From 03a8405b7706d03b680644a0bb285ec04f0df9c5 Mon Sep 17 00:00:00 2001
From: Landon Cox <landon.cox@microsoft.com>
Date: Fri, 3 Apr 2026 15:38:23 -0700
Subject: [PATCH 1/5] fix: align token workflows with gh-aw logs --json schema

gh aw logs --json returns an object with a .runs array (not a bare
array), and run objects use snake_case field names. All 4 token
workflows (copilot/claude analyzers and optimizers) assumed a bare
array with camelCase fields, causing jq errors like:
  Cannot index array with string "workflowName"

Changes:
- Extract .runs array from JSON object before processing
- Replace camelCase fields with snake_case (workflow_name,
  token_usage, database_id, created_at)
- Replace non-existent estimatedCost with 0 placeholder
- Update documentation sections with correct field names

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
---
 .../workflows/claude-token-optimizer.lock.yml | 32 +++++++++----------
 .github/workflows/claude-token-optimizer.md   | 23 +++++++------
 .../claude-token-usage-analyzer.lock.yml      | 32 +++++++++----------
 .../workflows/claude-token-usage-analyzer.md  | 13 +++++---
 .../copilot-token-optimizer.lock.yml          | 32 +++++++++----------
 .github/workflows/copilot-token-optimizer.md  | 23 +++++++------
 .../copilot-token-usage-analyzer.lock.yml     | 32 +++++++++----------
 .../workflows/copilot-token-usage-analyzer.md | 13 +++++---
 8 files changed, 106 insertions(+), 94 deletions(-)

diff --git a/.github/workflows/claude-token-optimizer.lock.yml b/.github/workflows/claude-token-optimizer.lock.yml
index 96f5140a916..f04877ee444 100644
--- a/.github/workflows/claude-token-optimizer.lock.yml
+++ b/.github/workflows/claude-token-optimizer.lock.yml
@@ -26,7 +26,7 @@
 #   Imports:
 #     - shared/reporting.md
 #
-# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"e548ad0bac042ffe9ee9929d5ca90115d0d981f73c87902a8178b17947616869","strict":true,"agent_id":"copilot"}
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"d28ca01966ea04e0f3dbad739cdce71c88eef80ccc8091c3cbff3401dac2e05c","strict":true,"agent_id":"copilot"}
 
 name: "Claude Token Optimizer"
 "on":
@@ -144,14 +144,14 @@ jobs:
         run: |
           bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
           {
-          cat << 'GH_AW_PROMPT_e5e6cd140cb03f4e_EOF'
+          cat << 'GH_AW_PROMPT_b4eb75949c6211e2_EOF'
           <system>
-          GH_AW_PROMPT_e5e6cd140cb03f4e_EOF
+          GH_AW_PROMPT_b4eb75949c6211e2_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
-          cat << 'GH_AW_PROMPT_e5e6cd140cb03f4e_EOF'
+          cat << 'GH_AW_PROMPT_b4eb75949c6211e2_EOF'
           <safe-output-tools>
           Tools: create_issue, missing_tool, missing_data, noop
           </safe-output-tools>
@@ -183,13 +183,13 @@ jobs:
           {{/if}}
           </github-context>
           
-          GH_AW_PROMPT_e5e6cd140cb03f4e_EOF
+          GH_AW_PROMPT_b4eb75949c6211e2_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
-          cat << 'GH_AW_PROMPT_e5e6cd140cb03f4e_EOF'
+          cat << 'GH_AW_PROMPT_b4eb75949c6211e2_EOF'
           </system>
           {{#runtime-import .github/workflows/shared/reporting.md}}
           {{#runtime-import .github/workflows/claude-token-optimizer.md}}
-          GH_AW_PROMPT_e5e6cd140cb03f4e_EOF
+          GH_AW_PROMPT_b4eb75949c6211e2_EOF
           } > "$GH_AW_PROMPT"
       - name: Interpolate variables and render templates
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
@@ -327,7 +327,7 @@ jobs:
       - env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Find and download artifacts from the most expensive Claude workflow
-        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer-claude\n\necho \"📥 Loading Claude workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine claude \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer-claude/claude-runs.json\n\nRUN_COUNT=$(jq '. | length' /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Claude runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Claude runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  group_by(.workflowName) |\n  map({\n    workflow: .[0].workflowName,\n    total_tokens: (map(.tokenUsage) | add),\n    total_cost: (map(.estimatedCost) | add),\n    run_count: length,\n    avg_tokens: ((map(.tokenUsage) | add) / length),\n    run_ids: map(.databaseId),\n    latest_run_id: (sort_by(.createdAt) | last | .databaseId),\n    latest_run_url: (sort_by(.createdAt) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer-claude/claude-runs.json > /tmp/token-optimizer-claude/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer-claude/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer-claude/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run\nARTIFACT_DIR=\"/tmp/token-optimizer-claude/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer-claude/token-usage.jsonl\n  echo \"Records: $(wc -l < /tmp/token-optimizer-claude/token-usage.jsonl)\"\n\n  # Pre-compute Anthropic-specific metrics\n  echo \"📊 Computing Anthropic cache efficiency metrics...\"\n  awk '\n  BEGIN { ti=0; to=0; cr=0; cw=0; tr=0 }\n  {\n    if (match($0, /\"input_tokens\" *: *([0-9]+)/, m)) ti += m[1]+0\n    if (match($0, /\"output_tokens\" *: *([0-9]+)/, m)) to += m[1]+0\n    if (match($0, /\"cache_read_tokens\" *: *([0-9]+)/, m)) cr += m[1]+0\n    if (match($0, /\"cache_write_tokens\" *: *([0-9]+)/, m)) cw += m[1]+0\n    tr += 1\n  }\n  END {\n    total = ti + to + cr + cw\n    if (tr == 0) exit\n    printf \"Requests: %d\\n\", tr\n    printf \"Input tokens: %d\\n\", ti\n    printf \"Output tokens: %d\\n\", to\n    printf \"Cache read tokens: %d\\n\", cr\n    printf \"Cache write tokens: %d\\n\", cw\n    printf \"Total tokens: %d\\n\", total\n    if (ti + cr > 0) printf \"Cache hit rate: %.1f%%\\n\", (cr / (ti + cr)) * 100\n    if (ti + cw > 0) printf \"Cache write rate: %.1f%%\\n\", (cw / (ti + cw)) * 100\n    if (cw > 0) printf \"Cache read/write ratio: %.2f\\n\", (cr / cw)\n  }' /tmp/token-optimizer-claude/token-usage.jsonl > /tmp/token-optimizer-claude/cache-metrics.txt\n  cat /tmp/token-optimizer-claude/cache-metrics.txt\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer-claude/token-usage.jsonl\n  touch /tmp/token-optimizer-claude/cache-metrics.txt\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer-claude/workflow-source.md\nelse\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer-claude/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source\nif [ -f /tmp/token-optimizer-claude/workflow-source.md ]; then\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer-claude/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer-claude/declared-tools.txt || true\nfi\n"
+        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer-claude\n\necho \"📥 Loading Claude workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine claude \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-optimizer-claude/claude-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-optimizer-claude/claude-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-optimizer-claude/claude-runs-raw.json > /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer-claude/claude-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Claude runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Claude runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  group_by(.workflow_name) |\n  map({\n    workflow: .[0].workflow_name,\n    total_tokens: (map(.token_usage) | add),\n    total_cost: 0,\n    run_count: length,\n    avg_tokens: ((map(.token_usage) | add) / length),\n    run_ids: map(.database_id),\n    latest_run_id: (sort_by(.created_at) | last | .database_id),\n    latest_run_url: (sort_by(.created_at) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer-claude/claude-runs.json > /tmp/token-optimizer-claude/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer-claude/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer-claude/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run\nARTIFACT_DIR=\"/tmp/token-optimizer-claude/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer-claude/token-usage.jsonl\n  echo \"Records: $(wc -l < /tmp/token-optimizer-claude/token-usage.jsonl)\"\n\n  # Pre-compute Anthropic-specific metrics\n  echo \"📊 Computing Anthropic cache efficiency metrics...\"\n  awk '\n  BEGIN { ti=0; to=0; cr=0; cw=0; tr=0 }\n  {\n    if (match($0, /\"input_tokens\" *: *([0-9]+)/, m)) ti += m[1]+0\n    if (match($0, /\"output_tokens\" *: *([0-9]+)/, m)) to += m[1]+0\n    if (match($0, /\"cache_read_tokens\" *: *([0-9]+)/, m)) cr += m[1]+0\n    if (match($0, /\"cache_write_tokens\" *: *([0-9]+)/, m)) cw += m[1]+0\n    tr += 1\n  }\n  END {\n    total = ti + to + cr + cw\n    if (tr == 0) exit\n    printf \"Requests: %d\\n\", tr\n    printf \"Input tokens: %d\\n\", ti\n    printf \"Output tokens: %d\\n\", to\n    printf \"Cache read tokens: %d\\n\", cr\n    printf \"Cache write tokens: %d\\n\", cw\n    printf \"Total tokens: %d\\n\", total\n    if (ti + cr > 0) printf \"Cache hit rate: %.1f%%\\n\", (cr / (ti + cr)) * 100\n    if (ti + cw > 0) printf \"Cache write rate: %.1f%%\\n\", (cw / (ti + cw)) * 100\n    if (cw > 0) printf \"Cache read/write ratio: %.2f\\n\", (cr / cw)\n  }' /tmp/token-optimizer-claude/token-usage.jsonl > /tmp/token-optimizer-claude/cache-metrics.txt\n  cat /tmp/token-optimizer-claude/cache-metrics.txt\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer-claude/token-usage.jsonl\n  touch /tmp/token-optimizer-claude/cache-metrics.txt\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer-claude/workflow-source.md\nelse\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer-claude/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source\nif [ -f /tmp/token-optimizer-claude/workflow-source.md ]; then\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer-claude/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer-claude/declared-tools.txt || true\nfi\n"
 
       - name: Configure Git credentials
         env:
@@ -378,12 +378,12 @@ jobs:
           mkdir -p ${RUNNER_TEMP}/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_99f3c82673c40c75_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_0fb88f09872c1369_EOF'
           {"create_issue":{"close_older_issues":true,"expires":168,"labels":["automated-analysis","token-optimization","claude","cost-reduction"],"max":1,"title_prefix":"⚡ Claude Token Optimization: "},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
-          GH_AW_SAFE_OUTPUTS_CONFIG_99f3c82673c40c75_EOF
+          GH_AW_SAFE_OUTPUTS_CONFIG_0fb88f09872c1369_EOF
       - name: Write Safe Outputs Tools
         run: |
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_016c509bb887d8a7_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_971214b094014a4d_EOF'
           {
             "description_suffixes": {
               "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"⚡ Claude Token Optimization: \". Labels [\"automated-analysis\" \"token-optimization\" \"claude\" \"cost-reduction\"] will be automatically added."
@@ -391,8 +391,8 @@ jobs:
             "repo_params": {},
             "dynamic_tools": []
           }
-          GH_AW_SAFE_OUTPUTS_TOOLS_META_016c509bb887d8a7_EOF
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_8bdfec3203e0fed8_EOF'
+          GH_AW_SAFE_OUTPUTS_TOOLS_META_971214b094014a4d_EOF
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_ad5d398c6bc28877_EOF'
           {
             "create_issue": {
               "defaultMax": 1,
@@ -485,7 +485,7 @@ jobs:
               }
             }
           }
-          GH_AW_SAFE_OUTPUTS_VALIDATION_8bdfec3203e0fed8_EOF
+          GH_AW_SAFE_OUTPUTS_VALIDATION_ad5d398c6bc28877_EOF
           node ${RUNNER_TEMP}/gh-aw/actions/generate_safe_outputs_tools.cjs
       - name: Generate Safe Outputs MCP Server Config
         id: safe-outputs-config
@@ -555,7 +555,7 @@ jobs:
           export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.12'
           
           mkdir -p /home/runner/.copilot
-          cat << GH_AW_MCP_CONFIG_7859ed28542ae487_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+          cat << GH_AW_MCP_CONFIG_c6bfa07f5408b430_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
           {
             "mcpServers": {
               "github": {
@@ -596,7 +596,7 @@ jobs:
               "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
             }
           }
-          GH_AW_MCP_CONFIG_7859ed28542ae487_EOF
+          GH_AW_MCP_CONFIG_c6bfa07f5408b430_EOF
       - name: Download activation artifact
         uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
         with:
diff --git a/.github/workflows/claude-token-optimizer.md b/.github/workflows/claude-token-optimizer.md
index 22d7bb04053..9553c52ba84 100644
--- a/.github/workflows/claude-token-optimizer.md
+++ b/.github/workflows/claude-token-optimizer.md
@@ -67,9 +67,12 @@ steps:
         --start-date -1d \
         --json \
         -c 300 \
-        > /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo "[]" > /tmp/token-optimizer-claude/claude-runs.json
+        > /tmp/token-optimizer-claude/claude-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-optimizer-claude/claude-runs-raw.json
 
-      RUN_COUNT=$(jq '. | length' /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo 0)
+      # Extract runs array from the JSON output
+      jq '.runs // []' /tmp/token-optimizer-claude/claude-runs-raw.json > /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo "[]" > /tmp/token-optimizer-claude/claude-runs.json
+
+      RUN_COUNT=$(jq 'length' /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo 0)
       echo "Found ${RUN_COUNT} Claude runs"
 
       if [ "$RUN_COUNT" -eq 0 ]; then
@@ -80,16 +83,16 @@ steps:
       # Find the most expensive workflow (by total tokens across all its runs)
       echo "🔍 Identifying most expensive workflow..."
       jq -r '
-        group_by(.workflowName) |
+        group_by(.workflow_name) |
         map({
-          workflow: .[0].workflowName,
-          total_tokens: (map(.tokenUsage) | add),
-          total_cost: (map(.estimatedCost) | add),
+          workflow: .[0].workflow_name,
+          total_tokens: (map(.token_usage) | add),
+          total_cost: 0,
           run_count: length,
-          avg_tokens: ((map(.tokenUsage) | add) / length),
-          run_ids: map(.databaseId),
-          latest_run_id: (sort_by(.createdAt) | last | .databaseId),
-          latest_run_url: (sort_by(.createdAt) | last | .url)
+          avg_tokens: ((map(.token_usage) | add) / length),
+          run_ids: map(.database_id),
+          latest_run_id: (sort_by(.created_at) | last | .database_id),
+          latest_run_url: (sort_by(.created_at) | last | .url)
         }) |
         sort_by(.total_tokens) | reverse | .[0]
       ' /tmp/token-optimizer-claude/claude-runs.json > /tmp/token-optimizer-claude/top-workflow.json
diff --git a/.github/workflows/claude-token-usage-analyzer.lock.yml b/.github/workflows/claude-token-usage-analyzer.lock.yml
index e568b2f3b68..f4363eb968d 100644
--- a/.github/workflows/claude-token-usage-analyzer.lock.yml
+++ b/.github/workflows/claude-token-usage-analyzer.lock.yml
@@ -26,7 +26,7 @@
 #   Imports:
 #     - shared/reporting.md
 #
-# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"e69b0617753455baec21652278430e9c3520a4d1be3eb97cd0032ddd5d6857c1","strict":true,"agent_id":"copilot"}
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"6d66eade0456e72f7633fe59372e82e86d56afc2d374492975124f67ea898cf1","strict":true,"agent_id":"copilot"}
 
 name: "Claude Token Usage Analyzer"
 "on":
@@ -132,14 +132,14 @@ jobs:
         run: |
           bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
           {
-          cat << 'GH_AW_PROMPT_8006b394fe911ee1_EOF'
+          cat << 'GH_AW_PROMPT_e1a5813608bb58e3_EOF'
           <system>
-          GH_AW_PROMPT_8006b394fe911ee1_EOF
+          GH_AW_PROMPT_e1a5813608bb58e3_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
-          cat << 'GH_AW_PROMPT_8006b394fe911ee1_EOF'
+          cat << 'GH_AW_PROMPT_e1a5813608bb58e3_EOF'
           <safe-output-tools>
           Tools: create_issue, missing_tool, missing_data, noop
           </safe-output-tools>
@@ -171,13 +171,13 @@ jobs:
           {{/if}}
           </github-context>
           
-          GH_AW_PROMPT_8006b394fe911ee1_EOF
+          GH_AW_PROMPT_e1a5813608bb58e3_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
-          cat << 'GH_AW_PROMPT_8006b394fe911ee1_EOF'
+          cat << 'GH_AW_PROMPT_e1a5813608bb58e3_EOF'
           </system>
           {{#runtime-import .github/workflows/shared/reporting.md}}
           {{#runtime-import .github/workflows/claude-token-usage-analyzer.md}}
-          GH_AW_PROMPT_8006b394fe911ee1_EOF
+          GH_AW_PROMPT_e1a5813608bb58e3_EOF
           } > "$GH_AW_PROMPT"
       - name: Interpolate variables and render templates
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
@@ -310,7 +310,7 @@ jobs:
       - env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Download Claude workflow runs (last 24h)
-        run: "set -euo pipefail\nmkdir -p /tmp/token-analyzer-claude\n\necho \"📥 Downloading Claude workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine claude \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-analyzer-claude/claude-runs.json\n\nRUN_COUNT=$(jq '. | length' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo 0)\necho \"✅ Found ${RUN_COUNT} Claude workflow runs\"\n\n# Download token-usage.jsonl artifacts for per-model breakdown\nARTIFACT_DIR=\"/tmp/token-analyzer-claude/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading token-usage.jsonl artifacts...\"\njq -r '.[0:50][]?.databaseId' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null > /tmp/token-analyzer-claude/run-ids.txt || true\nwhile read -r run_id; do\n  run_dir=\"$ARTIFACT_DIR/$run_id\"\n  mkdir -p \"$run_dir\"\n  gh run download \"$run_id\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"firewall-audit-logs\" \\\n    --dir \"$run_dir\" \\\n    2>/dev/null || true\ndone < /tmp/token-analyzer-claude/run-ids.txt\n\n# Count how many token-usage.jsonl files we got\nJSONL_COUNT=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | wc -l)\necho \"✅ Downloaded ${JSONL_COUNT} token-usage.jsonl artifacts\"\n\n# Merge all token-usage.jsonl files annotated with run_id\nMERGED_FILE=\"/tmp/token-analyzer-claude/token-usage-merged.jsonl\"\n> \"$MERGED_FILE\"\nfind \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" > /tmp/token-analyzer-claude/jsonl-files.txt 2>/dev/null || true\nwhile read -r f; do\n  run_id=$(echo \"$f\" | grep -oP '(?<=/artifacts/)\\d+(?=/)' || true)\n  while IFS= read -r line; do\n    if [ -n \"$line\" ]; then\n      echo \"${line}\" | jq --arg run_id \"$run_id\" '. + {run_id: $run_id}' >> \"$MERGED_FILE\" 2>/dev/null || true\n    fi\n  done < \"$f\"\ndone < /tmp/token-analyzer-claude/jsonl-files.txt\n\nRECORD_COUNT=$(wc -l < \"$MERGED_FILE\" 2>/dev/null || echo 0)\necho \"✅ Merged ${RECORD_COUNT} token usage records\"\n"
+        run: "set -euo pipefail\nmkdir -p /tmp/token-analyzer-claude\n\necho \"📥 Downloading Claude workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine claude \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-analyzer-claude/claude-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-analyzer-claude/claude-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-analyzer-claude/claude-runs-raw.json > /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-analyzer-claude/claude-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo 0)\necho \"✅ Found ${RUN_COUNT} Claude workflow runs\"\n\n# Download token-usage.jsonl artifacts for per-model breakdown\nARTIFACT_DIR=\"/tmp/token-analyzer-claude/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading token-usage.jsonl artifacts...\"\njq -r '.[0:50][]?.database_id' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null > /tmp/token-analyzer-claude/run-ids.txt || true\nwhile read -r run_id; do\n  run_dir=\"$ARTIFACT_DIR/$run_id\"\n  mkdir -p \"$run_dir\"\n  gh run download \"$run_id\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"firewall-audit-logs\" \\\n    --dir \"$run_dir\" \\\n    2>/dev/null || true\ndone < /tmp/token-analyzer-claude/run-ids.txt\n\n# Count how many token-usage.jsonl files we got\nJSONL_COUNT=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | wc -l)\necho \"✅ Downloaded ${JSONL_COUNT} token-usage.jsonl artifacts\"\n\n# Merge all token-usage.jsonl files annotated with run_id\nMERGED_FILE=\"/tmp/token-analyzer-claude/token-usage-merged.jsonl\"\n> \"$MERGED_FILE\"\nfind \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" > /tmp/token-analyzer-claude/jsonl-files.txt 2>/dev/null || true\nwhile read -r f; do\n  run_id=$(echo \"$f\" | grep -oP '(?<=/artifacts/)\\d+(?=/)' || true)\n  while IFS= read -r line; do\n    if [ -n \"$line\" ]; then\n      echo \"${line}\" | jq --arg run_id \"$run_id\" '. + {run_id: $run_id}' >> \"$MERGED_FILE\" 2>/dev/null || true\n    fi\n  done < \"$f\"\ndone < /tmp/token-analyzer-claude/jsonl-files.txt\n\nRECORD_COUNT=$(wc -l < \"$MERGED_FILE\" 2>/dev/null || echo 0)\necho \"✅ Merged ${RECORD_COUNT} token usage records\"\n"
 
       - name: Configure Git credentials
         env:
@@ -361,12 +361,12 @@ jobs:
           mkdir -p ${RUNNER_TEMP}/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_6145119542beae75_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_a4ba8bab8dcca375_EOF'
           {"create_issue":{"close_older_issues":true,"expires":48,"labels":["automated-analysis","token-usage","claude"],"max":1,"title_prefix":"📊 Claude Token Usage Report: "},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
-          GH_AW_SAFE_OUTPUTS_CONFIG_6145119542beae75_EOF
+          GH_AW_SAFE_OUTPUTS_CONFIG_a4ba8bab8dcca375_EOF
       - name: Write Safe Outputs Tools
         run: |
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_eaa180fbfdb4f218_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_e2f42f9d919138fa_EOF'
           {
             "description_suffixes": {
               "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"📊 Claude Token Usage Report: \". Labels [\"automated-analysis\" \"token-usage\" \"claude\"] will be automatically added."
@@ -374,8 +374,8 @@ jobs:
             "repo_params": {},
             "dynamic_tools": []
           }
-          GH_AW_SAFE_OUTPUTS_TOOLS_META_eaa180fbfdb4f218_EOF
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_8bb554f7bb6db76c_EOF'
+          GH_AW_SAFE_OUTPUTS_TOOLS_META_e2f42f9d919138fa_EOF
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_89ae148174e0a909_EOF'
           {
             "create_issue": {
               "defaultMax": 1,
@@ -468,7 +468,7 @@ jobs:
               }
             }
           }
-          GH_AW_SAFE_OUTPUTS_VALIDATION_8bb554f7bb6db76c_EOF
+          GH_AW_SAFE_OUTPUTS_VALIDATION_89ae148174e0a909_EOF
           node ${RUNNER_TEMP}/gh-aw/actions/generate_safe_outputs_tools.cjs
       - name: Generate Safe Outputs MCP Server Config
         id: safe-outputs-config
@@ -538,7 +538,7 @@ jobs:
           export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.12'
           
           mkdir -p /home/runner/.copilot
-          cat << GH_AW_MCP_CONFIG_b511e335517d7f14_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+          cat << GH_AW_MCP_CONFIG_d12389cf810a9482_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
           {
             "mcpServers": {
               "github": {
@@ -579,7 +579,7 @@ jobs:
               "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
             }
           }
-          GH_AW_MCP_CONFIG_b511e335517d7f14_EOF
+          GH_AW_MCP_CONFIG_d12389cf810a9482_EOF
       - name: Download activation artifact
         uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
         with:
diff --git a/.github/workflows/claude-token-usage-analyzer.md b/.github/workflows/claude-token-usage-analyzer.md
index caabb9f1ff1..491a9e2cd67 100644
--- a/.github/workflows/claude-token-usage-analyzer.md
+++ b/.github/workflows/claude-token-usage-analyzer.md
@@ -59,9 +59,12 @@ steps:
         --start-date -1d \
         --json \
         -c 300 \
-        > /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo "[]" > /tmp/token-analyzer-claude/claude-runs.json
+        > /tmp/token-analyzer-claude/claude-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-analyzer-claude/claude-runs-raw.json
 
