:
 
 concurrency: