diff --git a/.github/workflows/claude-token-optimizer.lock.yml b/.github/workflows/claude-token-optimizer.lock.yml
new file mode 100644
index 00000000..036da6a5
--- /dev/null
+++ b/.github/workflows/claude-token-optimizer.lock.yml
@@ -0,0 +1,1123 @@
+# ___ _ _
+# / _ \ | | (_)
+# | |_| | __ _ ___ _ __ | |_ _ ___
+# | _ |/ _` |/ _ \ '_ \| __| |/ __|
+# | | | | (_| | __/ | | | |_| | (__
+# \_| |_/\__, |\___|_| |_|\__|_|\___|
+# __/ |
+# _ _ |___/
+# | | | | / _| |
+# | | | | ___ _ __ _ __| |_| | _____ ____
+# | |/\| |/ _ \ '__| |/ /| _| |/ _ \ \ /\ / / ___|
+# \ /\ / (_) | | | | ( | | | | (_) \ V V /\__ \
+# \/ \/ \___/|_| |_|\_\|_| |_|\___/ \_/\_/ |___/
+#
+# This file was automatically generated by gh-aw (v0.65.5). 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/
+#
+# Daily Claude token optimization advisor — reads the latest token usage report and creates actionable recommendations to reduce token consumption for the most expensive workflow
+#
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"25ef9aa68f70272b23b0f780d7ec8a7e982a15cf11f5312ccf1c875275619a43","compiler_version":"v0.65.5","strict":true,"agent_id":"copilot"}
+
+name: "Daily Claude Token Optimization Advisor"
+"on":
+ # skip-if-match: # Skip-if-match processed as search check in pre-activation job
+ # max: 1
+ # query: is:issue is:open label:claude-token-optimization
+ workflow_dispatch:
+ inputs:
+ aw_context:
+ default: ""
+ description: Agent caller context (used internally by Agentic Workflows).
+ required: false
+ type: string
+ workflow_run:
+ # zizmor: ignore[dangerous-triggers] - workflow_run trigger is secured with role and fork validation
+ branches:
+ - main
+ types:
+ - completed
+ workflows:
+ - Daily Claude Token Usage Analyzer
+
+permissions: {}
+
+concurrency:
+ group: "gh-aw-${{ github.workflow }}"
+
+run-name: "Daily Claude Token Optimization Advisor"
+
+jobs:
+ activation:
+ needs: pre_activation
+ # zizmor: ignore[dangerous-triggers] - workflow_run trigger is secured with role and fork validation
+ if: >
+ (needs.pre_activation.outputs.activated == 'true') && (github.event_name != 'workflow_run' || github.event.workflow_run.repository.id == github.repository_id &&
+ (!(github.event.workflow_run.repository.fork)))
+ 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 }}
+ secret_verification_result: ${{ steps.validate-secret.outputs.verification_result }}
+ steps:
+ - name: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ 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: ${{ vars.GH_AW_MODEL_AGENT_COPILOT || 'auto' }}
+ GH_AW_INFO_VERSION: "latest"
+ GH_AW_INFO_AGENT_VERSION: "latest"
+ GH_AW_INFO_CLI_VERSION: "v0.65.5"
+ GH_AW_INFO_WORKFLOW_NAME: "Daily Claude Token Optimization Advisor"
+ GH_AW_INFO_EXPERIMENTAL: "false"
+ GH_AW_INFO_SUPPORTS_TOOLS_ALLOWLIST: "true"
+ GH_AW_INFO_STAGED: "false"
+ GH_AW_INFO_ALLOWED_DOMAINS: '["github"]'
+ GH_AW_INFO_FIREWALL_ENABLED: "true"
+ GH_AW_INFO_AWF_VERSION: "v0.25.10"
+ GH_AW_INFO_AWMG_VERSION: ""
+ GH_AW_INFO_FIREWALL_TYPE: "squid"
+ GH_AW_COMPILED_STRICT: "true"
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ with:
+ script: |
+ const { setupGlobals } = require('${{ 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: Validate COPILOT_GITHUB_TOKEN secret
+ id: validate-secret
+ run: ${RUNNER_TEMP}/gh-aw/actions/validate_multi_secret.sh COPILOT_GITHUB_TOKEN 'GitHub Copilot CLI' https://github.github.com/gh-aw/reference/engines/#github-copilot-default
+ env:
+ COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
+ - name: Checkout .github and .agents folders
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ persist-credentials: false
+ sparse-checkout: |
+ .github
+ .agents
+ sparse-checkout-cone-mode: true
+ fetch-depth: 1
+ - name: Check workflow file timestamps
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ env:
+ GH_AW_WORKFLOW_FILE: "claude-token-optimizer.lock.yml"
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/check_workflow_timestamp_api.cjs');
+ await main();
+ - name: Check compile-agentic version
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ env:
+ GH_AW_COMPILED_VERSION: "v0.65.5"
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/check_version_updates.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 }}
+ GH_AW_STEPS_X_OUTPUTS_Y: ${{ steps.X.outputs.Y }}
+ # poutine:ignore untrusted_checkout_exec
+ run: |
+ bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
+ {
+ cat << 'GH_AW_PROMPT_c020825fa23291cb_EOF'
+
+ GH_AW_PROMPT_c020825fa23291cb_EOF
+ cat "${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 "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
+ cat << 'GH_AW_PROMPT_c020825fa23291cb_EOF'
+
+ Tools: create_issue, missing_tool, missing_data, noop
+
+
+ The following GitHub context information is available for this workflow:
+ {{#if __GH_AW_GITHUB_ACTOR__ }}
+ - **actor**: __GH_AW_GITHUB_ACTOR__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_REPOSITORY__ }}
+ - **repository**: __GH_AW_GITHUB_REPOSITORY__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_WORKSPACE__ }}
+ - **workspace**: __GH_AW_GITHUB_WORKSPACE__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_ISSUE_NUMBER__ }}
+ - **issue-number**: #__GH_AW_GITHUB_EVENT_ISSUE_NUMBER__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER__ }}
+ - **discussion-number**: #__GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER__ }}
+ - **pull-request-number**: #__GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_COMMENT_ID__ }}
+ - **comment-id**: __GH_AW_GITHUB_EVENT_COMMENT_ID__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_RUN_ID__ }}
+ - **workflow-run-id**: __GH_AW_GITHUB_RUN_ID__
+ {{/if}}
+
+
+ GH_AW_PROMPT_c020825fa23291cb_EOF
+ cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
+ cat << 'GH_AW_PROMPT_c020825fa23291cb_EOF'
+
+ {{#runtime-import .github/workflows/claude-token-optimizer.md}}
+ GH_AW_PROMPT_c020825fa23291cb_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
+ GH_AW_STEPS_X_OUTPUTS_Y: ${{ steps.X.outputs.Y }}
+ with:
+ script: |
+ const { setupGlobals } = require('${{ 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_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 }}
+ GH_AW_NEEDS_PRE_ACTIVATION_OUTPUTS_ACTIVATED: ${{ needs.pre_activation.outputs.activated }}
+ GH_AW_STEPS_X_OUTPUTS_Y: ${{ steps.X.outputs.Y }}
+ with:
+ script: |
+ const { setupGlobals } = require('${{ 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_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,
+ GH_AW_NEEDS_PRE_ACTIVATION_OUTPUTS_ACTIVATED: process.env.GH_AW_NEEDS_PRE_ACTIVATION_OUTPUTS_ACTIVATED,
+ GH_AW_STEPS_X_OUTPUTS_Y: process.env.GH_AW_STEPS_X_OUTPUTS_Y
+ }
+ });
+ - 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 ${RUNNER_TEMP}/gh-aw/actions/print_prompt_summary.sh
+ - name: Upload activation artifact
+ if: success()
+ uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+ with:
+ name: activation
+ path: |
+ /tmp/gh-aw/aw_info.json
+ /tmp/gh-aw/aw-prompts/prompt.txt
+ retention-days: 1
+
+ agent:
+ needs: activation
+ runs-on: ubuntu-latest
+ permissions:
+ actions: read
+ contents: read
+ issues: read
+ pull-requests: read
+ concurrency:
+ group: "gh-aw-copilot-${{ 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: claudetokenoptimizer
+ outputs:
+ checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
+ 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: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ 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 }}
+ - 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
+ - name: Install AWF binary
+ run: bash ${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh v0.25.10
+ - 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:0.25.10 ghcr.io/github/gh-aw-firewall/api-proxy:0.25.10 ghcr.io/github/gh-aw-firewall/squid:0.25.10 ghcr.io/github/gh-aw-mcpg:v0.2.11 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_6189d385a13beb27_EOF'
+ {"create_issue":{"close_older_issues":true,"labels":["claude-token-optimization"],"max":1,"title_prefix":"⚡ Claude Token Optimization"},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
+ GH_AW_SAFE_OUTPUTS_CONFIG_6189d385a13beb27_EOF
+ - name: Write Safe Outputs Tools
+ run: |
+ cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_fab4cda98bf553c9_EOF'
+ {
+ "description_suffixes": {
+ "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"⚡ Claude Token Optimization\". Labels [\"claude-token-optimization\"] will be automatically added."
+ },
+ "repo_params": {},
+ "dynamic_tools": []
+ }
+ GH_AW_SAFE_OUTPUTS_TOOLS_META_fab4cda98bf553c9_EOF
+ cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_169aba50fd2aa95a_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_169aba50fd2aa95a_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_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_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:v0.2.11'
+
+ mkdir -p /home/runner/.copilot
+ cat << GH_AW_MCP_CONFIG_0245fd0fb89bc5e8_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+ {
+ "mcpServers": {
+ "github": {
+ "type": "stdio",
+ "container": "ghcr.io/github/github-mcp-server:v0.32.0",
+ "env": {
+ "GITHUB_HOST": "\${GITHUB_SERVER_URL}",
+ "GITHUB_PERSONAL_ACCESS_TOKEN": "\${GITHUB_MCP_SERVER_TOKEN}",
+ "GITHUB_READ_ONLY": "1",
+ "GITHUB_TOOLSETS": "context,repos,issues,pull_requests,actions"
+ },
+ "guard-policies": {
+ "allow-only": {
+ "min-integrity": "$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_0245fd0fb89bc5e8_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 ${RUNNER_TEMP}/gh-aw/actions/clean_git_credentials.sh
+ - name: Execute GitHub Copilot CLI
+ id: agentic_execution
+ # Copilot CLI tool arguments (sorted):
+ timeout-minutes: 10
+ run: |
+ set -o pipefail
+ touch /tmp/gh-aw/agent-step-summary.md
+ # shellcheck disable=SC1003
+ sudo -E awf --container-workdir "${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 '*.githubusercontent.com,api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,codeload.github.com,docs.github.com,github-cloud.githubusercontent.com,github-cloud.s3.amazonaws.com,github.blog,github.com,github.githubassets.com,host.docker.internal,lfs.github.com,objects.githubusercontent.com,raw.githubusercontent.com,registry.npmjs.org,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 0.25.10 --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 --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: ${{ secrets.COPILOT_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: v0.65.5
+ 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]
+ 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: 'COPILOT_GITHUB_TOKEN,GH_AW_GITHUB_MCP_SERVER_TOKEN,GH_AW_GITHUB_TOKEN,GITHUB_TOKEN'
+ SECRET_COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_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: "*.githubusercontent.com,api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,codeload.github.com,docs.github.com,github-cloud.githubusercontent.com,github-cloud.s3.amazonaws.com,github.blog,github.com,github.githubassets.com,host.docker.internal,lfs.github.com,objects.githubusercontent.com,raw.githubusercontent.com,registry.npmjs.org,telemetry.enterprise.githubcopilot.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('${{ runner.temp }}/gh-aw/actions/parse_copilot_log.cjs');
+ await main();
+ - name: Parse MCP Gateway logs for step summary
+ if: always()
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ with:
+ script: |
+ const { setupGlobals } = require('${{ 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: 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-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
+ 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-claude-token-optimizer"
+ 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: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ 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: "Daily Claude Token Optimization Advisor"
+ 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/noop.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: "Daily Claude Token Optimization Advisor"
+ 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: "Daily Claude Token Optimization Advisor"
+ 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: "claude-token-optimizer"
+ GH_AW_ENGINE_ID: "copilot"
+ GH_AW_SECRET_VERIFICATION_RESULT: ${{ needs.activation.outputs.secret_verification_result }}
+ 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: "10"
+ 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();
+ - name: Handle No-Op Message
+ id: handle_noop_message
+ 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: "Daily Claude Token Optimization Advisor"
+ GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+ GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
+ GH_AW_NOOP_MESSAGE: ${{ steps.noop.outputs.noop_message }}
+ 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();
+
+ 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
+ outputs:
+ detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
+ detection_success: ${{ steps.detection_conclusion.outputs.success }}
+ steps:
+ - name: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ 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:0.25.10 ghcr.io/github/gh-aw-firewall/api-proxy:0.25.10 ghcr.io/github/gh-aw-firewall/squid:0.25.10
+ - 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: "Daily Claude Token Optimization Advisor"
+ WORKFLOW_DESCRIPTION: "Daily Claude token optimization advisor — reads the latest token usage report and creates actionable recommendations to reduce token consumption for the most expensive workflow"
