diff --git a/.github/workflows/daily-spending-forecast.lock.yml b/.github/workflows/daily-spending-forecast.lock.yml
new file mode 100644
index 00000000000..2fe96ea5cce
--- /dev/null
+++ b/.github/workflows/daily-spending-forecast.lock.yml
@@ -0,0 +1,1728 @@
+# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"c71bf5e959f0797b0ab629ade2fdd7d3fc4f32fe0d41f2d14f595f810d2737be","body_hash":"429ef32d5c19c0bc94b1369c81a228592956d158987096905e18916b4b0146b4","strict":true,"agent_id":"copilot","engine_versions":{"copilot":"1.0.75"}}
+# gh-aw-manifest: {"version":1,"secrets":["COPILOT_GITHUB_TOKEN","GH_AW_GITHUB_MCP_SERVER_TOKEN","GH_AW_GITHUB_TOKEN","GITHUB_TOKEN"],"actions":[{"repo":"actions/cache/restore","sha":"55cc8345863c7cc4c66a329aec7e433d2d1c52a9","version":"v6.1.0"},{"repo":"actions/cache/save","sha":"55cc8345863c7cc4c66a329aec7e433d2d1c52a9","version":"v6.1.0"},{"repo":"actions/checkout","sha":"3d3c42e5aac5ba805825da76410c181273ba90b1","version":"v7.0.1"},{"repo":"actions/download-artifact","sha":"3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c","version":"v8.0.1"},{"repo":"actions/github-script","sha":"3a2844b7e9c422d3c10d287c895573f7108da1b3","version":"v9.0.0"},{"repo":"actions/setup-go","sha":"b7ad1dad31e06c5925ef5d2fc7ad053ef454303e","version":"v7.0.0"},{"repo":"actions/setup-node","sha":"820762786026740c76f36085b0efc47a31fe5020","version":"v7.0.0"},{"repo":"actions/upload-artifact","sha":"043fb46d1a93c77aae656e7c1c64a875d1fc6a0a","version":"v7.0.1"},{"repo":"docker/build-push-action","sha":"53b7df96c91f9c12dcc8a07bcb9ccacbed38856a","version":"v7.3.0"},{"repo":"docker/setup-buildx-action","sha":"bb05f3f5519dd87d3ba754cc423b652a5edd6d2c","version":"v4.2.0"}],"containers":[{"image":"ghcr.io/github/gh-aw-firewall/agent:0.27.42","digest":"sha256:26a8af4e5566485b02f52af59ee03803ae798271a9619d4767e94d07806deb9b","pinned_image":"ghcr.io/github/gh-aw-firewall/agent:0.27.42@sha256:26a8af4e5566485b02f52af59ee03803ae798271a9619d4767e94d07806deb9b"},{"image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.27.42","digest":"sha256:944f2686c9ab9bec338fd14b662461662f77cd12cd0ea8a3e7cb8c0987cd1607","pinned_image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.27.42@sha256:944f2686c9ab9bec338fd14b662461662f77cd12cd0ea8a3e7cb8c0987cd1607"},{"image":"ghcr.io/github/gh-aw-firewall/cli-proxy:0.27.42","digest":"sha256:da006bf96d2d246dd269d57b233c1798d2ad63d6cd64ca02f7bf71045028781f","pinned_image":"ghcr.io/github/gh-aw-firewall/cli-proxy:0.27.42@sha256:da006bf96d2d246dd269d57b233c1798d2ad63d6cd64ca02f7bf71045028781f"},{"image":"ghcr.io/github/gh-aw-firewall/squid:0.27.42","digest":"sha256:42dfeb649c680a8558cd5423dbc530b653a69413e35ffbe5e71da5d48c94bdf0","pinned_image":"ghcr.io/github/gh-aw-firewall/squid:0.27.42@sha256:42dfeb649c680a8558cd5423dbc530b653a69413e35ffbe5e71da5d48c94bdf0"},{"image":"ghcr.io/github/gh-aw-mcpg:v0.4.6","digest":"sha256:fecabec51bbc41f2ad61076d6bcd9a36ef23b142e672a444e054d37fc29de93c","pinned_image":"ghcr.io/github/gh-aw-mcpg:v0.4.6@sha256:fecabec51bbc41f2ad61076d6bcd9a36ef23b142e672a444e054d37fc29de93c"},{"image":"ghcr.io/github/gh-aw-node","digest":"sha256:a8082161d7dceda14b68f32eb39d0eaa96b825d07f5895b096afab9d9e0c7748","pinned_image":"ghcr.io/github/gh-aw-node@sha256:a8082161d7dceda14b68f32eb39d0eaa96b825d07f5895b096afab9d9e0c7748"},{"image":"ghcr.io/github/github-mcp-server:v1.7.0","digest":"sha256:c491ffdf6f4c85cb5397021bc655edb8ab825c6f5f568e7597d77a1bd7c4d308","pinned_image":"ghcr.io/github/github-mcp-server:v1.7.0@sha256:c491ffdf6f4c85cb5397021bc655edb8ab825c6f5f568e7597d77a1bd7c4d308"}]}
+# This file was automatically generated by gh-aw. DO NOT EDIT. To debug this workflow, load the skill at https://github.com/github/gh-aw/blob/main/debug.md
+#
+# ___ _ _
+# / _ \ | | (_)
+# | |_| | __ _ ___ _ __ | |_ _ ___
+# | _ |/ _` |/ _ \ '_ \| __| |/ __|
+# | | | | (_| | __/ | | | |_| | (__
+# \_| |_/\__, |\___|_| |_|\__|_|\___|
+# __/ |
+# _ _ |___/
+# | | | | / _| |
+# | | | | ___ _ __ _ __| |_| | _____ ____
+# | |/\| |/ _ \ '__| |/ /| _| |/ _ \ \ /\ / / ___|
+# \ /\ / (_) | | | | ( | | | | (_) \ V V /\__ \
+# \/ \/ \___/|_| |_|\_\|_| |_|\___/ \_/\_/ |___/
+#
+#
+# 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/
+#
+# Forecasts agentic workflow spending, reviews data quality, and publishes a daily report with charts
+#
+# Secrets used:
+# - COPILOT_GITHUB_TOKEN
+# - GH_AW_GITHUB_MCP_SERVER_TOKEN
+# - GH_AW_GITHUB_TOKEN
+# - GITHUB_TOKEN
+#
+# Custom actions used:
+# - actions/cache/restore@55cc8345863c7cc4c66a329aec7e433d2d1c52a9 # v6.1.0
+# - actions/cache/save@55cc8345863c7cc4c66a329aec7e433d2d1c52a9 # v6.1.0
+# - actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+# - actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+# - actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+# - actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 (source v9)
+# - actions/setup-go@b7ad1dad31e06c5925ef5d2fc7ad053ef454303e # v7.0.0
+# - actions/setup-node@820762786026740c76f36085b0efc47a31fe5020 # v7.0.0
+# - actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+# - docker/build-push-action@53b7df96c91f9c12dcc8a07bcb9ccacbed38856a # v7.3.0
+# - docker/setup-buildx-action@bb05f3f5519dd87d3ba754cc423b652a5edd6d2c # v4.2.0
+#
+# Container images used:
+# - ghcr.io/github/gh-aw-firewall/agent:0.27.42@sha256:26a8af4e5566485b02f52af59ee03803ae798271a9619d4767e94d07806deb9b
+# - ghcr.io/github/gh-aw-firewall/api-proxy:0.27.42@sha256:944f2686c9ab9bec338fd14b662461662f77cd12cd0ea8a3e7cb8c0987cd1607
+# - ghcr.io/github/gh-aw-firewall/cli-proxy:0.27.42@sha256:da006bf96d2d246dd269d57b233c1798d2ad63d6cd64ca02f7bf71045028781f
+# - ghcr.io/github/gh-aw-firewall/squid:0.27.42@sha256:42dfeb649c680a8558cd5423dbc530b653a69413e35ffbe5e71da5d48c94bdf0
+# - ghcr.io/github/gh-aw-mcpg:v0.4.6@sha256:fecabec51bbc41f2ad61076d6bcd9a36ef23b142e672a444e054d37fc29de93c
+# - ghcr.io/github/gh-aw-node@sha256:a8082161d7dceda14b68f32eb39d0eaa96b825d07f5895b096afab9d9e0c7748
+# - ghcr.io/github/github-mcp-server:v1.7.0@sha256:c491ffdf6f4c85cb5397021bc655edb8ab825c6f5f568e7597d77a1bd7c4d308
+
+name: "Daily Spending Forecast"
+on:
+ schedule:
+ - cron: "34 9 * * *" # Friendly format: daily around 9:00 (scattered)
+ workflow_dispatch:
+ inputs:
+ aw_context:
+ default: ""
+ description: "Agent caller context (used internally by Agentic Workflows)."
+ required: false
+ type: string
+
+permissions: {}
+
+concurrency:
+ group: "gh-aw-${{ github.workflow }}"
+
+run-name: "Daily Spending Forecast"
+
+jobs:
+ activation:
+ runs-on: ubuntu-slim
+ permissions:
+ actions: read
+ contents: read
+ env:
+ GH_AW_MAX_DAILY_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_DAILY_AI_CREDITS || '5000' }}
+ GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
+ outputs:
+ comment_id: ""
+ comment_repo: ""
+ daily_ai_credits_exceeded: ${{ steps.daily-effective-workflow-guardrail.outputs.daily_ai_credits_exceeded == 'true' }}
+ daily_ai_credits_threshold: ${{ steps.daily-effective-workflow-guardrail.outputs.daily_ai_credits_threshold || '' }}
+ daily_ai_credits_total_effective_tokens: ${{ steps.daily-effective-workflow-guardrail.outputs.daily_ai_credits_total_effective_tokens || '' }}
+ engine_id: ${{ steps.generate_aw_info.outputs.engine_id }}
+ lockdown_check_failed: ${{ steps.generate_aw_info.outputs.lockdown_check_failed == 'true' }}
+ model: ${{ steps.generate_aw_info.outputs.model }}
+ oauth_token_check_failed: ${{ steps.check-oauth-tokens.outputs.oauth_token_check_failed == 'true' }}
+ setup-parent-span-id: ${{ steps.setup.outputs.parent-span-id || steps.setup.outputs.span-id }}
+ setup-span-id: ${{ steps.setup.outputs.span-id }}
+ setup-trace-id: ${{ steps.setup.outputs.trace-id }}
+ stale_lock_file_failed: ${{ steps.check-lock-file.outputs.stale_lock_file_failed == 'true' }}
+ steps:
+ - name: Checkout actions folder
+ uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ clean: false
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ safe-output-artifact-client: ${{ env.GH_AW_MAX_DAILY_AI_CREDITS != '' }}
+ env:
+ GH_AW_SETUP_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/daily-spending-forecast.lock.yml@${{ github.ref }}
+ GH_AW_INFO_VERSION: "1.0.75"
+ GH_AW_INFO_AWF_VERSION: "v0.27.42"
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ - 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: ${{ vars.GH_AW_MODEL_AGENT_COPILOT || vars.GH_AW_DEFAULT_MODEL_COPILOT || 'claude-sonnet-5' }}
+ GH_AW_INFO_VERSION: "1.0.75"
+ GH_AW_INFO_AGENT_VERSION: "1.0.75"
+ GH_AW_INFO_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_INFO_EXPERIMENTAL: "false"
+ GH_AW_INFO_SUPPORTS_TOOLS_ALLOWLIST: "true"
+ GH_AW_INFO_STAGED: "false"
+ GH_AW_INFO_ALLOWED_DOMAINS: '["defaults"]'
+ GH_AW_INFO_FIREWALL_ENABLED: "true"
+ GH_AW_INFO_AWF_VERSION: "v0.27.42"
+ GH_AW_INFO_AWMG_VERSION: ""
+ GH_AW_INFO_FIREWALL_TYPE: "squid"
+ GH_AW_INFO_FRONTMATTER_EMOJI: "๐"
+ GH_AW_COMPILED_STRICT: "true"
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/generate_aw_info.cjs');
+ await main(core, context);
+ - name: Restore daily AIC usage cache
+ id: restore-daily-aic-cache
+ if: ${{ env.GH_AW_MAX_DAILY_AI_CREDITS != '' }}
+ continue-on-error: true
+ uses: actions/cache/restore@55cc8345863c7cc4c66a329aec7e433d2d1c52a9 # v6.1.0
+ with:
+ key: agentic-workflow-usage-dailyspendingforecast-${{ github.run_id }}
+ restore-keys: agentic-workflow-usage-dailyspendingforecast-
+ path: /tmp/gh-aw/agentic-workflow-usage-cache.jsonl
+ - name: Restore daily AIC usage cache (artifact fallback)
+ id: restore-daily-aic-cache-fallback
+ if: ${{ env.GH_AW_MAX_DAILY_AI_CREDITS != '' }}
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_RESTORE_DAILY_AIC_CACHE_HIT: ${{ steps.restore-daily-aic-cache.outputs.cache-hit }}
+ GH_AW_RESTORE_DAILY_AIC_CACHE_MATCHED_KEY: ${{ steps.restore-daily-aic-cache.outputs.cache-matched-key }}
+ with:
+ github-token: ${{ secrets.GITHUB_TOKEN }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/restore_aic_usage_cache_fallback.cjs');
+ await main();
+ - name: Check daily workflow token guardrail
+ id: daily-effective-workflow-guardrail
+ if: ${{ env.GH_AW_MAX_DAILY_AI_CREDITS != '' }}
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_WORKFLOW_ID: "daily-spending-forecast"
+ GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+ GH_AW_WORKFLOW_DISPATCH_AW_CONTEXT: ${{ github.event.inputs.aw_context || '' }}
+ GH_AW_HAS_SLASH_COMMAND: "false"
+ GH_AW_HAS_LABEL_COMMAND: "false"
+ GH_AW_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+ GH_AW_MAX_DAILY_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_DAILY_AI_CREDITS || '5000' }}
+ with:
+ github-token: ${{ secrets.GITHUB_TOKEN }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/check_daily_aic_workflow_guardrail.cjs');
+ await main();
+ - name: Check for OAuth tokens
+ id: check-oauth-tokens
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/check_oauth_tokens.sh"
+ env:
+ COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
+ GH_AW_GITHUB_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN }}
+ GH_AW_GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
+ - name: Checkout .github and .agents folders
+ uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+ with:
+ persist-credentials: false
+ sparse-checkout: |
+ .github
+ .agents
+ actions/setup
+ .antigravity
+ .claude
+ .codex
+ .gemini
+ .opencode
+ .pi
+ sparse-checkout-cone-mode: true
+ fetch-depth: 1
+ - name: Save agent config folders for base branch restoration
+ env:
+ GH_AW_AGENT_FOLDERS: ".agents .antigravity .claude .codex .gemini .github .opencode .pi"
+ GH_AW_AGENT_FILES: "AGENTS.md ANTIGRAVITY.md CLAUDE.md GEMINI.md PI.md opencode.jsonc"
+ # poutine:ignore untrusted_checkout_exec
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/save_base_github_folders.sh"
+ - name: Check workflow lock file
+ id: check-lock-file
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_WORKFLOW_FILE: "daily-spending-forecast.lock.yml"
+ GH_AW_CONTEXT_WORKFLOW_REF: "${{ github.workflow_ref }}"
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/check_workflow_timestamp_api.cjs');
+ await main();
+ - name: Log runtime features
+ if: ${{ contains(toJSON(vars), '"GH_AW_RUNTIME_FEATURES":') }}
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/log_runtime_features_summary.sh"
+ - 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_EXPR_1A3A194A: ${{ github.event.discussion.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'discussion' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_463A214A: ${{ github.event.pull_request.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'pull_request' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_802A9F6A: ${{ github.event.issue.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'issue' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_FF1D34CE: ${{ github.event.comment.id || fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').comment_id }}
+ GH_AW_GITHUB_ACTOR: ${{ github.actor }}
+ GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
+ GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
+ GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
+ # poutine:ignore untrusted_checkout_exec
+ run: |
+ bash "${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh"
+ {
+ cat << 'GH_AW_PROMPT_fc00f36530ed7884_EOF'
+
+ GH_AW_PROMPT_fc00f36530ed7884_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_fc00f36530ed7884_EOF'
+
+ Tools: create_issue, missing_tool, missing_data, noop
+
+ GH_AW_PROMPT_fc00f36530ed7884_EOF
+ cat "${RUNNER_TEMP}/gh-aw/prompts/mcp_cli_tools_prompt.md"
+ cat << 'GH_AW_PROMPT_fc00f36530ed7884_EOF'
+
+ The following GitHub context information is available for this workflow:
+ {{#if github.actor}}
+ - **actor**: __GH_AW_GITHUB_ACTOR__
+ {{/if}}
+ {{#if github.repository}}
+ - **repository**: __GH_AW_GITHUB_REPOSITORY__
+ {{/if}}
+ {{#if github.workspace}}
+ - **workspace**: __GH_AW_GITHUB_WORKSPACE__
+ {{/if}}
+ {{#if github.event.issue.number || (github.aw.context.item_type == 'issue' && github.aw.context.item_number)}}
+ - **issue-number**: #__GH_AW_EXPR_802A9F6A__
+ {{/if}}
+ {{#if github.event.discussion.number || (github.aw.context.item_type == 'discussion' && github.aw.context.item_number)}}
+ - **discussion-number**: #__GH_AW_EXPR_1A3A194A__
+ {{/if}}
+ {{#if github.event.pull_request.number || (github.aw.context.item_type == 'pull_request' && github.aw.context.item_number)}}
+ - **pull-request-number**: #__GH_AW_EXPR_463A214A__
+ {{/if}}
+ {{#if github.event.comment.id || github.aw.context.comment_id}}
+ - **comment-id**: __GH_AW_EXPR_FF1D34CE__
+ {{/if}}
+ {{#if github.run_id}}
+ - **workflow-run-id**: __GH_AW_GITHUB_RUN_ID__
+ {{/if}}
+
+
+ GH_AW_PROMPT_fc00f36530ed7884_EOF
+ cat "${RUNNER_TEMP}/gh-aw/prompts/cli_proxy_with_safeoutputs_prompt.md"
+ cat << 'GH_AW_PROMPT_fc00f36530ed7884_EOF'
+
+ {{#runtime-import .github/workflows/daily-spending-forecast.md}}
+ GH_AW_PROMPT_fc00f36530ed7884_EOF
+ } > "$GH_AW_PROMPT"
+ - name: Interpolate variables and render templates
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_ENGINE_ID: "copilot"
+ GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
+ GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/interpolate_prompt.cjs');
+ await main();
+ - name: Substitute placeholders
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_EXPR_1A3A194A: ${{ github.event.discussion.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'discussion' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_463A214A: ${{ github.event.pull_request.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'pull_request' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_802A9F6A: ${{ github.event.issue.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'issue' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_FF1D34CE: ${{ github.event.comment.id || fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').comment_id }}
+ GH_AW_GITHUB_ACTOR: ${{ github.actor }}
+ GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
+ GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
+ GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
+ GH_AW_MCP_CLI_SERVERS_LIST: '- `safeoutputs` โ run `safeoutputs --help` to see available tools'
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+
+ const substitutePlaceholders = require('${{ runner.temp }}/gh-aw/actions/substitute_placeholders.cjs');
+
+ // Call the substitution function
+ return await substitutePlaceholders({
+ file: process.env.GH_AW_PROMPT,
+ substitutions: {
+ GH_AW_EXPR_1A3A194A: process.env.GH_AW_EXPR_1A3A194A,
+ GH_AW_EXPR_463A214A: process.env.GH_AW_EXPR_463A214A,
+ GH_AW_EXPR_802A9F6A: process.env.GH_AW_EXPR_802A9F6A,
+ GH_AW_EXPR_FF1D34CE: process.env.GH_AW_EXPR_FF1D34CE,
+ GH_AW_GITHUB_ACTOR: process.env.GH_AW_GITHUB_ACTOR,
+ GH_AW_GITHUB_REPOSITORY: process.env.GH_AW_GITHUB_REPOSITORY,
+ GH_AW_GITHUB_RUN_ID: process.env.GH_AW_GITHUB_RUN_ID,
+ GH_AW_GITHUB_WORKSPACE: process.env.GH_AW_GITHUB_WORKSPACE,
+ GH_AW_MCP_CLI_SERVERS_LIST: process.env.GH_AW_MCP_CLI_SERVERS_LIST
+ }
+ });
+ - name: Validate prompt placeholders
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ # poutine:ignore untrusted_checkout_exec
+ run: bash "${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 "${RUNNER_TEMP}/gh-aw/actions/print_prompt_summary.sh"
+ - name: Upload activation artifact
+ if: success()
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: activation
+ include-hidden-files: true
+ path: |
+ /tmp/gh-aw/aw_info.json
+ /tmp/gh-aw/models.json
+ /tmp/gh-aw/aw-prompts/prompt.txt
+ /tmp/gh-aw/aw-prompts/prompt-template.txt
+ /tmp/gh-aw/aw-prompts/prompt-import-tree.json
+ /tmp/gh-aw/github_rate_limits.jsonl
+ /tmp/gh-aw/base
+ /tmp/gh-aw/.github/agents
+ /tmp/gh-aw/.github/skills
+ if-no-files-found: ignore
+ retention-days: 1
+
+ agent:
+ needs: activation
+ if: needs.activation.outputs.daily_ai_credits_exceeded != 'true'
+ runs-on: ubuntu-latest
+ permissions:
+ actions: read
+ contents: read
+ copilot-requests: write
+ issues: read
+ concurrency:
+ group: "gh-aw-copilot-${{ github.workflow }}"
+ queue: max
+ 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_PROJECT_UTC: "-08:00"
+ GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
+ GH_AW_WORKFLOW_ID_SANITIZED: dailyspendingforecast
+ outputs:
+ agentic_engine_timeout: ${{ steps.detect-agent-errors.outputs.agentic_engine_timeout || 'false' }}
+ ai_credits_rate_limit_error: ${{ steps.parse-mcp-gateway.outputs.ai_credits_rate_limit_error || 'false' }}
+ aic: ${{ steps.parse-mcp-gateway.outputs.aic }}
+ ambient_context: ${{ steps.parse-mcp-gateway.outputs.ambient_context }}
+ checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
+ effective_tokens: ${{ steps.parse-mcp-gateway.outputs.effective_tokens }}
+ has_patch: ${{ steps.collect_output.outputs.has_patch }}
+ http_400_response_error: ${{ steps.detect-agent-errors.outputs.http_400_response_error || 'false' }}
+ inference_access_error: ${{ steps.detect-agent-errors.outputs.inference_access_error || 'false' }}
+ invocation_cap_exceeded: ${{ steps.detect-agent-errors.outputs.invocation_cap_exceeded || 'false' }}
+ mcp_policy_error: ${{ steps.detect-agent-errors.outputs.mcp_policy_error || 'false' }}
+ missing_model_pricing_error: ${{ steps.detect-agent-errors.outputs.missing_model_pricing_error || 'false' }}
+ missing_model_pricing_model_name: ${{ steps.detect-agent-errors.outputs.missing_model_pricing_model_name || '' }}
+ model: ${{ needs.activation.outputs.model }}
+ model_not_supported_error: ${{ steps.detect-agent-errors.outputs.model_not_supported_error || 'false' }}
+ output: ${{ steps.collect_output.outputs.output }}
+ output_types: ${{ steps.collect_output.outputs.output_types }}
+ setup-parent-span-id: ${{ steps.setup.outputs.parent-span-id || steps.setup.outputs.span-id }}
+ setup-span-id: ${{ steps.setup.outputs.span-id }}
+ setup-trace-id: ${{ steps.setup.outputs.trace-id }}
+ unknown_model_ai_credits: ${{ steps.parse-mcp-gateway.outputs.unknown_model_ai_credits || 'false' }}
+ steps:
+ - name: Checkout actions folder
+ uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ clean: false
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ trace-id: ${{ needs.activation.outputs.setup-trace-id }}
+ parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
+ env:
+ GH_AW_SETUP_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/daily-spending-forecast.lock.yml@${{ github.ref }}
+ GH_AW_INFO_VERSION: "1.0.75"
+ GH_AW_INFO_AWF_VERSION: "v0.27.42"
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ - name: Set runtime paths
+ id: set-runtime-paths
+ run: |
+ {
+ echo "GH_AW_SAFE_OUTPUTS=${RUNNER_TEMP}/gh-aw/safeoutputs/outputs.jsonl"
+ echo "GH_AW_SAFE_OUTPUTS_CONFIG_PATH=${RUNNER_TEMP}/gh-aw/safeoutputs/config.json"
+ echo "GH_AW_SAFE_OUTPUTS_TOOLS_PATH=${RUNNER_TEMP}/gh-aw/safeoutputs/tools.json"
+ } >> "$GITHUB_OUTPUT"
+ - name: Checkout repository
+ uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+ with:
+ persist-credentials: false
+ - name: Setup Go for CLI build
+ uses: actions/setup-go@b7ad1dad31e06c5925ef5d2fc7ad053ef454303e # v7.0.0
+ with:
+ go-version-file: go.mod
+ cache: true
+ - name: Build gh-aw CLI
+ run: |
+ echo "Building gh-aw CLI for linux/amd64..."
+ mkdir -p dist
+ VERSION=$(git describe --tags --always --dirty)
+ CGO_ENABLED=0 GOOS=linux GOARCH=amd64 go build \
+ -ldflags "-s -w -X main.version=${VERSION}" \
+ -o dist/gh-aw-linux-amd64 \
+ ./cmd/gh-aw
+ # Copy binary to root for direct execution in user-defined steps
+ cp dist/gh-aw-linux-amd64 ./gh-aw
+ chmod +x ./gh-aw
+ echo "โ Built gh-aw CLI successfully"
+ - name: Setup Docker Buildx
+ uses: docker/setup-buildx-action@bb05f3f5519dd87d3ba754cc423b652a5edd6d2c # v4.2.0
+ - name: Build gh-aw Docker image
+ uses: docker/build-push-action@53b7df96c91f9c12dcc8a07bcb9ccacbed38856a # v7.3.0
+ with:
+ context: .