-      RUN_COUNT=$(jq '. | length' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo 0)
+      # Extract runs array from the JSON output
+      jq '.runs // []' /tmp/token-analyzer-claude/claude-runs-raw.json > /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo "[]" > /tmp/token-analyzer-claude/claude-runs.json
+
+      RUN_COUNT=$(jq 'length' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo 0)
       echo "✅ Found ${RUN_COUNT} Claude workflow runs"
 
       # Download token-usage.jsonl artifacts for per-model breakdown
@@ -69,7 +72,7 @@ steps:
       mkdir -p "$ARTIFACT_DIR"
 
       echo "📥 Downloading token-usage.jsonl artifacts..."
-      jq -r '.[0:50][]?.databaseId' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null > /tmp/token-analyzer-claude/run-ids.txt || true
+      jq -r '.[0:50][]?.database_id' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null > /tmp/token-analyzer-claude/run-ids.txt || true
       while read -r run_id; do
         run_dir="$ARTIFACT_DIR/$run_id"
         mkdir -p "$run_dir"
@@ -119,7 +122,7 @@ You are the Claude Token Usage Analyzer. Your job is to analyze Claude/Anthropic
 
 Pre-downloaded data is available in `/tmp/token-analyzer-claude/`:
 
-- **`/tmp/token-analyzer-claude/claude-runs.json`** — All Claude workflow runs from the last 24 hours (array of run objects with `workflowName`, `databaseId`, `tokenUsage`, `estimatedCost`, `turns`, `url`, `conclusion`, etc.)
+- **`/tmp/token-analyzer-claude/claude-runs.json`** — All Claude workflow runs from the last 24 hours (array of run objects with `workflow_name`, `database_id`, `token_usage`, `turns`, `url`, `conclusion`, etc.)
 - **`/tmp/token-analyzer-claude/token-usage-merged.jsonl`** — Merged per-request token records from `firewall-audit-logs` artifacts, with fields: `model`, `provider`, `input_tokens`, `output_tokens`, `cache_read_tokens`, `cache_write_tokens`, `duration_ms`, `run_id`
 
 ## Analysis Process
@@ -129,7 +132,7 @@ Pre-downloaded data is available in `/tmp/token-analyzer-claude/`:
 Process `/tmp/token-analyzer-claude/claude-runs.json` to compute per-workflow statistics:
 
 ```bash
-jq -r '.[] | [.workflowName, .tokenUsage, .estimatedCost, .turns, .conclusion, .url, .databaseId] | @tsv' \
+jq -r '.[] | [.workflow_name, .token_usage, .turns, .conclusion, .url, .database_id] | @tsv' \
   /tmp/token-analyzer-claude/claude-runs.json
 ```
 
diff --git a/.github/workflows/copilot-token-optimizer.lock.yml b/.github/workflows/copilot-token-optimizer.lock.yml
index b9547ce3019..9e585f38b21 100644
--- a/.github/workflows/copilot-token-optimizer.lock.yml
+++ b/.github/workflows/copilot-token-optimizer.lock.yml
@@ -26,7 +26,7 @@
 #   Imports:
 #     - shared/reporting.md
 #
-# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"a8f59f14c06aff09cf7fdc31208a784b762c3c12b7d12fa5d1bb3a2dbfe6567c","strict":true,"agent_id":"copilot"}
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"fd23e1427b2313e8891e828fe49ebfd23bdc4abc966f587a004d381370a68f13","strict":true,"agent_id":"copilot"}
 
 name: "Copilot Token Optimizer"
 "on":
@@ -144,14 +144,14 @@ jobs:
         run: |
           bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
           {
-          cat << 'GH_AW_PROMPT_9c06ceb9fc3e8446_EOF'
+          cat << 'GH_AW_PROMPT_68c5831fe1087681_EOF'
           <system>
-          GH_AW_PROMPT_9c06ceb9fc3e8446_EOF
+          GH_AW_PROMPT_68c5831fe1087681_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
-          cat << 'GH_AW_PROMPT_9c06ceb9fc3e8446_EOF'
+          cat << 'GH_AW_PROMPT_68c5831fe1087681_EOF'
           <safe-output-tools>
           Tools: create_issue, missing_tool, missing_data, noop
           </safe-output-tools>
@@ -183,13 +183,13 @@ jobs:
           {{/if}}
           </github-context>
           
-          GH_AW_PROMPT_9c06ceb9fc3e8446_EOF
+          GH_AW_PROMPT_68c5831fe1087681_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
-          cat << 'GH_AW_PROMPT_9c06ceb9fc3e8446_EOF'
+          cat << 'GH_AW_PROMPT_68c5831fe1087681_EOF'
           </system>
           {{#runtime-import .github/workflows/shared/reporting.md}}
           {{#runtime-import .github/workflows/copilot-token-optimizer.md}}
-          GH_AW_PROMPT_9c06ceb9fc3e8446_EOF
+          GH_AW_PROMPT_68c5831fe1087681_EOF
           } > "$GH_AW_PROMPT"
       - name: Interpolate variables and render templates
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
@@ -327,7 +327,7 @@ jobs:
       - env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Find and download artifacts from the most expensive Copilot workflow
-        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer\n\necho \"📥 Loading Copilot workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine copilot \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer/copilot-runs.json\n\nRUN_COUNT=$(jq '. | length' /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Copilot runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Copilot runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  group_by(.workflowName) |\n  map({\n    workflow: .[0].workflowName,\n    total_tokens: (map(.tokenUsage) | add),\n    total_cost: (map(.estimatedCost) | add),\n    run_count: length,\n    avg_tokens: ((map(.tokenUsage) | add) / length),\n    run_ids: map(.databaseId),\n    latest_run_id: (sort_by(.createdAt) | last | .databaseId),\n    latest_run_url: (sort_by(.createdAt) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer/copilot-runs.json > /tmp/token-optimizer/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run of that workflow\nARTIFACT_DIR=\"/tmp/token-optimizer/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts (contains prompt and tool usage logs)\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer/token-usage.jsonl\n  wc -l < /tmp/token-optimizer/token-usage.jsonl\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer/token-usage.jsonl\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer/workflow-source.md\nelse\n  echo \"Workflow source not found at $WORKFLOW_MD, searching...\"\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source (if available)\nif [ -f /tmp/token-optimizer/workflow-source.md ]; then\n  echo \"📋 Extracting declared tools from workflow source...\"\n  # Extract tools section from frontmatter\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer/declared-tools.txt || true\n  cat /tmp/token-optimizer/declared-tools.txt\nfi\n"
+        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer\n\necho \"📥 Loading Copilot workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine copilot \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-optimizer/copilot-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-optimizer/copilot-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-optimizer/copilot-runs-raw.json > /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer/copilot-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Copilot runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Copilot runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  group_by(.workflow_name) |\n  map({\n    workflow: .[0].workflow_name,\n    total_tokens: (map(.token_usage) | add),\n    total_cost: 0,\n    run_count: length,\n    avg_tokens: ((map(.token_usage) | add) / length),\n    run_ids: map(.database_id),\n    latest_run_id: (sort_by(.created_at) | last | .database_id),\n    latest_run_url: (sort_by(.created_at) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer/copilot-runs.json > /tmp/token-optimizer/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run of that workflow\nARTIFACT_DIR=\"/tmp/token-optimizer/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts (contains prompt and tool usage logs)\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer/token-usage.jsonl\n  wc -l < /tmp/token-optimizer/token-usage.jsonl\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer/token-usage.jsonl\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer/workflow-source.md\nelse\n  echo \"Workflow source not found at $WORKFLOW_MD, searching...\"\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source (if available)\nif [ -f /tmp/token-optimizer/workflow-source.md ]; then\n  echo \"📋 Extracting declared tools from workflow source...\"\n  # Extract tools section from frontmatter\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer/declared-tools.txt || true\n  cat /tmp/token-optimizer/declared-tools.txt\nfi\n"
 
       - name: Configure Git credentials
         env:
@@ -378,12 +378,12 @@ jobs:
           mkdir -p ${RUNNER_TEMP}/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_bdb51c7b3aee79ae_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_178afd5b56c5bba7_EOF'
           {"create_issue":{"close_older_issues":true,"expires":168,"labels":["automated-analysis","token-optimization","copilot","cost-reduction"],"max":1,"title_prefix":"⚡ Copilot Token Optimization: "},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
-          GH_AW_SAFE_OUTPUTS_CONFIG_bdb51c7b3aee79ae_EOF
+          GH_AW_SAFE_OUTPUTS_CONFIG_178afd5b56c5bba7_EOF
       - name: Write Safe Outputs Tools
         run: |
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_5f6440cb818356b0_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_cec4f6a3637a6d3b_EOF'
           {
             "description_suffixes": {
               "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"⚡ Copilot Token Optimization: \". Labels [\"automated-analysis\" \"token-optimization\" \"copilot\" \"cost-reduction\"] will be automatically added."
@@ -391,8 +391,8 @@ jobs:
             "repo_params": {},
             "dynamic_tools": []
           }
-          GH_AW_SAFE_OUTPUTS_TOOLS_META_5f6440cb818356b0_EOF
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_685e42b2b99de53a_EOF'
+          GH_AW_SAFE_OUTPUTS_TOOLS_META_cec4f6a3637a6d3b_EOF
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_2089a1213782993a_EOF'
           {
             "create_issue": {
               "defaultMax": 1,
@@ -485,7 +485,7 @@ jobs:
               }
             }
           }
-          GH_AW_SAFE_OUTPUTS_VALIDATION_685e42b2b99de53a_EOF
+          GH_AW_SAFE_OUTPUTS_VALIDATION_2089a1213782993a_EOF
           node ${RUNNER_TEMP}/gh-aw/actions/generate_safe_outputs_tools.cjs
       - name: Generate Safe Outputs MCP Server Config
         id: safe-outputs-config
@@ -555,7 +555,7 @@ jobs:
           export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.12'
           
           mkdir -p /home/runner/.copilot
-          cat << GH_AW_MCP_CONFIG_ce5a4d1c93479cfc_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+          cat << GH_AW_MCP_CONFIG_27cc3fbbc713df4f_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
           {
             "mcpServers": {
               "github": {
@@ -596,7 +596,7 @@ jobs:
               "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
             }
           }
-          GH_AW_MCP_CONFIG_ce5a4d1c93479cfc_EOF
+          GH_AW_MCP_CONFIG_27cc3fbbc713df4f_EOF
       - name: Download activation artifact
         uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
         with:
diff --git a/.github/workflows/copilot-token-optimizer.md b/.github/workflows/copilot-token-optimizer.md
index e722e076f58..b3f203ff6fa 100644
--- a/.github/workflows/copilot-token-optimizer.md
+++ b/.github/workflows/copilot-token-optimizer.md
@@ -67,9 +67,12 @@ steps:
         --start-date -1d \
         --json \
         -c 300 \
-        > /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo "[]" > /tmp/token-optimizer/copilot-runs.json
+        > /tmp/token-optimizer/copilot-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-optimizer/copilot-runs-raw.json
 
-      RUN_COUNT=$(jq '. | length' /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo 0)
+      # Extract runs array from the JSON output
+      jq '.runs // []' /tmp/token-optimizer/copilot-runs-raw.json > /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo "[]" > /tmp/token-optimizer/copilot-runs.json
+
+      RUN_COUNT=$(jq 'length' /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo 0)
       echo "Found ${RUN_COUNT} Copilot runs"
 
       if [ "$RUN_COUNT" -eq 0 ]; then
@@ -80,16 +83,16 @@ steps:
       # Find the most expensive workflow (by total tokens across all its runs)
       echo "🔍 Identifying most expensive workflow..."
       jq -r '
-        group_by(.workflowName) |
+        group_by(.workflow_name) |
         map({
-          workflow: .[0].workflowName,
-          total_tokens: (map(.tokenUsage) | add),
-          total_cost: (map(.estimatedCost) | add),
+          workflow: .[0].workflow_name,
+          total_tokens: (map(.token_usage) | add),
+          total_cost: 0,
           run_count: length,
-          avg_tokens: ((map(.tokenUsage) | add) / length),
-          run_ids: map(.databaseId),
-          latest_run_id: (sort_by(.createdAt) | last | .databaseId),
-          latest_run_url: (sort_by(.createdAt) | last | .url)
+          avg_tokens: ((map(.token_usage) | add) / length),
+          run_ids: map(.database_id),
+          latest_run_id: (sort_by(.created_at) | last | .database_id),
+          latest_run_url: (sort_by(.created_at) | last | .url)
         }) |
         sort_by(.total_tokens) | reverse | .[0]
       ' /tmp/token-optimizer/copilot-runs.json > /tmp/token-optimizer/top-workflow.json
diff --git a/.github/workflows/copilot-token-usage-analyzer.lock.yml b/.github/workflows/copilot-token-usage-analyzer.lock.yml
index 2f00dbb1659..af26d0d5898 100644
--- a/.github/workflows/copilot-token-usage-analyzer.lock.yml
+++ b/.github/workflows/copilot-token-usage-analyzer.lock.yml
@@ -26,7 +26,7 @@
 #   Imports:
 #     - shared/reporting.md
 #
-# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"b1ce75410b09f89b58a1f4df88bc49635b77fb7d802528b5869f504e3085b94b","strict":true,"agent_id":"copilot"}
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"b289a6f4ddae47c218302a21a6199546f19abebf8650b1963e2c8699302c4666","strict":true,"agent_id":"copilot"}
 
 name: "Copilot Token Usage Analyzer"
 "on":
@@ -132,14 +132,14 @@ jobs:
         run: |
           bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
           {
-          cat << 'GH_AW_PROMPT_77b51c2908cd9c50_EOF'
+          cat << 'GH_AW_PROMPT_ac218341b6979b04_EOF'
           <system>
-          GH_AW_PROMPT_77b51c2908cd9c50_EOF
+          GH_AW_PROMPT_ac218341b6979b04_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
-          cat << 'GH_AW_PROMPT_77b51c2908cd9c50_EOF'
+          cat << 'GH_AW_PROMPT_ac218341b6979b04_EOF'
           <safe-output-tools>
           Tools: create_issue, missing_tool, missing_data, noop
           </safe-output-tools>
@@ -171,13 +171,13 @@ jobs:
           {{/if}}
           </github-context>
           
-          GH_AW_PROMPT_77b51c2908cd9c50_EOF
+          GH_AW_PROMPT_ac218341b6979b04_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
-          cat << 'GH_AW_PROMPT_77b51c2908cd9c50_EOF'
+          cat << 'GH_AW_PROMPT_ac218341b6979b04_EOF'
           </system>
           {{#runtime-import .github/workflows/shared/reporting.md}}
           {{#runtime-import .github/workflows/copilot-token-usage-analyzer.md}}
-          GH_AW_PROMPT_77b51c2908cd9c50_EOF
+          GH_AW_PROMPT_ac218341b6979b04_EOF
           } > "$GH_AW_PROMPT"
       - name: Interpolate variables and render templates
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
@@ -310,7 +310,7 @@ jobs:
       - env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Download Copilot workflow runs (last 24h)
-        run: "set -euo pipefail\nmkdir -p /tmp/token-analyzer\n\necho \"📥 Downloading Copilot workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine copilot \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-analyzer/copilot-runs.json\n\nRUN_COUNT=$(jq '. | length' /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo 0)\necho \"✅ Found ${RUN_COUNT} Copilot workflow runs\"\n\n# Download token-usage.jsonl artifacts for per-model breakdown\n# We look for the firewall-audit-logs artifact which contains token-usage.jsonl\nARTIFACT_DIR=\"/tmp/token-analyzer/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading token-usage.jsonl artifacts...\"\njq -r '.[0:50][]?.databaseId' /tmp/token-analyzer/copilot-runs.json 2>/dev/null > /tmp/token-analyzer/run-ids.txt || true\nwhile read -r run_id; do\n  run_dir=\"$ARTIFACT_DIR/$run_id\"\n  mkdir -p \"$run_dir\"\n  gh run download \"$run_id\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"firewall-audit-logs\" \\\n    --dir \"$run_dir\" \\\n    2>/dev/null || true\ndone < /tmp/token-analyzer/run-ids.txt\n\n# Count how many token-usage.jsonl files we got\nJSONL_COUNT=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | wc -l)\necho \"✅ Downloaded ${JSONL_COUNT} token-usage.jsonl artifacts\"\n\n# Merge all token-usage.jsonl files into a single aggregate file annotated with run_id\nMERGED_FILE=\"/tmp/token-analyzer/token-usage-merged.jsonl\"\n> \"$MERGED_FILE\"\nfind \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" > /tmp/token-analyzer/jsonl-files.txt 2>/dev/null || true\nwhile read -r f; do\n  run_id=$(echo \"$f\" | grep -oP '(?<=/artifacts/)\\d+(?=/)' || true)\n  while IFS= read -r line; do\n    if [ -n \"$line\" ]; then\n      echo \"${line}\" | jq --arg run_id \"$run_id\" '. + {run_id: $run_id}' >> \"$MERGED_FILE\" 2>/dev/null || true\n    fi\n  done < \"$f\"\ndone < /tmp/token-analyzer/jsonl-files.txt\n\nRECORD_COUNT=$(wc -l < \"$MERGED_FILE\" 2>/dev/null || echo 0)\necho \"✅ Merged ${RECORD_COUNT} token usage records\"\n"
+        run: "set -euo pipefail\nmkdir -p /tmp/token-analyzer\n\necho \"📥 Downloading Copilot workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine copilot \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-analyzer/copilot-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-analyzer/copilot-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-analyzer/copilot-runs-raw.json > /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-analyzer/copilot-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo 0)\necho \"✅ Found ${RUN_COUNT} Copilot workflow runs\"\n\n# Download token-usage.jsonl artifacts for per-model breakdown\n# We look for the firewall-audit-logs artifact which contains token-usage.jsonl\nARTIFACT_DIR=\"/tmp/token-analyzer/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading token-usage.jsonl artifacts...\"\njq -r '.[0:50][]?.database_id' /tmp/token-analyzer/copilot-runs.json 2>/dev/null > /tmp/token-analyzer/run-ids.txt || true\nwhile read -r run_id; do\n  run_dir=\"$ARTIFACT_DIR/$run_id\"\n  mkdir -p \"$run_dir\"\n  gh run download \"$run_id\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"firewall-audit-logs\" \\\n    --dir \"$run_dir\" \\\n    2>/dev/null || true\ndone < /tmp/token-analyzer/run-ids.txt\n\n# Count how many token-usage.jsonl files we got\nJSONL_COUNT=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | wc -l)\necho \"✅ Downloaded ${JSONL_COUNT} token-usage.jsonl artifacts\"\n\n# Merge all token-usage.jsonl files into a single aggregate file annotated with run_id\nMERGED_FILE=\"/tmp/token-analyzer/token-usage-merged.jsonl\"\n> \"$MERGED_FILE\"\nfind \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" > /tmp/token-analyzer/jsonl-files.txt 2>/dev/null || true\nwhile read -r f; do\n  run_id=$(echo \"$f\" | grep -oP '(?<=/artifacts/)\\d+(?=/)' || true)\n  while IFS= read -r line; do\n    if [ -n \"$line\" ]; then\n      echo \"${line}\" | jq --arg run_id \"$run_id\" '. + {run_id: $run_id}' >> \"$MERGED_FILE\" 2>/dev/null || true\n    fi\n  done < \"$f\"\ndone < /tmp/token-analyzer/jsonl-files.txt\n\nRECORD_COUNT=$(wc -l < \"$MERGED_FILE\" 2>/dev/null || echo 0)\necho \"✅ Merged ${RECORD_COUNT} token usage records\"\n"
 
       - name: Configure Git credentials
         env:
@@ -361,12 +361,12 @@ jobs:
           mkdir -p ${RUNNER_TEMP}/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_0237bbe3896dae81_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_34f7182c6d0b277b_EOF'
           {"create_issue":{"close_older_issues":true,"expires":48,"labels":["automated-analysis","token-usage","copilot"],"max":1,"title_prefix":"📊 Copilot Token Usage Report: "},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
-          GH_AW_SAFE_OUTPUTS_CONFIG_0237bbe3896dae81_EOF
+          GH_AW_SAFE_OUTPUTS_CONFIG_34f7182c6d0b277b_EOF
       - name: Write Safe Outputs Tools
         run: |
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_21502b3c7d44f092_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_840971bf025c07cc_EOF'
           {
             "description_suffixes": {
               "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"📊 Copilot Token Usage Report: \". Labels [\"automated-analysis\" \"token-usage\" \"copilot\"] will be automatically added."
@@ -374,8 +374,8 @@ jobs:
             "repo_params": {},
             "dynamic_tools": []
           }
-          GH_AW_SAFE_OUTPUTS_TOOLS_META_21502b3c7d44f092_EOF
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_5df732c7ff691456_EOF'
+          GH_AW_SAFE_OUTPUTS_TOOLS_META_840971bf025c07cc_EOF
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_b0e902b7f47a2fc6_EOF'
           {
             "create_issue": {
               "defaultMax": 1,
@@ -468,7 +468,7 @@ jobs:
               }
             }
           }
-          GH_AW_SAFE_OUTPUTS_VALIDATION_5df732c7ff691456_EOF
+          GH_AW_SAFE_OUTPUTS_VALIDATION_b0e902b7f47a2fc6_EOF
           node ${RUNNER_TEMP}/gh-aw/actions/generate_safe_outputs_tools.cjs
       - name: Generate Safe Outputs MCP Server Config
         id: safe-outputs-config
@@ -538,7 +538,7 @@ jobs:
           export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.12'
           
           mkdir -p /home/runner/.copilot
-          cat << GH_AW_MCP_CONFIG_85f5bf5a0a3b4a96_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+          cat << GH_AW_MCP_CONFIG_b6b35d61ba8b5d52_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
           {
             "mcpServers": {
               "github": {
@@ -579,7 +579,7 @@ jobs:
               "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
             }
           }
-          GH_AW_MCP_CONFIG_85f5bf5a0a3b4a96_EOF
+          GH_AW_MCP_CONFIG_b6b35d61ba8b5d52_EOF
       - name: Download activation artifact
         uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
         with:
diff --git a/.github/workflows/copilot-token-usage-analyzer.md b/.github/workflows/copilot-token-usage-analyzer.md
index 33793fd52c1..2b85b751577 100644
--- a/.github/workflows/copilot-token-usage-analyzer.md
+++ b/.github/workflows/copilot-token-usage-analyzer.md
@@ -59,9 +59,12 @@ steps:
         --start-date -1d \
         --json \
         -c 300 \
-        > /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo "[]" > /tmp/token-analyzer/copilot-runs.json
+        > /tmp/token-analyzer/copilot-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-analyzer/copilot-runs-raw.json
 
-      RUN_COUNT=$(jq '. | length' /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo 0)
+      # Extract runs array from the JSON output
+      jq '.runs // []' /tmp/token-analyzer/copilot-runs-raw.json > /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo "[]" > /tmp/token-analyzer/copilot-runs.json
+
+      RUN_COUNT=$(jq 'length' /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo 0)
       echo "✅ Found ${RUN_COUNT} Copilot workflow runs"
 
