diff --git a/.github/workflows/agentic-optimization-kit.lock.yml b/.github/workflows/agentic-optimization-kit.lock.yml
new file mode 100644
index 00000000000..161323a085c
--- /dev/null
+++ b/.github/workflows/agentic-optimization-kit.lock.yml
@@ -0,0 +1,1774 @@
+# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"0a102fc3672473b293dd2d3a42eedb3b0690ab801ab90e9672310dd1638fea47","strict":true,"agent_id":"copilot"}
+# gh-aw-manifest: {"version":1,"secrets":["GH_AW_GITHUB_MCP_SERVER_TOKEN","GH_AW_GITHUB_TOKEN","GITHUB_TOKEN"],"actions":[{"repo":"actions/cache/restore","sha":"27d5ce7f107fe9357f9df03efb73ab90386fccae","version":"v5.0.5"},{"repo":"actions/cache/save","sha":"27d5ce7f107fe9357f9df03efb73ab90386fccae","version":"v5.0.5"},{"repo":"actions/checkout","sha":"de0fac2e4500dabe0009e67214ff5f5447ce83dd","version":"v6.0.2"},{"repo":"actions/download-artifact","sha":"3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c","version":"v8.0.1"},{"repo":"actions/github-script","sha":"373c709c69115d41ff229c7e5df9f8788daa9553","version":"v9"},{"repo":"actions/setup-go","sha":"4a3601121dd01d1626a1e23e37211e3254c1c06c","version":"v6.4.0"},{"repo":"actions/setup-node","sha":"48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e","version":"v6.4.0"},{"repo":"actions/setup-python","sha":"a309ff8b426b58ec0e2a45f0f869d46889d02405","version":"v6.2.0"},{"repo":"actions/upload-artifact","sha":"043fb46d1a93c77aae656e7c1c64a875d1fc6a0a","version":"v7.0.1"},{"repo":"astral-sh/setup-uv","sha":"eac588ad8def6316056a12d4907a9d4d84ff7a3b","version":"eac588ad8def6316056a12d4907a9d4d84ff7a3b"},{"repo":"docker/build-push-action","sha":"bcafcacb16a39f128d818304e6c9c0c18556b85f","version":"v7.1.0"},{"repo":"docker/setup-buildx-action","sha":"4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd","version":"v4"}],"containers":[{"image":"ghcr.io/github/gh-aw-firewall/agent:0.25.28","digest":"sha256:a8834e285807654bf680154faa710d43fe4365a0868142f5c20e48c85e137a7a","pinned_image":"ghcr.io/github/gh-aw-firewall/agent:0.25.28@sha256:a8834e285807654bf680154faa710d43fe4365a0868142f5c20e48c85e137a7a"},{"image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.25.28","digest":"sha256:93290f2393752252911bd7c39a047f776c0b53063575e7bde4e304962a9a61cb","pinned_image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.25.28@sha256:93290f2393752252911bd7c39a047f776c0b53063575e7bde4e304962a9a61cb"},{"image":"ghcr.io/github/gh-aw-firewall/squid:0.25.28","digest":"sha256:844c18280f82cd1b06345eb2f4e91966b34185bfc51c9f237c3e022e848fb474","pinned_image":"ghcr.io/github/gh-aw-firewall/squid:0.25.28@sha256:844c18280f82cd1b06345eb2f4e91966b34185bfc51c9f237c3e022e848fb474"},{"image":"ghcr.io/github/gh-aw-mcpg:v0.2.30","digest":"sha256:e950e6d39f003862d33bfb8d4eb93e242d919cf6ca874b90728e5e0ea7434c6f","pinned_image":"ghcr.io/github/gh-aw-mcpg:v0.2.30@sha256:e950e6d39f003862d33bfb8d4eb93e242d919cf6ca874b90728e5e0ea7434c6f"},{"image":"ghcr.io/github/github-mcp-server:v1.0.0","digest":"sha256:d2550953f8050bc5a1c8f80d1678766f66f60bbfbcd953fdeaf661fe4269bd95","pinned_image":"ghcr.io/github/github-mcp-server:v1.0.0@sha256:d2550953f8050bc5a1c8f80d1678766f66f60bbfbcd953fdeaf661fe4269bd95"},{"image":"node:lts-alpine","digest":"sha256:d1b3b4da11eefd5941e7f0b9cf17783fc99d9c6fc34884a665f40a06dbdfc94f","pinned_image":"node:lts-alpine@sha256:d1b3b4da11eefd5941e7f0b9cf17783fc99d9c6fc34884a665f40a06dbdfc94f"}]}
+# ___ _ _
+# / _ \ | | (_)
+# | |_| | __ _ ___ _ __ | |_ _ ___
+# | _ |/ _` |/ _ \ '_ \| __| |/ __|
+# | | | | (_| | __/ | | | |_| | (__
+# \_| |_/\__, |\___|_| |_|\__|_|\___|
+# __/ |
+# _ _ |___/
+# | | | | / _| |
+# | | | | ___ _ __ _ __| |_| | _____ ____
+# | |/\| |/ _ \ '__| |/ /| _| |/ _ \ \ /\ / / ___|
+# \ /\ / (_) | | | | ( | | | | (_) \ V V /\__ \
+# \/ \/ \___/|_| |_|\_\|_| |_|\___/ \_/\_/ |___/
+#
+# This file was automatically generated by gh-aw. DO NOT EDIT.