+ 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
+ - name: Install AWF binary
+ run: bash ${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh v0.25.10
+ - name: Execute GitHub Copilot CLI
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ id: detection_agentic_execution
+ # Copilot CLI tool arguments (sorted):
+ timeout-minutes: 20
+ run: |
+ set -o pipefail
+ touch /tmp/gh-aw/agent-step-summary.md
+ # shellcheck disable=SC1003
+ sudo -E awf --container-workdir "${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 0.25.10 --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: ${{ secrets.COPILOT_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: v0.65.5
+ 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]
+ 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();
+
+ pre_activation:
+ runs-on: ubuntu-slim
+ outputs:
+ activated: ${{ steps.check_membership.outputs.is_team_member == 'true' && steps.check_skip_if_match.outputs.skip_check_ok == 'true' }}
+ matched_command: ''
+ steps:
+ - name: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ - name: Check team membership for workflow
+ id: check_membership
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ env:
+ GH_AW_REQUIRED_ROLES: "admin,maintainer,write"
+ with:
+ 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('${{ runner.temp }}/gh-aw/actions/check_membership.cjs');
+ await main();
+ - name: Check skip-if-match query
+ id: check_skip_if_match
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ env:
+ GH_AW_SKIP_QUERY: "is:issue is:open label:claude-token-optimization"
+ GH_AW_WORKFLOW_NAME: "Daily Claude Token Optimization Advisor"
+ GH_AW_SKIP_MAX_MATCHES: "1"
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/check_skip_if_match.cjs');
+ await main();
+
+ safe_outputs:
+ needs:
+ - agent
+ - detection
+ if: (!cancelled()) && needs.agent.result != 'skipped' && needs.detection.result == 'success'
+ runs-on: ubuntu-slim
+ permissions:
+ contents: read
+ issues: write
+ timeout-minutes: 15
+ env:
+ GH_AW_CALLER_WORKFLOW_ID: "${{ github.repository }}/claude-token-optimizer"
+ GH_AW_ENGINE_ID: "copilot"
+ GH_AW_ENGINE_MODEL: ${{ needs.agent.outputs.model }}
+ GH_AW_WORKFLOW_ID: "claude-token-optimizer"
+ GH_AW_WORKFLOW_NAME: "Daily Claude Token Optimization Advisor"
+ 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: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ 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: "*.githubusercontent.com,api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,codeload.github.com,docs.github.com,github-cloud.githubusercontent.com,github-cloud.s3.amazonaws.com,github.blog,github.com,github.githubassets.com,host.docker.internal,lfs.github.com,objects.githubusercontent.com,raw.githubusercontent.com,registry.npmjs.org,telemetry.enterprise.githubcopilot.com"
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_API_URL: ${{ github.api_url }}
+ GH_AW_SAFE_OUTPUTS_HANDLER_CONFIG: "{\"create_issue\":{\"close_older_issues\":true,\"labels\":[\"claude-token-optimization\"],\"max\":1,\"title_prefix\":\"⚡ Claude Token Optimization\"},\"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('${{ runner.temp }}/gh-aw/actions/safe_output_handler_manager.cjs');
+ await main();
+ - name: Upload Safe Output Items
+ if: always()
+ uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+ with:
+ name: safe-output-items
+ path: /tmp/gh-aw/safe-output-items.jsonl
+ if-no-files-found: ignore
+
diff --git a/.github/workflows/claude-token-optimizer.md b/.github/workflows/claude-token-optimizer.md
new file mode 100644
index 00000000..c50b4a1c
--- /dev/null
+++ b/.github/workflows/claude-token-optimizer.md
@@ -0,0 +1,258 @@
+---
+description: Daily Claude token optimization advisor — reads the latest token usage report and creates actionable recommendations to reduce token consumption for the most expensive workflow
+on:
+ workflow_run:
+ workflows: ["Daily Claude Token Usage Analyzer"]
+ types: [completed]
+ branches: [main]
+ workflow_dispatch:
+ skip-if-match:
+ query: 'is:issue is:open label:claude-token-optimization'
+ max: 1
+permissions:
+ contents: read
+ actions: read
+ issues: read
+ pull-requests: read
+network:
+ allowed:
+ - github
+tools:
+ github:
+ toolsets: [default, actions]
+ bash: true
+safe-outputs:
+ create-issue:
+ title-prefix: "⚡ Claude Token Optimization"
+ labels: [claude-token-optimization]
+ close-older-issues: true
+timeout-minutes: 10
+strict: true
+---
+
+# Daily Claude Token Optimization Advisor
+
+You are an AI agent that reads the latest Claude token usage report and produces **concrete, actionable optimization recommendations** for the most token-intensive Claude-engine workflow.
+
+## Step 1: Find the Latest Token Usage Report
+
+Search for the most recent Claude token usage report issue:
+
+```bash
+gh issue list --repo "$GITHUB_REPOSITORY" \
+ --label claude-token-usage-report \
+ --state all --limit 1 \
+ --json number,title,body,createdAt,url
+```
+
+If no report exists, do **not** create an issue. Simply log a message noting that no token usage report was found and that the `claude-token-usage-analyzer` workflow should run first. Then stop without calling any safe-output tools.
+
+Read the full issue body to extract per-workflow statistics.
+
+## Step 2: Identify the Most Token-Intensive Workflow
+
+From the report's **Workflow Summary** table, identify the workflow with:
+1. Highest estimated cost (primary sort)
+2. Highest total token count (tiebreaker)
+
+Extract these key metrics for the target workflow:
+- Total tokens per run
+- Cache hit rate (read and write separately — Anthropic exposes both)
+- Cache write rate
+- Input/output ratio
+- Number of LLM turns (request count)
+- Model(s) used
+- Estimated cost per run
+
+## Step 3: Analyze the Workflow Definition
+
+Resolve the workflow file name from the display name in the report. The report table uses display names (e.g., "Smoke Claude") but the files use kebab-case (e.g., `smoke-claude.md`). Map the name by searching for a matching `name:` field:
+
+```bash
+# Find workflow file by display name
+DISPLAY_NAME="Smoke Claude" # from report
+WORKFLOW_FILE=$(grep -rl "^name: ${DISPLAY_NAME}$" .github/workflows/*.md 2>/dev/null | head -1)
+# Fallback: try kebab-case conversion
+if [ -z "$WORKFLOW_FILE" ]; then
+ KEBAB=$(echo "$DISPLAY_NAME" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')
+ WORKFLOW_FILE=".github/workflows/${KEBAB}.md"
+fi
+cat "$WORKFLOW_FILE"
+```
+
+Analyze:
+- **Tools loaded** — List all tools in the `tools:` section. Flag any that may not be needed.
+- **Network groups** — List network groups in `network.allowed:`. Flag unused ones.
+- **Prompt length** — Estimate the markdown body size. Is it verbose?