       # Download token-usage.jsonl artifacts for per-model breakdown
@@ -70,7 +73,7 @@ steps:
       mkdir -p "$ARTIFACT_DIR"
 
       echo "📥 Downloading token-usage.jsonl artifacts..."
-      jq -r '.[0:50][]?.databaseId' /tmp/token-analyzer/copilot-runs.json 2>/dev/null > /tmp/token-analyzer/run-ids.txt || true
+      jq -r '.[0:50][]?.database_id' /tmp/token-analyzer/copilot-runs.json 2>/dev/null > /tmp/token-analyzer/run-ids.txt || true
       while read -r run_id; do
         run_dir="$ARTIFACT_DIR/$run_id"
         mkdir -p "$run_dir"
@@ -120,7 +123,7 @@ You are the Copilot Token Usage Analyzer. Your job is to analyze Copilot token c
 
 Pre-downloaded data is available in `/tmp/token-analyzer/`:
 
-- **`/tmp/token-analyzer/copilot-runs.json`** — All Copilot workflow runs from the last 24 hours (array of run objects with `workflowName`, `databaseId`, `tokenUsage`, `estimatedCost`, `turns`, `url`, `conclusion`, etc.)
+- **`/tmp/token-analyzer/copilot-runs.json`** — All Copilot workflow runs from the last 24 hours (array of run objects with `workflow_name`, `database_id`, `token_usage`, `turns`, `url`, `conclusion`, etc.)
 - **`/tmp/token-analyzer/token-usage-merged.jsonl`** — Merged per-request token records from `firewall-audit-logs` artifacts, with fields: `model`, `provider`, `input_tokens`, `output_tokens`, `cache_read_tokens`, `cache_write_tokens`, `duration_ms`, `run_id`
 
 ## Analysis Process
@@ -130,7 +133,7 @@ Pre-downloaded data is available in `/tmp/token-analyzer/`:
 Process `/tmp/token-analyzer/copilot-runs.json` to compute per-workflow statistics:
 
 ```bash
-jq -r '.[] | [.workflowName, .tokenUsage, .estimatedCost, .turns, .conclusion, .url, .databaseId] | @tsv' \
+jq -r '.[] | [.workflow_name, .token_usage, .turns, .conclusion, .url, .database_id] | @tsv' \
   /tmp/token-analyzer/copilot-runs.json
 ```
 

From 5949c35a05970dfa879222792f7987e03cca3bd9 Mon Sep 17 00:00:00 2001
From: Landon Cox <landon.cox@microsoft.com>
Date: Fri, 3 Apr 2026 15:56:09 -0700
Subject: [PATCH 2/5] Update .github/workflows/copilot-token-optimizer.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
---
 .github/workflows/copilot-token-optimizer.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/copilot-token-optimizer.md b/.github/workflows/copilot-token-optimizer.md
index b3f203ff6fa..457c7258f1c 100644
--- a/.github/workflows/copilot-token-optimizer.md
+++ b/.github/workflows/copilot-token-optimizer.md
@@ -83,6 +83,7 @@ steps:
       # Find the most expensive workflow (by total tokens across all its runs)
       echo "🔍 Identifying most expensive workflow..."
       jq -r '
+        sort_by(.workflow_name) |
         group_by(.workflow_name) |
         map({
           workflow: .[0].workflow_name,

From 35666e43edb6eaeab9abd4d557e74a122b7e2e86 Mon Sep 17 00:00:00 2001
From: Landon Cox <landon.cox@microsoft.com>
Date: Fri, 3 Apr 2026 15:57:07 -0700
Subject: [PATCH 3/5] Update .github/workflows/claude-token-optimizer.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
---
 .github/workflows/claude-token-optimizer.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/claude-token-optimizer.md b/.github/workflows/claude-token-optimizer.md
index 9553c52ba84..97c9f3fba5a 100644
--- a/.github/workflows/claude-token-optimizer.md
+++ b/.github/workflows/claude-token-optimizer.md
@@ -83,6 +83,7 @@ steps:
       # Find the most expensive workflow (by total tokens across all its runs)
       echo "🔍 Identifying most expensive workflow..."
       jq -r '
+        sort_by(.workflow_name) |
         group_by(.workflow_name) |
         map({
           workflow: .[0].workflow_name,

From 39f9224b5e67103b4517b2170cf3310c5a111c08 Mon Sep 17 00:00:00 2001
From: Landon Cox <landon.cox@microsoft.com>
Date: Fri, 3 Apr 2026 16:03:25 -0700
Subject: [PATCH 4/5] fix: recompile lock files after sort_by addition

Recompile copilot-token-optimizer and claude-token-optimizer lock
files to match the sort_by(.workflow_name) additions made via UI.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
---
 .../workflows/claude-token-optimizer.lock.yml | 32 +++++++++----------
 .../copilot-token-optimizer.lock.yml          | 32 +++++++++----------
 2 files changed, 32 insertions(+), 32 deletions(-)

diff --git a/.github/workflows/claude-token-optimizer.lock.yml b/.github/workflows/claude-token-optimizer.lock.yml
index f04877ee444..9ebdd501486 100644
--- a/.github/workflows/claude-token-optimizer.lock.yml
+++ b/.github/workflows/claude-token-optimizer.lock.yml
@@ -26,7 +26,7 @@
 #   Imports:
 #     - shared/reporting.md
 #
-# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"d28ca01966ea04e0f3dbad739cdce71c88eef80ccc8091c3cbff3401dac2e05c","strict":true,"agent_id":"copilot"}
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"13c7cfc5295aa61b7c28a922b22cd0b487ba6300261433bc1162560a4ccf53dc","strict":true,"agent_id":"copilot"}
 
 name: "Claude Token Optimizer"
 "on":
@@ -144,14 +144,14 @@ jobs:
         run: |
           bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
           {
-          cat << 'GH_AW_PROMPT_b4eb75949c6211e2_EOF'
+          cat << 'GH_AW_PROMPT_589ef83e3bd3cda7_EOF'
           <system>
-          GH_AW_PROMPT_b4eb75949c6211e2_EOF
+          GH_AW_PROMPT_589ef83e3bd3cda7_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
-          cat << 'GH_AW_PROMPT_b4eb75949c6211e2_EOF'
+          cat << 'GH_AW_PROMPT_589ef83e3bd3cda7_EOF'
           <safe-output-tools>
           Tools: create_issue, missing_tool, missing_data, noop
           </safe-output-tools>
@@ -183,13 +183,13 @@ jobs:
           {{/if}}
           </github-context>
           
-          GH_AW_PROMPT_b4eb75949c6211e2_EOF
+          GH_AW_PROMPT_589ef83e3bd3cda7_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
-          cat << 'GH_AW_PROMPT_b4eb75949c6211e2_EOF'
+          cat << 'GH_AW_PROMPT_589ef83e3bd3cda7_EOF'
           </system>
           {{#runtime-import .github/workflows/shared/reporting.md}}
           {{#runtime-import .github/workflows/claude-token-optimizer.md}}
-          GH_AW_PROMPT_b4eb75949c6211e2_EOF
+          GH_AW_PROMPT_589ef83e3bd3cda7_EOF
           } > "$GH_AW_PROMPT"
       - name: Interpolate variables and render templates
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
@@ -327,7 +327,7 @@ jobs:
       - env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Find and download artifacts from the most expensive Claude workflow
-        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer-claude\n\necho \"📥 Loading Claude workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine claude \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-optimizer-claude/claude-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-optimizer-claude/claude-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-optimizer-claude/claude-runs-raw.json > /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer-claude/claude-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Claude runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Claude runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  group_by(.workflow_name) |\n  map({\n    workflow: .[0].workflow_name,\n    total_tokens: (map(.token_usage) | add),\n    total_cost: 0,\n    run_count: length,\n    avg_tokens: ((map(.token_usage) | add) / length),\n    run_ids: map(.database_id),\n    latest_run_id: (sort_by(.created_at) | last | .database_id),\n    latest_run_url: (sort_by(.created_at) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer-claude/claude-runs.json > /tmp/token-optimizer-claude/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer-claude/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer-claude/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run\nARTIFACT_DIR=\"/tmp/token-optimizer-claude/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer-claude/token-usage.jsonl\n  echo \"Records: $(wc -l < /tmp/token-optimizer-claude/token-usage.jsonl)\"\n\n  # Pre-compute Anthropic-specific metrics\n  echo \"📊 Computing Anthropic cache efficiency metrics...\"\n  awk '\n  BEGIN { ti=0; to=0; cr=0; cw=0; tr=0 }\n  {\n    if (match($0, /\"input_tokens\" *: *([0-9]+)/, m)) ti += m[1]+0\n    if (match($0, /\"output_tokens\" *: *([0-9]+)/, m)) to += m[1]+0\n    if (match($0, /\"cache_read_tokens\" *: *([0-9]+)/, m)) cr += m[1]+0\n    if (match($0, /\"cache_write_tokens\" *: *([0-9]+)/, m)) cw += m[1]+0\n    tr += 1\n  }\n  END {\n    total = ti + to + cr + cw\n    if (tr == 0) exit\n    printf \"Requests: %d\\n\", tr\n    printf \"Input tokens: %d\\n\", ti\n    printf \"Output tokens: %d\\n\", to\n    printf \"Cache read tokens: %d\\n\", cr\n    printf \"Cache write tokens: %d\\n\", cw\n    printf \"Total tokens: %d\\n\", total\n    if (ti + cr > 0) printf \"Cache hit rate: %.1f%%\\n\", (cr / (ti + cr)) * 100\n    if (ti + cw > 0) printf \"Cache write rate: %.1f%%\\n\", (cw / (ti + cw)) * 100\n    if (cw > 0) printf \"Cache read/write ratio: %.2f\\n\", (cr / cw)\n  }' /tmp/token-optimizer-claude/token-usage.jsonl > /tmp/token-optimizer-claude/cache-metrics.txt\n  cat /tmp/token-optimizer-claude/cache-metrics.txt\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer-claude/token-usage.jsonl\n  touch /tmp/token-optimizer-claude/cache-metrics.txt\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer-claude/workflow-source.md\nelse\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer-claude/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source\nif [ -f /tmp/token-optimizer-claude/workflow-source.md ]; then\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer-claude/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer-claude/declared-tools.txt || true\nfi\n"
+        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer-claude\n\necho \"📥 Loading Claude workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine claude \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-optimizer-claude/claude-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-optimizer-claude/claude-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-optimizer-claude/claude-runs-raw.json > /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer-claude/claude-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Claude runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Claude runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  sort_by(.workflow_name) |\n  group_by(.workflow_name) |\n  map({\n    workflow: .[0].workflow_name,\n    total_tokens: (map(.token_usage) | add),\n    total_cost: 0,\n    run_count: length,\n    avg_tokens: ((map(.token_usage) | add) / length),\n    run_ids: map(.database_id),\n    latest_run_id: (sort_by(.created_at) | last | .database_id),\n    latest_run_url: (sort_by(.created_at) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer-claude/claude-runs.json > /tmp/token-optimizer-claude/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer-claude/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer-claude/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run\nARTIFACT_DIR=\"/tmp/token-optimizer-claude/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer-claude/token-usage.jsonl\n  echo \"Records: $(wc -l < /tmp/token-optimizer-claude/token-usage.jsonl)\"\n\n  # Pre-compute Anthropic-specific metrics\n  echo \"📊 Computing Anthropic cache efficiency metrics...\"\n  awk '\n  BEGIN { ti=0; to=0; cr=0; cw=0; tr=0 }\n  {\n    if (match($0, /\"input_tokens\" *: *([0-9]+)/, m)) ti += m[1]+0\n    if (match($0, /\"output_tokens\" *: *([0-9]+)/, m)) to += m[1]+0\n    if (match($0, /\"cache_read_tokens\" *: *([0-9]+)/, m)) cr += m[1]+0\n    if (match($0, /\"cache_write_tokens\" *: *([0-9]+)/, m)) cw += m[1]+0\n    tr += 1\n  }\n  END {\n    total = ti + to + cr + cw\n    if (tr == 0) exit\n    printf \"Requests: %d\\n\", tr\n    printf \"Input tokens: %d\\n\", ti\n    printf \"Output tokens: %d\\n\", to\n    printf \"Cache read tokens: %d\\n\", cr\n    printf \"Cache write tokens: %d\\n\", cw\n    printf \"Total tokens: %d\\n\", total\n    if (ti + cr > 0) printf \"Cache hit rate: %.1f%%\\n\", (cr / (ti + cr)) * 100\n    if (ti + cw > 0) printf \"Cache write rate: %.1f%%\\n\", (cw / (ti + cw)) * 100\n    if (cw > 0) printf \"Cache read/write ratio: %.2f\\n\", (cr / cw)\n  }' /tmp/token-optimizer-claude/token-usage.jsonl > /tmp/token-optimizer-claude/cache-metrics.txt\n  cat /tmp/token-optimizer-claude/cache-metrics.txt\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer-claude/token-usage.jsonl\n  touch /tmp/token-optimizer-claude/cache-metrics.txt\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer-claude/workflow-source.md\nelse\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer-claude/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source\nif [ -f /tmp/token-optimizer-claude/workflow-source.md ]; then\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer-claude/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer-claude/declared-tools.txt || true\nfi\n"
 
       - name: Configure Git credentials
         env:
@@ -378,12 +378,12 @@ jobs:
           mkdir -p ${RUNNER_TEMP}/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_0fb88f09872c1369_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_3e75008c6ba33aa9_EOF'
           {"create_issue":{"close_older_issues":true,"expires":168,"labels":["automated-analysis","token-optimization","claude","cost-reduction"],"max":1,"title_prefix":"⚡ Claude Token Optimization: "},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
-          GH_AW_SAFE_OUTPUTS_CONFIG_0fb88f09872c1369_EOF
+          GH_AW_SAFE_OUTPUTS_CONFIG_3e75008c6ba33aa9_EOF
       - name: Write Safe Outputs Tools
         run: |
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_971214b094014a4d_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_38b3fd6c6344de36_EOF'
           {
             "description_suffixes": {
               "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"⚡ Claude Token Optimization: \". Labels [\"automated-analysis\" \"token-optimization\" \"claude\" \"cost-reduction\"] will be automatically added."
@@ -391,8 +391,8 @@ jobs:
             "repo_params": {},
             "dynamic_tools": []
           }
-          GH_AW_SAFE_OUTPUTS_TOOLS_META_971214b094014a4d_EOF
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_ad5d398c6bc28877_EOF'
+          GH_AW_SAFE_OUTPUTS_TOOLS_META_38b3fd6c6344de36_EOF
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_9ad1a16787d3f182_EOF'
           {
             "create_issue": {
               "defaultMax": 1,
@@ -485,7 +485,7 @@ jobs:
               }
             }
           }
-          GH_AW_SAFE_OUTPUTS_VALIDATION_ad5d398c6bc28877_EOF
+          GH_AW_SAFE_OUTPUTS_VALIDATION_9ad1a16787d3f182_EOF
           node ${RUNNER_TEMP}/gh-aw/actions/generate_safe_outputs_tools.cjs
       - name: Generate Safe Outputs MCP Server Config
         id: safe-outputs-config
@@ -555,7 +555,7 @@ jobs:
           export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.12'
           
           mkdir -p /home/runner/.copilot
-          cat << GH_AW_MCP_CONFIG_c6bfa07f5408b430_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+          cat << GH_AW_MCP_CONFIG_725b2de35e77c40e_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
           {
             "mcpServers": {
               "github": {
@@ -596,7 +596,7 @@ jobs:
               "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
             }
           }
-          GH_AW_MCP_CONFIG_c6bfa07f5408b430_EOF
+          GH_AW_MCP_CONFIG_725b2de35e77c40e_EOF
       - name: Download activation artifact
         uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
         with:
diff --git a/.github/workflows/copilot-token-optimizer.lock.yml b/.github/workflows/copilot-token-optimizer.lock.yml
index 9e585f38b21..61bb581ce14 100644
--- a/.github/workflows/copilot-token-optimizer.lock.yml
+++ b/.github/workflows/copilot-token-optimizer.lock.yml
@@ -26,7 +26,7 @@
 #   Imports:
 #     - shared/reporting.md
 #
-# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"fd23e1427b2313e8891e828fe49ebfd23bdc4abc966f587a004d381370a68f13","strict":true,"agent_id":"copilot"}
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"4a77b0829a21910b7fa4fb4e195a1c5381fd9f6529ee7c616e10c45271ca5a6d","strict":true,"agent_id":"copilot"}
 
 name: "Copilot Token Optimizer"
 "on":
@@ -144,14 +144,14 @@ jobs:
         run: |
           bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
           {
-          cat << 'GH_AW_PROMPT_68c5831fe1087681_EOF'
+          cat << 'GH_AW_PROMPT_ab867cbc4c45e654_EOF'
           <system>
-          GH_AW_PROMPT_68c5831fe1087681_EOF
+          GH_AW_PROMPT_ab867cbc4c45e654_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
-          cat << 'GH_AW_PROMPT_68c5831fe1087681_EOF'
+          cat << 'GH_AW_PROMPT_ab867cbc4c45e654_EOF'
           <safe-output-tools>
           Tools: create_issue, missing_tool, missing_data, noop
           </safe-output-tools>
@@ -183,13 +183,13 @@ jobs:
           {{/if}}
           </github-context>
           
-          GH_AW_PROMPT_68c5831fe1087681_EOF
+          GH_AW_PROMPT_ab867cbc4c45e654_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
-          cat << 'GH_AW_PROMPT_68c5831fe1087681_EOF'
+          cat << 'GH_AW_PROMPT_ab867cbc4c45e654_EOF'
           </system>
           {{#runtime-import .github/workflows/shared/reporting.md}}
           {{#runtime-import .github/workflows/copilot-token-optimizer.md}}
-          GH_AW_PROMPT_68c5831fe1087681_EOF
+          GH_AW_PROMPT_ab867cbc4c45e654_EOF
           } > "$GH_AW_PROMPT"
       - name: Interpolate variables and render templates
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
@@ -327,7 +327,7 @@ jobs:
       - env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Find and download artifacts from the most expensive Copilot workflow
-        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer\n\necho \"📥 Loading Copilot workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine copilot \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-optimizer/copilot-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-optimizer/copilot-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-optimizer/copilot-runs-raw.json > /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer/copilot-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Copilot runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Copilot runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  group_by(.workflow_name) |\n  map({\n    workflow: .[0].workflow_name,\n    total_tokens: (map(.token_usage) | add),\n    total_cost: 0,\n    run_count: length,\n    avg_tokens: ((map(.token_usage) | add) / length),\n    run_ids: map(.database_id),\n    latest_run_id: (sort_by(.created_at) | last | .database_id),\n    latest_run_url: (sort_by(.created_at) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer/copilot-runs.json > /tmp/token-optimizer/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run of that workflow\nARTIFACT_DIR=\"/tmp/token-optimizer/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts (contains prompt and tool usage logs)\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer/token-usage.jsonl\n  wc -l < /tmp/token-optimizer/token-usage.jsonl\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer/token-usage.jsonl\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer/workflow-source.md\nelse\n  echo \"Workflow source not found at $WORKFLOW_MD, searching...\"\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source (if available)\nif [ -f /tmp/token-optimizer/workflow-source.md ]; then\n  echo \"📋 Extracting declared tools from workflow source...\"\n  # Extract tools section from frontmatter\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer/declared-tools.txt || true\n  cat /tmp/token-optimizer/declared-tools.txt\nfi\n"
+        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer\n\necho \"📥 Loading Copilot workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine copilot \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-optimizer/copilot-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-optimizer/copilot-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-optimizer/copilot-runs-raw.json > /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer/copilot-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Copilot runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Copilot runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  sort_by(.workflow_name) |\n  group_by(.workflow_name) |\n  map({\n    workflow: .[0].workflow_name,\n    total_tokens: (map(.token_usage) | add),\n    total_cost: 0,\n    run_count: length,\n    avg_tokens: ((map(.token_usage) | add) / length),\n    run_ids: map(.database_id),\n    latest_run_id: (sort_by(.created_at) | last | .database_id),\n    latest_run_url: (sort_by(.created_at) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer/copilot-runs.json > /tmp/token-optimizer/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run of that workflow\nARTIFACT_DIR=\"/tmp/token-optimizer/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts (contains prompt and tool usage logs)\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer/token-usage.jsonl\n  wc -l < /tmp/token-optimizer/token-usage.jsonl\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer/token-usage.jsonl\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer/workflow-source.md\nelse\n  echo \"Workflow source not found at $WORKFLOW_MD, searching...\"\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source (if available)\nif [ -f /tmp/token-optimizer/workflow-source.md ]; then\n  echo \"📋 Extracting declared tools from workflow source...\"\n  # Extract tools section from frontmatter\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer/declared-tools.txt || true\n  cat /tmp/token-optimizer/declared-tools.txt\nfi\n"
 
       - name: Configure Git credentials
         env:
@@ -378,12 +378,12 @@ jobs:
           mkdir -p ${RUNNER_TEMP}/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_178afd5b56c5bba7_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_8004a01d2ab0d07a_EOF'
           {"create_issue":{"close_older_issues":true,"expires":168,"labels":["automated-analysis","token-optimization","copilot","cost-reduction"],"max":1,"title_prefix":"⚡ Copilot Token Optimization: "},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
-          GH_AW_SAFE_OUTPUTS_CONFIG_178afd5b56c5bba7_EOF
+          GH_AW_SAFE_OUTPUTS_CONFIG_8004a01d2ab0d07a_EOF
       - name: Write Safe Outputs Tools
         run: |
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_cec4f6a3637a6d3b_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_c400a077d5e74753_EOF'
           {
             "description_suffixes": {
               "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"⚡ Copilot Token Optimization: \". Labels [\"automated-analysis\" \"token-optimization\" \"copilot\" \"cost-reduction\"] will be automatically added."
@@ -391,8 +391,8 @@ jobs:
             "repo_params": {},
             "dynamic_tools": []
           }
-          GH_AW_SAFE_OUTPUTS_TOOLS_META_cec4f6a3637a6d3b_EOF
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_2089a1213782993a_EOF'
+          GH_AW_SAFE_OUTPUTS_TOOLS_META_c400a077d5e74753_EOF
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_94580559ea46ee78_EOF'
           {
             "create_issue": {
               "defaultMax": 1,
@@ -485,7 +485,7 @@ jobs:
               }
             }
           }
-          GH_AW_SAFE_OUTPUTS_VALIDATION_2089a1213782993a_EOF
+          GH_AW_SAFE_OUTPUTS_VALIDATION_94580559ea46ee78_EOF
           node ${RUNNER_TEMP}/gh-aw/actions/generate_safe_outputs_tools.cjs
       - name: Generate Safe Outputs MCP Server Config
         id: safe-outputs-config
@@ -555,7 +555,7 @@ jobs:
           export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.12'
           
           mkdir -p /home/runner/.copilot
-          cat << GH_AW_MCP_CONFIG_27cc3fbbc713df4f_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+          cat << GH_AW_MCP_CONFIG_d40d7a82d24074ef_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
           {
             "mcpServers": {
               "github": {
@@ -596,7 +596,7 @@ jobs:
               "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
             }
           }
-          GH_AW_MCP_CONFIG_27cc3fbbc713df4f_EOF
+          GH_AW_MCP_CONFIG_d40d7a82d24074ef_EOF
       - name: Download activation artifact
         uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
         with:

From 55b258130cd4de2a1b92ed13a8f4162d8decd49c Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 3 Apr 2026 23:12:06 +0000
Subject: [PATCH 5/5] feat: extract shared token-logs-fetch workflow and cache
 logs to avoid rate-limiting

Agent-Logs-Url: https://github.com/github/gh-aw/sessions/37b38e9c-5938-4c6f-a082-9bc64b2a8b7b

Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
---
 .../workflows/claude-token-optimizer.lock.yml |   32 +-
 .github/workflows/claude-token-optimizer.md   |   49 +-
 .../claude-token-usage-analyzer.lock.yml      |   32 +-
 .../workflows/claude-token-usage-analyzer.md  |   49 +-
 .../copilot-token-optimizer.lock.yml          |   32 +-
 .github/workflows/copilot-token-optimizer.md  |   49 +-
 .../copilot-token-usage-analyzer.lock.yml     |   32 +-
 .../workflows/copilot-token-usage-analyzer.md |   49 +-
 .github/workflows/token-logs-fetch.lock.yml   | 1183 +++++++++++++++++
 .github/workflows/token-logs-fetch.md         |   91 ++
 10 files changed, 1494 insertions(+), 104 deletions(-)
 create mode 100644 .github/workflows/token-logs-fetch.lock.yml
 create mode 100644 .github/workflows/token-logs-fetch.md

diff --git a/.github/workflows/claude-token-optimizer.lock.yml b/.github/workflows/claude-token-optimizer.lock.yml
index f04877ee444..ca020064c8a 100644
--- a/.github/workflows/claude-token-optimizer.lock.yml
+++ b/.github/workflows/claude-token-optimizer.lock.yml
@@ -26,7 +26,7 @@
 #   Imports:
 #     - shared/reporting.md
 #
-# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"d28ca01966ea04e0f3dbad739cdce71c88eef80ccc8091c3cbff3401dac2e05c","strict":true,"agent_id":"copilot"}
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"dbff5ee16cfc21a95e26ce60664927bc565c0ad0b4ea980493be8dfb278f7302","strict":true,"agent_id":"copilot"}
 
 name: "Claude Token Optimizer"
 "on":
@@ -144,14 +144,14 @@ jobs:
         run: |
           bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
           {
-          cat << 'GH_AW_PROMPT_b4eb75949c6211e2_EOF'
+          cat << 'GH_AW_PROMPT_39ebff004f890f10_EOF'
           <system>
-          GH_AW_PROMPT_b4eb75949c6211e2_EOF
+          GH_AW_PROMPT_39ebff004f890f10_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
-          cat << 'GH_AW_PROMPT_b4eb75949c6211e2_EOF'
+          cat << 'GH_AW_PROMPT_39ebff004f890f10_EOF'
           <safe-output-tools>
           Tools: create_issue, missing_tool, missing_data, noop
           </safe-output-tools>
@@ -183,13 +183,13 @@ jobs:
           {{/if}}
           </github-context>
           
-          GH_AW_PROMPT_b4eb75949c6211e2_EOF
+          GH_AW_PROMPT_39ebff004f890f10_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
-          cat << 'GH_AW_PROMPT_b4eb75949c6211e2_EOF'
+          cat << 'GH_AW_PROMPT_39ebff004f890f10_EOF'
           </system>
           {{#runtime-import .github/workflows/shared/reporting.md}}
           {{#runtime-import .github/workflows/claude-token-optimizer.md}}
-          GH_AW_PROMPT_b4eb75949c6211e2_EOF
+          GH_AW_PROMPT_39ebff004f890f10_EOF
           } > "$GH_AW_PROMPT"
       - name: Interpolate variables and render templates
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
@@ -327,7 +327,7 @@ jobs:
       - env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Find and download artifacts from the most expensive Claude workflow
-        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer-claude\n\necho \"📥 Loading Claude workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine claude \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-optimizer-claude/claude-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-optimizer-claude/claude-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-optimizer-claude/claude-runs-raw.json > /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer-claude/claude-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Claude runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Claude runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  group_by(.workflow_name) |\n  map({\n    workflow: .[0].workflow_name,\n    total_tokens: (map(.token_usage) | add),\n    total_cost: 0,\n    run_count: length,\n    avg_tokens: ((map(.token_usage) | add) / length),\n    run_ids: map(.database_id),\n    latest_run_id: (sort_by(.created_at) | last | .database_id),\n    latest_run_url: (sort_by(.created_at) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer-claude/claude-runs.json > /tmp/token-optimizer-claude/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer-claude/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer-claude/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run\nARTIFACT_DIR=\"/tmp/token-optimizer-claude/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer-claude/token-usage.jsonl\n  echo \"Records: $(wc -l < /tmp/token-optimizer-claude/token-usage.jsonl)\"\n\n  # Pre-compute Anthropic-specific metrics\n  echo \"📊 Computing Anthropic cache efficiency metrics...\"\n  awk '\n  BEGIN { ti=0; to=0; cr=0; cw=0; tr=0 }\n  {\n    if (match($0, /\"input_tokens\" *: *([0-9]+)/, m)) ti += m[1]+0\n    if (match($0, /\"output_tokens\" *: *([0-9]+)/, m)) to += m[1]+0\n    if (match($0, /\"cache_read_tokens\" *: *([0-9]+)/, m)) cr += m[1]+0\n    if (match($0, /\"cache_write_tokens\" *: *([0-9]+)/, m)) cw += m[1]+0\n    tr += 1\n  }\n  END {\n    total = ti + to + cr + cw\n    if (tr == 0) exit\n    printf \"Requests: %d\\n\", tr\n    printf \"Input tokens: %d\\n\", ti\n    printf \"Output tokens: %d\\n\", to\n    printf \"Cache read tokens: %d\\n\", cr\n    printf \"Cache write tokens: %d\\n\", cw\n    printf \"Total tokens: %d\\n\", total\n    if (ti + cr > 0) printf \"Cache hit rate: %.1f%%\\n\", (cr / (ti + cr)) * 100\n    if (ti + cw > 0) printf \"Cache write rate: %.1f%%\\n\", (cw / (ti + cw)) * 100\n    if (cw > 0) printf \"Cache read/write ratio: %.2f\\n\", (cr / cw)\n  }' /tmp/token-optimizer-claude/token-usage.jsonl > /tmp/token-optimizer-claude/cache-metrics.txt\n  cat /tmp/token-optimizer-claude/cache-metrics.txt\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer-claude/token-usage.jsonl\n  touch /tmp/token-optimizer-claude/cache-metrics.txt\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer-claude/workflow-source.md\nelse\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer-claude/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source\nif [ -f /tmp/token-optimizer-claude/workflow-source.md ]; then\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer-claude/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer-claude/declared-tools.txt || true\nfi\n"
+        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer-claude\n\n# Try to use pre-fetched logs from the Token Logs Fetch workflow to avoid redundant API calls\nTODAY=$(date -u +%Y-%m-%d)\nFETCH_RUN_ID=$(gh run list \\\n  --workflow \"token-logs-fetch.lock.yml\" \\\n  --status success \\\n  --limit 1 \\\n  --json databaseId \\\n  --jq '.[0].databaseId' 2>/dev/null || echo \"\")\nUSED_CACHE=false\nif [ -n \"$FETCH_RUN_ID\" ]; then\n  CACHE_TMP=\"/tmp/token-logs-cache-claude-optimizer\"\n  mkdir -p \"$CACHE_TMP\"\n  gh run download \"$FETCH_RUN_ID\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"cache-memory\" \\\n    --dir \"$CACHE_TMP\" \\\n    2>/dev/null || true\n  CACHE_DATE=$(cat \"$CACHE_TMP/token-logs/fetch-date.txt\" 2>/dev/null || echo \"\")\n  if [ \"$CACHE_DATE\" = \"$TODAY\" ] && [ -s \"$CACHE_TMP/token-logs/claude-runs.json\" ]; then\n    echo \"✅ Using pre-fetched logs from Token Logs Fetch run $FETCH_RUN_ID (date: $CACHE_DATE)\"\n    cp \"$CACHE_TMP/token-logs/claude-runs.json\" /tmp/token-optimizer-claude/claude-runs.json\n    USED_CACHE=true\n  else\n    echo \"ℹ️ No valid cached logs found (cache date: ${CACHE_DATE:-none}, today: $TODAY)\"\n  fi\nfi\n\nif [ \"$USED_CACHE\" != \"true\" ]; then\n  echo \"📥 Loading Claude workflow runs from last 24 hours...\"\n  gh aw logs \\\n    --engine claude \\\n    --start-date -1d \\\n    --json \\\n    -c 300 \\\n    > /tmp/token-optimizer-claude/claude-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-optimizer-claude/claude-runs-raw.json\n\n  # Extract runs array from the JSON output\n  jq '.runs // []' /tmp/token-optimizer-claude/claude-runs-raw.json > /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer-claude/claude-runs.json\nfi\n\nRUN_COUNT=$(jq 'length' /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Claude runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Claude runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  sort_by(.workflow_name) |\n  group_by(.workflow_name) |\n  map({\n    workflow: .[0].workflow_name,\n    total_tokens: (map(.token_usage) | add),\n    total_cost: 0,\n    run_count: length,\n    avg_tokens: ((map(.token_usage) | add) / length),\n    run_ids: map(.database_id),\n    latest_run_id: (sort_by(.created_at) | last | .database_id),\n    latest_run_url: (sort_by(.created_at) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer-claude/claude-runs.json > /tmp/token-optimizer-claude/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer-claude/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer-claude/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run\nARTIFACT_DIR=\"/tmp/token-optimizer-claude/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer-claude/token-usage.jsonl\n  echo \"Records: $(wc -l < /tmp/token-optimizer-claude/token-usage.jsonl)\"\n\n  # Pre-compute Anthropic-specific metrics\n  echo \"📊 Computing Anthropic cache efficiency metrics...\"\n  awk '\n  BEGIN { ti=0; to=0; cr=0; cw=0; tr=0 }\n  {\n    if (match($0, /\"input_tokens\" *: *([0-9]+)/, m)) ti += m[1]+0\n    if (match($0, /\"output_tokens\" *: *([0-9]+)/, m)) to += m[1]+0\n    if (match($0, /\"cache_read_tokens\" *: *([0-9]+)/, m)) cr += m[1]+0\n    if (match($0, /\"cache_write_tokens\" *: *([0-9]+)/, m)) cw += m[1]+0\n    tr += 1\n  }\n  END {\n    total = ti + to + cr + cw\n    if (tr == 0) exit\n    printf \"Requests: %d\\n\", tr\n    printf \"Input tokens: %d\\n\", ti\n    printf \"Output tokens: %d\\n\", to\n    printf \"Cache read tokens: %d\\n\", cr\n    printf \"Cache write tokens: %d\\n\", cw\n    printf \"Total tokens: %d\\n\", total\n    if (ti + cr > 0) printf \"Cache hit rate: %.1f%%\\n\", (cr / (ti + cr)) * 100\n    if (ti + cw > 0) printf \"Cache write rate: %.1f%%\\n\", (cw / (ti + cw)) * 100\n    if (cw > 0) printf \"Cache read/write ratio: %.2f\\n\", (cr / cw)\n  }' /tmp/token-optimizer-claude/token-usage.jsonl > /tmp/token-optimizer-claude/cache-metrics.txt\n  cat /tmp/token-optimizer-claude/cache-metrics.txt\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer-claude/token-usage.jsonl\n  touch /tmp/token-optimizer-claude/cache-metrics.txt\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer-claude/workflow-source.md\nelse\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer-claude/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source\nif [ -f /tmp/token-optimizer-claude/workflow-source.md ]; then\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer-claude/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer-claude/declared-tools.txt || true\nfi\n"
 
       - name: Configure Git credentials
         env:
@@ -378,12 +378,12 @@ jobs:
           mkdir -p ${RUNNER_TEMP}/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_0fb88f09872c1369_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_12e7e3b2b944d6ca_EOF'
           {"create_issue":{"close_older_issues":true,"expires":168,"labels":["automated-analysis","token-optimization","claude","cost-reduction"],"max":1,"title_prefix":"⚡ Claude Token Optimization: "},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
-          GH_AW_SAFE_OUTPUTS_CONFIG_0fb88f09872c1369_EOF
+          GH_AW_SAFE_OUTPUTS_CONFIG_12e7e3b2b944d6ca_EOF
       - name: Write Safe Outputs Tools
         run: |
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_971214b094014a4d_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_163d89fa6c431e34_EOF'
           {
             "description_suffixes": {
               "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"⚡ Claude Token Optimization: \". Labels [\"automated-analysis\" \"token-optimization\" \"claude\" \"cost-reduction\"] will be automatically added."
@@ -391,8 +391,8 @@ jobs:
             "repo_params": {},
             "dynamic_tools": []
           }
-          GH_AW_SAFE_OUTPUTS_TOOLS_META_971214b094014a4d_EOF
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_ad5d398c6bc28877_EOF'
+          GH_AW_SAFE_OUTPUTS_TOOLS_META_163d89fa6c431e34_EOF
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_1f62702e2eb2fc94_EOF'
           {
             "create_issue": {
               "defaultMax": 1,
@@ -485,7 +485,7 @@ jobs:
               }
             }
           }
-          GH_AW_SAFE_OUTPUTS_VALIDATION_ad5d398c6bc28877_EOF
+          GH_AW_SAFE_OUTPUTS_VALIDATION_1f62702e2eb2fc94_EOF
           node ${RUNNER_TEMP}/gh-aw/actions/generate_safe_outputs_tools.cjs
       - name: Generate Safe Outputs MCP Server Config
         id: safe-outputs-config
@@ -555,7 +555,7 @@ jobs:
           export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.12'
           
           mkdir -p /home/runner/.copilot
-          cat << GH_AW_MCP_CONFIG_c6bfa07f5408b430_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+          cat << GH_AW_MCP_CONFIG_38aabebdf2375b48_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
           {
             "mcpServers": {
               "github": {
@@ -596,7 +596,7 @@ jobs:
               "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
             }
           }
-          GH_AW_MCP_CONFIG_c6bfa07f5408b430_EOF
+          GH_AW_MCP_CONFIG_38aabebdf2375b48_EOF
       - name: Download activation artifact
         uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
         with:
diff --git a/.github/workflows/claude-token-optimizer.md b/.github/workflows/claude-token-optimizer.md
index 97c9f3fba5a..84c90247fcb 100644
--- a/.github/workflows/claude-token-optimizer.md
+++ b/.github/workflows/claude-token-optimizer.md
@@ -61,16 +61,45 @@ steps:
       set -euo pipefail
       mkdir -p /tmp/token-optimizer-claude
 
-      echo "📥 Loading Claude workflow runs from last 24 hours..."
-      gh aw logs \
-        --engine claude \
-        --start-date -1d \
-        --json \
-        -c 300 \
-        > /tmp/token-optimizer-claude/claude-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-optimizer-claude/claude-runs-raw.json
-
-      # Extract runs array from the JSON output
-      jq '.runs // []' /tmp/token-optimizer-claude/claude-runs-raw.json > /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo "[]" > /tmp/token-optimizer-claude/claude-runs.json
+      # Try to use pre-fetched logs from the Token Logs Fetch workflow to avoid redundant API calls
+      TODAY=$(date -u +%Y-%m-%d)
+      FETCH_RUN_ID=$(gh run list \
+        --workflow "token-logs-fetch.lock.yml" \
+        --status success \
+        --limit 1 \
+        --json databaseId \
+        --jq '.[0].databaseId' 2>/dev/null || echo "")
+      USED_CACHE=false
+      if [ -n "$FETCH_RUN_ID" ]; then
+        CACHE_TMP="/tmp/token-logs-cache-claude-optimizer"
+        mkdir -p "$CACHE_TMP"
+        gh run download "$FETCH_RUN_ID" \
+          --repo "$GITHUB_REPOSITORY" \
+          --name "cache-memory" \
+          --dir "$CACHE_TMP" \
+          2>/dev/null || true
+        CACHE_DATE=$(cat "$CACHE_TMP/token-logs/fetch-date.txt" 2>/dev/null || echo "")
+        if [ "$CACHE_DATE" = "$TODAY" ] && [ -s "$CACHE_TMP/token-logs/claude-runs.json" ]; then
+          echo "✅ Using pre-fetched logs from Token Logs Fetch run $FETCH_RUN_ID (date: $CACHE_DATE)"
+          cp "$CACHE_TMP/token-logs/claude-runs.json" /tmp/token-optimizer-claude/claude-runs.json
+          USED_CACHE=true
+        else
+          echo "ℹ️ No valid cached logs found (cache date: ${CACHE_DATE:-none}, today: $TODAY)"
+        fi
+      fi
+
+      if [ "$USED_CACHE" != "true" ]; then
+        echo "📥 Loading Claude workflow runs from last 24 hours..."
+        gh aw logs \
+          --engine claude \
+          --start-date -1d \
+          --json \
+          -c 300 \
+          > /tmp/token-optimizer-claude/claude-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-optimizer-claude/claude-runs-raw.json
+
+        # Extract runs array from the JSON output
+        jq '.runs // []' /tmp/token-optimizer-claude/claude-runs-raw.json > /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo "[]" > /tmp/token-optimizer-claude/claude-runs.json
+      fi
 
       RUN_COUNT=$(jq 'length' /tmp/token-optimizer-claude/claude-runs.json 2>/dev/null || echo 0)
       echo "Found ${RUN_COUNT} Claude runs"
diff --git a/.github/workflows/claude-token-usage-analyzer.lock.yml b/.github/workflows/claude-token-usage-analyzer.lock.yml
index f4363eb968d..e0696d559eb 100644
--- a/.github/workflows/claude-token-usage-analyzer.lock.yml
+++ b/.github/workflows/claude-token-usage-analyzer.lock.yml
@@ -26,7 +26,7 @@
 #   Imports:
 #     - shared/reporting.md
 #
-# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"6d66eade0456e72f7633fe59372e82e86d56afc2d374492975124f67ea898cf1","strict":true,"agent_id":"copilot"}
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"8e6be7e2956872fe478a9ab8396eb583429c408d43b0bd1956735df464e90baf","strict":true,"agent_id":"copilot"}
 
 name: "Claude Token Usage Analyzer"
 "on":
@@ -132,14 +132,14 @@ jobs:
         run: |
           bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
           {
-          cat << 'GH_AW_PROMPT_e1a5813608bb58e3_EOF'
+          cat << 'GH_AW_PROMPT_17d5d1cbaeff7d93_EOF'
           <system>
-          GH_AW_PROMPT_e1a5813608bb58e3_EOF
+          GH_AW_PROMPT_17d5d1cbaeff7d93_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
-          cat << 'GH_AW_PROMPT_e1a5813608bb58e3_EOF'
+          cat << 'GH_AW_PROMPT_17d5d1cbaeff7d93_EOF'
           <safe-output-tools>
           Tools: create_issue, missing_tool, missing_data, noop
           </safe-output-tools>
@@ -171,13 +171,13 @@ jobs:
           {{/if}}
           </github-context>
           
-          GH_AW_PROMPT_e1a5813608bb58e3_EOF
+          GH_AW_PROMPT_17d5d1cbaeff7d93_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
-          cat << 'GH_AW_PROMPT_e1a5813608bb58e3_EOF'
+          cat << 'GH_AW_PROMPT_17d5d1cbaeff7d93_EOF'
           </system>
           {{#runtime-import .github/workflows/shared/reporting.md}}
           {{#runtime-import .github/workflows/claude-token-usage-analyzer.md}}
-          GH_AW_PROMPT_e1a5813608bb58e3_EOF
+          GH_AW_PROMPT_17d5d1cbaeff7d93_EOF
           } > "$GH_AW_PROMPT"
       - name: Interpolate variables and render templates
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
@@ -310,7 +310,7 @@ jobs:
       - env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Download Claude workflow runs (last 24h)
-        run: "set -euo pipefail\nmkdir -p /tmp/token-analyzer-claude\n\necho \"📥 Downloading Claude workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine claude \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-analyzer-claude/claude-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-analyzer-claude/claude-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-analyzer-claude/claude-runs-raw.json > /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-analyzer-claude/claude-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo 0)\necho \"✅ Found ${RUN_COUNT} Claude workflow runs\"\n\n# Download token-usage.jsonl artifacts for per-model breakdown\nARTIFACT_DIR=\"/tmp/token-analyzer-claude/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading token-usage.jsonl artifacts...\"\njq -r '.[0:50][]?.database_id' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null > /tmp/token-analyzer-claude/run-ids.txt || true\nwhile read -r run_id; do\n  run_dir=\"$ARTIFACT_DIR/$run_id\"\n  mkdir -p \"$run_dir\"\n  gh run download \"$run_id\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"firewall-audit-logs\" \\\n    --dir \"$run_dir\" \\\n    2>/dev/null || true\ndone < /tmp/token-analyzer-claude/run-ids.txt\n\n# Count how many token-usage.jsonl files we got\nJSONL_COUNT=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | wc -l)\necho \"✅ Downloaded ${JSONL_COUNT} token-usage.jsonl artifacts\"\n\n# Merge all token-usage.jsonl files annotated with run_id\nMERGED_FILE=\"/tmp/token-analyzer-claude/token-usage-merged.jsonl\"\n> \"$MERGED_FILE\"\nfind \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" > /tmp/token-analyzer-claude/jsonl-files.txt 2>/dev/null || true\nwhile read -r f; do\n  run_id=$(echo \"$f\" | grep -oP '(?<=/artifacts/)\\d+(?=/)' || true)\n  while IFS= read -r line; do\n    if [ -n \"$line\" ]; then\n      echo \"${line}\" | jq --arg run_id \"$run_id\" '. + {run_id: $run_id}' >> \"$MERGED_FILE\" 2>/dev/null || true\n    fi\n  done < \"$f\"\ndone < /tmp/token-analyzer-claude/jsonl-files.txt\n\nRECORD_COUNT=$(wc -l < \"$MERGED_FILE\" 2>/dev/null || echo 0)\necho \"✅ Merged ${RECORD_COUNT} token usage records\"\n"
+        run: "set -euo pipefail\nmkdir -p /tmp/token-analyzer-claude\n\n# Try to use pre-fetched logs from the Token Logs Fetch workflow to avoid redundant API calls\nTODAY=$(date -u +%Y-%m-%d)\nFETCH_RUN_ID=$(gh run list \\\n  --workflow \"token-logs-fetch.lock.yml\" \\\n  --status success \\\n  --limit 1 \\\n  --json databaseId \\\n  --jq '.[0].databaseId' 2>/dev/null || echo \"\")\nUSED_CACHE=false\nif [ -n \"$FETCH_RUN_ID\" ]; then\n  CACHE_TMP=\"/tmp/token-logs-cache-claude-analyzer\"\n  mkdir -p \"$CACHE_TMP\"\n  gh run download \"$FETCH_RUN_ID\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"cache-memory\" \\\n    --dir \"$CACHE_TMP\" \\\n    2>/dev/null || true\n  CACHE_DATE=$(cat \"$CACHE_TMP/token-logs/fetch-date.txt\" 2>/dev/null || echo \"\")\n  if [ \"$CACHE_DATE\" = \"$TODAY\" ] && [ -s \"$CACHE_TMP/token-logs/claude-runs.json\" ]; then\n    echo \"✅ Using pre-fetched logs from Token Logs Fetch run $FETCH_RUN_ID (date: $CACHE_DATE)\"\n    cp \"$CACHE_TMP/token-logs/claude-runs.json\" /tmp/token-analyzer-claude/claude-runs.json\n    USED_CACHE=true\n  else\n    echo \"ℹ️ No valid cached logs found (cache date: ${CACHE_DATE:-none}, today: $TODAY)\"\n  fi\nfi\n\nif [ \"$USED_CACHE\" != \"true\" ]; then\n  echo \"📥 Downloading Claude workflow runs from last 24 hours...\"\n  gh aw logs \\\n    --engine claude \\\n    --start-date -1d \\\n    --json \\\n    -c 300 \\\n    > /tmp/token-analyzer-claude/claude-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-analyzer-claude/claude-runs-raw.json\n\n  # Extract runs array from the JSON output\n  jq '.runs // []' /tmp/token-analyzer-claude/claude-runs-raw.json > /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-analyzer-claude/claude-runs.json\nfi\n\nRUN_COUNT=$(jq 'length' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo 0)\necho \"✅ Found ${RUN_COUNT} Claude workflow runs\"\n\n# Download token-usage.jsonl artifacts for per-model breakdown\nARTIFACT_DIR=\"/tmp/token-analyzer-claude/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading token-usage.jsonl artifacts...\"\njq -r '.[0:50][]?.database_id' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null > /tmp/token-analyzer-claude/run-ids.txt || true\nwhile read -r run_id; do\n  run_dir=\"$ARTIFACT_DIR/$run_id\"\n  mkdir -p \"$run_dir\"\n  gh run download \"$run_id\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"firewall-audit-logs\" \\\n    --dir \"$run_dir\" \\\n    2>/dev/null || true\ndone < /tmp/token-analyzer-claude/run-ids.txt\n\n# Count how many token-usage.jsonl files we got\nJSONL_COUNT=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | wc -l)\necho \"✅ Downloaded ${JSONL_COUNT} token-usage.jsonl artifacts\"\n\n# Merge all token-usage.jsonl files annotated with run_id\nMERGED_FILE=\"/tmp/token-analyzer-claude/token-usage-merged.jsonl\"\n> \"$MERGED_FILE\"\nfind \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" > /tmp/token-analyzer-claude/jsonl-files.txt 2>/dev/null || true\nwhile read -r f; do\n  run_id=$(echo \"$f\" | grep -oP '(?<=/artifacts/)\\d+(?=/)' || true)\n  while IFS= read -r line; do\n    if [ -n \"$line\" ]; then\n      echo \"${line}\" | jq --arg run_id \"$run_id\" '. + {run_id: $run_id}' >> \"$MERGED_FILE\" 2>/dev/null || true\n    fi\n  done < \"$f\"\ndone < /tmp/token-analyzer-claude/jsonl-files.txt\n\nRECORD_COUNT=$(wc -l < \"$MERGED_FILE\" 2>/dev/null || echo 0)\necho \"✅ Merged ${RECORD_COUNT} token usage records\"\n"
 
