diff --git a/.github/workflows/leaderboard.yml b/.github/workflows/leaderboard.yml
index 9f580d1a..ffbb9e05 100644
--- a/.github/workflows/leaderboard.yml
+++ b/.github/workflows/leaderboard.yml
@@ -11,6 +11,7 @@ on:
     branches: [main]
     paths:
       - 'submissions/**/*-assessment.json'
+      - 'scripts/generate-leaderboard-data.py'
 
   # Manual trigger for testing
   workflow_dispatch:
@@ -181,9 +182,9 @@ jobs:
               body: body
             });
 
-  # Job 2: Update leaderboard data (after merge to main)
+  # Job 2: Update leaderboard data (after merge to main, or manual trigger)
   update:
-    if: github.event_name == 'push' && github.ref == 'refs/heads/main'
+    if: github.ref == 'refs/heads/main' && (github.event_name == 'push' || github.event_name == 'workflow_dispatch')
     runs-on: ubuntu-latest
     permissions:
       contents: write           # Commit and push updated leaderboard data
diff --git a/docs/_data/leaderboard.json b/docs/_data/leaderboard.json
index b1a96249..03f1fd46 100644
--- a/docs/_data/leaderboard.json
+++ b/docs/_data/leaderboard.json
@@ -1,5 +1,5 @@
 {
-  "generated_at": "2026-02-17T22:07:33.795485Z",
+  "generated_at": "2026-02-18T15:41:53.494737Z",
   "total_repositories": 9,
   "overall": [
     {
@@ -42,7 +42,7 @@
       "language": "Unknown",
       "size": "Unknown",
       "last_updated": "2026-02-17",
-      "url": "git@github.com:opendatahub-io/ai-helpers.git",
+      "url": "https://github.com/opendatahub-io/ai-helpers",
       "agentready_version": "2.27.3",
       "research_version": "1.0.1",
       "history": [
@@ -73,7 +73,7 @@
       "language": "Unknown",
       "size": "Unknown",
       "last_updated": "2026-02-06",
-      "url": "https://github.com/python-wheel-build/fromager.git",
+      "url": "https://github.com/python-wheel-build/fromager",
       "agentready_version": "2.25.0",
       "research_version": "1.0.1",
       "history": [
@@ -98,7 +98,7 @@
       "language": "Unknown",
       "size": "Unknown",
       "last_updated": "2026-02-07",
-      "url": "git@github.com:Red-Hat-AI-Innovation-Team/sdg_hub.git",
+      "url": "https://github.com/Red-Hat-AI-Innovation-Team/sdg_hub",
       "agentready_version": "2.25.2",
       "research_version": "1.0.1",
       "history": [
@@ -123,7 +123,7 @@
       "language": "Unknown",
       "size": "Unknown",
       "last_updated": "2026-02-17",
-      "url": "git@github.com:feast-dev/feast.git",
+      "url": "https://github.com/feast-dev/feast",
       "agentready_version": "2.27.3",
       "research_version": "1.0.1",
       "history": [
@@ -140,22 +140,22 @@
       }
     },
     {
-      "repo": "jeremyeder/reference",
-      "org": "jeremyeder",
+      "repo": "ambient-code/reference",
+      "org": "ambient-code",
       "name": "reference",
       "score": 55.8,
       "tier": "Bronze",
       "language": "Unknown",
       "size": "Unknown",
       "last_updated": "2026-01-15",
-      "url": "https://github.com/jeremyeder/reference",
-      "agentready_version": "2.22.0",
+      "url": "https://github.com/ambient-code/reference",
+      "agentready_version": "2.22.1",
       "research_version": "1.0.1",
       "history": [
         {
           "date": "2026-01-15",
           "score": 55.8,
-          "agentready_version": "2.22.0",
+          "agentready_version": "2.22.1",
           "research_version": "1.0.1"
         }
       ],
@@ -165,22 +165,22 @@
       }
     },
     {
-      "repo": "ambient-code/reference",
-      "org": "ambient-code",
+      "repo": "jeremyeder/reference",
+      "org": "jeremyeder",
       "name": "reference",
       "score": 55.8,
       "tier": "Bronze",
       "language": "Unknown",
       "size": "Unknown",
       "last_updated": "2026-01-15",
-      "url": "https://github.com/ambient-code/reference",
-      "agentready_version": "2.22.1",
+      "url": "https://github.com/jeremyeder/reference",
+      "agentready_version": "2.22.0",