+ platforms: linux/amd64
+ push: false
+ load: true
+ tags: localhost/gh-aw:dev
+ build-args: |
+ BINARY=dist/gh-aw-linux-amd64
+ - 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: ${{ github.token }}
+ - name: Download activation artifact
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: activation
+ path: /tmp/gh-aw
+ - name: Build gh-aw from source
+ run: |
+ set -euo pipefail
+ make build
+ "$GITHUB_WORKSPACE/gh-aw" --version
+ - continue-on-error: true
+ env:
+ REPOSITORY: ${{ github.repository }}
+ id: spending_forecast
+ name: Run spending forecast
+ run: "set -uo pipefail\noutput_dir=\"/tmp/gh-aw/agent/spending-forecast\"\nmkdir -p \"$output_dir\"\n\nset +e\nDEBUG='*' \"$GITHUB_WORKSPACE/gh-aw\" forecast \\\n --repo \"$REPOSITORY\" \\\n --days 30 \\\n --period month \\\n --sample 100 \\\n --timeout 30 \\\n --verbose \\\n --json \\\n > >(tee \"$output_dir/forecast.json\") \\\n 2> >(tee \"$output_dir/forecast.stderr.log\" >&2)\nexit_code=$?\nwait\nset -e\n\n{\n printf 'exit_code=%s\\n' \"$exit_code\"\n printf 'repository=%s\\n' \"$REPOSITORY\"\n printf 'generated_at=%s\\n' \"$(date -u +'%Y-%m-%dT%H:%M:%SZ')\"\n} > \"$output_dir/forecast-metadata.txt\"\n\n{\n echo \"===== STDERR =====\"\n cat \"$output_dir/forecast.stderr.log\"\n echo\n echo \"===== STDOUT =====\"\n cat \"$output_dir/forecast.json\"\n} > \"$output_dir/forecast.full.log\""
+
+ - name: Configure Git credentials
+ env:
+ GITHUB_REPOSITORY: ${{ github.repository }}
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_TOKEN: ${{ github.token }}
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/configure_git_credentials.sh"
+ - name: Checkout PR branch
+ id: checkout-pr
+ if: |
+ github.event.pull_request || github.event.issue.pull_request || github.event_name == 'workflow_dispatch' && fromJSON(github.event.inputs.aw_context || '{}').item_type == 'pull_request'
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ 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, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/checkout_pr_branch.cjs');
+ await main();
+ - name: Install GitHub Copilot CLI
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/install_copilot_cli.sh" 1.0.75
+ env:
+ GH_HOST: github.com
+ - name: Install AWF binary
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh" v0.27.42 --rootless
+ - name: Determine automatic lockdown mode for GitHub MCP Server
+ id: determine-automatic-lockdown
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 (source v9)
+ 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: Restore agent config folders from base branch
+ if: steps.checkout-pr.outcome == 'success'
+ env:
+ GH_AW_AGENT_FOLDERS: ".agents .antigravity .claude .codex .gemini .github .opencode .pi"
+ GH_AW_AGENT_FILES: "AGENTS.md ANTIGRAVITY.md CLAUDE.md GEMINI.md PI.md opencode.jsonc"
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_base_github_folders.sh"
+ - name: Restore inline sub-agents from activation artifact
+ env:
+ GH_AW_SUB_AGENT_DIR: ".github/agents"
+ GH_AW_SUB_AGENT_EXT: ".agent.md"
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_inline_sub_agents.sh"
+ - name: Restore inline skills from activation artifact
+ env:
+ GH_AW_SKILL_DIR: ".github/skills"
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_inline_skills.sh"
+ - name: Download container images
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/download_docker_images.sh" ghcr.io/github/gh-aw-firewall/agent:0.27.42@sha256:26a8af4e5566485b02f52af59ee03803ae798271a9619d4767e94d07806deb9b ghcr.io/github/gh-aw-firewall/api-proxy:0.27.42@sha256:944f2686c9ab9bec338fd14b662461662f77cd12cd0ea8a3e7cb8c0987cd1607 ghcr.io/github/gh-aw-firewall/cli-proxy:0.27.42@sha256:da006bf96d2d246dd269d57b233c1798d2ad63d6cd64ca02f7bf71045028781f ghcr.io/github/gh-aw-firewall/squid:0.27.42@sha256:42dfeb649c680a8558cd5423dbc530b653a69413e35ffbe5e71da5d48c94bdf0 ghcr.io/github/gh-aw-mcpg:v0.4.6@sha256:fecabec51bbc41f2ad61076d6bcd9a36ef23b142e672a444e054d37fc29de93c ghcr.io/github/gh-aw-node@sha256:a8082161d7dceda14b68f32eb39d0eaa96b825d07f5895b096afab9d9e0c7748 ghcr.io/github/github-mcp-server:v1.7.0@sha256:c491ffdf6f4c85cb5397021bc655edb8ab825c6f5f568e7597d77a1bd7c4d308
+ - name: Build and install gh-aw CLI from source
+ run: |
+ gh extension remove aw || true
+ make build
+ gh extension install .
+ gh aw version
+ env:
+ GH_TOKEN: ${{ github.token }}
+ - name: Copy gh-aw binary for MCP server
+ run: |
+ gh aw --version
+ # Copy the gh-aw binary to ${RUNNER_TEMP}/gh-aw for MCP server containerization
+ mkdir -p "${RUNNER_TEMP}/gh-aw"
+ GH_AW_BIN=""
+ GH_AW_BIN=$(command -v gh-aw 2>/dev/null) || true
+ if [ -z "$GH_AW_BIN" ]; then
+ GH_AW_BIN=$(find "${HOME}/.local/share/gh/extensions/gh-aw" -name 'gh-aw' -type f 2>/dev/null | head -1) || true
+ fi
+ if [ -z "$GH_AW_BIN" ] && [ -n "${GH_CONFIG_DIR:-}" ]; then
+ GH_AW_BIN=$(find "${GH_CONFIG_DIR}/extensions/gh-aw" -name 'gh-aw' -type f 2>/dev/null | head -1) || true
+ fi
+ if [ -z "$GH_AW_BIN" ] && [ -f "${GITHUB_WORKSPACE}/gh-aw" ]; then
+ GH_AW_BIN="${GITHUB_WORKSPACE}/gh-aw"
+ fi
+ if [ -n "$GH_AW_BIN" ] && [ -f "$GH_AW_BIN" ]; then
+ cp "$GH_AW_BIN" "${RUNNER_TEMP}/gh-aw/gh-aw"
+ chmod +x "${RUNNER_TEMP}/gh-aw/gh-aw"
+ echo "Copied gh-aw binary to ${RUNNER_TEMP}/gh-aw/gh-aw"
+ else
+ echo "::error::Failed to find gh-aw binary for MCP server"
+ exit 1
+ fi
+ - name: Generate Safe Outputs Config
+ run: |
+ mkdir -p "${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_992f9994de64f52e_EOF'
+ {"create_issue":{"close_older_issues":true,"expires":168,"labels":["agentic-workflows"],"max":1,"title_prefix":"[spending-forecast] "},"create_report_incomplete_issue":{},"mentions":{"enabled":false},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"},"report_incomplete":{}}
+ GH_AW_SAFE_OUTPUTS_CONFIG_992f9994de64f52e_EOF
+ - name: Generate Safe Outputs Tools
+ env:
+ GH_AW_TOOLS_META_JSON: |
+ {
+ "description_suffixes": {
+ "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"[spending-forecast] \". Labels [\"agentic-workflows\"] will be automatically added."
+ },
+ "repo_params": {},
+ "dynamic_tools": []
+ }
+ GH_AW_VALIDATION_JSON: |
+ {
+ "create_issue": {
+ "defaultMax": 1,
+ "fields": {
+ "body": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 65000,
+ "minLength": 20
+ },
+ "fields": {
+ "type": "array"
+ },
+ "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
+ }
+ }
+ },
+ "mentions": {
+ "enabled": false
+ },
+ "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
+ }
+ }
+ },
+ "report_incomplete": {
+ "defaultMax": 5,
+ "fields": {
+ "details": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 65000
+ },
+ "reason": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 1024
+ }
+ }
+ }
+ }
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/generate_safe_outputs_tools.cjs');
+ await main();
+ - name: Start MCP Gateway
+ id: start-mcp-gateway
+ env:
+ GH_AW_POLICY_ALLOW_CREATE_PULL_REQUEST: ${{ vars.GH_AW_POLICY_ALLOW_CREATE_PULL_REQUEST || 'true' }}
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ GH_AW_SAFE_OUTPUTS_CONFIG_PATH: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS_CONFIG_PATH }}
+ GH_AW_SAFE_OUTPUTS_TOOLS_PATH: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS_TOOLS_PATH }}
+ GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+ run: |
+ set -eo pipefail
+ mkdir -p "${RUNNER_TEMP}/gh-aw/mcp-config"
+
+ # Export gateway environment variables for MCP config and gateway script
+ export MCP_GATEWAY_PORT="8080"
+ export MCP_GATEWAY_DOMAIN="awmg-mcpg"
+ export MCP_GATEWAY_HOST_DOMAIN="localhost"
+ 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 "${MCP_GATEWAY_PAYLOAD_DIR}"
+ export MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD="524288"
+ export DEBUG="*"
+
+ export GH_AW_ENGINE="copilot"
+ MCP_GATEWAY_UID=$(id -u 2>/dev/null || echo '0')
+ MCP_GATEWAY_GID=$(id -g 2>/dev/null || echo '0')
+ source "${RUNNER_TEMP}/gh-aw/actions/resolve_docker_socket_gid.sh"
+ export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network bridge -p 127.0.0.1:'"${MCP_GATEWAY_PORT}"':'"${MCP_GATEWAY_PORT}"' --name awmg-mcpg --add-host host.docker.internal:host-gateway --user '"${MCP_GATEWAY_UID}"':'"${MCP_GATEWAY_GID}"' --group-add '"${DOCKER_SOCK_GID}"' -v '"${DOCKER_SOCK_PATH}"':/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 DOCKER_HOST=unix:///var/run/docker.sock -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_POLICY_ALLOW_CREATE_PULL_REQUEST -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 RUNNER_TEMP -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 -v '"${RUNNER_TEMP}"'/gh-aw/safeoutputs:'"${RUNNER_TEMP}"'/gh-aw/safeoutputs:rw ghcr.io/github/gh-aw-mcpg:v0.4.6'
+
+ mkdir -p "$HOME/.copilot"
+ GH_AW_NODE=$(which node 2>/dev/null || command -v node 2>/dev/null || echo node)
+ cat << GH_AW_MCP_CONFIG_4372d8b74e23dfe8_EOF | "$GH_AW_NODE" "${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.cjs"
+ {
+ "mcpServers": {
+ "agenticworkflows": {
+ "type": "stdio",
+ "container": "localhost/gh-aw:dev",
+ "mounts": ["\${GITHUB_WORKSPACE}:\${GITHUB_WORKSPACE}:rw", "/tmp/gh-aw:/tmp/gh-aw:rw"],
+ "args": ["--network", "host", "-w", "\${GITHUB_WORKSPACE}"],
+ "env": {
+ "DEBUG": "*",
+ "GITHUB_TOKEN": "\${GITHUB_TOKEN}",
+ "GITHUB_ACTOR": "\${GITHUB_ACTOR}",
+ "GITHUB_REPOSITORY": "\${GITHUB_REPOSITORY}"
+ },
+ "guard-policies": {
+ "write-sink": {
+ "accept": [
+ "*"
+ ],
+ "sink-visibility": ${{ toJSON(steps.determine-automatic-lockdown.outputs.visibility) }}
+ }
+ }
+ },
+ "safeoutputs": {
+ "type": "stdio",
+ "container": "ghcr.io/github/gh-aw-node",
+ "mounts": ["\${GITHUB_WORKSPACE}:\${GITHUB_WORKSPACE}:rw", "${RUNNER_TEMP}/gh-aw/safeoutputs:${RUNNER_TEMP}/gh-aw/safeoutputs:rw", "/tmp/gh-aw:/tmp/gh-aw:rw"],
+ "args": ["-w", "\${GITHUB_WORKSPACE}"],
+ "entrypoint": "sh",
+ "entrypointArgs": ["-c", "sh ${RUNNER_TEMP}/gh-aw/safeoutputs/start_safe_outputs_mcp.sh"],
+ "env": {
+ "DEBUG": "*",
+ "DEFAULT_BRANCH": "\${DEFAULT_BRANCH}",
+ "GH_AW_ASSETS_ALLOWED_EXTS": "\${GH_AW_ASSETS_ALLOWED_EXTS}",
+ "GH_AW_ASSETS_BRANCH": "\${GH_AW_ASSETS_BRANCH}",
+ "GH_AW_ASSETS_MAX_SIZE_KB": "\${GH_AW_ASSETS_MAX_SIZE_KB}",
+ "GH_AW_MCP_LOG_DIR": "\${GH_AW_MCP_LOG_DIR}",
+ "GH_AW_SAFE_OUTPUTS": "\${GH_AW_SAFE_OUTPUTS}",
+ "GH_AW_SAFE_OUTPUTS_CONFIG_PATH": "\${GH_AW_SAFE_OUTPUTS_CONFIG_PATH}",
+ "GH_AW_SAFE_OUTPUTS_TOOLS_PATH": "\${GH_AW_SAFE_OUTPUTS_TOOLS_PATH}",