       - name: Configure Git credentials
         env:
@@ -361,12 +361,12 @@ jobs:
           mkdir -p ${RUNNER_TEMP}/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_a4ba8bab8dcca375_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_e591f4f8252fc42c_EOF'
           {"create_issue":{"close_older_issues":true,"expires":48,"labels":["automated-analysis","token-usage","claude"],"max":1,"title_prefix":"📊 Claude Token Usage Report: "},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
-          GH_AW_SAFE_OUTPUTS_CONFIG_a4ba8bab8dcca375_EOF
+          GH_AW_SAFE_OUTPUTS_CONFIG_e591f4f8252fc42c_EOF
       - name: Write Safe Outputs Tools
         run: |
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_e2f42f9d919138fa_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_ec4b56ef535d93ce_EOF'
           {
             "description_suffixes": {
               "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"📊 Claude Token Usage Report: \". Labels [\"automated-analysis\" \"token-usage\" \"claude\"] will be automatically added."
@@ -374,8 +374,8 @@ jobs:
             "repo_params": {},
             "dynamic_tools": []
           }
-          GH_AW_SAFE_OUTPUTS_TOOLS_META_e2f42f9d919138fa_EOF
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_89ae148174e0a909_EOF'
+          GH_AW_SAFE_OUTPUTS_TOOLS_META_ec4b56ef535d93ce_EOF
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_3f99af1cbefc5c06_EOF'
           {
             "create_issue": {
               "defaultMax": 1,
@@ -468,7 +468,7 @@ jobs:
               }
             }
           }
-          GH_AW_SAFE_OUTPUTS_VALIDATION_89ae148174e0a909_EOF
+          GH_AW_SAFE_OUTPUTS_VALIDATION_3f99af1cbefc5c06_EOF
           node ${RUNNER_TEMP}/gh-aw/actions/generate_safe_outputs_tools.cjs
       - name: Generate Safe Outputs MCP Server Config
         id: safe-outputs-config
@@ -538,7 +538,7 @@ jobs:
           export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.12'
           
           mkdir -p /home/runner/.copilot
-          cat << GH_AW_MCP_CONFIG_d12389cf810a9482_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+          cat << GH_AW_MCP_CONFIG_959b0238f0b52450_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
           {
             "mcpServers": {
               "github": {
@@ -579,7 +579,7 @@ jobs:
               "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
             }
           }
-          GH_AW_MCP_CONFIG_d12389cf810a9482_EOF
+          GH_AW_MCP_CONFIG_959b0238f0b52450_EOF
       - name: Download activation artifact
         uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
         with:
diff --git a/.github/workflows/claude-token-usage-analyzer.md b/.github/workflows/claude-token-usage-analyzer.md
index 491a9e2cd67..497784da702 100644
--- a/.github/workflows/claude-token-usage-analyzer.md
+++ b/.github/workflows/claude-token-usage-analyzer.md
@@ -53,16 +53,45 @@ steps:
       set -euo pipefail
       mkdir -p /tmp/token-analyzer-claude
 
-      echo "📥 Downloading Claude workflow runs from last 24 hours..."
-      gh aw logs \
-        --engine claude \
-        --start-date -1d \
-        --json \
-        -c 300 \
-        > /tmp/token-analyzer-claude/claude-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-analyzer-claude/claude-runs-raw.json
-
-      # Extract runs array from the JSON output
-      jq '.runs // []' /tmp/token-analyzer-claude/claude-runs-raw.json > /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo "[]" > /tmp/token-analyzer-claude/claude-runs.json
+      # Try to use pre-fetched logs from the Token Logs Fetch workflow to avoid redundant API calls
+      TODAY=$(date -u +%Y-%m-%d)
+      FETCH_RUN_ID=$(gh run list \
+        --workflow "token-logs-fetch.lock.yml" \
+        --status success \
+        --limit 1 \
+        --json databaseId \
+        --jq '.[0].databaseId' 2>/dev/null || echo "")
+      USED_CACHE=false
+      if [ -n "$FETCH_RUN_ID" ]; then
+        CACHE_TMP="/tmp/token-logs-cache-claude-analyzer"
+        mkdir -p "$CACHE_TMP"
+        gh run download "$FETCH_RUN_ID" \
+          --repo "$GITHUB_REPOSITORY" \
+          --name "cache-memory" \
+          --dir "$CACHE_TMP" \
+          2>/dev/null || true
+        CACHE_DATE=$(cat "$CACHE_TMP/token-logs/fetch-date.txt" 2>/dev/null || echo "")
+        if [ "$CACHE_DATE" = "$TODAY" ] && [ -s "$CACHE_TMP/token-logs/claude-runs.json" ]; then
+          echo "✅ Using pre-fetched logs from Token Logs Fetch run $FETCH_RUN_ID (date: $CACHE_DATE)"
+          cp "$CACHE_TMP/token-logs/claude-runs.json" /tmp/token-analyzer-claude/claude-runs.json
+          USED_CACHE=true
+        else
+          echo "ℹ️ No valid cached logs found (cache date: ${CACHE_DATE:-none}, today: $TODAY)"
+        fi
+      fi
+
+      if [ "$USED_CACHE" != "true" ]; then
+        echo "📥 Downloading Claude workflow runs from last 24 hours..."
+        gh aw logs \
+          --engine claude \
+          --start-date -1d \
+          --json \
+          -c 300 \
+          > /tmp/token-analyzer-claude/claude-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-analyzer-claude/claude-runs-raw.json
+
+        # Extract runs array from the JSON output
+        jq '.runs // []' /tmp/token-analyzer-claude/claude-runs-raw.json > /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo "[]" > /tmp/token-analyzer-claude/claude-runs.json
+      fi
 
       RUN_COUNT=$(jq 'length' /tmp/token-analyzer-claude/claude-runs.json 2>/dev/null || echo 0)
       echo "✅ Found ${RUN_COUNT} Claude workflow runs"
diff --git a/.github/workflows/copilot-token-optimizer.lock.yml b/.github/workflows/copilot-token-optimizer.lock.yml
index 9e585f38b21..123e94b8c81 100644
--- a/.github/workflows/copilot-token-optimizer.lock.yml
+++ b/.github/workflows/copilot-token-optimizer.lock.yml
@@ -26,7 +26,7 @@
 #   Imports:
 #     - shared/reporting.md
 #
-# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"fd23e1427b2313e8891e828fe49ebfd23bdc4abc966f587a004d381370a68f13","strict":true,"agent_id":"copilot"}
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"6eadad6bbe15632de5d8067a8b7daa0eb6baeb44a942e2e0d55ec41d846d5b63","strict":true,"agent_id":"copilot"}
 
 name: "Copilot Token Optimizer"
 "on":
@@ -144,14 +144,14 @@ jobs:
         run: |
           bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
           {
-          cat << 'GH_AW_PROMPT_68c5831fe1087681_EOF'
+          cat << 'GH_AW_PROMPT_5ce9c5eb83669cda_EOF'
           <system>
-          GH_AW_PROMPT_68c5831fe1087681_EOF
+          GH_AW_PROMPT_5ce9c5eb83669cda_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
-          cat << 'GH_AW_PROMPT_68c5831fe1087681_EOF'
+          cat << 'GH_AW_PROMPT_5ce9c5eb83669cda_EOF'
           <safe-output-tools>
           Tools: create_issue, missing_tool, missing_data, noop
           </safe-output-tools>
@@ -183,13 +183,13 @@ jobs:
           {{/if}}
           </github-context>
           
-          GH_AW_PROMPT_68c5831fe1087681_EOF
+          GH_AW_PROMPT_5ce9c5eb83669cda_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
-          cat << 'GH_AW_PROMPT_68c5831fe1087681_EOF'
+          cat << 'GH_AW_PROMPT_5ce9c5eb83669cda_EOF'
           </system>
           {{#runtime-import .github/workflows/shared/reporting.md}}
           {{#runtime-import .github/workflows/copilot-token-optimizer.md}}
-          GH_AW_PROMPT_68c5831fe1087681_EOF
+          GH_AW_PROMPT_5ce9c5eb83669cda_EOF
           } > "$GH_AW_PROMPT"
       - name: Interpolate variables and render templates
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
@@ -327,7 +327,7 @@ jobs:
       - env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Find and download artifacts from the most expensive Copilot workflow
-        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer\n\necho \"📥 Loading Copilot workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine copilot \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-optimizer/copilot-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-optimizer/copilot-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-optimizer/copilot-runs-raw.json > /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer/copilot-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Copilot runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Copilot runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  group_by(.workflow_name) |\n  map({\n    workflow: .[0].workflow_name,\n    total_tokens: (map(.token_usage) | add),\n    total_cost: 0,\n    run_count: length,\n    avg_tokens: ((map(.token_usage) | add) / length),\n    run_ids: map(.database_id),\n    latest_run_id: (sort_by(.created_at) | last | .database_id),\n    latest_run_url: (sort_by(.created_at) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer/copilot-runs.json > /tmp/token-optimizer/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run of that workflow\nARTIFACT_DIR=\"/tmp/token-optimizer/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts (contains prompt and tool usage logs)\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer/token-usage.jsonl\n  wc -l < /tmp/token-optimizer/token-usage.jsonl\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer/token-usage.jsonl\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer/workflow-source.md\nelse\n  echo \"Workflow source not found at $WORKFLOW_MD, searching...\"\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source (if available)\nif [ -f /tmp/token-optimizer/workflow-source.md ]; then\n  echo \"📋 Extracting declared tools from workflow source...\"\n  # Extract tools section from frontmatter\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer/declared-tools.txt || true\n  cat /tmp/token-optimizer/declared-tools.txt\nfi\n"
+        run: "set -euo pipefail\nmkdir -p /tmp/token-optimizer\n\n# Try to use pre-fetched logs from the Token Logs Fetch workflow to avoid redundant API calls\nTODAY=$(date -u +%Y-%m-%d)\nFETCH_RUN_ID=$(gh run list \\\n  --workflow \"token-logs-fetch.lock.yml\" \\\n  --status success \\\n  --limit 1 \\\n  --json databaseId \\\n  --jq '.[0].databaseId' 2>/dev/null || echo \"\")\nUSED_CACHE=false\nif [ -n \"$FETCH_RUN_ID\" ]; then\n  CACHE_TMP=\"/tmp/token-logs-cache-optimizer\"\n  mkdir -p \"$CACHE_TMP\"\n  gh run download \"$FETCH_RUN_ID\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"cache-memory\" \\\n    --dir \"$CACHE_TMP\" \\\n    2>/dev/null || true\n  CACHE_DATE=$(cat \"$CACHE_TMP/token-logs/fetch-date.txt\" 2>/dev/null || echo \"\")\n  if [ \"$CACHE_DATE\" = \"$TODAY\" ] && [ -s \"$CACHE_TMP/token-logs/copilot-runs.json\" ]; then\n    echo \"✅ Using pre-fetched logs from Token Logs Fetch run $FETCH_RUN_ID (date: $CACHE_DATE)\"\n    cp \"$CACHE_TMP/token-logs/copilot-runs.json\" /tmp/token-optimizer/copilot-runs.json\n    USED_CACHE=true\n  else\n    echo \"ℹ️ No valid cached logs found (cache date: ${CACHE_DATE:-none}, today: $TODAY)\"\n  fi\nfi\n\nif [ \"$USED_CACHE\" != \"true\" ]; then\n  echo \"📥 Loading Copilot workflow runs from last 24 hours...\"\n  gh aw logs \\\n    --engine copilot \\\n    --start-date -1d \\\n    --json \\\n    -c 300 \\\n    > /tmp/token-optimizer/copilot-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-optimizer/copilot-runs-raw.json\n\n  # Extract runs array from the JSON output\n  jq '.runs // []' /tmp/token-optimizer/copilot-runs-raw.json > /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-optimizer/copilot-runs.json\nfi\n\nRUN_COUNT=$(jq 'length' /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo 0)\necho \"Found ${RUN_COUNT} Copilot runs\"\n\nif [ \"$RUN_COUNT\" -eq 0 ]; then\n  echo \"No Copilot runs found, nothing to optimize\"\n  exit 0\nfi\n\n# Find the most expensive workflow (by total tokens across all its runs)\necho \"🔍 Identifying most expensive workflow...\"\njq -r '\n  sort_by(.workflow_name) |\n  group_by(.workflow_name) |\n  map({\n    workflow: .[0].workflow_name,\n    total_tokens: (map(.token_usage) | add),\n    total_cost: 0,\n    run_count: length,\n    avg_tokens: ((map(.token_usage) | add) / length),\n    run_ids: map(.database_id),\n    latest_run_id: (sort_by(.created_at) | last | .database_id),\n    latest_run_url: (sort_by(.created_at) | last | .url)\n  }) |\n  sort_by(.total_tokens) | reverse | .[0]\n' /tmp/token-optimizer/copilot-runs.json > /tmp/token-optimizer/top-workflow.json\n\nWORKFLOW_NAME=$(jq -r '.workflow' /tmp/token-optimizer/top-workflow.json)\nLATEST_RUN_ID=$(jq -r '.latest_run_id' /tmp/token-optimizer/top-workflow.json)\necho \"Most expensive workflow: $WORKFLOW_NAME (run: $LATEST_RUN_ID)\"\necho \"WORKFLOW_NAME=$WORKFLOW_NAME\" >> \"$GITHUB_ENV\"\n\n# Download the firewall-audit-logs artifact from the latest run of that workflow\nARTIFACT_DIR=\"/tmp/token-optimizer/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading firewall-audit-logs from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"firewall-audit-logs\" \\\n  --dir \"$ARTIFACT_DIR\" \\\n  2>/dev/null || true\n\n# Also download agent artifacts (contains prompt and tool usage logs)\necho \"📥 Downloading agent artifacts from run $LATEST_RUN_ID...\"\ngh run download \"$LATEST_RUN_ID\" \\\n  --repo \"$GITHUB_REPOSITORY\" \\\n  --name \"agent\" \\\n  --dir \"$ARTIFACT_DIR/agent\" \\\n  2>/dev/null || true\n\n# Find token-usage.jsonl\nUSAGE_FILE=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | head -1)\nif [ -n \"$USAGE_FILE\" ]; then\n  echo \"Found token-usage.jsonl: $USAGE_FILE\"\n  cp \"$USAGE_FILE\" /tmp/token-optimizer/token-usage.jsonl\n  wc -l < /tmp/token-optimizer/token-usage.jsonl\nelse\n  echo \"No token-usage.jsonl found in artifacts\"\n  touch /tmp/token-optimizer/token-usage.jsonl\nfi\n\n# Find the workflow markdown source\nWORKFLOW_MD_NAME=$(echo \"$WORKFLOW_NAME\" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')\nWORKFLOW_MD=\".github/workflows/${WORKFLOW_MD_NAME}.md\"\nif [ -f \"$WORKFLOW_MD\" ]; then\n  echo \"Found workflow source: $WORKFLOW_MD\"\n  cp \"$WORKFLOW_MD\" /tmp/token-optimizer/workflow-source.md\nelse\n  echo \"Workflow source not found at $WORKFLOW_MD, searching...\"\n  FOUND_MD=$(find .github/workflows -name \"*.md\" -exec grep -l \"^name: $WORKFLOW_NAME\" {} \\; 2>/dev/null | head -1 || true)\n  if [ -n \"$FOUND_MD\" ]; then\n    echo \"Found: $FOUND_MD\"\n    cp \"$FOUND_MD\" /tmp/token-optimizer/workflow-source.md\n  fi\nfi\n\n# Extract declared tools from workflow source (if available)\nif [ -f /tmp/token-optimizer/workflow-source.md ]; then\n  echo \"📋 Extracting declared tools from workflow source...\"\n  # Extract tools section from frontmatter\n  sed -n '/^---$/,/^---$/p' /tmp/token-optimizer/workflow-source.md | \\\n    grep -A20 \"^tools:\" | head -30 > /tmp/token-optimizer/declared-tools.txt || true\n  cat /tmp/token-optimizer/declared-tools.txt\nfi\n"
 
       - name: Configure Git credentials
         env:
@@ -378,12 +378,12 @@ jobs:
           mkdir -p ${RUNNER_TEMP}/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_178afd5b56c5bba7_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_948280de2275be42_EOF'
           {"create_issue":{"close_older_issues":true,"expires":168,"labels":["automated-analysis","token-optimization","copilot","cost-reduction"],"max":1,"title_prefix":"⚡ Copilot Token Optimization: "},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
-          GH_AW_SAFE_OUTPUTS_CONFIG_178afd5b56c5bba7_EOF
+          GH_AW_SAFE_OUTPUTS_CONFIG_948280de2275be42_EOF
       - name: Write Safe Outputs Tools
         run: |
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_cec4f6a3637a6d3b_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_743d8b22383899ed_EOF'
           {
             "description_suffixes": {
               "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"⚡ Copilot Token Optimization: \". Labels [\"automated-analysis\" \"token-optimization\" \"copilot\" \"cost-reduction\"] will be automatically added."
@@ -391,8 +391,8 @@ jobs:
             "repo_params": {},
             "dynamic_tools": []
           }
-          GH_AW_SAFE_OUTPUTS_TOOLS_META_cec4f6a3637a6d3b_EOF
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_2089a1213782993a_EOF'
+          GH_AW_SAFE_OUTPUTS_TOOLS_META_743d8b22383899ed_EOF
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_9d0d6fbaccddcacf_EOF'
           {
             "create_issue": {
               "defaultMax": 1,
@@ -485,7 +485,7 @@ jobs:
               }
             }
           }
-          GH_AW_SAFE_OUTPUTS_VALIDATION_2089a1213782993a_EOF
+          GH_AW_SAFE_OUTPUTS_VALIDATION_9d0d6fbaccddcacf_EOF
           node ${RUNNER_TEMP}/gh-aw/actions/generate_safe_outputs_tools.cjs
       - name: Generate Safe Outputs MCP Server Config
         id: safe-outputs-config
@@ -555,7 +555,7 @@ jobs:
           export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.12'
           
           mkdir -p /home/runner/.copilot
-          cat << GH_AW_MCP_CONFIG_27cc3fbbc713df4f_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+          cat << GH_AW_MCP_CONFIG_dd0e368aa164a954_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
           {
             "mcpServers": {
               "github": {
@@ -596,7 +596,7 @@ jobs:
               "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
             }
           }
-          GH_AW_MCP_CONFIG_27cc3fbbc713df4f_EOF
+          GH_AW_MCP_CONFIG_dd0e368aa164a954_EOF
       - name: Download activation artifact
         uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
         with:
diff --git a/.github/workflows/copilot-token-optimizer.md b/.github/workflows/copilot-token-optimizer.md
index 457c7258f1c..aca7e993114 100644
--- a/.github/workflows/copilot-token-optimizer.md
+++ b/.github/workflows/copilot-token-optimizer.md
@@ -61,16 +61,45 @@ steps:
       set -euo pipefail
       mkdir -p /tmp/token-optimizer
 
-      echo "📥 Loading Copilot workflow runs from last 24 hours..."
-      gh aw logs \
-        --engine copilot \
-        --start-date -1d \
-        --json \
-        -c 300 \
-        > /tmp/token-optimizer/copilot-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-optimizer/copilot-runs-raw.json
-
-      # Extract runs array from the JSON output
-      jq '.runs // []' /tmp/token-optimizer/copilot-runs-raw.json > /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo "[]" > /tmp/token-optimizer/copilot-runs.json
+      # Try to use pre-fetched logs from the Token Logs Fetch workflow to avoid redundant API calls
+      TODAY=$(date -u +%Y-%m-%d)
+      FETCH_RUN_ID=$(gh run list \
+        --workflow "token-logs-fetch.lock.yml" \
+        --status success \
+        --limit 1 \
+        --json databaseId \
+        --jq '.[0].databaseId' 2>/dev/null || echo "")
+      USED_CACHE=false
+      if [ -n "$FETCH_RUN_ID" ]; then
+        CACHE_TMP="/tmp/token-logs-cache-optimizer"
+        mkdir -p "$CACHE_TMP"
+        gh run download "$FETCH_RUN_ID" \
+          --repo "$GITHUB_REPOSITORY" \
+          --name "cache-memory" \
+          --dir "$CACHE_TMP" \
+          2>/dev/null || true
+        CACHE_DATE=$(cat "$CACHE_TMP/token-logs/fetch-date.txt" 2>/dev/null || echo "")
+        if [ "$CACHE_DATE" = "$TODAY" ] && [ -s "$CACHE_TMP/token-logs/copilot-runs.json" ]; then
+          echo "✅ Using pre-fetched logs from Token Logs Fetch run $FETCH_RUN_ID (date: $CACHE_DATE)"
+          cp "$CACHE_TMP/token-logs/copilot-runs.json" /tmp/token-optimizer/copilot-runs.json
+          USED_CACHE=true
+        else
+          echo "ℹ️ No valid cached logs found (cache date: ${CACHE_DATE:-none}, today: $TODAY)"
+        fi
+      fi
+
+      if [ "$USED_CACHE" != "true" ]; then
+        echo "📥 Loading Copilot workflow runs from last 24 hours..."
+        gh aw logs \
+          --engine copilot \
+          --start-date -1d \
+          --json \
+          -c 300 \
+          > /tmp/token-optimizer/copilot-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-optimizer/copilot-runs-raw.json
+
+        # Extract runs array from the JSON output
+        jq '.runs // []' /tmp/token-optimizer/copilot-runs-raw.json > /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo "[]" > /tmp/token-optimizer/copilot-runs.json
+      fi
 
       RUN_COUNT=$(jq 'length' /tmp/token-optimizer/copilot-runs.json 2>/dev/null || echo 0)
       echo "Found ${RUN_COUNT} Copilot runs"
diff --git a/.github/workflows/copilot-token-usage-analyzer.lock.yml b/.github/workflows/copilot-token-usage-analyzer.lock.yml
index af26d0d5898..5990ee4b032 100644
--- a/.github/workflows/copilot-token-usage-analyzer.lock.yml
+++ b/.github/workflows/copilot-token-usage-analyzer.lock.yml
@@ -26,7 +26,7 @@
 #   Imports:
 #     - shared/reporting.md
 #
-# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"b289a6f4ddae47c218302a21a6199546f19abebf8650b1963e2c8699302c4666","strict":true,"agent_id":"copilot"}
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"bb3e0ddc54c3b2b84499160d1c1db0297adfa5cf06b0b7b5a771e9d9da4857ff","strict":true,"agent_id":"copilot"}
 
 name: "Copilot Token Usage Analyzer"
 "on":
@@ -132,14 +132,14 @@ jobs:
         run: |
           bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
           {
-          cat << 'GH_AW_PROMPT_ac218341b6979b04_EOF'
+          cat << 'GH_AW_PROMPT_daf57289ac6aa438_EOF'
           <system>
-          GH_AW_PROMPT_ac218341b6979b04_EOF
+          GH_AW_PROMPT_daf57289ac6aa438_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
           cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
-          cat << 'GH_AW_PROMPT_ac218341b6979b04_EOF'
+          cat << 'GH_AW_PROMPT_daf57289ac6aa438_EOF'
           <safe-output-tools>
           Tools: create_issue, missing_tool, missing_data, noop
           </safe-output-tools>
@@ -171,13 +171,13 @@ jobs:
           {{/if}}
           </github-context>
           
