diff --git a/.github/workflows/copilot-agent-analysis.lock.yml b/.github/workflows/copilot-agent-analysis.lock.yml
index b1ae87b637..0502fb09b6 100644
--- a/.github/workflows/copilot-agent-analysis.lock.yml
+++ b/.github/workflows/copilot-agent-analysis.lock.yml
@@ -169,7 +169,7 @@ jobs:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Fetch Copilot PR data
-        run: "# Create output directory\nmkdir -p /tmp/gh-aw/pr-data\n\n# Calculate date 30 days ago\nDATE_30_DAYS_AGO=$(date -d '30 days ago' '+%Y-%m-%d' 2>/dev/null || date -v-30d '+%Y-%m-%d')\n\n# Search for PRs created by Copilot in the last 30 days using gh CLI\n# Using --author flag for server-side filtering (no jq needed!)\necho \"Fetching Copilot PRs from the last 30 days...\"\ngh search prs --repo ${{ github.repository }} \\\n  --author \"copilot\" \\\n  --created \">=${DATE_30_DAYS_AGO}\" \\\n  --json number,title,state,createdAt,closedAt,author,body,labels,url,assignees,repository \\\n  --limit 1000 \\\n  > /tmp/gh-aw/pr-data/copilot-prs.json\n\n# Generate schema for reference\ncat /tmp/gh-aw/pr-data/copilot-prs.json | /tmp/gh-aw/jqschema.sh > /tmp/gh-aw/pr-data/copilot-prs-schema.json\n\necho \"PR data saved to /tmp/gh-aw/pr-data/copilot-prs.json\"\necho \"Schema saved to /tmp/gh-aw/pr-data/copilot-prs-schema.json\"\necho \"Total PRs found: $(jq 'length' /tmp/gh-aw/pr-data/copilot-prs.json)\"\n"
+        run: "# Create output directory\nmkdir -p /tmp/gh-aw/pr-data\n\n# Calculate date 30 days ago\nDATE_30_DAYS_AGO=$(date -d '30 days ago' '+%Y-%m-%d' 2>/dev/null || date -v-30d '+%Y-%m-%d')\n\n# Search for PRs created by Copilot in the last 30 days using gh CLI\n# Using --author flag for server-side filtering (no jq needed!)\necho \"Fetching Copilot PRs from the last 30 days...\"\ngh search prs --repo ${{ github.repository }} \\\n  --author \"copilot\" \\\n  --created \">=${DATE_30_DAYS_AGO}\" \\\n  --json number,title,state,createdAt,closedAt,author,body,labels,url,assignees,repository \\\n  --limit 1000 \\\n  > /tmp/gh-aw/pr-data/copilot-prs.json\n\n# Generate schema for reference\n/tmp/gh-aw/jqschema.sh < /tmp/gh-aw/pr-data/copilot-prs.json > /tmp/gh-aw/pr-data/copilot-prs-schema.json\n\necho \"PR data saved to /tmp/gh-aw/pr-data/copilot-prs.json\"\necho \"Schema saved to /tmp/gh-aw/pr-data/copilot-prs-schema.json\"\necho \"Total PRs found: $(jq 'length' /tmp/gh-aw/pr-data/copilot-prs.json)\"\n"
 
       - name: Create gh-aw temp directory
         run: |
diff --git a/.github/workflows/copilot-agent-analysis.md b/.github/workflows/copilot-agent-analysis.md
index 3d31a8b847..4909c28b45 100644
--- a/.github/workflows/copilot-agent-analysis.md
+++ b/.github/workflows/copilot-agent-analysis.md
@@ -67,7 +67,7 @@ steps:
         > /tmp/gh-aw/pr-data/copilot-prs.json
 