+- **Pre-agent steps** — Does it use `steps:` to pre-compute deterministic work?
+- **Post-agent steps** — Does it use `post-steps:` for validation?
+
+## Step 4: Analyze Recent Run Artifacts
+
+Download the most recent successful run's artifacts to understand actual tool usage:
+
+```bash
+# Find the latest successful run using the resolved workflow file
+LOCK_FILE="$(basename "$WORKFLOW_FILE" .md).lock.yml"
+RUN_ID=$(gh run list --repo "$GITHUB_REPOSITORY" \
+ --workflow "$LOCK_FILE" \
+ --status success --limit 1 \
+ --json databaseId --jq '.[0].databaseId')
+
+if [ -z "$RUN_ID" ] || [ "$RUN_ID" = "null" ]; then
+ echo "No successful runs found for $LOCK_FILE — skipping artifact analysis"
+else
+ # Download artifacts
+ TMPDIR=$(mktemp -d)
+ gh run download "$RUN_ID" --repo "$GITHUB_REPOSITORY" \
+ --name agent-artifacts --dir "$TMPDIR" 2>/dev/null || \
+ gh run download "$RUN_ID" --repo "$GITHUB_REPOSITORY" \
+ --name agent --dir "$TMPDIR" 2>/dev/null
+
+ # Check token usage
+ find "$TMPDIR" -name "token-usage.jsonl" -exec cat {} \;
+
+ # Check agent stdio log for tool calls (|| true to handle no matches)
+ find "$TMPDIR" -name "agent-stdio.log" -exec grep -h "^●" {} \; || true
+
+ # Check prompt size
+ find "$TMPDIR" -name "prompt.txt" -exec wc -c {} \;
+fi
+```
+
+From the artifacts, determine:
+- **Which tools were actually called** vs which are loaded
+- **How many LLM turns** were used
+- **Per-turn token breakdown** (first turn is usually the most expensive)
+- **Cache write vs cache read ratio** — Anthropic charges 12.5x more for cache writes than reads
+- **Whether cache writes are amortized** — Are they reused across subsequent turns?
+
+Clean up: `rm -rf "$TMPDIR"`
+
+## Step 5: Generate Optimization Recommendations
+
+Produce **specific, implementable recommendations** based on these patterns:
+
+### Tool Surface Reduction
+If many tools are loaded but few are used:
+- List which tools to remove from `tools:` in the workflow `.md`
+- Estimate token savings (each tool schema is ~500-700 tokens)
+- Example: "Remove `agentic-workflows:`, `web-fetch:` — saves ~15K tokens/turn"
+
+### Pre-Agent Steps
+If the workflow does deterministic work (API calls, file creation, data fetching) inside the agent:
+- Identify which operations could move to `steps:` (pre-agent)
+- Show example `steps:` configuration
+- Example: "Move `gh pr list` to a pre-step, inject results via `${{ steps.X.outputs.Y }}`"
+
+### Prompt Optimization
+If the prompt is verbose or contains data the agent doesn't need:
+- Suggest specific cuts or rewrites
+- Example: "Replace 15-line test instructions with 3-line summary referencing pre-computed results"
+
+### GitHub Toolset Restriction
+If `github:` tools are loaded without `toolsets:` restriction:
+- Suggest `toolsets: [repos, pull_requests]` or similar based on actual usage
+- Default loads ~22 tools; restricting to used toolsets saves ~10K tokens
+
+### Network Group Trimming
+If unused network groups are configured (e.g., `node`, `playwright`):
+- List which to remove
+
+### Cache Write Optimization (Anthropic-Specific)
+Anthropic charges significantly more for cache writes than reads:
+- Cache write: $3.75/M tokens (Sonnet), cache read: $0.30/M tokens
+- If cache writes are high but not reused across turns, the caching cost may exceed the benefit
+- Check if `cache_write_tokens` from Turn 1 are reflected as `cache_read_tokens` in Turn 2+
+- If prompts change substantially between turns, caching provides no benefit
+
+### Cache Read Optimization
+If cache hit rate is low (<50%):
+- Check if prompts vary between runs (run-specific IDs, timestamps)
+- Suggest moving variable content to the end of prompts (prefix caching)
+- Note: Anthropic cache TTL is ~5 minutes for automatic caching
+
+## Step 6: Create the Optimization Issue
+
+Create an issue with title: `YYYY-MM-DD — `
+
+Body structure:
+
+```markdown
+## Target Workflow: ``
+
+**Source report:** #
+**Estimated cost per run:** $X.XX
+**Total tokens per run:** ~NK
+**Cache read rate:** X%
+**Cache write rate:** X%
+**LLM turns:** N
+
+## Current Configuration
+
+| Setting | Value |
+|---------|-------|
+| Tools loaded | N (list) |
+| Tools actually used | N (list) |
+| Network groups | list |
+| Pre-agent steps | Yes/No |
+| Prompt size | N chars |
+
+## Recommendations
+
+### 1. [Highest impact recommendation]
+
+**Estimated savings:** ~NK tokens/run (~X%)
+
+[Specific implementation details with code snippets]
+
+### 2. [Second recommendation]
+
+**Estimated savings:** ~NK tokens/run (~X%)
+
+[Specific implementation details]
+
+### 3. [Third recommendation]
+
+...
+
+## Cache Analysis (Anthropic-Specific)
+
+| Turn | Input | Output | Cache Read | Cache Write | Net New |
+|------|------:|-------:|-----------:|------------:|--------:|
+| 1 | NK | NK | NK | NK | NK |
+| 2 | NK | NK | NK | NK | NK |
+| ... | | | | | |
+
+**Cache write amortization:** Are Turn 1 cache writes reused in Turn 2+?
+**Cache cost vs benefit:** Is the write cost justified by read savings?