+#
+# To update this file, edit the corresponding .md file and run:
+# gh aw compile
+# Not all edits will cause changes to this file.
+#
+# For more information: https://github.github.com/gh-aw/introduction/overview/
+#
+# Weekly consolidated kit combining token audit, optimization targeting, and agentic observability into one actionable report with prompt artifacts
+#
+# Resolved workflow manifest:
+# Imports:
+# - copilot-setup-steps.yml
+# - shared/daily-audit-discussion.md
+# - shared/mcp/gh-aw.md
+# - shared/repo-memory-standard.md
+# - shared/reporting.md
+# - shared/trending-charts-simple.md
+#
+# Secrets used:
+# - GH_AW_GITHUB_MCP_SERVER_TOKEN
+# - GH_AW_GITHUB_TOKEN
+# - GITHUB_TOKEN
+#
+# Custom actions used:
+# - actions/cache/restore@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+# - actions/cache/save@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+# - actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+# - actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+# - actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+# - actions/setup-go@4a3601121dd01d1626a1e23e37211e3254c1c06c # v6.4.0
+# - actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
+# - actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+# - actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+# - astral-sh/setup-uv@eac588ad8def6316056a12d4907a9d4d84ff7a3b # eac588ad8def6316056a12d4907a9d4d84ff7a3b
+# - docker/build-push-action@bcafcacb16a39f128d818304e6c9c0c18556b85f # v7.1.0
+# - docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4
+#
+# Container images used:
+# - ghcr.io/github/gh-aw-firewall/agent:0.25.28@sha256:a8834e285807654bf680154faa710d43fe4365a0868142f5c20e48c85e137a7a
+# - ghcr.io/github/gh-aw-firewall/api-proxy:0.25.28@sha256:93290f2393752252911bd7c39a047f776c0b53063575e7bde4e304962a9a61cb
+# - ghcr.io/github/gh-aw-firewall/squid:0.25.28@sha256:844c18280f82cd1b06345eb2f4e91966b34185bfc51c9f237c3e022e848fb474
+# - ghcr.io/github/gh-aw-mcpg:v0.2.30@sha256:e950e6d39f003862d33bfb8d4eb93e242d919cf6ca874b90728e5e0ea7434c6f
+# - ghcr.io/github/github-mcp-server:v1.0.0@sha256:d2550953f8050bc5a1c8f80d1678766f66f60bbfbcd953fdeaf661fe4269bd95
+# - node:lts-alpine@sha256:d1b3b4da11eefd5941e7f0b9cf17783fc99d9c6fc34884a665f40a06dbdfc94f
+
+name: "Agentic Optimization Kit"
+"on":
+ schedule:
+ - cron: "14 21 * * 1"
+ # Friendly format: weekly on monday (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: "Agentic Optimization Kit"
+
+jobs:
+ activation:
+ runs-on: ubuntu-slim
+ permissions:
+ actions: read
+ contents: read
+ outputs:
+ comment_id: ""
+ comment_repo: ""
+ lockdown_check_failed: ${{ steps.generate_aw_info.outputs.lockdown_check_failed == 'true' }}
+ model: ${{ steps.generate_aw_info.outputs.model }}
+ 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@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ - name: Generate agentic run info
+ id: generate_aw_info
+ env:
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ GH_AW_INFO_ENGINE_NAME: "GitHub Copilot CLI"
+ GH_AW_INFO_MODEL: ${{ vars.GH_AW_MODEL_AGENT_COPILOT || 'auto' }}
+ GH_AW_INFO_VERSION: "1.0.21"
+ GH_AW_INFO_AGENT_VERSION: "1.0.21"
+ GH_AW_INFO_WORKFLOW_NAME: "Agentic Optimization Kit"
+ GH_AW_INFO_EXPERIMENTAL: "false"
+ GH_AW_INFO_SUPPORTS_TOOLS_ALLOWLIST: "true"
+ GH_AW_INFO_STAGED: "false"
+ GH_AW_INFO_ALLOWED_DOMAINS: '["defaults","python"]'
+ GH_AW_INFO_FIREWALL_ENABLED: "true"
+ GH_AW_INFO_AWF_VERSION: "v0.25.28"
+ GH_AW_INFO_AWMG_VERSION: ""
+ GH_AW_INFO_FIREWALL_TYPE: "squid"
+ GH_AW_COMPILED_STRICT: "true"