       # Generate schema for reference
-      cat /tmp/gh-aw/pr-data/copilot-prs.json | /tmp/gh-aw/jqschema.sh > /tmp/gh-aw/pr-data/copilot-prs-schema.json
+      /tmp/gh-aw/jqschema.sh < /tmp/gh-aw/pr-data/copilot-prs.json > /tmp/gh-aw/pr-data/copilot-prs-schema.json
 
       echo "PR data saved to /tmp/gh-aw/pr-data/copilot-prs.json"
       echo "Schema saved to /tmp/gh-aw/pr-data/copilot-prs-schema.json"
diff --git a/.github/workflows/copilot-pr-prompt-analysis.lock.yml b/.github/workflows/copilot-pr-prompt-analysis.lock.yml
index c5ca42a755..0852a15a59 100644
--- a/.github/workflows/copilot-pr-prompt-analysis.lock.yml
+++ b/.github/workflows/copilot-pr-prompt-analysis.lock.yml
@@ -169,7 +169,7 @@ jobs:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Fetch Copilot PR data
-        run: "# Create output directory\nmkdir -p /tmp/gh-aw/pr-data\n\n# Calculate date 30 days ago\nDATE_30_DAYS_AGO=$(date -d '30 days ago' '+%Y-%m-%d' 2>/dev/null || date -v-30d '+%Y-%m-%d')\n\n# Search for PRs created by Copilot in the last 30 days using gh CLI\necho \"Fetching Copilot PRs from the last 30 days...\"\ngh search prs --repo ${{ github.repository }} \\\n  --author \"copilot\" \\\n  --created \">=${DATE_30_DAYS_AGO}\" \\\n  --json number,title,state,createdAt,closedAt,mergedAt,author,body,labels,url,assignees,repository \\\n  --limit 1000 \\\n  > /tmp/gh-aw/pr-data/copilot-prs.json\n\n# Generate schema for reference\ncat /tmp/gh-aw/pr-data/copilot-prs.json | /tmp/gh-aw/jqschema.sh > /tmp/gh-aw/pr-data/copilot-prs-schema.json\n\necho \"PR data saved to /tmp/gh-aw/pr-data/copilot-prs.json\"\necho \"Schema saved to /tmp/gh-aw/pr-data/copilot-prs-schema.json\"\necho \"Total PRs found: $(jq 'length' /tmp/gh-aw/pr-data/copilot-prs.json)\"\n"
+        run: "# Create output directory\nmkdir -p /tmp/gh-aw/pr-data\n\n# Calculate date 30 days ago\nDATE_30_DAYS_AGO=$(date -d '30 days ago' '+%Y-%m-%d' 2>/dev/null || date -v-30d '+%Y-%m-%d')\n\n# Search for PRs created by Copilot in the last 30 days using gh CLI\necho \"Fetching Copilot PRs from the last 30 days...\"\ngh search prs --repo ${{ github.repository }} \\\n  --author \"copilot\" \\\n  --created \">=${DATE_30_DAYS_AGO}\" \\\n  --json number,title,state,createdAt,closedAt,mergedAt,author,body,labels,url,assignees,repository \\\n  --limit 1000 \\\n  > /tmp/gh-aw/pr-data/copilot-prs.json\n\n# Generate schema for reference\n/tmp/gh-aw/jqschema.sh < /tmp/gh-aw/pr-data/copilot-prs.json > /tmp/gh-aw/pr-data/copilot-prs-schema.json\n\necho \"PR data saved to /tmp/gh-aw/pr-data/copilot-prs.json\"\necho \"Schema saved to /tmp/gh-aw/pr-data/copilot-prs-schema.json\"\necho \"Total PRs found: $(jq 'length' /tmp/gh-aw/pr-data/copilot-prs.json)\"\n"
 
       - name: Create gh-aw temp directory
         run: |
diff --git a/.github/workflows/copilot-pr-prompt-analysis.md b/.github/workflows/copilot-pr-prompt-analysis.md
index fb16950992..1b0c0610bb 100644
--- a/.github/workflows/copilot-pr-prompt-analysis.md
+++ b/.github/workflows/copilot-pr-prompt-analysis.md
@@ -64,7 +64,7 @@ steps:
         > /tmp/gh-aw/pr-data/copilot-prs.json
 