+
+## Expected Impact
+
+| Metric | Current | Projected | Savings |
+|--------|---------|-----------|---------|
+| Total tokens/run | NK | NK | -X% |
+| Cost/run | $X.XX | $X.XX | -X% |
+| LLM turns | N | N | -N |
+| Session time | Xs | Xs (est.) | -X% |
+
+## Implementation Checklist
+
+- [ ] [First change to make]
+- [ ] [Second change to make]
+- [ ] Recompile: `gh aw compile .github/workflows/.md`
+- [ ] Post-process: `npx tsx scripts/ci/postprocess-smoke-workflows.ts`
+- [ ] Verify CI passes on PR
+- [ ] Compare token usage on new run vs baseline
+```
+
+## Important Guidelines
+
+- **Be concrete** — Every recommendation must include specific file changes, not just "reduce tools"
+- **Estimate savings** — Quantify each recommendation in tokens and percentage
+- **Prioritize by impact** — Order recommendations from highest to lowest token savings
+- **Include implementation steps** — Someone should be able to follow your recommendations without additional research
+- **Reference the report** — Link back to the source token usage report issue
+- **One workflow per issue** — Focus on the single most expensive workflow
+- **Anthropic-specific insights** — Leverage cache write data that Copilot workflows don't expose
+- **Clean up** temporary files after analysis
diff --git a/.github/workflows/copilot-token-optimizer.lock.yml b/.github/workflows/copilot-token-optimizer.lock.yml
new file mode 100644
index 00000000..1c95382f
--- /dev/null
+++ b/.github/workflows/copilot-token-optimizer.lock.yml
@@ -0,0 +1,1123 @@
+# ___ _ _
+# / _ \ | | (_)
+# | |_| | __ _ ___ _ __ | |_ _ ___
+# | _ |/ _` |/ _ \ '_ \| __| |/ __|
+# | | | | (_| | __/ | | | |_| | (__
+# \_| |_/\__, |\___|_| |_|\__|_|\___|
+# __/ |
+# _ _ |___/
+# | | | | / _| |
+# | | | | ___ _ __ _ __| |_| | _____ ____
+# | |/\| |/ _ \ '__| |/ /| _| |/ _ \ \ /\ / / ___|
+# \ /\ / (_) | | | | ( | | | | (_) \ V V /\__ \
+# \/ \/ \___/|_| |_|\_\|_| |_|\___/ \_/\_/ |___/
+#
+# This file was automatically generated by gh-aw (v0.65.5). 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/
+#
+# Daily Copilot token optimization advisor — reads the latest token usage report and creates actionable recommendations to reduce token consumption for the most expensive workflow
+#
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"07ab79c2261e86a524d123719639ace4840309660b54947929cd4889518842ab","compiler_version":"v0.65.5","strict":true,"agent_id":"copilot"}
+
+name: "Daily Copilot Token Optimization Advisor"
+"on":
+ # skip-if-match: # Skip-if-match processed as search check in pre-activation job
+ # max: 1
+ # query: is:issue is:open label:copilot-token-optimization
+ workflow_dispatch:
+ inputs:
+ aw_context:
+ default: ""
+ description: Agent caller context (used internally by Agentic Workflows).
+ required: false
+ type: string
+ workflow_run:
+ # zizmor: ignore[dangerous-triggers] - workflow_run trigger is secured with role and fork validation
+ branches:
+ - main
+ types:
+ - completed
+ workflows:
+ - Daily Copilot Token Usage Analyzer
+
+permissions: {}
+
+concurrency:
+ group: "gh-aw-${{ github.workflow }}"
+
+run-name: "Daily Copilot Token Optimization Advisor"
+
+jobs:
+ activation:
+ needs: pre_activation
+ # zizmor: ignore[dangerous-triggers] - workflow_run trigger is secured with role and fork validation
+ if: >
+ (needs.pre_activation.outputs.activated == 'true') && (github.event_name != 'workflow_run' || github.event.workflow_run.repository.id == github.repository_id &&
+ (!(github.event.workflow_run.repository.fork)))
+ 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 }}
+ secret_verification_result: ${{ steps.validate-secret.outputs.verification_result }}
+ steps:
+ - name: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ 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: ${{ vars.GH_AW_MODEL_AGENT_COPILOT || 'auto' }}
+ GH_AW_INFO_VERSION: "latest"
+ GH_AW_INFO_AGENT_VERSION: "latest"
+ GH_AW_INFO_CLI_VERSION: "v0.65.5"
+ GH_AW_INFO_WORKFLOW_NAME: "Daily Copilot Token Optimization Advisor"
+ GH_AW_INFO_EXPERIMENTAL: "false"
+ GH_AW_INFO_SUPPORTS_TOOLS_ALLOWLIST: "true"
+ GH_AW_INFO_STAGED: "false"
+ GH_AW_INFO_ALLOWED_DOMAINS: '["github"]'
+ GH_AW_INFO_FIREWALL_ENABLED: "true"
+ GH_AW_INFO_AWF_VERSION: "v0.25.10"
+ GH_AW_INFO_AWMG_VERSION: ""
+ GH_AW_INFO_FIREWALL_TYPE: "squid"
+ GH_AW_COMPILED_STRICT: "true"
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ with:
+ script: |
+ const { setupGlobals } = require('${{ 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: Validate COPILOT_GITHUB_TOKEN secret
+ id: validate-secret
+ run: ${RUNNER_TEMP}/gh-aw/actions/validate_multi_secret.sh COPILOT_GITHUB_TOKEN 'GitHub Copilot CLI' https://github.github.com/gh-aw/reference/engines/#github-copilot-default
+ env:
+ COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
+ - name: Checkout .github and .agents folders
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ persist-credentials: false
+ sparse-checkout: |
+ .github
+ .agents
+ sparse-checkout-cone-mode: true
+ fetch-depth: 1
+ - name: Check workflow file timestamps
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ env:
+ GH_AW_WORKFLOW_FILE: "copilot-token-optimizer.lock.yml"
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/check_workflow_timestamp_api.cjs');
+ await main();
+ - name: Check compile-agentic version
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ env:
+ GH_AW_COMPILED_VERSION: "v0.65.5"
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/check_version_updates.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 }}
+ GH_AW_STEPS_X_OUTPUTS_Y: ${{ steps.X.outputs.Y }}
+ # poutine:ignore untrusted_checkout_exec
+ run: |
+ bash ${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh
+ {
+ cat << 'GH_AW_PROMPT_9f92f479cd9fd538_EOF'
+
+ GH_AW_PROMPT_9f92f479cd9fd538_EOF
+ cat "${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 "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
+ cat << 'GH_AW_PROMPT_9f92f479cd9fd538_EOF'
+
+ Tools: create_issue, missing_tool, missing_data, noop
+
+
+ The following GitHub context information is available for this workflow:
+ {{#if __GH_AW_GITHUB_ACTOR__ }}
+ - **actor**: __GH_AW_GITHUB_ACTOR__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_REPOSITORY__ }}
+ - **repository**: __GH_AW_GITHUB_REPOSITORY__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_WORKSPACE__ }}
+ - **workspace**: __GH_AW_GITHUB_WORKSPACE__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_ISSUE_NUMBER__ }}
+ - **issue-number**: #__GH_AW_GITHUB_EVENT_ISSUE_NUMBER__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER__ }}
+ - **discussion-number**: #__GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER__ }}
+ - **pull-request-number**: #__GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_COMMENT_ID__ }}
+ - **comment-id**: __GH_AW_GITHUB_EVENT_COMMENT_ID__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_RUN_ID__ }}
+ - **workflow-run-id**: __GH_AW_GITHUB_RUN_ID__
+ {{/if}}
+
+
+ GH_AW_PROMPT_9f92f479cd9fd538_EOF
+ cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
+ cat << 'GH_AW_PROMPT_9f92f479cd9fd538_EOF'
+
+ {{#runtime-import .github/workflows/copilot-token-optimizer.md}}