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/generate_aw_info.cjs');
+ await main(core, context);
+ - name: Checkout .github and .agents folders
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ persist-credentials: false
+ sparse-checkout: |
+ .github
+ .agents
+ actions/setup
+ .claude
+ .codex
+ .crush
+ .gemini
+ .opencode
+ sparse-checkout-cone-mode: true
+ fetch-depth: 1
+ - name: Save agent config folders for base branch restoration
+ env:
+ GH_AW_AGENT_FOLDERS: ".agents .claude .codex .crush .gemini .github .opencode"
+ GH_AW_AGENT_FILES: ".crush.json AGENTS.md CLAUDE.md GEMINI.md opencode.jsonc"
+ # poutine:ignore untrusted_checkout_exec
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/save_base_github_folders.sh"
+ - name: Check workflow lock file
+ id: check-lock-file
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ GH_AW_WORKFLOW_FILE: "agentic-optimization-kit.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: Create prompt with built-in context
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_SAFE_OUTPUTS: ${{ runner.temp }}/gh-aw/safeoutputs/outputs.jsonl
+ GH_AW_GITHUB_ACTOR: ${{ github.actor }}
+ GH_AW_GITHUB_EVENT_COMMENT_ID: ${{ github.event.comment.id }}
+ GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER: ${{ github.event.discussion.number }}
+ GH_AW_GITHUB_EVENT_ISSUE_NUMBER: ${{ github.event.issue.number }}
+ GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER: ${{ github.event.pull_request.number }}
+ GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
+ GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
+ GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
+ GH_AW_WIKI_NOTE: ${{ '' }}
+ # poutine:ignore untrusted_checkout_exec
+ run: |
+ bash "${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh"
+ {
+ cat << 'GH_AW_PROMPT_6912aa7363ea802b_EOF'
+
+ GH_AW_PROMPT_6912aa7363ea802b_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/agentic_workflows_guide.md"
+ cat "${RUNNER_TEMP}/gh-aw/prompts/cache_memory_prompt.md"
+ cat "${RUNNER_TEMP}/gh-aw/prompts/repo_memory_prompt.md"
+ cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
+ cat << 'GH_AW_PROMPT_6912aa7363ea802b_EOF'
+
+ Tools: create_issue, create_discussion, upload_asset(max:5), missing_tool, missing_data, noop
+
+ upload_asset: provide a file path; returns a URL; assets are published after the workflow completes (safeoutputs).
+
+ GH_AW_PROMPT_6912aa7363ea802b_EOF
+ cat "${RUNNER_TEMP}/gh-aw/prompts/mcp_cli_tools_prompt.md"
+ cat << 'GH_AW_PROMPT_6912aa7363ea802b_EOF'
+
+ The following GitHub context information is available for this workflow:
+ {{#if __GH_AW_GITHUB_ACTOR__ }}
+ - **actor**: __GH_AW_GITHUB_ACTOR__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_REPOSITORY__ }}
+ - **repository**: __GH_AW_GITHUB_REPOSITORY__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_WORKSPACE__ }}
+ - **workspace**: __GH_AW_GITHUB_WORKSPACE__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_ISSUE_NUMBER__ }}
+ - **issue-number**: #__GH_AW_GITHUB_EVENT_ISSUE_NUMBER__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER__ }}
+ - **discussion-number**: #__GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER__ }}
+ - **pull-request-number**: #__GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_EVENT_COMMENT_ID__ }}
+ - **comment-id**: __GH_AW_GITHUB_EVENT_COMMENT_ID__
+ {{/if}}
+ {{#if __GH_AW_GITHUB_RUN_ID__ }}
+ - **workflow-run-id**: __GH_AW_GITHUB_RUN_ID__
+ {{/if}}
+
+
+ GH_AW_PROMPT_6912aa7363ea802b_EOF
+ cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