-          GH_AW_PROMPT_ac218341b6979b04_EOF
+          GH_AW_PROMPT_daf57289ac6aa438_EOF
           cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
-          cat << 'GH_AW_PROMPT_ac218341b6979b04_EOF'
+          cat << 'GH_AW_PROMPT_daf57289ac6aa438_EOF'
           </system>
           {{#runtime-import .github/workflows/shared/reporting.md}}
           {{#runtime-import .github/workflows/copilot-token-usage-analyzer.md}}
-          GH_AW_PROMPT_ac218341b6979b04_EOF
+          GH_AW_PROMPT_daf57289ac6aa438_EOF
           } > "$GH_AW_PROMPT"
       - name: Interpolate variables and render templates
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
@@ -310,7 +310,7 @@ jobs:
       - env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         name: Download Copilot workflow runs (last 24h)
-        run: "set -euo pipefail\nmkdir -p /tmp/token-analyzer\n\necho \"📥 Downloading Copilot workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine copilot \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-analyzer/copilot-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-analyzer/copilot-runs-raw.json\n\n# Extract runs array from the JSON output\njq '.runs // []' /tmp/token-analyzer/copilot-runs-raw.json > /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-analyzer/copilot-runs.json\n\nRUN_COUNT=$(jq 'length' /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo 0)\necho \"✅ Found ${RUN_COUNT} Copilot workflow runs\"\n\n# Download token-usage.jsonl artifacts for per-model breakdown\n# We look for the firewall-audit-logs artifact which contains token-usage.jsonl\nARTIFACT_DIR=\"/tmp/token-analyzer/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading token-usage.jsonl artifacts...\"\njq -r '.[0:50][]?.database_id' /tmp/token-analyzer/copilot-runs.json 2>/dev/null > /tmp/token-analyzer/run-ids.txt || true\nwhile read -r run_id; do\n  run_dir=\"$ARTIFACT_DIR/$run_id\"\n  mkdir -p \"$run_dir\"\n  gh run download \"$run_id\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"firewall-audit-logs\" \\\n    --dir \"$run_dir\" \\\n    2>/dev/null || true\ndone < /tmp/token-analyzer/run-ids.txt\n\n# Count how many token-usage.jsonl files we got\nJSONL_COUNT=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | wc -l)\necho \"✅ Downloaded ${JSONL_COUNT} token-usage.jsonl artifacts\"\n\n# Merge all token-usage.jsonl files into a single aggregate file annotated with run_id\nMERGED_FILE=\"/tmp/token-analyzer/token-usage-merged.jsonl\"\n> \"$MERGED_FILE\"\nfind \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" > /tmp/token-analyzer/jsonl-files.txt 2>/dev/null || true\nwhile read -r f; do\n  run_id=$(echo \"$f\" | grep -oP '(?<=/artifacts/)\\d+(?=/)' || true)\n  while IFS= read -r line; do\n    if [ -n \"$line\" ]; then\n      echo \"${line}\" | jq --arg run_id \"$run_id\" '. + {run_id: $run_id}' >> \"$MERGED_FILE\" 2>/dev/null || true\n    fi\n  done < \"$f\"\ndone < /tmp/token-analyzer/jsonl-files.txt\n\nRECORD_COUNT=$(wc -l < \"$MERGED_FILE\" 2>/dev/null || echo 0)\necho \"✅ Merged ${RECORD_COUNT} token usage records\"\n"
+        run: "set -euo pipefail\nmkdir -p /tmp/token-analyzer\n\n# Try to use pre-fetched logs from the Token Logs Fetch workflow to avoid redundant API calls\nTODAY=$(date -u +%Y-%m-%d)\nFETCH_RUN_ID=$(gh run list \\\n  --workflow \"token-logs-fetch.lock.yml\" \\\n  --status success \\\n  --limit 1 \\\n  --json databaseId \\\n  --jq '.[0].databaseId' 2>/dev/null || echo \"\")\nUSED_CACHE=false\nif [ -n \"$FETCH_RUN_ID\" ]; then\n  CACHE_TMP=\"/tmp/token-logs-cache-analyzer\"\n  mkdir -p \"$CACHE_TMP\"\n  gh run download \"$FETCH_RUN_ID\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"cache-memory\" \\\n    --dir \"$CACHE_TMP\" \\\n    2>/dev/null || true\n  CACHE_DATE=$(cat \"$CACHE_TMP/token-logs/fetch-date.txt\" 2>/dev/null || echo \"\")\n  if [ \"$CACHE_DATE\" = \"$TODAY\" ] && [ -s \"$CACHE_TMP/token-logs/copilot-runs.json\" ]; then\n    echo \"✅ Using pre-fetched logs from Token Logs Fetch run $FETCH_RUN_ID (date: $CACHE_DATE)\"\n    cp \"$CACHE_TMP/token-logs/copilot-runs.json\" /tmp/token-analyzer/copilot-runs.json\n    USED_CACHE=true\n  else\n    echo \"ℹ️ No valid cached logs found (cache date: ${CACHE_DATE:-none}, today: $TODAY)\"\n  fi\nfi\n\nif [ \"$USED_CACHE\" != \"true\" ]; then\n  echo \"📥 Downloading Copilot workflow runs from last 24 hours...\"\n  gh aw logs \\\n    --engine copilot \\\n    --start-date -1d \\\n    --json \\\n    -c 300 \\\n    > /tmp/token-analyzer/copilot-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-analyzer/copilot-runs-raw.json\n\n  # Extract runs array from the JSON output\n  jq '.runs // []' /tmp/token-analyzer/copilot-runs-raw.json > /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-analyzer/copilot-runs.json\nfi\n\nRUN_COUNT=$(jq 'length' /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo 0)\necho \"✅ Found ${RUN_COUNT} Copilot workflow runs\"\n\n# Download token-usage.jsonl artifacts for per-model breakdown\n# We look for the firewall-audit-logs artifact which contains token-usage.jsonl\nARTIFACT_DIR=\"/tmp/token-analyzer/artifacts\"\nmkdir -p \"$ARTIFACT_DIR\"\n\necho \"📥 Downloading token-usage.jsonl artifacts...\"\njq -r '.[0:50][]?.database_id' /tmp/token-analyzer/copilot-runs.json 2>/dev/null > /tmp/token-analyzer/run-ids.txt || true\nwhile read -r run_id; do\n  run_dir=\"$ARTIFACT_DIR/$run_id\"\n  mkdir -p \"$run_dir\"\n  gh run download \"$run_id\" \\\n    --repo \"$GITHUB_REPOSITORY\" \\\n    --name \"firewall-audit-logs\" \\\n    --dir \"$run_dir\" \\\n    2>/dev/null || true\ndone < /tmp/token-analyzer/run-ids.txt\n\n# Count how many token-usage.jsonl files we got\nJSONL_COUNT=$(find \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" 2>/dev/null | wc -l)\necho \"✅ Downloaded ${JSONL_COUNT} token-usage.jsonl artifacts\"\n\n# Merge all token-usage.jsonl files into a single aggregate file annotated with run_id\nMERGED_FILE=\"/tmp/token-analyzer/token-usage-merged.jsonl\"\n> \"$MERGED_FILE\"\nfind \"$ARTIFACT_DIR\" -name \"token-usage.jsonl\" > /tmp/token-analyzer/jsonl-files.txt 2>/dev/null || true\nwhile read -r f; do\n  run_id=$(echo \"$f\" | grep -oP '(?<=/artifacts/)\\d+(?=/)' || true)\n  while IFS= read -r line; do\n    if [ -n \"$line\" ]; then\n      echo \"${line}\" | jq --arg run_id \"$run_id\" '. + {run_id: $run_id}' >> \"$MERGED_FILE\" 2>/dev/null || true\n    fi\n  done < \"$f\"\ndone < /tmp/token-analyzer/jsonl-files.txt\n\nRECORD_COUNT=$(wc -l < \"$MERGED_FILE\" 2>/dev/null || echo 0)\necho \"✅ Merged ${RECORD_COUNT} token usage records\"\n"
 
       - name: Configure Git credentials
         env:
@@ -361,12 +361,12 @@ jobs:
           mkdir -p ${RUNNER_TEMP}/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/safeoutputs
           mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_34f7182c6d0b277b_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_5e7995fc41d2308e_EOF'
           {"create_issue":{"close_older_issues":true,"expires":48,"labels":["automated-analysis","token-usage","copilot"],"max":1,"title_prefix":"📊 Copilot Token Usage Report: "},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
-          GH_AW_SAFE_OUTPUTS_CONFIG_34f7182c6d0b277b_EOF
+          GH_AW_SAFE_OUTPUTS_CONFIG_5e7995fc41d2308e_EOF
       - name: Write Safe Outputs Tools
         run: |
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_840971bf025c07cc_EOF'
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_01fe7c132b6ba579_EOF'
           {
             "description_suffixes": {
               "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"📊 Copilot Token Usage Report: \". Labels [\"automated-analysis\" \"token-usage\" \"copilot\"] will be automatically added."
@@ -374,8 +374,8 @@ jobs:
             "repo_params": {},
             "dynamic_tools": []
           }
-          GH_AW_SAFE_OUTPUTS_TOOLS_META_840971bf025c07cc_EOF
-          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_b0e902b7f47a2fc6_EOF'
+          GH_AW_SAFE_OUTPUTS_TOOLS_META_01fe7c132b6ba579_EOF
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_73af6f249a088d12_EOF'
           {
             "create_issue": {
               "defaultMax": 1,
@@ -468,7 +468,7 @@ jobs:
               }
             }
           }
-          GH_AW_SAFE_OUTPUTS_VALIDATION_b0e902b7f47a2fc6_EOF
+          GH_AW_SAFE_OUTPUTS_VALIDATION_73af6f249a088d12_EOF
           node ${RUNNER_TEMP}/gh-aw/actions/generate_safe_outputs_tools.cjs
       - name: Generate Safe Outputs MCP Server Config
         id: safe-outputs-config
@@ -538,7 +538,7 @@ jobs:
           export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.12'
           
           mkdir -p /home/runner/.copilot
-          cat << GH_AW_MCP_CONFIG_b6b35d61ba8b5d52_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+          cat << GH_AW_MCP_CONFIG_fa6396237d6c74c6_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
           {
             "mcpServers": {
               "github": {
@@ -579,7 +579,7 @@ jobs:
               "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
             }
           }
-          GH_AW_MCP_CONFIG_b6b35d61ba8b5d52_EOF
+          GH_AW_MCP_CONFIG_fa6396237d6c74c6_EOF
       - name: Download activation artifact
         uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
         with:
diff --git a/.github/workflows/copilot-token-usage-analyzer.md b/.github/workflows/copilot-token-usage-analyzer.md
index 2b85b751577..bd44d072f11 100644
--- a/.github/workflows/copilot-token-usage-analyzer.md
+++ b/.github/workflows/copilot-token-usage-analyzer.md
@@ -53,16 +53,45 @@ steps:
       set -euo pipefail
       mkdir -p /tmp/token-analyzer
 
-      echo "📥 Downloading Copilot workflow runs from last 24 hours..."
-      gh aw logs \
-        --engine copilot \
-        --start-date -1d \
-        --json \
-        -c 300 \
-        > /tmp/token-analyzer/copilot-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-analyzer/copilot-runs-raw.json
-
-      # Extract runs array from the JSON output
-      jq '.runs // []' /tmp/token-analyzer/copilot-runs-raw.json > /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo "[]" > /tmp/token-analyzer/copilot-runs.json
+      # Try to use pre-fetched logs from the Token Logs Fetch workflow to avoid redundant API calls
+      TODAY=$(date -u +%Y-%m-%d)
+      FETCH_RUN_ID=$(gh run list \
+        --workflow "token-logs-fetch.lock.yml" \
+        --status success \
+        --limit 1 \
+        --json databaseId \
+        --jq '.[0].databaseId' 2>/dev/null || echo "")
+      USED_CACHE=false
+      if [ -n "$FETCH_RUN_ID" ]; then
+        CACHE_TMP="/tmp/token-logs-cache-analyzer"
+        mkdir -p "$CACHE_TMP"
+        gh run download "$FETCH_RUN_ID" \
+          --repo "$GITHUB_REPOSITORY" \
+          --name "cache-memory" \
+          --dir "$CACHE_TMP" \
+          2>/dev/null || true
+        CACHE_DATE=$(cat "$CACHE_TMP/token-logs/fetch-date.txt" 2>/dev/null || echo "")
+        if [ "$CACHE_DATE" = "$TODAY" ] && [ -s "$CACHE_TMP/token-logs/copilot-runs.json" ]; then
+          echo "✅ Using pre-fetched logs from Token Logs Fetch run $FETCH_RUN_ID (date: $CACHE_DATE)"
+          cp "$CACHE_TMP/token-logs/copilot-runs.json" /tmp/token-analyzer/copilot-runs.json
+          USED_CACHE=true
+        else
+          echo "ℹ️ No valid cached logs found (cache date: ${CACHE_DATE:-none}, today: $TODAY)"
+        fi
+      fi
+
+      if [ "$USED_CACHE" != "true" ]; then
+        echo "📥 Downloading Copilot workflow runs from last 24 hours..."
+        gh aw logs \
+          --engine copilot \
+          --start-date -1d \
+          --json \
+          -c 300 \
+          > /tmp/token-analyzer/copilot-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-analyzer/copilot-runs-raw.json
+
+        # Extract runs array from the JSON output
+        jq '.runs // []' /tmp/token-analyzer/copilot-runs-raw.json > /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo "[]" > /tmp/token-analyzer/copilot-runs.json
+      fi
 