       "research_version": "1.0.1",
       "history": [
         {
           "date": "2026-01-15",
           "score": 55.8,
-          "agentready_version": "2.22.1",
+          "agentready_version": "2.22.0",
           "research_version": "1.0.1"
         }
       ],
@@ -198,7 +198,7 @@
       "language": "Unknown",
       "size": "Unknown",
       "last_updated": "2025-12-04",
-      "url": "git@github.com:quay/quay.git",
+      "url": "https://github.com/quay/quay",
       "agentready_version": "2.12.2",
       "research_version": "1.0.0",
       "history": [
@@ -223,7 +223,7 @@
       "language": "Unknown",
       "size": "Unknown",
       "last_updated": "2026-01-28",
-      "url": "git@github.com:dgutride/odh-dashboard.git",
+      "url": "https://github.com/dgutride/odh-dashboard",
       "agentready_version": "2.23.0",
       "research_version": "1.0.1",
       "history": [
@@ -282,7 +282,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-02-17",
-        "url": "git@github.com:opendatahub-io/ai-helpers.git",
+        "url": "https://github.com/opendatahub-io/ai-helpers",
         "agentready_version": "2.27.3",
         "research_version": "1.0.1",
         "history": [
@@ -313,7 +313,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-02-06",
-        "url": "https://github.com/python-wheel-build/fromager.git",
+        "url": "https://github.com/python-wheel-build/fromager",
         "agentready_version": "2.25.0",
         "research_version": "1.0.1",
         "history": [
@@ -338,7 +338,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-02-07",
-        "url": "git@github.com:Red-Hat-AI-Innovation-Team/sdg_hub.git",
+        "url": "https://github.com/Red-Hat-AI-Innovation-Team/sdg_hub",
         "agentready_version": "2.25.2",
         "research_version": "1.0.1",
         "history": [
@@ -363,7 +363,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-02-17",
-        "url": "git@github.com:feast-dev/feast.git",
+        "url": "https://github.com/feast-dev/feast",
         "agentready_version": "2.27.3",
         "research_version": "1.0.1",
         "history": [
@@ -380,22 +380,22 @@
         }
       },
       {
-        "repo": "jeremyeder/reference",
-        "org": "jeremyeder",
+        "repo": "ambient-code/reference",
+        "org": "ambient-code",
         "name": "reference",
         "score": 55.8,
         "tier": "Bronze",
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-01-15",
-        "url": "https://github.com/jeremyeder/reference",
-        "agentready_version": "2.22.0",
+        "url": "https://github.com/ambient-code/reference",
+        "agentready_version": "2.22.1",
         "research_version": "1.0.1",
         "history": [
           {
             "date": "2026-01-15",
             "score": 55.8,
-            "agentready_version": "2.22.0",
+            "agentready_version": "2.22.1",
             "research_version": "1.0.1"
           }
         ],
@@ -405,22 +405,22 @@
         }
       },
       {
-        "repo": "ambient-code/reference",
-        "org": "ambient-code",
+        "repo": "jeremyeder/reference",
+        "org": "jeremyeder",
         "name": "reference",
         "score": 55.8,
         "tier": "Bronze",
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-01-15",
-        "url": "https://github.com/ambient-code/reference",
-        "agentready_version": "2.22.1",
+        "url": "https://github.com/jeremyeder/reference",
+        "agentready_version": "2.22.0",
         "research_version": "1.0.1",
         "history": [
           {
             "date": "2026-01-15",
             "score": 55.8,
-            "agentready_version": "2.22.1",
+            "agentready_version": "2.22.0",
             "research_version": "1.0.1"
           }
         ],
@@ -438,7 +438,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2025-12-04",
-        "url": "git@github.com:quay/quay.git",