+ cat << 'GH_AW_PROMPT_6912aa7363ea802b_EOF'
+
+ {{#runtime-import .github/workflows/shared/mcp/gh-aw.md}}
+ {{#runtime-import .github/workflows/shared/trending-charts-simple.md}}
+ {{#runtime-import .github/workflows/shared/reporting.md}}
+ {{#runtime-import .github/workflows/agentic-optimization-kit.md}}
+ GH_AW_PROMPT_6912aa7363ea802b_EOF
+ } > "$GH_AW_PROMPT"
+ - name: Interpolate variables and render templates
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/interpolate_prompt.cjs');
+ await main();
+ - name: Substitute placeholders
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_ALLOWED_EXTENSIONS: ''
+ GH_AW_CACHE_DESCRIPTION: ''
+ GH_AW_CACHE_DIR: '/tmp/gh-aw/cache-memory/'
+ GH_AW_GITHUB_ACTOR: ${{ github.actor }}
+ GH_AW_GITHUB_EVENT_COMMENT_ID: ${{ github.event.comment.id }}
+ GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER: ${{ github.event.discussion.number }}
+ GH_AW_GITHUB_EVENT_ISSUE_NUMBER: ${{ github.event.issue.number }}
+ GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER: ${{ github.event.pull_request.number }}
+ GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
+ GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
+ GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
+ GH_AW_MCP_CLI_SERVERS_LIST: "- `agenticworkflows` β run `agenticworkflows --help` to see available tools\n- `safeoutputs` β run `safeoutputs --help` to see available tools"
+ GH_AW_MEMORY_BRANCH_NAME: 'memory/token-audit'
+ GH_AW_MEMORY_CONSTRAINTS: "\n\n**Constraints:**\n- **Allowed Files**: Only files matching patterns: *.json, *.jsonl, *.csv, *.md\n- **Max File Size**: 102400 bytes (0.10 MB) per file\n- **Max File Count**: 100 files per commit\n- **Max Patch Size**: 51200 bytes (50 KB) total per push (max: 100 KB)\n"
+ GH_AW_MEMORY_DESCRIPTION: ' Historical daily Copilot token usage snapshots (shared with copilot-token-audit)'
+ GH_AW_MEMORY_DIR: '/tmp/gh-aw/repo-memory/default/'
+ GH_AW_MEMORY_TARGET_REPO: ' of the current repository'
+ GH_AW_WIKI_NOTE: ''
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+
+ const substitutePlaceholders = require('${{ runner.temp }}/gh-aw/actions/substitute_placeholders.cjs');
+
+ // Call the substitution function
+ return await substitutePlaceholders({
+ file: process.env.GH_AW_PROMPT,
+ substitutions: {
+ GH_AW_ALLOWED_EXTENSIONS: process.env.GH_AW_ALLOWED_EXTENSIONS,
+ GH_AW_CACHE_DESCRIPTION: process.env.GH_AW_CACHE_DESCRIPTION,
+ GH_AW_CACHE_DIR: process.env.GH_AW_CACHE_DIR,
+ GH_AW_GITHUB_ACTOR: process.env.GH_AW_GITHUB_ACTOR,
+ GH_AW_GITHUB_EVENT_COMMENT_ID: process.env.GH_AW_GITHUB_EVENT_COMMENT_ID,
+ GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER: process.env.GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER,
+ GH_AW_GITHUB_EVENT_ISSUE_NUMBER: process.env.GH_AW_GITHUB_EVENT_ISSUE_NUMBER,
+ GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER: process.env.GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER,
+ GH_AW_GITHUB_REPOSITORY: process.env.GH_AW_GITHUB_REPOSITORY,
+ GH_AW_GITHUB_RUN_ID: process.env.GH_AW_GITHUB_RUN_ID,
+ GH_AW_GITHUB_WORKSPACE: process.env.GH_AW_GITHUB_WORKSPACE,
+ GH_AW_MCP_CLI_SERVERS_LIST: process.env.GH_AW_MCP_CLI_SERVERS_LIST,
+ GH_AW_MEMORY_BRANCH_NAME: process.env.GH_AW_MEMORY_BRANCH_NAME,
+ GH_AW_MEMORY_CONSTRAINTS: process.env.GH_AW_MEMORY_CONSTRAINTS,
+ GH_AW_MEMORY_DESCRIPTION: process.env.GH_AW_MEMORY_DESCRIPTION,
+ GH_AW_MEMORY_DIR: process.env.GH_AW_MEMORY_DIR,
+ GH_AW_MEMORY_TARGET_REPO: process.env.GH_AW_MEMORY_TARGET_REPO,
+ GH_AW_WIKI_NOTE: process.env.GH_AW_WIKI_NOTE
+ }
+ });