       RUN_COUNT=$(jq 'length' /tmp/token-analyzer/copilot-runs.json 2>/dev/null || echo 0)
       echo "✅ Found ${RUN_COUNT} Copilot workflow runs"
diff --git a/.github/workflows/token-logs-fetch.lock.yml b/.github/workflows/token-logs-fetch.lock.yml
new file mode 100644
index 00000000000..91782040481
--- /dev/null
+++ b/.github/workflows/token-logs-fetch.lock.yml
@@ -0,0 +1,1183 @@
+#    ___                   _   _      
+#   / _ \                 | | (_)     
+#  | |_| | __ _  ___ _ __ | |_ _  ___ 
+#  |  _  |/ _` |/ _ \ '_ \| __| |/ __|
+#  | | | | (_| |  __/ | | | |_| | (__ 
+#  \_| |_/\__, |\___|_| |_|\__|_|\___|
+#          __/ |
+#  _    _ |___/ 
+# | |  | |                / _| |
+# | |  | | ___ _ __ _  __| |_| | _____      ____
+# | |/\| |/ _ \ '__| |/ /|  _| |/ _ \ \ /\ / / ___|
+# \  /\  / (_) | | | | ( | | | | (_) \ V  V /\__ \
+#  \/  \/ \___/|_| |_|\_\|_| |_|\___/ \_/\_/ |___/
+#
+# This file was automatically generated by gh-aw. DO NOT EDIT.
+#
+# To update this file, edit the corresponding .md file and run:
+#   gh aw compile
+# Not all edits will cause changes to this file.
+#
+# For more information: https://github.github.com/gh-aw/introduction/overview/
+#
+# Pre-fetches Copilot and Claude workflow run logs daily and stores them in cache-memory to avoid redundant API calls and rate-limiting in downstream token analysis and optimization workflows
+#
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"77d36911c8e8f38e7a1eb9aa895af361b0136b7088d2ff848d490476f794c270","strict":true,"agent_id":"copilot"}
+
+name: "Token Logs Fetch"
+"on":
+  schedule:
+  - cron: "54 7 * * 1-5"
+    # Friendly format: daily around 08:45 on weekdays (scattered)
+  workflow_dispatch:
+    inputs:
+      aw_context:
+        default: ""
+        description: Agent caller context (used internally by Agentic Workflows).
+        required: false
+        type: string
+
+permissions: {}
+
+concurrency:
+  group: "gh-aw-${{ github.workflow }}"
+
+run-name: "Token Logs Fetch"
+
+jobs:
+  activation:
+    runs-on: ubuntu-slim
+    permissions:
+      contents: read
+    outputs:
+      comment_id: ""
+      comment_repo: ""
+      lockdown_check_failed: ${{ steps.generate_aw_info.outputs.lockdown_check_failed == 'true' }}
+      model: ${{ steps.generate_aw_info.outputs.model }}
+    steps:
+      - name: Checkout actions folder
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          repository: github/gh-aw
+          sparse-checkout: |
+            actions
+          persist-credentials: false
+      - name: Setup Scripts
+        uses: ./actions/setup
+        with:
+          destination: ${{ runner.temp }}/gh-aw/actions
+      - name: Generate agentic run info
+        id: generate_aw_info
+        env:
+          GH_AW_INFO_ENGINE_ID: "copilot"
+          GH_AW_INFO_ENGINE_NAME: "GitHub Copilot CLI"
+          GH_AW_INFO_MODEL: ${{ vars.GH_AW_MODEL_AGENT_COPILOT || 'auto' }}
+          GH_AW_INFO_VERSION: "latest"
+          GH_AW_INFO_AGENT_VERSION: "latest"
+          GH_AW_INFO_WORKFLOW_NAME: "Token Logs Fetch"
+          GH_AW_INFO_EXPERIMENTAL: "false"
+          GH_AW_INFO_SUPPORTS_TOOLS_ALLOWLIST: "true"
+          GH_AW_INFO_STAGED: "false"
+          GH_AW_INFO_ALLOWED_DOMAINS: '["defaults"]'
+          GH_AW_INFO_FIREWALL_ENABLED: "true"
+          GH_AW_INFO_AWF_VERSION: "v0.25.13"
+          GH_AW_INFO_AWMG_VERSION: ""
+          GH_AW_INFO_FIREWALL_TYPE: "squid"
+          GH_AW_COMPILED_STRICT: "true"
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        with:
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/generate_aw_info.cjs');
+            await main(core, context);
+      - name: Checkout .github and .agents folders
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          persist-credentials: false
+          sparse-checkout: |
+            .github
+            .agents
+            actions/setup
+          sparse-checkout-cone-mode: true
+          fetch-depth: 1
+      - name: Check workflow lock file
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          GH_AW_WORKFLOW_FILE: "token-logs-fetch.lock.yml"
+          GH_AW_CONTEXT_WORKFLOW_REF: "${{ github.workflow_ref }}"
+        with:
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/check_workflow_timestamp_api.cjs');
+            await main();
+      - name: Create prompt with built-in context
+        env:
+          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+          GH_AW_SAFE_OUTPUTS: ${{ runner.temp }}/gh-aw/safeoutputs/outputs.jsonl
+          GH_AW_GITHUB_ACTOR: ${{ github.actor }}
+          GH_AW_GITHUB_EVENT_COMMENT_ID: ${{ github.event.comment.id }}
+          GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER: ${{ github.event.discussion.number }}
+          GH_AW_GITHUB_EVENT_ISSUE_NUMBER: ${{ github.event.issue.number }}
+          GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER: ${{ github.event.pull_request.number }}
+          GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
+          GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
+          GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
+        # poutine:ignore untrusted_checkout_exec
+        run: |
+          bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
+          {
+          cat << 'GH_AW_PROMPT_564883dfc94bb1c9_EOF'
+          <system>
+          GH_AW_PROMPT_564883dfc94bb1c9_EOF
+          cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
+          cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
+          cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
+          cat "${RUNNER_TEMP}/gh-aw/prompts/cache_memory_prompt.md"
+          cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
+          cat << 'GH_AW_PROMPT_564883dfc94bb1c9_EOF'
+          <safe-output-tools>
+          Tools: create_issue, missing_tool, missing_data, noop
+          GH_AW_PROMPT_564883dfc94bb1c9_EOF
+          cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_auto_create_issue.md"
+          cat << 'GH_AW_PROMPT_564883dfc94bb1c9_EOF'
+          </safe-output-tools>
+          <github-context>
+          The following GitHub context information is available for this workflow:
+          {{#if __GH_AW_GITHUB_ACTOR__ }}
+          - **actor**: __GH_AW_GITHUB_ACTOR__
+          {{/if}}
+          {{#if __GH_AW_GITHUB_REPOSITORY__ }}
+          - **repository**: __GH_AW_GITHUB_REPOSITORY__
+          {{/if}}
+          {{#if __GH_AW_GITHUB_WORKSPACE__ }}
+          - **workspace**: __GH_AW_GITHUB_WORKSPACE__
+          {{/if}}
+          {{#if __GH_AW_GITHUB_EVENT_ISSUE_NUMBER__ }}
+          - **issue-number**: #__GH_AW_GITHUB_EVENT_ISSUE_NUMBER__
+          {{/if}}
+          {{#if __GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER__ }}
+          - **discussion-number**: #__GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER__
+          {{/if}}
+          {{#if __GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER__ }}
+          - **pull-request-number**: #__GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER__
+          {{/if}}
+          {{#if __GH_AW_GITHUB_EVENT_COMMENT_ID__ }}
+          - **comment-id**: __GH_AW_GITHUB_EVENT_COMMENT_ID__
+          {{/if}}
+          {{#if __GH_AW_GITHUB_RUN_ID__ }}
+          - **workflow-run-id**: __GH_AW_GITHUB_RUN_ID__
+          {{/if}}
+          </github-context>
+          
+          GH_AW_PROMPT_564883dfc94bb1c9_EOF
+          cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
+          cat << 'GH_AW_PROMPT_564883dfc94bb1c9_EOF'
+          </system>
+          {{#runtime-import .github/workflows/token-logs-fetch.md}}
+          GH_AW_PROMPT_564883dfc94bb1c9_EOF
+          } > "$GH_AW_PROMPT"
+      - name: Interpolate variables and render templates
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+        with:
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/interpolate_prompt.cjs');
+            await main();
+      - name: Substitute placeholders
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+          GH_AW_ALLOWED_EXTENSIONS: ''
+          GH_AW_CACHE_DESCRIPTION: ''
+          GH_AW_CACHE_DIR: '/tmp/gh-aw/cache-memory/'
+          GH_AW_GITHUB_ACTOR: ${{ github.actor }}
+          GH_AW_GITHUB_EVENT_COMMENT_ID: ${{ github.event.comment.id }}
+          GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER: ${{ github.event.discussion.number }}
+          GH_AW_GITHUB_EVENT_ISSUE_NUMBER: ${{ github.event.issue.number }}
+          GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER: ${{ github.event.pull_request.number }}
+          GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
+          GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
+          GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
+        with:
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            
+            const substitutePlaceholders = require('${{ runner.temp }}/gh-aw/actions/substitute_placeholders.cjs');
+            
+            // Call the substitution function
+            return await substitutePlaceholders({
+              file: process.env.GH_AW_PROMPT,
+              substitutions: {
+                GH_AW_ALLOWED_EXTENSIONS: process.env.GH_AW_ALLOWED_EXTENSIONS,
+                GH_AW_CACHE_DESCRIPTION: process.env.GH_AW_CACHE_DESCRIPTION,
+                GH_AW_CACHE_DIR: process.env.GH_AW_CACHE_DIR,
+                GH_AW_GITHUB_ACTOR: process.env.GH_AW_GITHUB_ACTOR,
+                GH_AW_GITHUB_EVENT_COMMENT_ID: process.env.GH_AW_GITHUB_EVENT_COMMENT_ID,
+                GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER: process.env.GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER,
+                GH_AW_GITHUB_EVENT_ISSUE_NUMBER: process.env.GH_AW_GITHUB_EVENT_ISSUE_NUMBER,
+                GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER: process.env.GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER,
+                GH_AW_GITHUB_REPOSITORY: process.env.GH_AW_GITHUB_REPOSITORY,
+                GH_AW_GITHUB_RUN_ID: process.env.GH_AW_GITHUB_RUN_ID,
+                GH_AW_GITHUB_WORKSPACE: process.env.GH_AW_GITHUB_WORKSPACE
+              }
+            });
+      - name: Validate prompt placeholders
+        env:
+          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+        # poutine:ignore untrusted_checkout_exec
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/validate_prompt_placeholders.sh
+      - name: Print prompt
+        env:
+          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+        # poutine:ignore untrusted_checkout_exec
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/print_prompt_summary.sh
+      - name: Upload activation artifact
+        if: success()
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        with:
+          name: activation
+          path: |
+            /tmp/gh-aw/aw_info.json
+            /tmp/gh-aw/aw-prompts/prompt.txt
+          retention-days: 1
+
+  agent:
+    needs: activation
+    runs-on: ubuntu-latest
+    permissions:
+      actions: read
+      contents: read
+      copilot-requests: write
+    concurrency:
+      group: "gh-aw-copilot-${{ github.workflow }}"
+    env:
+      DEFAULT_BRANCH: ${{ github.event.repository.default_branch }}
+      GH_AW_ASSETS_ALLOWED_EXTS: ""
+      GH_AW_ASSETS_BRANCH: ""
+      GH_AW_ASSETS_MAX_SIZE_KB: 0
+      GH_AW_MCP_LOG_DIR: /tmp/gh-aw/mcp-logs/safeoutputs
+      GH_AW_WORKFLOW_ID_SANITIZED: tokenlogsfetch
+    outputs:
+      checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
+      effective_tokens: ${{ steps.parse-mcp-gateway.outputs.effective_tokens }}
+      has_patch: ${{ steps.collect_output.outputs.has_patch }}
+      inference_access_error: ${{ steps.detect-inference-error.outputs.inference_access_error || 'false' }}
+      model: ${{ needs.activation.outputs.model }}
+      output: ${{ steps.collect_output.outputs.output }}
+      output_types: ${{ steps.collect_output.outputs.output_types }}
+    steps:
+      - name: Checkout actions folder
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          repository: github/gh-aw
+          sparse-checkout: |
+            actions
+          persist-credentials: false
+      - name: Setup Scripts
+        uses: ./actions/setup
+        with:
+          destination: ${{ runner.temp }}/gh-aw/actions
+      - name: Set runtime paths
+        id: set-runtime-paths
+        run: |
+          echo "GH_AW_SAFE_OUTPUTS=${RUNNER_TEMP}/gh-aw/safeoutputs/outputs.jsonl" >> "$GITHUB_OUTPUT"
+          echo "GH_AW_SAFE_OUTPUTS_CONFIG_PATH=${RUNNER_TEMP}/gh-aw/safeoutputs/config.json" >> "$GITHUB_OUTPUT"
+          echo "GH_AW_SAFE_OUTPUTS_TOOLS_PATH=${RUNNER_TEMP}/gh-aw/safeoutputs/tools.json" >> "$GITHUB_OUTPUT"
+      - name: Checkout repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          persist-credentials: false
+      - name: Create gh-aw temp directory
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/create_gh_aw_tmp_dir.sh
+      - name: Configure gh CLI for GitHub Enterprise
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/configure_gh_for_ghe.sh
+        env:
+          GH_TOKEN: ${{ github.token }}
+      - env:
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        name: Install gh-aw CLI
+        run: |
+          if gh extension list | grep -q "github/gh-aw"; then
+            gh extension upgrade gh-aw || true
+          else
+            gh extension install github/gh-aw
+          fi
+          gh aw --version
+      - env:
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        name: Fetch Copilot and Claude workflow run logs
+        run: "set -euo pipefail\nmkdir -p /tmp/token-logs\n\necho \"📥 Fetching Copilot workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine copilot \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-logs/copilot-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-logs/copilot-runs-raw.json\n\njq '.runs // []' /tmp/token-logs/copilot-runs-raw.json > /tmp/token-logs/copilot-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-logs/copilot-runs.json\necho \"✅ Copilot runs: $(jq 'length' /tmp/token-logs/copilot-runs.json)\"\n\necho \"📥 Fetching Claude workflow runs from last 24 hours...\"\ngh aw logs \\\n  --engine claude \\\n  --start-date -1d \\\n  --json \\\n  -c 300 \\\n  > /tmp/token-logs/claude-runs-raw.json 2>/dev/null || echo '{\"runs\":[]}' > /tmp/token-logs/claude-runs-raw.json\n\njq '.runs // []' /tmp/token-logs/claude-runs-raw.json > /tmp/token-logs/claude-runs.json 2>/dev/null || echo \"[]\" > /tmp/token-logs/claude-runs.json\necho \"✅ Claude runs: $(jq 'length' /tmp/token-logs/claude-runs.json)\""
+
+      # Cache memory file share configuration from frontmatter processed below
+      - name: Create cache-memory directory
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/create_cache_memory_dir.sh
+      - name: Restore cache-memory file share data
+        uses: actions/cache/restore@668228422ae6a00e4ad889ee87cd7109ec5666a7 # v5.0.4
+        with:
+          key: memory-none-nopolicy-${{ env.GH_AW_WORKFLOW_ID_SANITIZED }}-${{ github.run_id }}
+          path: /tmp/gh-aw/cache-memory
+          restore-keys: |
+            memory-none-nopolicy-${{ env.GH_AW_WORKFLOW_ID_SANITIZED }}-
+      - name: Setup cache-memory git repository
+        env:
+          GH_AW_CACHE_DIR: /tmp/gh-aw/cache-memory
+          GH_AW_MIN_INTEGRITY: none
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/setup_cache_memory_git.sh
+      - name: Configure Git credentials
+        env:
+          REPO_NAME: ${{ github.repository }}
+          SERVER_URL: ${{ github.server_url }}
+        run: |
+          git config --global user.email "github-actions[bot]@users.noreply.github.com"
+          git config --global user.name "github-actions[bot]"
+          git config --global am.keepcr true
+          # Re-authenticate git with GitHub token
+          SERVER_URL_STRIPPED="${SERVER_URL#https://}"
+          git remote set-url origin "https://x-access-token:${{ github.token }}@${SERVER_URL_STRIPPED}/${REPO_NAME}.git"
+          echo "Git configured with standard GitHub Actions identity"
+      - name: Checkout PR branch
+        id: checkout-pr
+        if: |
+          github.event.pull_request || github.event.issue.pull_request
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          GH_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+        with:
+          github-token: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/checkout_pr_branch.cjs');
+            await main();
+      - name: Install GitHub Copilot CLI
+        run: ${RUNNER_TEMP}/gh-aw/actions/install_copilot_cli.sh latest
+        env:
+          GH_HOST: github.com
+      - name: Install AWF binary
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh v0.25.13
+      - name: Determine automatic lockdown mode for GitHub MCP Server
+        id: determine-automatic-lockdown
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          GH_AW_GITHUB_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN }}
+          GH_AW_GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
+        with:
+          script: |
+            const determineAutomaticLockdown = require('${{ runner.temp }}/gh-aw/actions/determine_automatic_lockdown.cjs');
+            await determineAutomaticLockdown(github, context, core);
+      - name: Download container images
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/download_docker_images.sh ghcr.io/github/gh-aw-firewall/agent:0.25.13 ghcr.io/github/gh-aw-firewall/api-proxy:0.25.13 ghcr.io/github/gh-aw-firewall/squid:0.25.13 ghcr.io/github/gh-aw-mcpg:v0.2.12 ghcr.io/github/github-mcp-server:v0.32.0 node:lts-alpine
+      - name: Write Safe Outputs Config
+        run: |
+          mkdir -p ${RUNNER_TEMP}/gh-aw/safeoutputs
+          mkdir -p /tmp/gh-aw/safeoutputs
+          mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/config.json << 'GH_AW_SAFE_OUTPUTS_CONFIG_9f109b086ddbc660_EOF'
+          {"create_issue":{"labels":["token-logs-fetch"],"max":1,"title_prefix":"[token-logs-fetch]"},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
+          GH_AW_SAFE_OUTPUTS_CONFIG_9f109b086ddbc660_EOF
+      - name: Write Safe Outputs Tools
+        run: |
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_c4497f70f215a2ea_EOF'
+          {
+            "description_suffixes": {
+              "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"[token-logs-fetch]\". Labels [\"token-logs-fetch\"] will be automatically added."
+            },
+            "repo_params": {},
+            "dynamic_tools": []
+          }
+          GH_AW_SAFE_OUTPUTS_TOOLS_META_c4497f70f215a2ea_EOF
+          cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_fa3ea862e417a214_EOF'
+          {
+            "create_issue": {
+              "defaultMax": 1,
+              "fields": {
+                "body": {
+                  "required": true,
+                  "type": "string",
+                  "sanitize": true,
+                  "maxLength": 65000
+                },
+                "labels": {
+                  "type": "array",
+                  "itemType": "string",
+                  "itemSanitize": true,
+                  "itemMaxLength": 128
+                },
+                "parent": {
+                  "issueOrPRNumber": true
+                },
+                "repo": {
+                  "type": "string",
+                  "maxLength": 256
+                },
+                "temporary_id": {
+                  "type": "string"
+                },
+                "title": {
+                  "required": true,
+                  "type": "string",
+                  "sanitize": true,
+                  "maxLength": 128
+                }
+              }
+            },
+            "missing_data": {
+              "defaultMax": 20,
+              "fields": {
+                "alternatives": {
+                  "type": "string",
+                  "sanitize": true,
+                  "maxLength": 256
+                },
+                "context": {
+                  "type": "string",
+                  "sanitize": true,
+                  "maxLength": 256
+                },
+                "data_type": {
+                  "type": "string",
+                  "sanitize": true,
+                  "maxLength": 128
+                },
+                "reason": {
+                  "type": "string",
+                  "sanitize": true,
+                  "maxLength": 256
+                }
+              }
+            },
+            "missing_tool": {
+              "defaultMax": 20,
+              "fields": {
+                "alternatives": {
+                  "type": "string",
+                  "sanitize": true,
+                  "maxLength": 512
+                },
+                "reason": {
+                  "required": true,
+                  "type": "string",
+                  "sanitize": true,
+                  "maxLength": 256
+                },
+                "tool": {
+                  "type": "string",
+                  "sanitize": true,
+                  "maxLength": 128
+                }
+              }
+            },
+            "noop": {
+              "defaultMax": 1,
+              "fields": {
+                "message": {
+                  "required": true,
+                  "type": "string",
+                  "sanitize": true,
+                  "maxLength": 65000
+                }
+              }
+            }
+          }
+          GH_AW_SAFE_OUTPUTS_VALIDATION_fa3ea862e417a214_EOF
+          node ${RUNNER_TEMP}/gh-aw/actions/generate_safe_outputs_tools.cjs
+      - name: Generate Safe Outputs MCP Server Config
+        id: safe-outputs-config
+        run: |
+          # Generate a secure random API key (360 bits of entropy, 40+ chars)
+          # Mask immediately to prevent timing vulnerabilities
+          API_KEY=$(openssl rand -base64 45 | tr -d '/+=')
+          echo "::add-mask::${API_KEY}"
+          
+          PORT=3001
+          
+          # Set outputs for next steps
+          {
+            echo "safe_outputs_api_key=${API_KEY}"
+            echo "safe_outputs_port=${PORT}"
+          } >> "$GITHUB_OUTPUT"
+          
+          echo "Safe Outputs MCP server will run on port ${PORT}"
+          
+      - name: Start Safe Outputs MCP HTTP Server
+        id: safe-outputs-start
+        env:
+          DEBUG: '*'
+          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+          GH_AW_SAFE_OUTPUTS_PORT: ${{ steps.safe-outputs-config.outputs.safe_outputs_port }}
+          GH_AW_SAFE_OUTPUTS_API_KEY: ${{ steps.safe-outputs-config.outputs.safe_outputs_api_key }}
+          GH_AW_SAFE_OUTPUTS_TOOLS_PATH: ${{ runner.temp }}/gh-aw/safeoutputs/tools.json
+          GH_AW_SAFE_OUTPUTS_CONFIG_PATH: ${{ runner.temp }}/gh-aw/safeoutputs/config.json
+          GH_AW_MCP_LOG_DIR: /tmp/gh-aw/mcp-logs/safeoutputs
+        run: |
+          # Environment variables are set above to prevent template injection
+          export DEBUG
+          export GH_AW_SAFE_OUTPUTS
+          export GH_AW_SAFE_OUTPUTS_PORT
+          export GH_AW_SAFE_OUTPUTS_API_KEY
+          export GH_AW_SAFE_OUTPUTS_TOOLS_PATH
+          export GH_AW_SAFE_OUTPUTS_CONFIG_PATH
+          export GH_AW_MCP_LOG_DIR
+          
+          bash ${RUNNER_TEMP}/gh-aw/actions/start_safe_outputs_server.sh
+          
+      - name: Start MCP Gateway
+        id: start-mcp-gateway
+        env:
+          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+          GH_AW_SAFE_OUTPUTS_API_KEY: ${{ steps.safe-outputs-start.outputs.api_key }}
+          GH_AW_SAFE_OUTPUTS_PORT: ${{ steps.safe-outputs-start.outputs.port }}
+          GITHUB_MCP_GUARD_MIN_INTEGRITY: ${{ steps.determine-automatic-lockdown.outputs.min_integrity }}
+          GITHUB_MCP_GUARD_REPOS: ${{ steps.determine-automatic-lockdown.outputs.repos }}
+          GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+        run: |
+          set -eo pipefail
+          mkdir -p /tmp/gh-aw/mcp-config
+          
+          # Export gateway environment variables for MCP config and gateway script
+          export MCP_GATEWAY_PORT="80"
+          export MCP_GATEWAY_DOMAIN="host.docker.internal"
+          MCP_GATEWAY_API_KEY=$(openssl rand -base64 45 | tr -d '/+=')
+          echo "::add-mask::${MCP_GATEWAY_API_KEY}"
+          export MCP_GATEWAY_API_KEY
+          export MCP_GATEWAY_PAYLOAD_DIR="/tmp/gh-aw/mcp-payloads"
+          mkdir -p "${MCP_GATEWAY_PAYLOAD_DIR}"
+          export MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD="524288"
+          export DEBUG="*"
+          
+          export GH_AW_ENGINE="copilot"
+          export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.12'
+          
+          mkdir -p /home/runner/.copilot
+          cat << GH_AW_MCP_CONFIG_23d1a6d7f0f43aca_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+          {
+            "mcpServers": {
+              "github": {
+                "type": "stdio",
+                "container": "ghcr.io/github/github-mcp-server:v0.32.0",
+                "env": {
+                  "GITHUB_HOST": "\${GITHUB_SERVER_URL}",
+                  "GITHUB_PERSONAL_ACCESS_TOKEN": "\${GITHUB_MCP_SERVER_TOKEN}",
+                  "GITHUB_READ_ONLY": "1",
+                  "GITHUB_TOOLSETS": "context,repos,issues,pull_requests"
+                },
+                "guard-policies": {
+                  "allow-only": {
+                    "min-integrity": "$GITHUB_MCP_GUARD_MIN_INTEGRITY",
+                    "repos": "$GITHUB_MCP_GUARD_REPOS"
+                  }
+                }
+              },
+              "safeoutputs": {
+                "type": "http",
+                "url": "http://host.docker.internal:$GH_AW_SAFE_OUTPUTS_PORT",
+                "headers": {
+                  "Authorization": "\${GH_AW_SAFE_OUTPUTS_API_KEY}"
+                },
+                "guard-policies": {
+                  "write-sink": {
+                    "accept": [
+                      "*"
+                    ]
+                  }
+                }
+              }
+            },
+            "gateway": {
+              "port": $MCP_GATEWAY_PORT,
+              "domain": "${MCP_GATEWAY_DOMAIN}",
+              "apiKey": "${MCP_GATEWAY_API_KEY}",
+              "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
+            }
+          }
+          GH_AW_MCP_CONFIG_23d1a6d7f0f43aca_EOF
+      - name: Download activation artifact
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+        with:
+          name: activation
+          path: /tmp/gh-aw
+      - name: Clean git credentials
+        continue-on-error: true
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/clean_git_credentials.sh
+      - name: Execute GitHub Copilot CLI
+        id: agentic_execution
+        # Copilot CLI tool arguments (sorted):
+        timeout-minutes: 15
+        run: |
+          set -o pipefail
+          touch /tmp/gh-aw/agent-step-summary.md
+          # shellcheck disable=SC1003
+          sudo -E awf --container-workdir "${GITHUB_WORKSPACE}" --mount "${RUNNER_TEMP}/gh-aw:${RUNNER_TEMP}/gh-aw:ro" --mount "${RUNNER_TEMP}/gh-aw:/host${RUNNER_TEMP}/gh-aw:ro" --env-all --exclude-env COPILOT_GITHUB_TOKEN --exclude-env GITHUB_MCP_SERVER_TOKEN --exclude-env MCP_GATEWAY_API_KEY --allow-domains api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,api.snapcraft.io,archive.ubuntu.com,azure.archive.ubuntu.com,crl.geotrust.com,crl.globalsign.com,crl.identrust.com,crl.sectigo.com,crl.thawte.com,crl.usertrust.com,crl.verisign.com,crl3.digicert.com,crl4.digicert.com,crls.ssl.com,github.com,host.docker.internal,json-schema.org,json.schemastore.org,keyserver.ubuntu.com,ocsp.digicert.com,ocsp.geotrust.com,ocsp.globalsign.com,ocsp.identrust.com,ocsp.sectigo.com,ocsp.ssl.com,ocsp.thawte.com,ocsp.usertrust.com,ocsp.verisign.com,packagecloud.io,packages.cloud.google.com,packages.microsoft.com,ppa.launchpad.net,raw.githubusercontent.com,registry.npmjs.org,s.symcb.com,s.symcd.com,security.ubuntu.com,telemetry.enterprise.githubcopilot.com,ts-crl.ws.symantec.com,ts-ocsp.ws.symantec.com,www.googleapis.com --log-level info --proxy-logs-dir /tmp/gh-aw/sandbox/firewall/logs --audit-dir /tmp/gh-aw/sandbox/firewall/audit --enable-host-access --image-tag 0.25.13 --skip-pull --enable-api-proxy \
+            -- /bin/bash -c '/usr/local/bin/copilot --add-dir /tmp/gh-aw/ --log-level all --log-dir /tmp/gh-aw/sandbox/agent/logs/ --disable-builtin-mcps --allow-all-tools --add-dir /tmp/gh-aw/cache-memory/ --allow-all-paths --add-dir "${GITHUB_WORKSPACE}" --prompt "$(cat /tmp/gh-aw/aw-prompts/prompt.txt)"' 2>&1 | tee -a /tmp/gh-aw/agent-stdio.log