+        "url": "https://github.com/quay/quay",
         "agentready_version": "2.12.2",
         "research_version": "1.0.0",
         "history": [
@@ -463,7 +463,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-01-28",
-        "url": "git@github.com:dgutride/odh-dashboard.git",
+        "url": "https://github.com/dgutride/odh-dashboard",
         "agentready_version": "2.23.0",
         "research_version": "1.0.1",
         "history": [
@@ -523,7 +523,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-02-17",
-        "url": "git@github.com:opendatahub-io/ai-helpers.git",
+        "url": "https://github.com/opendatahub-io/ai-helpers",
         "agentready_version": "2.27.3",
         "research_version": "1.0.1",
         "history": [
@@ -554,7 +554,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-02-06",
-        "url": "https://github.com/python-wheel-build/fromager.git",
+        "url": "https://github.com/python-wheel-build/fromager",
         "agentready_version": "2.25.0",
         "research_version": "1.0.1",
         "history": [
@@ -579,7 +579,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-02-07",
-        "url": "git@github.com:Red-Hat-AI-Innovation-Team/sdg_hub.git",
+        "url": "https://github.com/Red-Hat-AI-Innovation-Team/sdg_hub",
         "agentready_version": "2.25.2",
         "research_version": "1.0.1",
         "history": [
@@ -604,7 +604,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-02-17",
-        "url": "git@github.com:feast-dev/feast.git",
+        "url": "https://github.com/feast-dev/feast",
         "agentready_version": "2.27.3",
         "research_version": "1.0.1",
         "history": [
@@ -621,22 +621,22 @@
         }
       },
       {
-        "repo": "jeremyeder/reference",
-        "org": "jeremyeder",
+        "repo": "ambient-code/reference",
+        "org": "ambient-code",
         "name": "reference",
         "score": 55.8,
         "tier": "Bronze",
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-01-15",
-        "url": "https://github.com/jeremyeder/reference",
-        "agentready_version": "2.22.0",
+        "url": "https://github.com/ambient-code/reference",
+        "agentready_version": "2.22.1",
         "research_version": "1.0.1",
         "history": [
           {
             "date": "2026-01-15",
             "score": 55.8,
-            "agentready_version": "2.22.0",
+            "agentready_version": "2.22.1",
             "research_version": "1.0.1"
           }
         ],
@@ -646,22 +646,22 @@
         }
       },
       {
-        "repo": "ambient-code/reference",
-        "org": "ambient-code",
+        "repo": "jeremyeder/reference",
+        "org": "jeremyeder",
         "name": "reference",
         "score": 55.8,
         "tier": "Bronze",
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-01-15",
-        "url": "https://github.com/ambient-code/reference",
-        "agentready_version": "2.22.1",
+        "url": "https://github.com/jeremyeder/reference",
+        "agentready_version": "2.22.0",
         "research_version": "1.0.1",
         "history": [
           {
             "date": "2026-01-15",
             "score": 55.8,
-            "agentready_version": "2.22.1",
+            "agentready_version": "2.22.0",
             "research_version": "1.0.1"
           }
         ],
@@ -679,7 +679,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2025-12-04",
-        "url": "git@github.com:quay/quay.git",
+        "url": "https://github.com/quay/quay",
         "agentready_version": "2.12.2",
         "research_version": "1.0.0",
         "history": [
@@ -704,7 +704,7 @@
         "language": "Unknown",
         "size": "Unknown",
         "last_updated": "2026-01-28",
-        "url": "git@github.com:dgutride/odh-dashboard.git",
+        "url": "https://github.com/dgutride/odh-dashboard",
         "agentready_version": "2.23.0",
         "research_version": "1.0.1",
         "history": [