+ "GH_AW_POLICY_ALLOW_CREATE_PULL_REQUEST": "\${GH_AW_POLICY_ALLOW_CREATE_PULL_REQUEST}",
+ "GITHUB_REPOSITORY": "\${GITHUB_REPOSITORY}",
+ "GITHUB_SHA": "\${GITHUB_SHA}",
+ "GITHUB_TOKEN": "\${GITHUB_TOKEN}",
+ "GITHUB_WORKSPACE": "\${GITHUB_WORKSPACE}",
+ "RUNNER_TEMP": "\${RUNNER_TEMP}"
+ },
+ "guard-policies": {
+ "write-sink": {
+ "accept": [
+ "*"
+ ],
+ "sink-visibility": ${{ toJSON(steps.determine-automatic-lockdown.outputs.visibility) }}
+ }
+ }
+ }
+ },
+ "gateway": {
+ "port": $MCP_GATEWAY_PORT,
+ "domain": "${MCP_GATEWAY_DOMAIN}",
+ "apiKey": "${MCP_GATEWAY_API_KEY}",
+ "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}",
+ "startupTimeout": 120
+ }
+ }
+ GH_AW_MCP_CONFIG_4372d8b74e23dfe8_EOF
+ - name: Mount MCP servers as CLIs
+ id: mount-mcp-clis
+ continue-on-error: true
+ env:
+ MCP_GATEWAY_API_KEY: ${{ steps.start-mcp-gateway.outputs.gateway-api-key }}
+ MCP_GATEWAY_DOMAIN: ${{ steps.start-mcp-gateway.outputs.gateway-domain }}
+ MCP_GATEWAY_PORT: ${{ steps.start-mcp-gateway.outputs.gateway-port }}
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/mount_mcp_as_cli.cjs');
+ await main();
+ - name: Clean credentials
+ continue-on-error: true
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/clean_git_credentials.sh"
+ - name: Audit pre-agent workspace
+ id: pre_agent_audit
+ continue-on-error: true
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/audit_pre_agent_workspace.sh"
+ - name: Start CLI Proxy
+ env:
+ GH_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_API_URL: ${{ github.api_url }}
+ GH_HOST: ${{ env.GH_HOST }}
+ GITHUB_HOST: ${{ env.GITHUB_HOST }}
+ GITHUB_ENTERPRISE_HOST: ${{ env.GITHUB_ENTERPRISE_HOST }}
+ GITHUB_GRAPHQL_URL: ${{ env.GITHUB_GRAPHQL_URL }}
+ GITHUB_COPILOT_BASE_URL: ${{ env.GITHUB_COPILOT_BASE_URL }}
+ GH_AW_NETWORK_ISOLATION: 'true'
+ CLI_PROXY_POLICY: '{"allow-only":{"repos":"${{ steps.determine-automatic-lockdown.outputs.repos }}","min-integrity":"${{ steps.determine-automatic-lockdown.outputs.min_integrity }}"}}'
+ CLI_PROXY_IMAGE: 'ghcr.io/github/gh-aw-mcpg:v0.4.6'
+ run: |
+ bash "${RUNNER_TEMP}/gh-aw/actions/start_cli_proxy.sh"
+ - name: Execute GitHub Copilot CLI
+ id: agentic_execution
+ # Copilot CLI tool arguments (sorted):
+ timeout-minutes: 45
+ run: |
+ set -o pipefail
+ printf '%s' "$(date +%s%3N)" > /tmp/gh-aw/agent_cli_start_ms.txt
+ trap 'gh_aw_exit_code=$?; mkdir -p /tmp/gh-aw >/dev/null 2>&1 || true; printf "%s" "$gh_aw_exit_code" > /tmp/gh-aw/agent_execution_exit_code.txt || true; rm -f "$HOME/.copilot/settings.json"' EXIT
+ mkdir -p "$HOME/.copilot"
+ printf '%s' '{"builtInAgents":{"rubberDuck":false}}' > "$HOME/.copilot/settings.json"
+ export XDG_CONFIG_HOME="$HOME"
+ export GH_AW_MCP_CONFIG="$HOME/.copilot/mcp-config.json"
+ touch /tmp/gh-aw/agent-step-summary.md
+ GH_AW_NODE_BIN=$(command -v node 2>/dev/null || true)
+ export GH_AW_NODE_BIN
+ export COPILOT_API_KEY="$COPILOT_DUMMY_BYOK"
+ (umask 177 && touch /tmp/gh-aw/agent-stdio.log)
+ GH_AW_MAX_AI_CREDITS="${GH_AW_MAX_AI_CREDITS:-1000}"
+ printf '%s\n' "{\"\$schema\":\"https://github.com/github/gh-aw-firewall/releases/download/v0.27.42/awf-config.schema.json\",\"network\":{\"allowDomains\":[\"api.business.githubcopilot.com\",\"api.enterprise.githubcopilot.com\",\"api.github.com\",\"api.githubcopilot.com\",\"api.individual.githubcopilot.com\",\"api.snapcraft.io\",\"archive.ubuntu.com\",\"azure.archive.ubuntu.com\",\"crl.geotrust.com\",\"crl.globalsign.com\",\"crl.identrust.com\",\"crl.sectigo.com\",\"crl.thawte.com\",\"crl.usertrust.com\",\"crl.verisign.com\",\"crl3.digicert.com\",\"crl4.digicert.com\",\"crls.ssl.com\",\"github.com\",\"host.docker.internal\",\"json-schema.org\",\"json.schemastore.org\",\"keyserver.ubuntu.com\",\"ocsp.digicert.com\",\"ocsp.geotrust.com\",\"ocsp.globalsign.com\",\"ocsp.identrust.com\",\"ocsp.sectigo.com\",\"ocsp.ssl.com\",\"ocsp.thawte.com\",\"ocsp.usertrust.com\",\"ocsp.verisign.com\",\"packagecloud.io\",\"packages.cloud.google.com\",\"packages.microsoft.com\",\"ppa.launchpad.net\",\"raw.githubusercontent.com\",\"registry.npmjs.org\",\"s.symcb.com\",\"s.symcd.com\",\"security.ubuntu.com\",\"telemetry.enterprise.githubcopilot.com\",\"ts-crl.ws.symantec.com\",\"ts-ocsp.ws.symantec.com\",\"www.googleapis.com\"],\"isolation\":true,\"topologyAttach\":[\"awmg-mcpg\",\"awmg-cli-proxy\"]},\"apiProxy\":{\"enabled\":true,\"enableTokenSteering\":true,\"maxRuns\":500,\"maxAiCredits\":${GH_AW_MAX_AI_CREDITS},\"maxCacheMisses\":5,\"models\":{\"agent\":[\"sonnet-6x\",\"gpt-5.4\",\"gpt-5.5\",\"gpt-5.6\",\"gpt-5.3\",\"gemini-pro\",\"any\"],\"antigravity\":[\"copilot/antigravity*\",\"google/antigravity*\",\"gemini/antigravity*\"],\"any\":[\"copilot/*\",\"anthropic/*\",\"openai/*\",\"google/*\",\"gemini/*\"],\"claude\":[\"agent\"],\"codex\":[\"agent\"],\"coding\":[\"copilot/gpt-5*codex*\",\"openai/gpt-5*codex*\",\"gpt-5-codex\",\"kimi\"],\"computer-use\":[\"copilot/*computer-use*\",\"google/*computer-use*\",\"gemini/*computer-use*\",\"openai/*computer-use*\"],\"copilot\":[\"agent\"],\"deep-research\":[\"copilot/deep-research*\",\"copilot/o3-deep-research*\",\"copilot/o4-mini-deep-research*\",\"google/deep-research*\",\"gemini/deep-research*\",\"openai/o3-deep-research*\",\"openai/o4-mini-deep-research*\"],\"fable\":[\"copilot/*fable*\",\"anthropic/*fable*\"],\"gemini\":[\"agent\"],\"gemini-3-flash\":[\"copilot/gemini-3*flash*\",\"google/gemini-3*flash*\",\"gemini/gemini-3*flash*\"],\"gemini-3-pro\":[\"copilot/gemini-3*pro*\",\"google/gemini-3*pro*\",\"google/nano-banana*\",\"gemini/gemini-3*pro*\"],\"gemini-3.1-flash\":[\"copilot/gemini-3.1*flash*\",\"google/gemini-3.1*flash*\",\"gemini/gemini-3.1*flash*\"],\"gemini-3.1-pro\":[\"copilot/gemini-3.1*pro*\",\"google/gemini-3.1*pro*\",\"gemini/gemini-3.1*pro*\"],\"gemini-3.5-flash\":[\"copilot/gemini-3.5*flash*\",\"google/gemini-3.5*flash*\",\"gemini/gemini-3.5*flash*\"],\"gemini-3.6-flash\":[\"copilot/gemini-3.6*flash*\",\"google/gemini-3.6*flash*\",\"gemini/gemini-3.6*flash*\"],\"gemini-flash\":[\"copilot/gemini-*flash*\",\"google/gemini-*flash*\",\"gemini/gemini-*flash*\"],\"gemini-flash-lite\":[\"copilot/gemini-*flash*lite*\",\"google/gemini-*flash*lite*\",\"gemini/gemini-*flash*lite*\"],\"gemini-omni\":[\"copilot/gemini-omni*\",\"google/gemini-omni*\",\"gemini/gemini-omni*\"],\"gemini-pro\":[\"copilot/gemini-*pro*\",\"google/gemini-*pro*\",\"gemini/gemini-*pro*\"],\"gemma\":[\"copilot/gemma*\",\"google/gemma*\",\"gemini/gemma*\"],\"gpt-5\":[\"copilot/gpt-5*\",\"openai/gpt-5*\"],\"gpt-5-codex\":[\"copilot/gpt-5*codex*\",\"openai/gpt-5*codex*\"],\"gpt-5-mini\":[\"copilot/gpt-5*mini*\",\"openai/gpt-5*mini*\"],\"gpt-5-nano\":[\"copilot/gpt-5*nano*\",\"openai/gpt-5*nano*\"],\"gpt-5-pro\":[\"copilot/gpt-5*pro*\",\"openai/gpt-5*pro*\"],\"gpt-5.1\":[\"copilot/gpt-5.1*\",\"openai/gpt-5.1*\"],\"gpt-5.2\":[\"copilot/gpt-5.2*\",\"openai/gpt-5.2*\"],\"gpt-5.3\":[\"copilot/gpt-5.3*\",\"openai/gpt-5.3*\"],\"gpt-5.4\":[\"copilot/gpt-5.4*\",\"openai/gpt-5.4*\"],\"gpt-5.5\":[\"copilot/gpt-5.5*\",\"openai/gpt-5.5*\"],\"gpt-5.6\":[\"copilot/gpt-5.6*\",\"openai/gpt-5.6*\"],\"haiku\":[\"copilot/*haiku*\",\"anthropic/*haiku*\"],\"image-generation\":[\"copilot/gpt-image*\",\"openai/gpt-image*\",\"openai/chatgpt-image*\",\"copilot/gemini-*image*\",\"google/gemini-*image*\",\"gemini/gemini-*image*\",\"google/imagen*\"],\"kimi\":[\"copilot/kimi*\",\"openai/kimi*\"],\"kiwi\":[\"copilot/kiwi*\",\"openai/kiwi*\"],\"large\":[\"fable\",\"sonnet\",\"gpt-5-pro\",\"gpt-5\",\"gemini-pro\"],\"lyria\":[\"google/lyria*\",\"gemini/lyria*\",\"copilot/lyria*\"],\"mai-code\":[\"copilot/MAI-Code*\",\"copilot/mai-code*\",\"openai/MAI-Code*\"],\"mai-code-1-flash-picker\":[\"copilot/MAI-Code-1-Flash-picker*\",\"copilot/mai-code-1-flash-picker*\",\"openai/MAI-Code-1-Flash-picker*\"],\"mini\":[\"haiku\",\"gpt-5-mini\",\"gpt-5-nano\",\"gemini-flash-lite\"],\"nano-banana\":[\"copilot/nano-banana*\",\"google/nano-banana*\",\"gemini/nano-banana*\"],\"opus\":[\"copilot/*opus*\",\"anthropic/*opus*\"],\"opusplan\":[\"opus?effort=high\"],\"raptor-mini\":[\"copilot/raptor*\",\"openai/raptor*\"],\"reasoning\":[\"copilot/o1*\",\"copilot/o3*\",\"copilot/o4*\",\"openai/o1*\",\"openai/o3*\",\"openai/o4*\"],\"robotics\":[\"copilot/*robotics*\",\"google/*robotics*\",\"gemini/*robotics*\"],\"small\":[\"mini\"],\"small-agent\":[\"haiku\",\"gpt-5-mini\",\"gemini-flash\"],\"sonnet\":[\"copilot/*sonnet*\",\"anthropic/*sonnet*\"],\"sonnet-6x\":[\"copilot/*sonnet-4.5*\",\"copilot/*sonnet-4.6*\",\"copilot/*sonnet-5*\",\"copilot/*sonnet-4-5-*\",\"anthropic/*sonnet-4-5-*\",\"copilot/*sonnet-4-6*\",\"anthropic/*sonnet-4-6*\",\"anthropic/*sonnet-5*\"],\"summarization\":[\"haiku\",\"gpt-5-mini\",\"gemini-flash-lite\",\"mini\"],\"veo\":[\"google/veo*\",\"gemini/veo*\"],\"vision\":[\"copilot/gemini-*image*\",\"google/gemini-*image*\",\"gemini/gemini-*image*\",\"copilot/gemini-*flash*\",\"google/gemini-*flash*\",\"gemini/gemini-*flash*\"]}},\"container\":{\"imageTag\":\"0.27.42,squid=sha256:42dfeb649c680a8558cd5423dbc530b653a69413e35ffbe5e71da5d48c94bdf0,agent=sha256:26a8af4e5566485b02f52af59ee03803ae798271a9619d4767e94d07806deb9b,agent-act=sha256:a14ad974484aa518aab83d40f3f141175dfd171d3745e01c092375b970f73a20,api-proxy=sha256:944f2686c9ab9bec338fd14b662461662f77cd12cd0ea8a3e7cb8c0987cd1607,cli-proxy=sha256:da006bf96d2d246dd269d57b233c1798d2ad63d6cd64ca02f7bf71045028781f\"},\"logging\":{\"proxyLogsDir\":\"/tmp/gh-aw/sandbox/firewall/logs\",\"auditDir\":\"/tmp/gh-aw/sandbox/firewall/audit\"}}" > "${RUNNER_TEMP}/gh-aw/awf-config.json"
+ cp "${RUNNER_TEMP}/gh-aw/awf-config.json" /tmp/gh-aw/awf-config.json
+ export GH_AW_MODELS_JSON_PATH="/tmp/gh-aw/models.json"
+ GH_AW_DOCKER_HOST=""
+ if [[ "${DOCKER_HOST:-}" =~ ^tcp:// ]]; then
+ GH_AW_DOCKER_HOST="${DOCKER_HOST}"
+ fi
+ if [[ "${DOCKER_HOST:-}" =~ ^tcp:// ]]; then
+ GH_AW_CHROOT_BINARIES_SOURCE_PATH="${RUNNER_TEMP}/gh-aw" GH_AW_CHROOT_IDENTITY_HOME="${RUNNER_TEMP}/gh-aw/home" node "${RUNNER_TEMP}/gh-aw/actions/patch_awf_chroot_config.cjs"
+ fi
+ GH_AW_TOOL_CACHE_MOUNT=""
+ GH_AW_TOOL_CACHE="${RUNNER_TOOL_CACHE:?RUNNER_TOOL_CACHE must be set}"
+ if [ -d "$GH_AW_TOOL_CACHE" ]; then
+ if [[ "$GH_AW_TOOL_CACHE" != /opt/* ]]; then
+ GH_AW_TOOL_CACHE_MOUNT="$GH_AW_TOOL_CACHE:$GH_AW_TOOL_CACHE:ro"
+ fi
+ fi
+ # shellcheck disable=SC1003,SC2016,SC2086