+        env:
+          COPILOT_AGENT_RUNNER_TYPE: STANDALONE
+          COPILOT_GITHUB_TOKEN: ${{ github.token }}
+          COPILOT_MODEL: ${{ vars.GH_AW_MODEL_AGENT_COPILOT || '' }}
+          GH_AW_MCP_CONFIG: /home/runner/.copilot/mcp-config.json
+          GH_AW_PHASE: agent
+          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+          GH_AW_VERSION: dev
+          GITHUB_API_URL: ${{ github.api_url }}
+          GITHUB_AW: true
+          GITHUB_HEAD_REF: ${{ github.head_ref }}
+          GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+          GITHUB_REF_NAME: ${{ github.ref_name }}
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_STEP_SUMMARY: /tmp/gh-aw/agent-step-summary.md
+          GITHUB_WORKSPACE: ${{ github.workspace }}
+          GIT_AUTHOR_EMAIL: github-actions[bot]@users.noreply.github.com
+          GIT_AUTHOR_NAME: github-actions[bot]
+          GIT_COMMITTER_EMAIL: github-actions[bot]@users.noreply.github.com
+          GIT_COMMITTER_NAME: github-actions[bot]
+          S2STOKENS: true
+          XDG_CONFIG_HOME: /home/runner
+      - name: Detect inference access error
+        id: detect-inference-error
+        if: always()
+        continue-on-error: true
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/detect_inference_access_error.sh
+      - name: Configure Git credentials
+        env:
+          REPO_NAME: ${{ github.repository }}
+          SERVER_URL: ${{ github.server_url }}
+        run: |
+          git config --global user.email "github-actions[bot]@users.noreply.github.com"
+          git config --global user.name "github-actions[bot]"
+          git config --global am.keepcr true
+          # Re-authenticate git with GitHub token
+          SERVER_URL_STRIPPED="${SERVER_URL#https://}"
+          git remote set-url origin "https://x-access-token:${{ github.token }}@${SERVER_URL_STRIPPED}/${REPO_NAME}.git"
+          echo "Git configured with standard GitHub Actions identity"
+      - name: Copy Copilot session state files to logs
+        if: always()
+        continue-on-error: true
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/copy_copilot_session_state.sh
+      - name: Stop MCP Gateway
+        if: always()
+        continue-on-error: true
+        env:
+          MCP_GATEWAY_PORT: ${{ steps.start-mcp-gateway.outputs.gateway-port }}
+          MCP_GATEWAY_API_KEY: ${{ steps.start-mcp-gateway.outputs.gateway-api-key }}
+          GATEWAY_PID: ${{ steps.start-mcp-gateway.outputs.gateway-pid }}
+        run: |
+          bash ${RUNNER_TEMP}/gh-aw/actions/stop_mcp_gateway.sh "$GATEWAY_PID"
+      - name: Redact secrets in logs
+        if: always()
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        with:
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/redact_secrets.cjs');
+            await main();
+        env:
+          GH_AW_SECRET_NAMES: 'GH_AW_GITHUB_MCP_SERVER_TOKEN,GH_AW_GITHUB_TOKEN,GITHUB_TOKEN'
+          SECRET_GH_AW_GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
+          SECRET_GH_AW_GITHUB_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN }}
+          SECRET_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      - name: Append agent step summary
+        if: always()
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/append_agent_step_summary.sh
+      - name: Copy Safe Outputs
+        if: always()
+        env:
+          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+        run: |
+          mkdir -p /tmp/gh-aw
+          cp "$GH_AW_SAFE_OUTPUTS" /tmp/gh-aw/safeoutputs.jsonl 2>/dev/null || true
+      - name: Ingest agent output
+        id: collect_output
+        if: always()
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+          GH_AW_ALLOWED_DOMAINS: "api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,api.snapcraft.io,archive.ubuntu.com,azure.archive.ubuntu.com,crl.geotrust.com,crl.globalsign.com,crl.identrust.com,crl.sectigo.com,crl.thawte.com,crl.usertrust.com,crl.verisign.com,crl3.digicert.com,crl4.digicert.com,crls.ssl.com,github.com,host.docker.internal,json-schema.org,json.schemastore.org,keyserver.ubuntu.com,ocsp.digicert.com,ocsp.geotrust.com,ocsp.globalsign.com,ocsp.identrust.com,ocsp.sectigo.com,ocsp.ssl.com,ocsp.thawte.com,ocsp.usertrust.com,ocsp.verisign.com,packagecloud.io,packages.cloud.google.com,packages.microsoft.com,ppa.launchpad.net,raw.githubusercontent.com,registry.npmjs.org,s.symcb.com,s.symcd.com,security.ubuntu.com,telemetry.enterprise.githubcopilot.com,ts-crl.ws.symantec.com,ts-ocsp.ws.symantec.com,www.googleapis.com"
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_API_URL: ${{ github.api_url }}
+        with:
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/collect_ndjson_output.cjs');
+            await main();
+      - name: Parse agent logs for step summary
+        if: always()
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          GH_AW_AGENT_OUTPUT: /tmp/gh-aw/sandbox/agent/logs/
+        with:
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_copilot_log.cjs');
+            await main();
+      - name: Parse MCP Gateway logs for step summary
+        if: always()
+        id: parse-mcp-gateway
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        with:
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_mcp_gateway_log.cjs');
+            await main();
+      - name: Print firewall logs
+        if: always()
+        continue-on-error: true
+        env:
+          AWF_LOGS_DIR: /tmp/gh-aw/sandbox/firewall/logs
+        run: |
+          # Fix permissions on firewall logs so they can be uploaded as artifacts
+          # AWF runs with sudo, creating files owned by root
+          sudo chmod -R a+r /tmp/gh-aw/sandbox/firewall/logs 2>/dev/null || true
+          # Only run awf logs summary if awf command exists (it may not be installed if workflow failed before install step)
+          if command -v awf &> /dev/null; then
+            awf logs summary | tee -a "$GITHUB_STEP_SUMMARY"
+          else
+            echo 'AWF binary not installed, skipping firewall log summary'
+          fi
+      - name: Parse token usage for step summary
+        if: always()
+        continue-on-error: true
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/parse_token_usage.sh
+      - name: Write agent output placeholder if missing
+        if: always()
+        run: |
+          if [ ! -f /tmp/gh-aw/agent_output.json ]; then
+            echo '{"items":[]}' > /tmp/gh-aw/agent_output.json
+          fi
+      - name: Commit cache-memory changes
+        if: always()
+        env:
+          GH_AW_CACHE_DIR: /tmp/gh-aw/cache-memory
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/commit_cache_memory_git.sh
+      - name: Upload cache-memory data as artifact
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        if: always()
+        with:
+          name: cache-memory
+          path: /tmp/gh-aw/cache-memory
+      - name: Upload agent artifacts
+        if: always()
+        continue-on-error: true
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        with:
+          name: agent
+          path: |
+            /tmp/gh-aw/aw-prompts/prompt.txt
+            /tmp/gh-aw/sandbox/agent/logs/
+            /tmp/gh-aw/redacted-urls.log
+            /tmp/gh-aw/mcp-logs/
+            /tmp/gh-aw/agent_usage.json
+            /tmp/gh-aw/agent-stdio.log
+            /tmp/gh-aw/agent/
+            /tmp/gh-aw/safeoutputs.jsonl
+            /tmp/gh-aw/agent_output.json
+            /tmp/gh-aw/aw-*.patch
+            /tmp/gh-aw/aw-*.bundle
+          if-no-files-found: ignore
+      - name: Upload firewall audit logs
+        if: always()
+        continue-on-error: true
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        with:
+          name: firewall-audit-logs
+          path: |
+            /tmp/gh-aw/sandbox/firewall/logs/
+            /tmp/gh-aw/sandbox/firewall/audit/
+          if-no-files-found: ignore
+
+  conclusion:
+    needs:
+      - activation
+      - agent
+      - detection
+      - safe_outputs
+      - update_cache_memory
+    if: always() && (needs.agent.result != 'skipped' || needs.activation.outputs.lockdown_check_failed == 'true')
+    runs-on: ubuntu-slim
+    permissions:
+      contents: read
+      issues: write
+    concurrency:
+      group: "gh-aw-conclusion-token-logs-fetch"
+      cancel-in-progress: false
+    outputs:
+      noop_message: ${{ steps.noop.outputs.noop_message }}
+      tools_reported: ${{ steps.missing_tool.outputs.tools_reported }}
+      total_count: ${{ steps.missing_tool.outputs.total_count }}
+    steps:
+      - name: Checkout actions folder
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          repository: github/gh-aw
+          sparse-checkout: |
+            actions
+          persist-credentials: false
+      - name: Setup Scripts
+        uses: ./actions/setup
+        with:
+          destination: ${{ runner.temp }}/gh-aw/actions
+      - name: Download agent output artifact
+        id: download-agent-output
+        continue-on-error: true
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+        with:
+          name: agent
+          path: /tmp/gh-aw/
+      - name: Setup agent output environment variable
+        id: setup-agent-output-env
+        if: steps.download-agent-output.outcome == 'success'
+        run: |
+          mkdir -p /tmp/gh-aw/
+          find "/tmp/gh-aw/" -type f -print
+          echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
+      - name: Process No-Op Messages
+        id: noop
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+          GH_AW_NOOP_MAX: "1"
+          GH_AW_WORKFLOW_NAME: "Token Logs Fetch"
+          GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+          GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
+          GH_AW_NOOP_REPORT_AS_ISSUE: "true"
+        with:
+          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/handle_noop_message.cjs');
+            await main();
+      - name: Record Missing Tool
+        id: missing_tool
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+          GH_AW_MISSING_TOOL_CREATE_ISSUE: "true"
+          GH_AW_WORKFLOW_NAME: "Token Logs Fetch"
+        with:
+          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/missing_tool.cjs');
+            await main();
+      - name: Handle Agent Failure
+        id: handle_agent_failure
+        if: always()
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+          GH_AW_WORKFLOW_NAME: "Token Logs Fetch"
+          GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+          GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
+          GH_AW_WORKFLOW_ID: "token-logs-fetch"
+          GH_AW_ENGINE_ID: "copilot"
+          GH_AW_CHECKOUT_PR_SUCCESS: ${{ needs.agent.outputs.checkout_pr_success }}
+          GH_AW_INFERENCE_ACCESS_ERROR: ${{ needs.agent.outputs.inference_access_error }}
+          GH_AW_LOCKDOWN_CHECK_FAILED: ${{ needs.activation.outputs.lockdown_check_failed }}
+          GH_AW_GROUP_REPORTS: "false"
+          GH_AW_FAILURE_REPORT_AS_ISSUE: "true"
+          GH_AW_TIMEOUT_MINUTES: "15"
+        with:
+          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/handle_agent_failure.cjs');
+            await main();
+
+  detection:
+    needs: agent
+    if: >
+      always() && needs.agent.result != 'skipped' && (needs.agent.outputs.output_types != '' || needs.agent.outputs.has_patch == 'true')
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      copilot-requests: write
+    outputs:
+      detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
+      detection_success: ${{ steps.detection_conclusion.outputs.success }}
+    steps:
+      - name: Checkout actions folder
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          repository: github/gh-aw
+          sparse-checkout: |
+            actions
+          persist-credentials: false
+      - name: Setup Scripts
+        uses: ./actions/setup
+        with:
+          destination: ${{ runner.temp }}/gh-aw/actions
+      - name: Download agent output artifact
+        id: download-agent-output
+        continue-on-error: true
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+        with:
+          name: agent
+          path: /tmp/gh-aw/
+      - name: Setup agent output environment variable
+        id: setup-agent-output-env
+        if: steps.download-agent-output.outcome == 'success'
+        run: |
+          mkdir -p /tmp/gh-aw/
+          find "/tmp/gh-aw/" -type f -print
+          echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
+      - name: Checkout repository for patch context
+        if: needs.agent.outputs.has_patch == 'true'
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          persist-credentials: false
+      # --- Threat Detection ---
+      - name: Download container images
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/download_docker_images.sh ghcr.io/github/gh-aw-firewall/agent:0.25.13 ghcr.io/github/gh-aw-firewall/api-proxy:0.25.13 ghcr.io/github/gh-aw-firewall/squid:0.25.13
+      - name: Check if detection needed
+        id: detection_guard
+        if: always()
+        env:
+          OUTPUT_TYPES: ${{ needs.agent.outputs.output_types }}
+          HAS_PATCH: ${{ needs.agent.outputs.has_patch }}
+        run: |
+          if [[ -n "$OUTPUT_TYPES" || "$HAS_PATCH" == "true" ]]; then
+            echo "run_detection=true" >> "$GITHUB_OUTPUT"
+            echo "Detection will run: output_types=$OUTPUT_TYPES, has_patch=$HAS_PATCH"
+          else
+            echo "run_detection=false" >> "$GITHUB_OUTPUT"
+            echo "Detection skipped: no agent outputs or patches to analyze"
+          fi
+      - name: Clear MCP configuration for detection
+        if: always() && steps.detection_guard.outputs.run_detection == 'true'
+        run: |
+          rm -f /tmp/gh-aw/mcp-config/mcp-servers.json
+          rm -f /home/runner/.copilot/mcp-config.json
+          rm -f "$GITHUB_WORKSPACE/.gemini/settings.json"
+      - name: Prepare threat detection files
+        if: always() && steps.detection_guard.outputs.run_detection == 'true'
+        run: |
+          mkdir -p /tmp/gh-aw/threat-detection/aw-prompts
+          cp /tmp/gh-aw/aw-prompts/prompt.txt /tmp/gh-aw/threat-detection/aw-prompts/prompt.txt 2>/dev/null || true
+          cp /tmp/gh-aw/agent_output.json /tmp/gh-aw/threat-detection/agent_output.json 2>/dev/null || true
+          for f in /tmp/gh-aw/aw-*.patch; do
+            [ -f "$f" ] && cp "$f" /tmp/gh-aw/threat-detection/ 2>/dev/null || true
+          done
+          for f in /tmp/gh-aw/aw-*.bundle; do
+            [ -f "$f" ] && cp "$f" /tmp/gh-aw/threat-detection/ 2>/dev/null || true
+          done
+          echo "Prepared threat detection files:"
+          ls -la /tmp/gh-aw/threat-detection/ 2>/dev/null || true
+      - name: Setup threat detection
+        if: always() && steps.detection_guard.outputs.run_detection == 'true'
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          WORKFLOW_NAME: "Token Logs Fetch"
+          WORKFLOW_DESCRIPTION: "Pre-fetches Copilot and Claude workflow run logs daily and stores them in cache-memory to avoid redundant API calls and rate-limiting in downstream token analysis and optimization workflows"
+          HAS_PATCH: ${{ needs.agent.outputs.has_patch }}
+        with:
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/setup_threat_detection.cjs');
+            await main();
+      - name: Ensure threat-detection directory and log
+        if: always() && steps.detection_guard.outputs.run_detection == 'true'
+        run: |
+          mkdir -p /tmp/gh-aw/threat-detection
+          touch /tmp/gh-aw/threat-detection/detection.log
+      - name: Install GitHub Copilot CLI
+        run: ${RUNNER_TEMP}/gh-aw/actions/install_copilot_cli.sh latest
+        env:
+          GH_HOST: github.com
+      - name: Install AWF binary
+        run: bash ${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh v0.25.13
+      - name: Execute GitHub Copilot CLI
+        if: always() && steps.detection_guard.outputs.run_detection == 'true'
+        id: detection_agentic_execution
+        # Copilot CLI tool arguments (sorted):
+        timeout-minutes: 20
+        run: |
+          set -o pipefail
+          touch /tmp/gh-aw/agent-step-summary.md
+          # shellcheck disable=SC1003
+          sudo -E awf --container-workdir "${GITHUB_WORKSPACE}" --mount "${RUNNER_TEMP}/gh-aw:${RUNNER_TEMP}/gh-aw:ro" --mount "${RUNNER_TEMP}/gh-aw:/host${RUNNER_TEMP}/gh-aw:ro" --env-all --exclude-env COPILOT_GITHUB_TOKEN --allow-domains api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,github.com,host.docker.internal,telemetry.enterprise.githubcopilot.com --log-level info --proxy-logs-dir /tmp/gh-aw/sandbox/firewall/logs --audit-dir /tmp/gh-aw/sandbox/firewall/audit --enable-host-access --image-tag 0.25.13 --skip-pull --enable-api-proxy \
+            -- /bin/bash -c '/usr/local/bin/copilot --add-dir /tmp/gh-aw/ --log-level all --log-dir /tmp/gh-aw/sandbox/agent/logs/ --disable-builtin-mcps --allow-all-tools --add-dir "${GITHUB_WORKSPACE}" --prompt "$(cat /tmp/gh-aw/aw-prompts/prompt.txt)"' 2>&1 | tee -a /tmp/gh-aw/threat-detection/detection.log
+        env:
+          COPILOT_AGENT_RUNNER_TYPE: STANDALONE
+          COPILOT_GITHUB_TOKEN: ${{ github.token }}
+          COPILOT_MODEL: ${{ vars.GH_AW_MODEL_DETECTION_COPILOT || '' }}
+          GH_AW_PHASE: detection
+          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+          GH_AW_VERSION: dev
+          GITHUB_API_URL: ${{ github.api_url }}
+          GITHUB_AW: true
+          GITHUB_HEAD_REF: ${{ github.head_ref }}
+          GITHUB_REF_NAME: ${{ github.ref_name }}
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_STEP_SUMMARY: /tmp/gh-aw/agent-step-summary.md
+          GITHUB_WORKSPACE: ${{ github.workspace }}
+          GIT_AUTHOR_EMAIL: github-actions[bot]@users.noreply.github.com
+          GIT_AUTHOR_NAME: github-actions[bot]
+          GIT_COMMITTER_EMAIL: github-actions[bot]@users.noreply.github.com
+          GIT_COMMITTER_NAME: github-actions[bot]
+          S2STOKENS: true
+          XDG_CONFIG_HOME: /home/runner
+      - name: Upload threat detection log
+        if: always() && steps.detection_guard.outputs.run_detection == 'true'
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        with:
+          name: detection
+          path: /tmp/gh-aw/threat-detection/detection.log
+          if-no-files-found: ignore
+      - name: Parse and conclude threat detection
+        id: detection_conclusion
+        if: always()
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          RUN_DETECTION: ${{ steps.detection_guard.outputs.run_detection }}
+        with:
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_threat_detection_results.cjs');
+            await main();
+
+  safe_outputs:
+    needs:
+      - agent
+      - detection
+    if: (!cancelled()) && needs.agent.result != 'skipped' && needs.detection.result == 'success'
+    runs-on: ubuntu-slim
+    permissions:
+      contents: read
+      issues: write
+    timeout-minutes: 15
+    env:
+      GH_AW_CALLER_WORKFLOW_ID: "${{ github.repository }}/token-logs-fetch"
+      GH_AW_EFFECTIVE_TOKENS: ${{ needs.agent.outputs.effective_tokens }}
+      GH_AW_ENGINE_ID: "copilot"
+      GH_AW_ENGINE_MODEL: ${{ needs.agent.outputs.model }}
+      GH_AW_WORKFLOW_ID: "token-logs-fetch"
+      GH_AW_WORKFLOW_NAME: "Token Logs Fetch"
+    outputs:
+      code_push_failure_count: ${{ steps.process_safe_outputs.outputs.code_push_failure_count }}
+      code_push_failure_errors: ${{ steps.process_safe_outputs.outputs.code_push_failure_errors }}
+      create_discussion_error_count: ${{ steps.process_safe_outputs.outputs.create_discussion_error_count }}
+      create_discussion_errors: ${{ steps.process_safe_outputs.outputs.create_discussion_errors }}
+      created_issue_number: ${{ steps.process_safe_outputs.outputs.created_issue_number }}
+      created_issue_url: ${{ steps.process_safe_outputs.outputs.created_issue_url }}
+      process_safe_outputs_processed_count: ${{ steps.process_safe_outputs.outputs.processed_count }}
+      process_safe_outputs_temporary_id_map: ${{ steps.process_safe_outputs.outputs.temporary_id_map }}
+    steps:
+      - name: Checkout actions folder
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          repository: github/gh-aw
+          sparse-checkout: |
+            actions
+          persist-credentials: false
+      - name: Setup Scripts
+        uses: ./actions/setup
+        with:
+          destination: ${{ runner.temp }}/gh-aw/actions
+      - name: Download agent output artifact
+        id: download-agent-output
+        continue-on-error: true
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+        with:
+          name: agent
+          path: /tmp/gh-aw/
+      - name: Setup agent output environment variable
+        id: setup-agent-output-env
+        if: steps.download-agent-output.outcome == 'success'
+        run: |
+          mkdir -p /tmp/gh-aw/
+          find "/tmp/gh-aw/" -type f -print
+          echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
+      - name: Configure GH_HOST for enterprise compatibility
+        id: ghes-host-config
+        shell: bash
+        run: |
+          # Derive GH_HOST from GITHUB_SERVER_URL so the gh CLI targets the correct
+          # GitHub instance (GHES/GHEC). On github.com this is a harmless no-op.
+          GH_HOST="${GITHUB_SERVER_URL#https://}"
+          GH_HOST="${GH_HOST#http://}"
+          echo "GH_HOST=${GH_HOST}" >> "$GITHUB_ENV"
+      - name: Process Safe Outputs
+        id: process_safe_outputs
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        env:
+          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+          GH_AW_ALLOWED_DOMAINS: "api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,api.snapcraft.io,archive.ubuntu.com,azure.archive.ubuntu.com,crl.geotrust.com,crl.globalsign.com,crl.identrust.com,crl.sectigo.com,crl.thawte.com,crl.usertrust.com,crl.verisign.com,crl3.digicert.com,crl4.digicert.com,crls.ssl.com,github.com,host.docker.internal,json-schema.org,json.schemastore.org,keyserver.ubuntu.com,ocsp.digicert.com,ocsp.geotrust.com,ocsp.globalsign.com,ocsp.identrust.com,ocsp.sectigo.com,ocsp.ssl.com,ocsp.thawte.com,ocsp.usertrust.com,ocsp.verisign.com,packagecloud.io,packages.cloud.google.com,packages.microsoft.com,ppa.launchpad.net,raw.githubusercontent.com,registry.npmjs.org,s.symcb.com,s.symcd.com,security.ubuntu.com,telemetry.enterprise.githubcopilot.com,ts-crl.ws.symantec.com,ts-ocsp.ws.symantec.com,www.googleapis.com"
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_API_URL: ${{ github.api_url }}
+          GH_AW_SAFE_OUTPUTS_HANDLER_CONFIG: "{\"create_issue\":{\"labels\":[\"token-logs-fetch\"],\"max\":1,\"title_prefix\":\"[token-logs-fetch]\"},\"missing_data\":{},\"missing_tool\":{},\"noop\":{\"max\":1,\"report-as-issue\":\"true\"}}"
+        with:
+          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+          script: |
+            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+            setupGlobals(core, github, context, exec, io);
+            const { main } = require('${{ runner.temp }}/gh-aw/actions/safe_output_handler_manager.cjs');
+            await main();
+      - name: Upload Safe Output Items
+        if: always()
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        with:
+          name: safe-output-items
+          path: /tmp/gh-aw/safe-output-items.jsonl
+          if-no-files-found: ignore
+
+  update_cache_memory:
+    needs:
+      - agent
+      - detection
+    if: >
+      always() && (needs.detection.result == 'success' || needs.detection.result == 'skipped') &&
+      needs.agent.result == 'success'
+    runs-on: ubuntu-slim
+    permissions:
+      contents: read
+    env:
+      GH_AW_WORKFLOW_ID_SANITIZED: tokenlogsfetch
+    steps:
+      - name: Checkout actions folder
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          repository: github/gh-aw
+          sparse-checkout: |
+            actions
+          persist-credentials: false
+      - name: Setup Scripts
+        uses: ./actions/setup
+        with:
+          destination: ${{ runner.temp }}/gh-aw/actions
+      - name: Download cache-memory artifact (default)
+        id: download_cache_default
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+        continue-on-error: true
+        with:
+          name: cache-memory
+          path: /tmp/gh-aw/cache-memory
+      - name: Check if cache-memory folder has content (default)
+        id: check_cache_default
+        shell: bash
+        run: |
+          if [ -d "/tmp/gh-aw/cache-memory" ] && [ "$(ls -A /tmp/gh-aw/cache-memory 2>/dev/null)" ]; then
+            echo "has_content=true" >> "$GITHUB_OUTPUT"
+          else
+            echo "has_content=false" >> "$GITHUB_OUTPUT"
+          fi
+      - name: Save cache-memory to cache (default)
+        if: steps.check_cache_default.outputs.has_content == 'true'
+        uses: actions/cache/save@668228422ae6a00e4ad889ee87cd7109ec5666a7 # v5.0.4
+        with:
+          key: memory-none-nopolicy-${{ env.GH_AW_WORKFLOW_ID_SANITIZED }}-${{ github.run_id }}
+          path: /tmp/gh-aw/cache-memory
+
diff --git a/.github/workflows/token-logs-fetch.md b/.github/workflows/token-logs-fetch.md
new file mode 100644
index 00000000000..1619a991d23
--- /dev/null
+++ b/.github/workflows/token-logs-fetch.md
@@ -0,0 +1,91 @@
+---
+name: Token Logs Fetch
+description: Pre-fetches Copilot and Claude workflow run logs daily and stores them in cache-memory to avoid redundant API calls and rate-limiting in downstream token analysis and optimization workflows
+on:
+  schedule:
+    - cron: "daily around 08:45 on weekdays"
+  workflow_dispatch:
+
+permissions:
+  contents: read
+  actions: read
+
+engine: copilot
+features:
+  copilot-requests: true
+
+tools:
+  bash:
+    - "*"
+  cache-memory: true
+
+safe-outputs:
+  noop:
+
+network: defaults
+
+timeout-minutes: 15
+
+steps:
+  - name: Install gh-aw CLI
+    env:
+      GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+    run: |
+      if gh extension list | grep -q "github/gh-aw"; then
+        gh extension upgrade gh-aw || true
+      else
+        gh extension install github/gh-aw
+      fi
+      gh aw --version
+  - name: Fetch Copilot and Claude workflow run logs
+    env:
+      GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+    run: |
+      set -euo pipefail
+      mkdir -p /tmp/token-logs
+
+      echo "📥 Fetching Copilot workflow runs from last 24 hours..."
+      gh aw logs \
+        --engine copilot \
+        --start-date -1d \
+        --json \
+        -c 300 \
+        > /tmp/token-logs/copilot-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-logs/copilot-runs-raw.json
+
+      jq '.runs // []' /tmp/token-logs/copilot-runs-raw.json > /tmp/token-logs/copilot-runs.json 2>/dev/null || echo "[]" > /tmp/token-logs/copilot-runs.json
+      echo "✅ Copilot runs: $(jq 'length' /tmp/token-logs/copilot-runs.json)"
+
+      echo "📥 Fetching Claude workflow runs from last 24 hours..."
+      gh aw logs \
+        --engine claude \
+        --start-date -1d \
+        --json \
+        -c 300 \
+        > /tmp/token-logs/claude-runs-raw.json 2>/dev/null || echo '{"runs":[]}' > /tmp/token-logs/claude-runs-raw.json
+
+      jq '.runs // []' /tmp/token-logs/claude-runs-raw.json > /tmp/token-logs/claude-runs.json 2>/dev/null || echo "[]" > /tmp/token-logs/claude-runs.json
+      echo "✅ Claude runs: $(jq 'length' /tmp/token-logs/claude-runs.json)"
+---
+
+# Token Logs Fetch
+
+Pre-fetched workflow run logs are available at `/tmp/token-logs/`:
+
+- `/tmp/token-logs/copilot-runs.json` — Copilot workflow runs from the last 24 hours
+- `/tmp/token-logs/claude-runs.json` — Claude workflow runs from the last 24 hours
+
+Your task is to cache these files for use by downstream token analysis and optimization workflows:
+
+```bash
+mkdir -p /tmp/gh-aw/cache-memory/token-logs
+cp /tmp/token-logs/copilot-runs.json /tmp/gh-aw/cache-memory/token-logs/
+cp /tmp/token-logs/claude-runs.json /tmp/gh-aw/cache-memory/token-logs/
+date -u +%Y-%m-%d > /tmp/gh-aw/cache-memory/token-logs/fetch-date.txt
+echo "Cached logs for $(cat /tmp/gh-aw/cache-memory/token-logs/fetch-date.txt)"
+```
+
+Once the files are cached, call noop.
+
+```json
+{"noop": {"message": "Token logs fetched and cached for downstream analysis workflows"}}
+```