+ GH_AW_PROMPT_9f92f479cd9fd538_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
+ GH_AW_STEPS_X_OUTPUTS_Y: ${{ steps.X.outputs.Y }}
+ with:
+ script: |
+ const { setupGlobals } = require('${{ 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_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 }}
+ GH_AW_NEEDS_PRE_ACTIVATION_OUTPUTS_ACTIVATED: ${{ needs.pre_activation.outputs.activated }}
+ GH_AW_STEPS_X_OUTPUTS_Y: ${{ steps.X.outputs.Y }}
+ with:
+ script: |
+ const { setupGlobals } = require('${{ 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_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,
+ GH_AW_NEEDS_PRE_ACTIVATION_OUTPUTS_ACTIVATED: process.env.GH_AW_NEEDS_PRE_ACTIVATION_OUTPUTS_ACTIVATED,
+ GH_AW_STEPS_X_OUTPUTS_Y: process.env.GH_AW_STEPS_X_OUTPUTS_Y
+ }
+ });
+ - 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 ${RUNNER_TEMP}/gh-aw/actions/print_prompt_summary.sh
+ - name: Upload activation artifact
+ if: success()
+ uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+ with:
+ name: activation
+ path: |
+ /tmp/gh-aw/aw_info.json
+ /tmp/gh-aw/aw-prompts/prompt.txt
+ retention-days: 1
+
+ agent:
+ needs: activation
+ runs-on: ubuntu-latest
+ permissions:
+ actions: read
+ contents: read
+ issues: read
+ pull-requests: read
+ concurrency:
+ group: "gh-aw-copilot-${{ 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: copilottokenoptimizer
+ outputs:
+ checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
+ 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: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ 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 }}
+ - 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
+ - name: Install AWF binary
+ run: bash ${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh v0.25.10
+ - 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:0.25.10 ghcr.io/github/gh-aw-firewall/api-proxy:0.25.10 ghcr.io/github/gh-aw-firewall/squid:0.25.10 ghcr.io/github/gh-aw-mcpg:v0.2.11 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_5dcbacbe421377bf_EOF'
+ {"create_issue":{"close_older_issues":true,"labels":["copilot-token-optimization"],"max":1,"title_prefix":"⚡ Copilot Token Optimization"},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"}}
+ GH_AW_SAFE_OUTPUTS_CONFIG_5dcbacbe421377bf_EOF
+ - name: Write Safe Outputs Tools
+ run: |
+ cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/tools_meta.json << 'GH_AW_SAFE_OUTPUTS_TOOLS_META_b24345e64aa9bc31_EOF'
+ {
+ "description_suffixes": {
+ "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"⚡ Copilot Token Optimization\". Labels [\"copilot-token-optimization\"] will be automatically added."
+ },
+ "repo_params": {},
+ "dynamic_tools": []
+ }
+ GH_AW_SAFE_OUTPUTS_TOOLS_META_b24345e64aa9bc31_EOF
+ cat > ${RUNNER_TEMP}/gh-aw/safeoutputs/validation.json << 'GH_AW_SAFE_OUTPUTS_VALIDATION_bc6862713607e58d_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_bc6862713607e58d_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_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_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:v0.2.11'
+
+ mkdir -p /home/runner/.copilot
+ cat << GH_AW_MCP_CONFIG_cb1185ae78386888_EOF | bash ${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.sh
+ {
+ "mcpServers": {
+ "github": {
+ "type": "stdio",
+ "container": "ghcr.io/github/github-mcp-server:v0.32.0",
+ "env": {
+ "GITHUB_HOST": "\${GITHUB_SERVER_URL}",
+ "GITHUB_PERSONAL_ACCESS_TOKEN": "\${GITHUB_MCP_SERVER_TOKEN}",
+ "GITHUB_READ_ONLY": "1",
+ "GITHUB_TOOLSETS": "context,repos,issues,pull_requests,actions"
+ },
+ "guard-policies": {
+ "allow-only": {
+ "min-integrity": "$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_cb1185ae78386888_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 ${RUNNER_TEMP}/gh-aw/actions/clean_git_credentials.sh
+ - name: Execute GitHub Copilot CLI
+ id: agentic_execution
+ # Copilot CLI tool arguments (sorted):
+ timeout-minutes: 10
+ run: |
+ set -o pipefail
+ touch /tmp/gh-aw/agent-step-summary.md
+ # shellcheck disable=SC1003
+ sudo -E awf --container-workdir "${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 '*.githubusercontent.com,api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,codeload.github.com,docs.github.com,github-cloud.githubusercontent.com,github-cloud.s3.amazonaws.com,github.blog,github.com,github.githubassets.com,host.docker.internal,lfs.github.com,objects.githubusercontent.com,raw.githubusercontent.com,registry.npmjs.org,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 0.25.10 --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 --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: ${{ secrets.COPILOT_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: v0.65.5
+ 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]
+ 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: 'COPILOT_GITHUB_TOKEN,GH_AW_GITHUB_MCP_SERVER_TOKEN,GH_AW_GITHUB_TOKEN,GITHUB_TOKEN'
+ SECRET_COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_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: "*.githubusercontent.com,api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,codeload.github.com,docs.github.com,github-cloud.githubusercontent.com,github-cloud.s3.amazonaws.com,github.blog,github.com,github.githubassets.com,host.docker.internal,lfs.github.com,objects.githubusercontent.com,raw.githubusercontent.com,registry.npmjs.org,telemetry.enterprise.githubcopilot.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('${{ runner.temp }}/gh-aw/actions/parse_copilot_log.cjs');
+ await main();
+ - name: Parse MCP Gateway logs for step summary
+ if: always()
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ with:
+ script: |
+ const { setupGlobals } = require('${{ 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: 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-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
+ 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-copilot-token-optimizer"
+ 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: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ 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: "Daily Copilot Token Optimization Advisor"
+ 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/noop.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: "Daily Copilot Token Optimization Advisor"
+ 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: "Daily Copilot Token Optimization Advisor"
+ 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: "copilot-token-optimizer"
+ GH_AW_ENGINE_ID: "copilot"
+ GH_AW_SECRET_VERIFICATION_RESULT: ${{ needs.activation.outputs.secret_verification_result }}
+ 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: "10"
+ 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();
+ - name: Handle No-Op Message
+ id: handle_noop_message
+ 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: "Daily Copilot Token Optimization Advisor"
+ GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+ GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
+ GH_AW_NOOP_MESSAGE: ${{ steps.noop.outputs.noop_message }}
+ 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();
+
+ 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
+ outputs:
+ detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
+ detection_success: ${{ steps.detection_conclusion.outputs.success }}
+ steps:
+ - name: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ 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:0.25.10 ghcr.io/github/gh-aw-firewall/api-proxy:0.25.10 ghcr.io/github/gh-aw-firewall/squid:0.25.10
+ - 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: "Daily Copilot Token Optimization Advisor"
+ WORKFLOW_DESCRIPTION: "Daily Copilot token optimization advisor — reads the latest token usage report and creates actionable recommendations to reduce token consumption for the most expensive workflow"
+ 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
+ - name: Install AWF binary
+ run: bash ${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh v0.25.10
+ - name: Execute GitHub Copilot CLI
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ id: detection_agentic_execution
+ # Copilot CLI tool arguments (sorted):
+ timeout-minutes: 20
+ run: |
+ set -o pipefail
+ touch /tmp/gh-aw/agent-step-summary.md
+ # shellcheck disable=SC1003
+ sudo -E awf --container-workdir "${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 0.25.10 --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: ${{ secrets.COPILOT_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: v0.65.5
+ 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]
+ 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();
+
+ pre_activation:
+ runs-on: ubuntu-slim
+ outputs:
+ activated: ${{ steps.check_membership.outputs.is_team_member == 'true' && steps.check_skip_if_match.outputs.skip_check_ok == 'true' }}
+ matched_command: ''
+ steps:
+ - name: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ - name: Check team membership for workflow
+ id: check_membership
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ env:
+ GH_AW_REQUIRED_ROLES: "admin,maintainer,write"
+ with:
+ 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('${{ runner.temp }}/gh-aw/actions/check_membership.cjs');
+ await main();
+ - name: Check skip-if-match query
+ id: check_skip_if_match
+ uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+ env:
+ GH_AW_SKIP_QUERY: "is:issue is:open label:copilot-token-optimization"
+ GH_AW_WORKFLOW_NAME: "Daily Copilot Token Optimization Advisor"
+ GH_AW_SKIP_MAX_MATCHES: "1"
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/check_skip_if_match.cjs');
+ await main();
+
+ safe_outputs:
+ needs:
+ - agent
+ - detection
+ if: (!cancelled()) && needs.agent.result != 'skipped' && needs.detection.result == 'success'
+ runs-on: ubuntu-slim
+ permissions:
+ contents: read
+ issues: write
+ timeout-minutes: 15
+ env:
+ GH_AW_CALLER_WORKFLOW_ID: "${{ github.repository }}/copilot-token-optimizer"
+ GH_AW_ENGINE_ID: "copilot"
+ GH_AW_ENGINE_MODEL: ${{ needs.agent.outputs.model }}
+ GH_AW_WORKFLOW_ID: "copilot-token-optimizer"
+ GH_AW_WORKFLOW_NAME: "Daily Copilot Token Optimization Advisor"
+ 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: Setup Scripts
+ uses: github/gh-aw-actions/setup@15b2fa31e9a1b771c9773c162273924d8f5ea516 # v0.65.5
+ 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: "*.githubusercontent.com,api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,codeload.github.com,docs.github.com,github-cloud.githubusercontent.com,github-cloud.s3.amazonaws.com,github.blog,github.com,github.githubassets.com,host.docker.internal,lfs.github.com,objects.githubusercontent.com,raw.githubusercontent.com,registry.npmjs.org,telemetry.enterprise.githubcopilot.com"
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_API_URL: ${{ github.api_url }}
+ GH_AW_SAFE_OUTPUTS_HANDLER_CONFIG: "{\"create_issue\":{\"close_older_issues\":true,\"labels\":[\"copilot-token-optimization\"],\"max\":1,\"title_prefix\":\"⚡ Copilot Token Optimization\"},\"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('${{ runner.temp }}/gh-aw/actions/safe_output_handler_manager.cjs');
+ await main();
+ - name: Upload Safe Output Items
+ if: always()
+ uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+ with:
+ name: safe-output-items
+ path: /tmp/gh-aw/safe-output-items.jsonl
+ if-no-files-found: ignore
+
diff --git a/.github/workflows/copilot-token-optimizer.md b/.github/workflows/copilot-token-optimizer.md
new file mode 100644
index 00000000..b6e5e64f
--- /dev/null
+++ b/.github/workflows/copilot-token-optimizer.md
@@ -0,0 +1,237 @@
+---
+description: Daily Copilot token optimization advisor — reads the latest token usage report and creates actionable recommendations to reduce token consumption for the most expensive workflow
+on:
+ workflow_run:
+ workflows: ["Daily Copilot Token Usage Analyzer"]
+ types: [completed]
+ branches: [main]
+ workflow_dispatch:
+ skip-if-match:
+ query: 'is:issue is:open label:copilot-token-optimization'
+ max: 1
+permissions:
+ contents: read
+ actions: read
+ issues: read
+ pull-requests: read
+network:
+ allowed:
+ - github
+tools:
+ github:
+ toolsets: [default, actions]
+ bash: true
+safe-outputs:
+ create-issue:
+ title-prefix: "⚡ Copilot Token Optimization"
+ labels: [copilot-token-optimization]
+ close-older-issues: true
+timeout-minutes: 10
+strict: true
+---
+
+# Daily Copilot Token Optimization Advisor
+
+You are an AI agent that reads the latest Copilot token usage report and produces **concrete, actionable optimization recommendations** for the most token-intensive workflow.
+
+## Step 1: Find the Latest Token Usage Report
+
+Search for the most recent Copilot token usage report issue:
+
+```bash
+gh issue list --repo "$GITHUB_REPOSITORY" \
+ --label token-usage-report \
+ --state all --limit 1 \
+ --json number,title,body,createdAt,url
+```
+
+If no report exists, do **not** create an issue. Simply log a message noting that no token usage report was found and that the `copilot-token-usage-analyzer` workflow should run first. Then stop without calling any safe-output tools.
+
+Read the full issue body to extract per-workflow statistics.
+
+## Step 2: Identify the Most Token-Intensive Workflow
+
+From the report's **Workflow Summary** table, identify the workflow with:
+1. Highest estimated cost (primary sort)
+2. Highest total token count (tiebreaker)
+
+Extract these key metrics for the target workflow:
+- Total tokens per run
+- Cache hit rate
+- Input/output ratio
+- Number of LLM turns (request count)
+- Model(s) used
+- Estimated cost per run
+
+## Step 3: Analyze the Workflow Definition
+
+Resolve the workflow file name from the display name in the report. The report table uses display names (e.g., "Smoke Copilot") but the files use kebab-case (e.g., `smoke-copilot.md`). Map the name by searching for a matching `name:` field:
+
+```bash
+# Find workflow file by display name
+DISPLAY_NAME="Smoke Copilot" # from report
+WORKFLOW_FILE=$(grep -rl "^name: ${DISPLAY_NAME}$" .github/workflows/*.md 2>/dev/null | head -1)
+# Fallback: try kebab-case conversion
+if [ -z "$WORKFLOW_FILE" ]; then
+ KEBAB=$(echo "$DISPLAY_NAME" | tr '[:upper:]' '[:lower:]' | tr ' ' '-')
+ WORKFLOW_FILE=".github/workflows/${KEBAB}.md"
+fi
+cat "$WORKFLOW_FILE"
+```
+
+Analyze:
+- **Tools loaded** — List all tools in the `tools:` section. Flag any that may not be needed.