+ awf --config "${RUNNER_TEMP}/gh-aw/awf-config.json" --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" ${GH_AW_TOOL_CACHE_MOUNT:+--mount "$GH_AW_TOOL_CACHE_MOUNT"} ${GH_AW_DOCKER_HOST:+--docker-host "$GH_AW_DOCKER_HOST"} --env-all --exclude-env COPILOT_GITHUB_TOKEN --exclude-env GH_TOKEN --exclude-env GITHUB_MCP_SERVER_TOKEN --exclude-env MCP_GATEWAY_API_KEY --log-level info --skip-pull --difc-proxy-host awmg-cli-proxy:18443 --difc-proxy-ca-cert /tmp/gh-aw/difc-proxy-tls/ca.crt \
+ -- /bin/bash -c 'set +o histexpand; export PATH="${RUNNER_TEMP}/gh-aw/mcp-cli/bin:$PATH" && : "${RUNNER_TOOL_CACHE:?RUNNER_TOOL_CACHE must be set}"; GH_AW_TOOL_CACHE="$RUNNER_TOOL_CACHE"; export PATH="$(find "$GH_AW_TOOL_CACHE" -maxdepth 5 -type d -name bin 2>/dev/null | tr '\''\n'\'' '\'':'\'')$PATH"; [ -n "$GOROOT" ] && export PATH="$GOROOT/bin:$PATH" || true; [ -n "$ERLANG_HOME" ] && export PATH="$ERLANG_HOME/bin:$PATH" || true && GH_AW_NODE_EXEC="${GH_AW_NODE_BIN:-}"; if [ -z "$GH_AW_NODE_EXEC" ] || [ ! -x "$GH_AW_NODE_EXEC" ]; then GH_AW_NODE_EXEC="$(command -v node 2>/dev/null || true)"; fi; if [ -z "$GH_AW_NODE_EXEC" ]; then echo "node runtime missing on this runner โ check runtimes.node in workflow YAML" >&2; exit 127; fi; GH_AW_NPM_GLOBAL_ROOT="$(npm root -g 2>/dev/null || true)"; if [ -n "$GH_AW_NPM_GLOBAL_ROOT" ]; then export NODE_PATH="${GH_AW_NPM_GLOBAL_ROOT}${NODE_PATH:+:${NODE_PATH}}"; fi; "$GH_AW_NODE_EXEC" ${RUNNER_TEMP}/gh-aw/actions/copilot_harness.cjs /usr/local/bin/copilot --add-dir /tmp/gh-aw/ --log-level all --log-dir /tmp/gh-aw/sandbox/agent/logs/ --disable-builtin-mcps --no-ask-user --allow-all-tools --allow-all-paths --add-dir "${GITHUB_WORKSPACE}" --prompt-file /tmp/gh-aw/aw-prompts/prompt.txt' 2>&1 | tee -a /tmp/gh-aw/agent-stdio.log
+ env:
+ AWF_REFLECT_ENABLED: 1
+ COPILOT_AGENT_RUNNER_TYPE: STANDALONE
+ COPILOT_DUMMY_BYOK: dummy-byok-key-for-offline-mode
+ COPILOT_GITHUB_TOKEN: ${{ github.token }}
+ COPILOT_MODEL: ${{ vars.GH_AW_MODEL_AGENT_COPILOT || vars.GH_AW_DEFAULT_MODEL_COPILOT || 'claude-sonnet-5' }}
+ GH_AW_LLM_PROVIDER: github
+ GH_AW_MAX_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_AI_CREDITS || '1000' }}
+ GH_AW_MAX_TURNS: ${{ vars.GH_AW_DEFAULT_MAX_TURNS || '' }}
+ 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_TIMEOUT_MINUTES: 45
+ GH_AW_VERSION: dev
+ GH_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN || github.token }}
+ GITHUB_API_URL: ${{ github.api_url }}
+ GITHUB_AW: true
+ GITHUB_COPILOT_INTEGRATION_ID: agentic-workflows
+ 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]
+ RUNNER_TEMP: ${{ runner.temp }}
+ S2STOKENS: true
+ TRACEPARENT: ${{ env.GITHUB_AW_OTEL_TRACE_ID != '' && env.GITHUB_AW_OTEL_PARENT_SPAN_ID != '' && format('00-{0}-{1}-01', env.GITHUB_AW_OTEL_TRACE_ID, env.GITHUB_AW_OTEL_PARENT_SPAN_ID) || '' }}
+ - name: Stop CLI Proxy
+ if: always()
+ continue-on-error: true
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/stop_cli_proxy.sh"
+ - name: Detect agent errors
+ if: always()
+ id: detect-agent-errors
+ continue-on-error: true
+ run: node "${RUNNER_TEMP}/gh-aw/actions/detect_agent_errors.cjs"
+ - name: Configure Git credentials
+ env:
+ GITHUB_REPOSITORY: ${{ github.repository }}
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_TOKEN: ${{ github.token }}
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/configure_git_credentials.sh"
+ - 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" "$GATEWAY_PID"
+ - name: Redact secrets in logs
+ if: always()
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/redact_secrets.cjs');
+ await main();
+ env:
+ GH_AW_SECRET_NAMES: 'GH_AW_GITHUB_MCP_SERVER_TOKEN,GH_AW_GITHUB_TOKEN,GITHUB_TOKEN'
+ SECRET_GH_AW_GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
+ SECRET_GH_AW_GITHUB_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN }}
+ SECRET_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+ - name: Append agent step summary
+ if: always()
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/append_agent_step_summary.sh"
+ - name: Copy Safe Outputs
+ if: always()
+ env:
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ run: |
+ mkdir -p /tmp/gh-aw
+ cp "$GH_AW_SAFE_OUTPUTS" /tmp/gh-aw/safeoutputs.jsonl 2>/dev/null || true
+ - name: Ingest agent output
+ id: collect_output
+ if: always()
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ GH_AW_ALLOWED_DOMAINS: "api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,api.snapcraft.io,archive.ubuntu.com,azure.archive.ubuntu.com,crl.geotrust.com,crl.globalsign.com,crl.identrust.com,crl.sectigo.com,crl.thawte.com,crl.usertrust.com,crl.verisign.com,crl3.digicert.com,crl4.digicert.com,crls.ssl.com,github.com,host.docker.internal,json-schema.org,json.schemastore.org,keyserver.ubuntu.com,ocsp.digicert.com,ocsp.geotrust.com,ocsp.globalsign.com,ocsp.identrust.com,ocsp.sectigo.com,ocsp.ssl.com,ocsp.thawte.com,ocsp.usertrust.com,ocsp.verisign.com,packagecloud.io,packages.cloud.google.com,packages.microsoft.com,ppa.launchpad.net,raw.githubusercontent.com,registry.npmjs.org,s.symcb.com,s.symcd.com,security.ubuntu.com,telemetry.enterprise.githubcopilot.com,ts-crl.ws.symantec.com,ts-ocsp.ws.symantec.com,www.googleapis.com"
+ GH_AW_ALLOWED_GITHUB_REFS: ""
+ 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, getOctokit);
+ 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@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: /tmp/gh-aw/sandbox/agent/logs/
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_copilot_log.cjs');
+ await main();
+ - name: Parse MCP Gateway logs for step summary
+ if: always()
+ id: parse-mcp-gateway
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_mcp_gateway_log.cjs');
+ await main();
+ - name: Print firewall logs
+ if: always()
+ continue-on-error: true
+ env:
+ AWF_LOGS_DIR: /tmp/gh-aw/sandbox/firewall/logs
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/print_firewall_logs.sh" --rootless
+ - name: Parse token usage for step summary
+ if: always()
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_token_usage.cjs');
+ await main();
+ - name: Print AWF reflect summary
+ if: always()
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/awf_reflect_summary.cjs');
+ await main();
+ - 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
+ - if: always()
+ name: Upload spending forecast logs and report
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ if-no-files-found: warn
+ name: spending-forecast-${{ github.run_id }}
+ path: /tmp/gh-aw/agent/spending-forecast/
+ retention-days: 30
+
+ - name: Upload agent artifacts
+ if: always()
+ continue-on-error: true
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: agent
+ path: |
+ /tmp/gh-aw/aw-prompts/prompt.txt
+ /tmp/gh-aw/sandbox/agent/logs/
+ /tmp/gh-aw/redacted-urls.log
+ /tmp/gh-aw/mcp-logs/
+ /tmp/gh-aw/agent_usage.json
+ /tmp/gh-aw/agent-stdio.log
+ /tmp/gh-aw/pre-agent-audit.txt
+ /tmp/gh-aw/agent/
+ /tmp/gh-aw/github_rate_limits.jsonl
+ /tmp/gh-aw/safeoutputs.jsonl
+ /tmp/gh-aw/agent_output.json
+ /tmp/gh-aw/aw-*.patch
+ /tmp/gh-aw/aw-*.bundle
+ /tmp/gh-aw/awf-config.json
+ /tmp/gh-aw/sandbox/firewall/logs/
+ /tmp/gh-aw/sandbox/firewall/audit/
+ /tmp/gh-aw/sandbox/firewall/awf-reflect.json
+ 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' ||
+ needs.activation.outputs.oauth_token_check_failed == 'true' || needs.activation.outputs.stale_lock_file_failed == 'true' ||
+ needs.activation.outputs.daily_ai_credits_exceeded == 'true')
+ runs-on: ubuntu-slim
+ permissions:
+ contents: read
+ issues: write
+ concurrency:
+ group: "gh-aw-conclusion-daily-spending-forecast"
+ cancel-in-progress: false
+ queue: max
+ env:
+ GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
+ outputs:
+ incomplete_count: ${{ steps.report_incomplete.outputs.incomplete_count }}
+ noop_message: ${{ steps.noop.outputs.noop_message }}
+ tools_reported: ${{ steps.missing_tool.outputs.tools_reported }}
+ total_count: ${{ steps.missing_tool.outputs.total_count }}
+ steps:
+ - name: Checkout actions folder
+ uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ clean: false
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ trace-id: ${{ needs.activation.outputs.setup-trace-id }}
+ parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
+ env:
+ GH_AW_SETUP_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/daily-spending-forecast.lock.yml@${{ github.ref }}
+ GH_AW_INFO_VERSION: "1.0.75"
+ GH_AW_INFO_AWF_VERSION: "v0.27.42"
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ - 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" >> "$GITHUB_OUTPUT"
+ - name: Download safe outputs items manifest
+ id: download-safe-outputs-manifest
+ if: always()
+ continue-on-error: true
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: safe-outputs-items
+ path: /tmp/gh-aw/
+ - name: Collect usage artifact files
+ if: always()
+ continue-on-error: true
+ run: |
+ mkdir -p /tmp/gh-aw/usage/agent /tmp/gh-aw/usage/detection
+ echo "Usage artifact source file status:"
+ for file in /tmp/gh-aw/aw_info.json /tmp/gh-aw/aw-info.jsonl /tmp/gh-aw/agent_usage.json /tmp/gh-aw/agent_usage.jsonl /tmp/gh-aw/detection_usage.jsonl /tmp/gh-aw/evals/evals.jsonl /tmp/gh-aw/github_rate_limits.jsonl /tmp/gh-aw/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/threat-detection/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/threat-detection/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/threat-detection/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl; do
+ [ -f "$file" ] && echo "FOUND: $file" || echo "MISSING: $file"
+ done
+ [ -f /tmp/gh-aw/aw_info.json ] && cp /tmp/gh-aw/aw_info.json /tmp/gh-aw/usage/aw_info.json || true
+ [ -f /tmp/gh-aw/aw-info.jsonl ] && cp /tmp/gh-aw/aw-info.jsonl /tmp/gh-aw/usage/aw-info.jsonl || true
+ [ -f /tmp/gh-aw/agent_usage.json ] && cp /tmp/gh-aw/agent_usage.json /tmp/gh-aw/usage/agent_usage.json || true
+ [ -f /tmp/gh-aw/agent_usage.jsonl ] && cp /tmp/gh-aw/agent_usage.jsonl /tmp/gh-aw/usage/agent_usage.jsonl || true
+ [ -f /tmp/gh-aw/detection_usage.jsonl ] && cp /tmp/gh-aw/detection_usage.jsonl /tmp/gh-aw/usage/detection_usage.jsonl || true
+ [ -f /tmp/gh-aw/evals/evals.jsonl ] && cp /tmp/gh-aw/evals/evals.jsonl /tmp/gh-aw/usage/evals.jsonl || true
+ [ -f /tmp/gh-aw/github_rate_limits.jsonl ] && cp /tmp/gh-aw/github_rate_limits.jsonl /tmp/gh-aw/usage/github_rate_limits.jsonl || true
+ [ -s /tmp/gh-aw/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/agent/token_usage.jsonl || true