       # Generate schema for reference
-      cat /tmp/gh-aw/pr-data/copilot-prs.json | /tmp/gh-aw/jqschema.sh > /tmp/gh-aw/pr-data/copilot-prs-schema.json
+      /tmp/gh-aw/jqschema.sh < /tmp/gh-aw/pr-data/copilot-prs.json > /tmp/gh-aw/pr-data/copilot-prs-schema.json
 
       echo "PR data saved to /tmp/gh-aw/pr-data/copilot-prs.json"
       echo "Schema saved to /tmp/gh-aw/pr-data/copilot-prs-schema.json"
diff --git a/.github/workflows/prompt-clustering-analysis.lock.yml b/.github/workflows/prompt-clustering-analysis.lock.yml
index 00838a0586..ece4fc7372 100644
--- a/.github/workflows/prompt-clustering-analysis.lock.yml
+++ b/.github/workflows/prompt-clustering-analysis.lock.yml
@@ -190,7 +190,7 @@ jobs:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Fetch Copilot PR data
-        run: "# Create output directories\nmkdir -p /tmp/gh-aw/pr-data\nmkdir -p /tmp/gh-aw/prompt-cache/pr-full-data\n\n# Calculate date 30 days ago\nDATE_30_DAYS_AGO=$(date -d '30 days ago' '+%Y-%m-%d' 2>/dev/null || date -v-30d '+%Y-%m-%d')\n\n# Search for PRs created by Copilot in the last 30 days\necho \"Fetching Copilot PRs from the last 30 days...\"\ngh search prs --repo \"${{ github.repository }}\" \\\n  --author \"copilot\" \\\n  --created \">=$DATE_30_DAYS_AGO\" \\\n  --json number,title,state,createdAt,closedAt,author,body,labels,url,assignees,repository,mergedAt \\\n  --limit 1000 \\\n  > /tmp/gh-aw/pr-data/copilot-prs.json\n\n# Generate schema for reference\ncat /tmp/gh-aw/pr-data/copilot-prs.json | /tmp/gh-aw/jqschema.sh > /tmp/gh-aw/pr-data/copilot-prs-schema.json\n\necho \"PR data saved to /tmp/gh-aw/pr-data/copilot-prs.json\"\necho \"Schema saved to /tmp/gh-aw/pr-data/copilot-prs-schema.json\"\necho \"Total PRs found: $(jq 'length' /tmp/gh-aw/pr-data/copilot-prs.json)\"\n"
+        run: "# Create output directories\nmkdir -p /tmp/gh-aw/pr-data\nmkdir -p /tmp/gh-aw/prompt-cache/pr-full-data\n\n# Calculate date 30 days ago\nDATE_30_DAYS_AGO=$(date -d '30 days ago' '+%Y-%m-%d' 2>/dev/null || date -v-30d '+%Y-%m-%d')\n\n# Search for PRs created by Copilot in the last 30 days\necho \"Fetching Copilot PRs from the last 30 days...\"\ngh search prs --repo \"${{ github.repository }}\" \\\n  --author \"copilot\" \\\n  --created \">=$DATE_30_DAYS_AGO\" \\\n  --json number,title,state,createdAt,closedAt,author,body,labels,url,assignees,repository,mergedAt \\\n  --limit 1000 \\\n  > /tmp/gh-aw/pr-data/copilot-prs.json\n\n# Generate schema for reference\n/tmp/gh-aw/jqschema.sh < /tmp/gh-aw/pr-data/copilot-prs.json > /tmp/gh-aw/pr-data/copilot-prs-schema.json\n\necho \"PR data saved to /tmp/gh-aw/pr-data/copilot-prs.json\"\necho \"Schema saved to /tmp/gh-aw/pr-data/copilot-prs-schema.json\"\necho \"Total PRs found: $(jq 'length' /tmp/gh-aw/pr-data/copilot-prs.json)\"\n"
       - env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/prompt-clustering-analysis.md b/.github/workflows/prompt-clustering-analysis.md
index b83d6eaecb..f7c5bd112a 100644
--- a/.github/workflows/prompt-clustering-analysis.md
+++ b/.github/workflows/prompt-clustering-analysis.md
@@ -69,7 +69,7 @@ steps:
         > /tmp/gh-aw/pr-data/copilot-prs.json
 
       # Generate schema for reference
-      cat /tmp/gh-aw/pr-data/copilot-prs.json | /tmp/gh-aw/jqschema.sh > /tmp/gh-aw/pr-data/copilot-prs-schema.json
+      /tmp/gh-aw/jqschema.sh < /tmp/gh-aw/pr-data/copilot-prs.json > /tmp/gh-aw/pr-data/copilot-prs-schema.json
 
       echo "PR data saved to /tmp/gh-aw/pr-data/copilot-prs.json"
       echo "Schema saved to /tmp/gh-aw/pr-data/copilot-prs-schema.json"