+- **Network groups** — List network groups in `network.allowed:`. Flag unused ones.
+- **Prompt length** — Estimate the markdown body size. Is it verbose?
+- **Pre-agent steps** — Does it use `steps:` to pre-compute deterministic work?
+- **Post-agent steps** — Does it use `post-steps:` for validation?
+
+## Step 4: Analyze Recent Run Artifacts
+
+Download the most recent successful run's artifacts to understand actual tool usage:
+
+```bash
+# Find the latest successful run using the resolved workflow file
+LOCK_FILE="$(basename "$WORKFLOW_FILE" .md).lock.yml"
+RUN_ID=$(gh run list --repo "$GITHUB_REPOSITORY" \
+ --workflow "$LOCK_FILE" \
+ --status success --limit 1 \
+ --json databaseId --jq '.[0].databaseId')
+
+if [ -z "$RUN_ID" ] || [ "$RUN_ID" = "null" ]; then
+ echo "No successful runs found for $LOCK_FILE — skipping artifact analysis"
+else
+ # Download artifacts
+ TMPDIR=$(mktemp -d)
+ gh run download "$RUN_ID" --repo "$GITHUB_REPOSITORY" \
+ --name agent-artifacts --dir "$TMPDIR" 2>/dev/null || \
+ gh run download "$RUN_ID" --repo "$GITHUB_REPOSITORY" \
+ --name agent --dir "$TMPDIR" 2>/dev/null
+
+ # Check token usage
+ find "$TMPDIR" -name "token-usage.jsonl" -exec cat {} \;
+
+ # Check agent stdio log for tool calls (|| true to handle no matches)
+ find "$TMPDIR" -name "agent-stdio.log" -exec grep -h "^●" {} \; || true
+
+ # Check prompt size
+ find "$TMPDIR" -name "prompt.txt" -exec wc -c {} \;
+fi
+```
+
+From the artifacts, determine:
+- **Which tools were actually called** vs which are loaded
+- **How many LLM turns** were used
+- **Per-turn token breakdown** (first turn is usually the most expensive)
+- **Whether there's a "tool probing" pattern** (Turn 1 calls every tool once)
+
+Clean up: `rm -rf "$TMPDIR"`
+
+## Step 5: Generate Optimization Recommendations
+
+Produce **specific, implementable recommendations** based on these patterns:
+
+### Tool Surface Reduction
+If many tools are loaded but few are used:
+- List which tools to remove from `tools:` in the workflow `.md`
+- Estimate token savings (each tool schema is ~500-700 tokens)
+- Example: "Remove `playwright:`, `web-fetch:`, `edit:` — saves ~30K tokens/turn"
+
+### Pre-Agent Steps
+If the workflow does deterministic work (API calls, file creation, data fetching) inside the agent:
+- Identify which operations could move to `steps:` (pre-agent)
+- Show example `steps:` configuration
+- Example: "Move `gh pr list` to a pre-step, inject results via `${{ steps.X.outputs.Y }}`"
+
+### Prompt Optimization
+If the prompt is verbose or contains data the agent doesn't need:
+- Suggest specific cuts or rewrites
+- Example: "Replace 15-line test instructions with 3-line summary referencing pre-computed results"
+
+### GitHub Toolset Restriction
+If `github:` tools are loaded without `toolsets:` restriction:
+- Suggest `toolsets: [repos, pull_requests]` or similar based on actual usage
+- Default loads ~22 tools; restricting to used toolsets saves ~10K tokens
+
+### Network Group Trimming
+If unused network groups are configured (e.g., `node`, `playwright`):
+- List which to remove
+- These don't directly affect tokens but indicate unnecessary tool/domain overhead
+
+### Cache Optimization
+If cache hit rate is low (<50%):
+- Check if prompts vary between runs (run-specific IDs, timestamps)
+- Suggest moving variable content to the end of prompts (prefix caching)
+- Note: cache TTL is ~5 minutes, so sequential runs within a window benefit
+
+## Step 6: Create the Optimization Issue
+
+Create an issue with title: `YYYY-MM-DD — `
+
+Body structure:
+
+```markdown
+## Target Workflow: ``
+
+**Source report:** #
+**Estimated cost per run:** $X.XX
+**Total tokens per run:** ~NK
+**Cache hit rate:** X%
+**LLM turns:** N
+
+## Current Configuration
+
+| Setting | Value |
+|---------|-------|
+| Tools loaded | N (list) |
+| Tools actually used | N (list) |
+| Network groups | list |
+| Pre-agent steps | Yes/No |
+| Prompt size | N chars |
+
+## Recommendations
+
+### 1. [Highest impact recommendation]
+
+**Estimated savings:** ~NK tokens/run (~X%)
+
+[Specific implementation details with code snippets]
+
+### 2. [Second recommendation]
+
+**Estimated savings:** ~NK tokens/run (~X%)
+
+[Specific implementation details]
+
+### 3. [Third recommendation]
+
+...
+
+## Expected Impact
+
+| Metric | Current | Projected | Savings |
+|--------|---------|-----------|---------|
+| Total tokens/run | NK | NK | -X% |
+| Cost/run | $X.XX | $X.XX | -X% |
+| LLM turns | N | N | -N |
+| Session time | Xs | Xs (est.) | -X% |
+
+## Implementation Checklist
+
+- [ ] [First change to make]
+- [ ] [Second change to make]
+- [ ] Recompile: `gh aw compile .github/workflows/.md`
+- [ ] Post-process: `npx tsx scripts/ci/postprocess-smoke-workflows.ts`
+- [ ] Verify CI passes on PR
+- [ ] Compare token usage on new run vs baseline
+```
+
+## Important Guidelines
+
+- **Be concrete** — Every recommendation must include specific file changes, not just "reduce tools"
+- **Estimate savings** — Quantify each recommendation in tokens and percentage
+- **Prioritize by impact** — Order recommendations from highest to lowest token savings
+- **Include implementation steps** — Someone should be able to follow your recommendations without additional research
+- **Reference the report** — Link back to the source token usage report issue
+- **One workflow per issue** — Focus on the single most expensive workflow
+- **Clean up** temporary files after analysis