+ [ -s /tmp/gh-aw/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/agent/token_usage.jsonl || true
+ [ -s /tmp/gh-aw/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/agent/token_usage.jsonl || true
+ [ -s /tmp/gh-aw/threat-detection/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/threat-detection/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/detection/token_usage.jsonl || true
+ [ -s /tmp/gh-aw/threat-detection/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/threat-detection/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/detection/token_usage.jsonl || true
+ [ -s /tmp/gh-aw/threat-detection/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/threat-detection/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/detection/token_usage.jsonl || true
+ [ -f /tmp/gh-aw/usage/agent/token_usage.jsonl ] || : > /tmp/gh-aw/usage/agent/token_usage.jsonl
+ [ -f /tmp/gh-aw/usage/detection/token_usage.jsonl ] || : > /tmp/gh-aw/usage/detection/token_usage.jsonl
+ mkdir -p /tmp/gh-aw/usage/activity
+ node "${RUNNER_TEMP}/gh-aw/actions/generate_usage_activity_summary.cjs"
+ find /tmp/gh-aw/usage -type f -print | sort
+ - name: Upload usage artifact
+ if: always()
+ continue-on-error: true
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: usage
+ path: |
+ /tmp/gh-aw/usage/aw_info.json
+ /tmp/gh-aw/usage/aw-info.jsonl
+ /tmp/gh-aw/usage/agent_usage.json
+ /tmp/gh-aw/usage/agent_usage.jsonl
+ /tmp/gh-aw/usage/detection_usage.jsonl
+ /tmp/gh-aw/usage/evals.jsonl
+ /tmp/gh-aw/usage/github_rate_limits.jsonl
+ /tmp/gh-aw/usage/agent/token_usage.jsonl
+ /tmp/gh-aw/usage/detection/token_usage.jsonl
+ /tmp/gh-aw/usage/activity/summary.json
+ if-no-files-found: ignore
+ - name: Restore daily AIC usage cache
+ id: restore-daily-aic-cache-conclusion
+ if: always()
+ continue-on-error: true
+ uses: actions/cache/restore@55cc8345863c7cc4c66a329aec7e433d2d1c52a9 # v6.1.0
+ with:
+ key: agentic-workflow-usage-dailyspendingforecast-${{ github.run_id }}
+ restore-keys: agentic-workflow-usage-dailyspendingforecast-
+ path: /tmp/gh-aw/agentic-workflow-usage-cache.jsonl
+ - name: Write daily AIC usage cache entry
+ id: write-daily-aic-cache
+ if: always()
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ github-token: ${{ github.token }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/write_daily_aic_usage_cache.cjs');
+ await main();
+ - name: Save daily AIC usage cache
+ id: save-daily-aic-cache
+ if: always()
+ continue-on-error: true
+ uses: actions/cache/save@55cc8345863c7cc4c66a329aec7e433d2d1c52a9 # v6.1.0
+ with:
+ key: agentic-workflow-usage-dailyspendingforecast-${{ github.run_id }}
+ path: /tmp/gh-aw/agentic-workflow-usage-cache.jsonl
+ - name: Upload daily AIC usage cache artifact
+ id: upload-daily-aic-cache
+ if: always()
+ continue-on-error: true
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: aic-usage-cache
+ path: /tmp/gh-aw/agentic-workflow-usage-cache.jsonl
+ if-no-files-found: ignore
+ retention-days: 7
+ - name: Process no-op messages
+ id: noop
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_NOOP_MAX: "1"
+ GH_AW_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/daily-spending-forecast.md"
+ GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+ GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
+ GH_AW_NOOP_REPORT_AS_ISSUE: "true"
+ GH_AW_AIC: ${{ needs.agent.outputs.aic }}
+ GH_AW_THREAT_DETECTION_AIC: ${{ needs.detection.outputs.aic }}
+ GH_AW_AMBIENT_CONTEXT: ${{ needs.agent.outputs.ambient_context }}
+ GH_AW_WORKFLOW_ID: "daily-spending-forecast"
+ 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, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/handle_noop_message.cjs');
+ await main();
+ - name: Log detection run
+ id: detection_runs
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/daily-spending-forecast.md"
+ GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+ GH_AW_DETECTION_CONCLUSION: ${{ needs.detection.outputs.detection_conclusion }}
+ GH_AW_DETECTION_REASON: ${{ needs.detection.outputs.detection_reason }}
+ 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, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/handle_detection_runs.cjs');
+ await main();
+ - name: Record missing tool
+ id: missing_tool
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_MISSING_TOOL_CREATE_ISSUE: "true"
+ GH_AW_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/daily-spending-forecast.md"
+ 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, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/missing_tool.cjs');
+ await main();
+ - name: Record incomplete
+ id: report_incomplete
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_REPORT_INCOMPLETE_CREATE_ISSUE: "true"
+ GH_AW_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/daily-spending-forecast.md"
+ 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, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/report_incomplete_handler.cjs');
+ await main();
+ - name: Handle agent failure
+ id: handle_agent_failure
+ if: always()
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/daily-spending-forecast.md"
+ 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: "daily-spending-forecast"
+ GH_AW_ACTION_FAILURE_ISSUE_EXPIRES_HOURS: "12"
+ GH_AW_ENGINE_ID: "copilot"
+ GH_AW_CHECKOUT_PR_SUCCESS: ${{ needs.agent.outputs.checkout_pr_success }}
+ GH_AW_EFFECTIVE_TOKENS: ${{ needs.agent.outputs.effective_tokens || '' }}
+ GH_AW_AI_CREDITS_RATE_LIMIT_ERROR: ${{ needs.agent.outputs.ai_credits_rate_limit_error || 'false' }}
+ GH_AW_UNKNOWN_MODEL_AI_CREDITS: ${{ needs.agent.outputs.unknown_model_ai_credits || 'false' }}
+ GH_AW_AIC: ${{ needs.agent.outputs.aic }}
+ GH_AW_THREAT_DETECTION_AIC: ${{ needs.detection.outputs.aic }}
+ GH_AW_MAX_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_AI_CREDITS || '1000' }}
+ GH_AW_INFERENCE_ACCESS_ERROR: ${{ needs.agent.outputs.inference_access_error }}
+ GH_AW_MCP_POLICY_ERROR: ${{ needs.agent.outputs.mcp_policy_error }}
+ GH_AW_AGENTIC_ENGINE_TIMEOUT: ${{ needs.agent.outputs.agentic_engine_timeout }}
+ GH_AW_MODEL_NOT_SUPPORTED_ERROR: ${{ needs.agent.outputs.model_not_supported_error }}
+ GH_AW_HTTP_400_RESPONSE_ERROR: ${{ needs.agent.outputs.http_400_response_error }}
+ GH_AW_MISSING_MODEL_PRICING_ERROR: ${{ needs.agent.outputs.missing_model_pricing_error }}
+ GH_AW_MISSING_MODEL_PRICING_MODEL_NAME: ${{ needs.agent.outputs.missing_model_pricing_model_name }}
+ GH_AW_ENGINE_API_HOSTS: "api.enterprise.githubcopilot.com,api.githubcopilot.com,api.business.githubcopilot.com,api.individual.githubcopilot.com"
+ GH_AW_LOCKDOWN_CHECK_FAILED: ${{ needs.activation.outputs.lockdown_check_failed }}
+ GH_AW_OAUTH_TOKEN_CHECK_FAILED: ${{ needs.activation.outputs.oauth_token_check_failed }}
+ GH_AW_STALE_LOCK_FILE_FAILED: ${{ needs.activation.outputs.stale_lock_file_failed }}
+ GH_AW_DAILY_AI_CREDITS_EXCEEDED: ${{ needs.activation.outputs.daily_ai_credits_exceeded }}
+ GH_AW_DAILY_AI_CREDITS_TOTAL_EFFECTIVE_TOKENS: ${{ needs.activation.outputs.daily_ai_credits_total_effective_tokens }}
+ GH_AW_DAILY_AI_CREDITS_THRESHOLD: ${{ needs.activation.outputs.daily_ai_credits_threshold }}
+ GH_AW_GROUP_REPORTS: "false"
+ GH_AW_FAILURE_REPORT_AS_ISSUE: "true"
+ GH_AW_MISSING_TOOL_REPORT_AS_FAILURE: "true"
+ GH_AW_MISSING_DATA_REPORT_AS_FAILURE: "true"
+ GH_AW_TIMEOUT_MINUTES: "45"
+ 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, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/handle_agent_failure.cjs');
+ await main();
+
+ detection:
+ needs:
+ - activation
+ - agent
+ if: always() && needs.agent.result != 'skipped'
+ runs-on: ubuntu-latest
+ permissions:
+ contents: read
+ copilot-requests: write
+ env:
+ GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
+ outputs:
+ aic: ${{ steps.parse_detection_token_usage.outputs.aic }}
+ detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
+ detection_reason: ${{ steps.detection_conclusion.outputs.reason }}
+ detection_success: ${{ steps.detection_conclusion.outputs.success }}
+ steps:
+ - name: Checkout actions folder
+ uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ clean: false
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ trace-id: ${{ needs.activation.outputs.setup-trace-id }}
+ parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
+ env:
+ GH_AW_SETUP_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/daily-spending-forecast.lock.yml@${{ github.ref }}
+ GH_AW_INFO_VERSION: "1.0.75"
+ GH_AW_INFO_AWF_VERSION: "v0.27.42"
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ - 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" >> "$GITHUB_OUTPUT"
+ - name: Checkout repository for patch context
+ if: needs.agent.outputs.has_patch == 'true'
+ uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+ with:
+ persist-credentials: false
+ # --- Threat Detection ---
+ - name: Clean stale firewall files from agent artifact
+ run: |
+ rm -rf /tmp/gh-aw/sandbox/firewall/logs
+ rm -rf /tmp/gh-aw/sandbox/firewall/audit
+ - name: Download container images
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/download_docker_images.sh" ghcr.io/github/gh-aw-firewall/agent:0.27.42@sha256:26a8af4e5566485b02f52af59ee03803ae798271a9619d4767e94d07806deb9b ghcr.io/github/gh-aw-firewall/api-proxy:0.27.42@sha256:944f2686c9ab9bec338fd14b662461662f77cd12cd0ea8a3e7cb8c0987cd1607 ghcr.io/github/gh-aw-firewall/squid:0.27.42@sha256:42dfeb649c680a8558cd5423dbc530b653a69413e35ffbe5e71da5d48c94bdf0
+ - 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" >> "$GITHUB_OUTPUT"
+ echo "Detection skipped: no agent outputs or patches to analyze"
+ fi
+ - name: Clear MCP Config for detection
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ run: |
+ rm -f "${RUNNER_TEMP}/gh-aw/mcp-config/mcp-servers.json"
+ rm -f "$HOME/.copilot/mcp-config.json"
+ rm -f "$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
+ rm -f /tmp/gh-aw/agent_usage.json
+ cp /tmp/gh-aw/aw-prompts/prompt.txt /tmp/gh-aw/threat-detection/aw-prompts/prompt.txt 2>/dev/null || true
+ if [ ! -s /tmp/gh-aw/threat-detection/aw-prompts/prompt.txt ]; then
+ echo "::warning::ERR_VALIDATION: Missing or empty detection context prompt at /tmp/gh-aw/threat-detection/aw-prompts/prompt.txt. Ensure the agent artifact includes /tmp/gh-aw/aw-prompts/prompt.txt. Detection will continue with fallback workflow context."
+ fi
+ 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@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ WORKFLOW_NAME: "Daily Spending Forecast"
+ WORKFLOW_DESCRIPTION: "Forecasts agentic workflow spending, reviews data quality, and publishes a daily report with charts"
+ 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, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/setup_threat_detection.cjs');
+ await main();
+ - name: Ensure threat-detection directory and log
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ run: |
+ mkdir -p /tmp/gh-aw/threat-detection
+ touch /tmp/gh-aw/threat-detection/detection.log
+ - name: Setup Node.js
+ uses: actions/setup-node@820762786026740c76f36085b0efc47a31fe5020 # v7.0.0
+ with:
+ node-version: '24'
+ package-manager-cache: false
+ - name: Install GitHub Copilot CLI
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/install_copilot_cli.sh" 1.0.75
+ env:
+ GH_HOST: github.com
+ - name: Install AWF binary
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh" v0.27.42
+ - name: Execute GitHub Copilot CLI
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ continue-on-error: true
+ id: detection_agentic_execution
+ # Copilot CLI tool arguments (sorted):
+ timeout-minutes: 20
+ run: |
+ set -o pipefail
+ printf '%s' "$(date +%s%3N)" > /tmp/gh-aw/agent_cli_start_ms.txt
+ trap 'gh_aw_exit_code=$?; mkdir -p /tmp/gh-aw >/dev/null 2>&1 || true; printf "%s" "$gh_aw_exit_code" > /tmp/gh-aw/agent_execution_exit_code.txt || true; rm -f "$HOME/.copilot/settings.json"' EXIT
+ mkdir -p "$HOME/.copilot"
+ printf '%s' '{"builtInAgents":{"rubberDuck":false}}' > "$HOME/.copilot/settings.json"
+ export XDG_CONFIG_HOME="$HOME"
+ touch /tmp/gh-aw/agent-step-summary.md
+ GH_AW_NODE_BIN=$(command -v node 2>/dev/null || true)
+ export GH_AW_NODE_BIN
+ export COPILOT_API_KEY="$COPILOT_DUMMY_BYOK"
+ (umask 177 && touch /tmp/gh-aw/threat-detection/detection.log)
+ GH_AW_MAX_AI_CREDITS="${GH_AW_MAX_AI_CREDITS:-400}"
+ printf '%s\n' "{\"\$schema\":\"https://github.com/github/gh-aw-firewall/releases/download/v0.27.42/awf-config.schema.json\",\"network\":{\"allowDomains\":[\"api.business.githubcopilot.com\",\"api.enterprise.githubcopilot.com\",\"api.github.com\",\"api.githubcopilot.com\",\"api.individual.githubcopilot.com\",\"github.com\",\"host.docker.internal\",\"registry.npmjs.org\",\"telemetry.enterprise.githubcopilot.com\"]},\"apiProxy\":{\"enabled\":true,\"enableTokenSteering\":true,\"maxRuns\":500,\"maxAiCredits\":${GH_AW_MAX_AI_CREDITS},\"maxCacheMisses\":5,\"models\":{\"agent\":[\"sonnet-6x\",\"gpt-5.4\",\"gpt-5.5\",\"gpt-5.6\",\"gpt-5.3\",\"gemini-pro\",\"any\"],\"antigravity\":[\"copilot/antigravity*\",\"google/antigravity*\",\"gemini/antigravity*\"],\"any\":[\"copilot/*\",\"anthropic/*\",\"openai/*\",\"google/*\",\"gemini/*\"],\"claude\":[\"agent\"],\"codex\":[\"agent\"],\"coding\":[\"copilot/gpt-5*codex*\",\"openai/gpt-5*codex*\",\"gpt-5-codex\",\"kimi\"],\"computer-use\":[\"copilot/*computer-use*\",\"google/*computer-use*\",\"gemini/*computer-use*\",\"openai/*computer-use*\"],\"copilot\":[\"agent\"],\"deep-research\":[\"copilot/deep-research*\",\"copilot/o3-deep-research*\",\"copilot/o4-mini-deep-research*\",\"google/deep-research*\",\"gemini/deep-research*\",\"openai/o3-deep-research*\",\"openai/o4-mini-deep-research*\"],\"fable\":[\"copilot/*fable*\",\"anthropic/*fable*\"],\"gemini\":[\"agent\"],\"gemini-3-flash\":[\"copilot/gemini-3*flash*\",\"google/gemini-3*flash*\",\"gemini/gemini-3*flash*\"],\"gemini-3-pro\":[\"copilot/gemini-3*pro*\",\"google/gemini-3*pro*\",\"google/nano-banana*\",\"gemini/gemini-3*pro*\"],\"gemini-3.1-flash\":[\"copilot/gemini-3.1*flash*\",\"google/gemini-3.1*flash*\",\"gemini/gemini-3.1*flash*\"],\"gemini-3.1-pro\":[\"copilot/gemini-3.1*pro*\",\"google/gemini-3.1*pro*\",\"gemini/gemini-3.1*pro*\"],\"gemini-3.5-flash\":[\"copilot/gemini-3.5*flash*\",\"google/gemini-3.5*flash*\",\"gemini/gemini-3.5*flash*\"],\"gemini-3.6-flash\":[\"copilot/gemini-3.6*flash*\",\"google/gemini-3.6*flash*\",\"gemini/gemini-3.6*flash*\"],\"gemini-flash\":[\"copilot/gemini-*flash*\",\"google/gemini-*flash*\",\"gemini/gemini-*flash*\"],\"gemini-flash-lite\":[\"copilot/gemini-*flash*lite*\",\"google/gemini-*flash*lite*\",\"gemini/gemini-*flash*lite*\"],\"gemini-omni\":[\"copilot/gemini-omni*\",\"google/gemini-omni*\",\"gemini/gemini-omni*\"],\"gemini-pro\":[\"copilot/gemini-*pro*\",\"google/gemini-*pro*\",\"gemini/gemini-*pro*\"],\"gemma\":[\"copilot/gemma*\",\"google/gemma*\",\"gemini/gemma*\"],\"gpt-5\":[\"copilot/gpt-5*\",\"openai/gpt-5*\"],\"gpt-5-codex\":[\"copilot/gpt-5*codex*\",\"openai/gpt-5*codex*\"],\"gpt-5-mini\":[\"copilot/gpt-5*mini*\",\"openai/gpt-5*mini*\"],\"gpt-5-nano\":[\"copilot/gpt-5*nano*\",\"openai/gpt-5*nano*\"],\"gpt-5-pro\":[\"copilot/gpt-5*pro*\",\"openai/gpt-5*pro*\"],\"gpt-5.1\":[\"copilot/gpt-5.1*\",\"openai/gpt-5.1*\"],\"gpt-5.2\":[\"copilot/gpt-5.2*\",\"openai/gpt-5.2*\"],\"gpt-5.3\":[\"copilot/gpt-5.3*\",\"openai/gpt-5.3*\"],\"gpt-5.4\":[\"copilot/gpt-5.4*\",\"openai/gpt-5.4*\"],\"gpt-5.5\":[\"copilot/gpt-5.5*\",\"openai/gpt-5.5*\"],\"gpt-5.6\":[\"copilot/gpt-5.6*\",\"openai/gpt-5.6*\"],\"haiku\":[\"copilot/*haiku*\",\"anthropic/*haiku*\"],\"image-generation\":[\"copilot/gpt-image*\",\"openai/gpt-image*\",\"openai/chatgpt-image*\",\"copilot/gemini-*image*\",\"google/gemini-*image*\",\"gemini/gemini-*image*\",\"google/imagen*\"],\"kimi\":[\"copilot/kimi*\",\"openai/kimi*\"],\"kiwi\":[\"copilot/kiwi*\",\"openai/kiwi*\"],\"large\":[\"fable\",\"sonnet\",\"gpt-5-pro\",\"gpt-5\",\"gemini-pro\"],\"lyria\":[\"google/lyria*\",\"gemini/lyria*\",\"copilot/lyria*\"],\"mai-code\":[\"copilot/MAI-Code*\",\"copilot/mai-code*\",\"openai/MAI-Code*\"],\"mai-code-1-flash-picker\":[\"copilot/MAI-Code-1-Flash-picker*\",\"copilot/mai-code-1-flash-picker*\",\"openai/MAI-Code-1-Flash-picker*\"],\"mini\":[\"haiku\",\"gpt-5-mini\",\"gpt-5-nano\",\"gemini-flash-lite\"],\"nano-banana\":[\"copilot/nano-banana*\",\"google/nano-banana*\",\"gemini/nano-banana*\"],\"opus\":[\"copilot/*opus*\",\"anthropic/*opus*\"],\"opusplan\":[\"opus?effort=high\"],\"raptor-mini\":[\"copilot/raptor*\",\"openai/raptor*\"],\"reasoning\":[\"copilot/o1*\",\"copilot/o3*\",\"copilot/o4*\",\"openai/o1*\",\"openai/o3*\",\"openai/o4*\"],\"robotics\":[\"copilot/*robotics*\",\"google/*robotics*\",\"gemini/*robotics*\"],\"small\":[\"mini\"],\"small-agent\":[\"haiku\",\"gpt-5-mini\",\"gemini-flash\"],\"sonnet\":[\"copilot/*sonnet*\",\"anthropic/*sonnet*\"],\"sonnet-6x\":[\"copilot/*sonnet-4.5*\",\"copilot/*sonnet-4.6*\",\"copilot/*sonnet-5*\",\"copilot/*sonnet-4-5-*\",\"anthropic/*sonnet-4-5-*\",\"copilot/*sonnet-4-6*\",\"anthropic/*sonnet-4-6*\",\"anthropic/*sonnet-5*\"],\"summarization\":[\"haiku\",\"gpt-5-mini\",\"gemini-flash-lite\",\"mini\"],\"veo\":[\"google/veo*\",\"gemini/veo*\"],\"vision\":[\"copilot/gemini-*image*\",\"google/gemini-*image*\",\"gemini/gemini-*image*\",\"copilot/gemini-*flash*\",\"google/gemini-*flash*\",\"gemini/gemini-*flash*\"]}},\"container\":{\"imageTag\":\"0.27.42,squid=sha256:42dfeb649c680a8558cd5423dbc530b653a69413e35ffbe5e71da5d48c94bdf0,agent=sha256:26a8af4e5566485b02f52af59ee03803ae798271a9619d4767e94d07806deb9b,agent-act=sha256:a14ad974484aa518aab83d40f3f141175dfd171d3745e01c092375b970f73a20,api-proxy=sha256:944f2686c9ab9bec338fd14b662461662f77cd12cd0ea8a3e7cb8c0987cd1607,cli-proxy=sha256:da006bf96d2d246dd269d57b233c1798d2ad63d6cd64ca02f7bf71045028781f\"},\"logging\":{\"proxyLogsDir\":\"/tmp/gh-aw/sandbox/firewall/logs\",\"auditDir\":\"/tmp/gh-aw/sandbox/firewall/audit\"}}" > "${RUNNER_TEMP}/gh-aw/awf-config.json"
+ cp "${RUNNER_TEMP}/gh-aw/awf-config.json" /tmp/gh-aw/awf-config.json
+ export GH_AW_MODELS_JSON_PATH="/tmp/gh-aw/models.json"
+ GH_AW_DOCKER_HOST=""
+ if [[ "${DOCKER_HOST:-}" =~ ^tcp:// ]]; then
+ GH_AW_DOCKER_HOST="${DOCKER_HOST}"
+ fi
+ if [[ "${DOCKER_HOST:-}" =~ ^tcp:// ]]; then
+ _GH_AW_CHROOT_JSON=$(jq -c --arg src "${RUNNER_TEMP}/gh-aw" --arg user "$(id -un)" --argjson uid "$(id -u)" --argjson gid "$(id -g)" --arg home "${RUNNER_TEMP}/gh-aw/home" '.chroot={"binariesSourcePath":$src,"identity":{"user":$user,"uid":$uid,"gid":$gid,"home":$home}}' "${RUNNER_TEMP}/gh-aw/awf-config.json") || { echo "chroot config patch failed" >&2; exit 1; }
+ printf '%s\n' "$_GH_AW_CHROOT_JSON" > "${RUNNER_TEMP}/gh-aw/awf-config.json"
+ printf '%s\n' "$_GH_AW_CHROOT_JSON" > "${RUNNER_TEMP}/gh-aw/awf-config.json"
+ fi
+ GH_AW_TOOL_CACHE_MOUNT=""
+ GH_AW_TOOL_CACHE="${RUNNER_TOOL_CACHE:?RUNNER_TOOL_CACHE must be set}"
+ if [ -d "$GH_AW_TOOL_CACHE" ]; then
+ if [[ "$GH_AW_TOOL_CACHE" != /opt/* ]]; then
+ GH_AW_TOOL_CACHE_MOUNT="$GH_AW_TOOL_CACHE:$GH_AW_TOOL_CACHE:ro"
+ fi
+ fi
+ # shellcheck disable=SC1003,SC2016,SC2086
+ awf --config "${RUNNER_TEMP}/gh-aw/awf-config.json" --container-workdir "${GITHUB_WORKSPACE}" --mount "${RUNNER_TEMP}/gh-aw:${RUNNER_TEMP}/gh-aw:ro" --mount "${RUNNER_TEMP}/gh-aw:/host${RUNNER_TEMP}/gh-aw:ro" ${GH_AW_TOOL_CACHE_MOUNT:+--mount "$GH_AW_TOOL_CACHE_MOUNT"} ${GH_AW_DOCKER_HOST:+--docker-host "$GH_AW_DOCKER_HOST"} --env-all --exclude-env COPILOT_GITHUB_TOKEN --log-level info --skip-pull \
+ -- /bin/bash -c 'set +o histexpand; : "${RUNNER_TOOL_CACHE:?RUNNER_TOOL_CACHE must be set}"; GH_AW_TOOL_CACHE="$RUNNER_TOOL_CACHE"; export PATH="$(find "$GH_AW_TOOL_CACHE" -maxdepth 5 -type d -name bin 2>/dev/null | tr '\''\n'\'' '\'':'\'')$PATH"; [ -n "$GOROOT" ] && export PATH="$GOROOT/bin:$PATH" || true; [ -n "$ERLANG_HOME" ] && export PATH="$ERLANG_HOME/bin:$PATH" || true && GH_AW_NODE_EXEC="${GH_AW_NODE_BIN:-}"; if [ -z "$GH_AW_NODE_EXEC" ] || [ ! -x "$GH_AW_NODE_EXEC" ]; then GH_AW_NODE_EXEC="$(command -v node 2>/dev/null || true)"; fi; if [ -z "$GH_AW_NODE_EXEC" ]; then echo "node runtime missing on this runner โ check runtimes.node in workflow YAML" >&2; exit 127; fi; GH_AW_NPM_GLOBAL_ROOT="$(npm root -g 2>/dev/null || true)"; if [ -n "$GH_AW_NPM_GLOBAL_ROOT" ]; then export NODE_PATH="${GH_AW_NPM_GLOBAL_ROOT}${NODE_PATH:+:${NODE_PATH}}"; fi; "$GH_AW_NODE_EXEC" ${RUNNER_TEMP}/gh-aw/actions/copilot_harness.cjs /usr/local/bin/copilot --add-dir /tmp/gh-aw/ --log-level all --log-dir /tmp/gh-aw/sandbox/agent/logs/ --disable-builtin-mcps --no-ask-user --allow-all-tools --add-dir "${GITHUB_WORKSPACE}" --prompt-file /tmp/gh-aw/aw-prompts/prompt.txt' 2>&1 | tee -a /tmp/gh-aw/threat-detection/detection.log
+ env:
+ AWF_REFLECT_ENABLED: 1
+ COPILOT_AGENT_RUNNER_TYPE: STANDALONE
+ COPILOT_DUMMY_BYOK: dummy-byok-key-for-offline-mode
+ COPILOT_GITHUB_TOKEN: ${{ github.token }}
+ COPILOT_MODEL: ${{ vars.GH_AW_MODEL_DETECTION_COPILOT || vars.GH_AW_DEFAULT_MODEL_COPILOT || 'claude-sonnet-5' }}
+ GH_AW_LLM_PROVIDER: github
+ GH_AW_MAX_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_DETECTION_MAX_AI_CREDITS || '400' }}
+ GH_AW_MAX_TURNS: ${{ vars.GH_AW_DEFAULT_MAX_TURNS || '' }}
+ GH_AW_PHASE: detection
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_TIMEOUT_MINUTES: 20
+ GH_AW_VERSION: dev
+ GITHUB_API_URL: ${{ github.api_url }}
+ GITHUB_AW: true
+ GITHUB_COPILOT_INTEGRATION_ID: agentic-workflows
+ 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]
+ RUNNER_TEMP: ${{ runner.temp }}
+ S2STOKENS: true
+ TRACEPARENT: ${{ env.GITHUB_AW_OTEL_TRACE_ID != '' && env.GITHUB_AW_OTEL_PARENT_SPAN_ID != '' && format('00-{0}-{1}-01', env.GITHUB_AW_OTEL_TRACE_ID, env.GITHUB_AW_OTEL_PARENT_SPAN_ID) || '' }}
+ - name: Parse threat detection token usage for step summary
+ id: parse_detection_token_usage
+ if: always()
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_TOKEN_USAGE_SUMMARY_TITLE: Threat Detection Token Usage
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_token_usage.cjs');
+ await main();
+ - name: Upload threat detection log
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ 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()
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ RUN_DETECTION: ${{ steps.detection_guard.outputs.run_detection }}
+ DETECTION_AGENTIC_EXECUTION_OUTCOME: ${{ steps.detection_agentic_execution.outcome }}
+ GH_AW_DETECTION_CONTINUE_ON_ERROR: "true"
+ with:
+ script: |
+ try {
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_threat_detection_results.cjs');
+ await main();
+ } catch (loadErr) {
+ const continueOnError = process.env.GH_AW_DETECTION_CONTINUE_ON_ERROR !== 'false';
+ const detectionExecutionFailed = process.env.DETECTION_AGENTIC_EXECUTION_OUTCOME === 'failure';
+ const msg = 'ERR_SYSTEM: \u274C Unexpected error loading threat detection module: ' + (loadErr && loadErr.message ? loadErr.message : String(loadErr));
+ core.error(msg);
+ core.setOutput('reason', 'parse_error');
+ if (continueOnError && !detectionExecutionFailed) {
+ core.warning('\u26A0\uFE0F ' + msg);
+ core.setOutput('conclusion', 'warning');
+ core.setOutput('success', 'false');
+ } else {
+ core.setOutput('conclusion', 'failure');
+ core.setOutput('success', 'false');
+ core.setFailed(msg);
+ }
+ }
+
+ safe_outputs:
+ needs:
+ - activation
+ - agent
+ - detection
+ if: (!cancelled()) && needs.agent.result != 'skipped' && needs.detection.result == 'success'
+ runs-on: ubuntu-slim
+ permissions:
+ contents: read
+ issues: write
+ timeout-minutes: 45
+ env:
+ GH_AW_AGENT_AIC: ${{ needs.agent.outputs.aic }}
+ GH_AW_AIC: ${{ needs.agent.outputs.aic }}
+ GH_AW_AMBIENT_CONTEXT: ${{ needs.agent.outputs.ambient_context }}
+ GH_AW_CALLER_WORKFLOW_ID: "${{ github.repository }}/daily-spending-forecast"
+ GH_AW_DETECTION_CONCLUSION: ${{ needs.detection.outputs.detection_conclusion }}
+ GH_AW_DETECTION_REASON: ${{ needs.detection.outputs.detection_reason }}
+ GH_AW_EFFECTIVE_TOKENS: ${{ needs.agent.outputs.effective_tokens }}
+ GH_AW_ENGINE_ID: "copilot"
+ GH_AW_ENGINE_MODEL: ${{ needs.agent.outputs.model }}
+ GH_AW_ENGINE_VERSION: "1.0.75"
+ GH_AW_PROJECT_UTC: "-08:00"
+ GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
+ GH_AW_THREAT_DETECTION_AIC: ${{ needs.detection.outputs.aic }}
+ GH_AW_WORKFLOW_EMOJI: "๐"
+ GH_AW_WORKFLOW_ID: "daily-spending-forecast"
+ GH_AW_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/daily-spending-forecast.md"
+ outputs:
+ code_push_failure_count: ${{ steps.process_safe_outputs.outputs.code_push_failure_count }}
+ code_push_failure_errors: ${{ steps.process_safe_outputs.outputs.code_push_failure_errors }}
+ create_discussion_error_count: ${{ steps.process_safe_outputs.outputs.create_discussion_error_count }}
+ create_discussion_errors: ${{ steps.process_safe_outputs.outputs.create_discussion_errors }}
+ created_issue_number: ${{ steps.process_safe_outputs.outputs.created_issue_number }}
+ created_issue_url: ${{ steps.process_safe_outputs.outputs.created_issue_url }}
+ process_safe_outputs_processed_count: ${{ steps.process_safe_outputs.outputs.processed_count }}
+ process_safe_outputs_temporary_id_map: ${{ steps.process_safe_outputs.outputs.temporary_id_map }}
+ steps:
+ - name: Checkout actions folder
+ uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ clean: false
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ trace-id: ${{ needs.activation.outputs.setup-trace-id }}
+ parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
+ env:
+ GH_AW_SETUP_WORKFLOW_NAME: "Daily Spending Forecast"
+ GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/daily-spending-forecast.lock.yml@${{ github.ref }}
+ GH_AW_INFO_VERSION: "1.0.75"
+ GH_AW_INFO_AWF_VERSION: "v0.27.42"
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ - 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" >> "$GITHUB_OUTPUT"
+ - name: Configure GH_HOST for enterprise compatibility
+ id: ghes-host-config
+ shell: bash
+ run: | # zizmor: ignore[github-env] - GITHUB_SERVER_URL is set by GitHub Actions, not user input.
+ # Derive GH_HOST from GITHUB_SERVER_URL so the gh CLI targets the correct
+ # GitHub instance (GHES/GHEC). On github.com this is a harmless no-op.
+ GH_HOST="${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@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_COMMENT_ID: ${{ needs.activation.outputs.comment_id }}
+ GH_AW_ALLOWED_DOMAINS: "api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,api.snapcraft.io,archive.ubuntu.com,azure.archive.ubuntu.com,crl.geotrust.com,crl.globalsign.com,crl.identrust.com,crl.sectigo.com,crl.thawte.com,crl.usertrust.com,crl.verisign.com,crl3.digicert.com,crl4.digicert.com,crls.ssl.com,github.com,host.docker.internal,json-schema.org,json.schemastore.org,keyserver.ubuntu.com,ocsp.digicert.com,ocsp.geotrust.com,ocsp.globalsign.com,ocsp.identrust.com,ocsp.sectigo.com,ocsp.ssl.com,ocsp.thawte.com,ocsp.usertrust.com,ocsp.verisign.com,packagecloud.io,packages.cloud.google.com,packages.microsoft.com,ppa.launchpad.net,raw.githubusercontent.com,registry.npmjs.org,s.symcb.com,s.symcd.com,security.ubuntu.com,telemetry.enterprise.githubcopilot.com,ts-crl.ws.symantec.com,ts-ocsp.ws.symantec.com,www.googleapis.com"
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_API_URL: ${{ github.api_url }}
+ GH_AW_SAFE_OUTPUTS_HANDLER_CONFIG: "{\"create_issue\":{\"close_older_issues\":true,\"expires\":168,\"labels\":[\"agentic-workflows\"],\"max\":1,\"title_prefix\":\"[spending-forecast] \"},\"create_report_incomplete_issue\":{},\"mentions\":{\"enabled\":false},\"missing_data\":{},\"missing_tool\":{},\"noop\":{\"max\":1,\"report-as-issue\":\"true\"},\"report_incomplete\":{}}"
+ 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, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/process_safe_outputs.cjs');
+ await main();
+ - name: Upload Safe Outputs Items
+ if: always()
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: safe-outputs-items
+ path: |
+ /tmp/gh-aw/safe-output-items.jsonl
+ /tmp/gh-aw/temporary-id-map.json
+ /tmp/gh-aw/process-safe-outputs.stdout.log
+ /tmp/gh-aw/process-safe-outputs.stderr.log
+ if-no-files-found: ignore
diff --git a/.github/workflows/daily-spending-forecast.md b/.github/workflows/daily-spending-forecast.md
new file mode 100644
index 00000000000..bdc7932e091
--- /dev/null
+++ b/.github/workflows/daily-spending-forecast.md
@@ -0,0 +1,139 @@
+---
+name: Daily Spending Forecast
+description: Forecasts agentic workflow spending, reviews data quality, and publishes a daily report with charts
+emoji: "๐"
+on:
+ schedule: daily around 9:00
+ workflow_dispatch:
+permissions:
+ contents: read
+ actions: read
+ issues: read
+ copilot-requests: write
+strict: true
+tools:
+ github:
+ mode: gh-proxy
+ agentic-workflows: true
+steps:
+ - name: Build gh-aw from source
+ run: |
+ set -euo pipefail
+ make build
+ "$GITHUB_WORKSPACE/gh-aw" --version
+ - name: Run spending forecast
+ id: spending_forecast
+ continue-on-error: true
+ env:
+ REPOSITORY: ${{ github.repository }}
+ run: |
+ set -uo pipefail
+ output_dir="/tmp/gh-aw/agent/spending-forecast"
+ mkdir -p "$output_dir"
+
+ set +e
+ DEBUG='*' "$GITHUB_WORKSPACE/gh-aw" forecast \
+ --repo "$REPOSITORY" \
+ --days 30 \
+ --period month \
+ --sample 100 \
+ --timeout 30 \
+ --verbose \
+ --json \
+ > >(tee "$output_dir/forecast.json") \
+ 2> >(tee "$output_dir/forecast.stderr.log" >&2)
+ exit_code=$?
+ wait
+ set -e
+
+ {
+ printf 'exit_code=%s\n' "$exit_code"
+ printf 'repository=%s\n' "$REPOSITORY"
+ printf 'generated_at=%s\n' "$(date -u +'%Y-%m-%dT%H:%M:%SZ')"
+ } > "$output_dir/forecast-metadata.txt"
+
+ {
+ echo "===== STDERR ====="
+ cat "$output_dir/forecast.stderr.log"
+ echo
+ echo "===== STDOUT ====="
+ cat "$output_dir/forecast.json"
+ } > "$output_dir/forecast.full.log"
+post-steps:
+ - name: Upload spending forecast logs and report
+ if: always()
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: spending-forecast-${{ github.run_id }}
+ path: /tmp/gh-aw/agent/spending-forecast/
+ retention-days: 30
+ if-no-files-found: warn
+safe-outputs:
+ create-issue:
+ title-prefix: "[spending-forecast] "
+ labels: [agentic-workflows]
+ close-older-issues: true
+ expires: 7d
+ max: 1
+ mentions: false
+ allowed-github-references: []
+timeout-minutes: 45
+sandbox:
+ agent:
+ sudo: false
+---
+
+# Daily Spending Forecast
+
+Analyze the prepared `gh aw forecast` output and publish a daily spending forecast for
+`${{ github.repository }}`.
+
+The complete initial command output is in
+`/tmp/gh-aw/agent/spending-forecast/`:
+
+- `forecast.json` โ machine-readable forecast output
+- `forecast.stderr.log` โ verbose and debug diagnostics
+- `forecast.full.log` โ complete stderr and stdout transcript
+- `forecast-metadata.txt` โ command exit code and collection context
+
+## Analysis
+
+1. Validate that `forecast.json` parses and reconcile its workflow totals, sampled run
+ counts, history windows, run samples, success rates, and P10/P50/P90 projections.
+2. Review the data for inaccuracies. Flag zero or missing AIC values, sparse or stale
+ samples, outliers, inconsistent date windows, implausible run frequencies, missing
+ workflows, and confidence intervals that are too broad to support a reliable budget.
+ Do not invent missing values.
+3. If the prepared output is incomplete or suspicious, either:
+ - rerun `$GITHUB_WORKSPACE/gh-aw forecast` with targeted arguments, including
+ `--eval` when backtesting would clarify accuracy; or
+ - use the `agentic-workflows` MCP server to inspect relevant recent runs and usage
+ artifacts.
+ Preserve any additional command output in the spending forecast directory so it is
+ included in the artifact. Limit follow-up to the evidence needed to resolve or
+ document the discrepancy.
+4. Calculate historical spending from `run_samples[].aic` and clearly distinguish
+ observed spending from projected spending.
+
+## Report
+
+Write the final GitHub-flavored markdown report to
+`/tmp/gh-aw/agent/spending-forecast/report.md`, then create one issue titled
+`Daily spending forecast - YYYY-MM-DD` with the same report body.
+
+Use `###` headings and include:
+
+- a concise executive summary with total observed AIC and weekly/monthly P10, P50, and
+ P90 forecast totals;
+- a compact ASCII spending trend chart and forecast confidence chart in fenced code
+ blocks, each under 80 columns with spaces rather than tabs;
+- a workflow table showing sample count, observed AIC, P50/P95 per-run AIC, projected
+ weekly/monthly AIC, success rate, and confidence range;
+- a visible data-quality and accuracy section that explains every detected discrepancy,
+ the likely forecast impact, and whether follow-up evidence resolved it;
+- assumptions, forecast date, 30-day history window, and a link to
+ `[ยง${{ github.run_id }}](https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }})`.
+
+Wrap verbose per-workflow evidence in `...
`. If the initial
+forecast failed and follow-up cannot recover it, still create an operational report from
+the captured diagnostics rather than presenting fabricated projections.