+ - name: Validate prompt placeholders
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ # poutine:ignore untrusted_checkout_exec
+ run: bash "${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 "${RUNNER_TEMP}/gh-aw/actions/print_prompt_summary.sh"
+ - name: Upload activation artifact
+ if: success()
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: activation
+ path: |
+ /tmp/gh-aw/aw_info.json
+ /tmp/gh-aw/aw-prompts/prompt.txt
+ /tmp/gh-aw/github_rate_limits.jsonl
+ /tmp/gh-aw/base
+ if-no-files-found: ignore
+ retention-days: 1
+
+ agent:
+ needs: activation
+ runs-on: ubuntu-latest
+ permissions:
+ actions: read
+ contents: read
+ copilot-requests: write
+ discussions: read
+ issues: read
+ pull-requests: read
+ concurrency:
+ group: "gh-aw-copilot-${{ github.workflow }}"
+ env:
+ DEFAULT_BRANCH: ${{ github.event.repository.default_branch }}
+ GH_AW_ASSETS_ALLOWED_EXTS: ".png,.jpg,.jpeg,.svg"
+ GH_AW_ASSETS_BRANCH: "assets/${{ github.workflow }}"
+ GH_AW_ASSETS_MAX_SIZE_KB: 10240
+ GH_AW_MCP_LOG_DIR: /tmp/gh-aw/mcp-logs/safeoutputs
+ GH_AW_WORKFLOW_ID_SANITIZED: agenticoptimizationkit
+ outputs:
+ agentic_engine_timeout: ${{ steps.detect-copilot-errors.outputs.agentic_engine_timeout || 'false' }}
+ checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
+ effective_tokens: ${{ steps.parse-mcp-gateway.outputs.effective_tokens }}
+ has_patch: ${{ steps.collect_output.outputs.has_patch }}
+ inference_access_error: ${{ steps.detect-copilot-errors.outputs.inference_access_error || 'false' }}
+ mcp_policy_error: ${{ steps.detect-copilot-errors.outputs.mcp_policy_error || 'false' }}
+ model: ${{ needs.activation.outputs.model }}
+ model_not_supported_error: ${{ steps.detect-copilot-errors.outputs.model_not_supported_error || 'false' }}
+ output: ${{ steps.collect_output.outputs.output }}
+ output_types: ${{ steps.collect_output.outputs.output_types }}
+ setup-trace-id: ${{ steps.setup.outputs.trace-id }}
+ steps:
+ - name: Checkout actions folder
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ trace-id: ${{ needs.activation.outputs.setup-trace-id }}
+ - name: Set runtime paths
+ id: set-runtime-paths
+ run: |
+ {
+ echo "GH_AW_SAFE_OUTPUTS=${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"
+ } >> "$GITHUB_OUTPUT"
+ - name: Checkout repository
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ persist-credentials: false
+ - name: Setup Go for CLI build
+ uses: actions/setup-go@4a3601121dd01d1626a1e23e37211e3254c1c06c # v6.4.0
+ with:
+ go-version-file: go.mod
+ cache: true
+ - name: Build gh-aw CLI
+ run: |
+ echo "Building gh-aw CLI for linux/amd64..."
+ mkdir -p dist
+ VERSION=$(git describe --tags --always --dirty)
+ CGO_ENABLED=0 GOOS=linux GOARCH=amd64 go build \
+ -ldflags "-s -w -X main.version=${VERSION}" \
+ -o dist/gh-aw-linux-amd64 \
+ ./cmd/gh-aw
+ # Copy binary to root for direct execution in user-defined steps
+ cp dist/gh-aw-linux-amd64 ./gh-aw
+ chmod +x ./gh-aw
+ echo "β Built gh-aw CLI successfully"
+ - name: Setup Docker Buildx
+ uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4
+ - name: Build gh-aw Docker image
+ uses: docker/build-push-action@bcafcacb16a39f128d818304e6c9c0c18556b85f # v7.1.0
+ with:
+ context: .
+ platforms: linux/amd64
+ push: false
+ load: true
+ tags: localhost/gh-aw:dev
+ build-args: |
+ BINARY=dist/gh-aw-linux-amd64
+ - name: Setup Go
+ uses: actions/setup-go@4a3601121dd01d1626a1e23e37211e3254c1c06c # v6.4.0
+ with:
+ go-version: '1.25'
+ cache: false
+ - name: Capture GOROOT for AWF chroot mode
+ run: echo "GOROOT=$(go env GOROOT)" >> "$GITHUB_ENV"
+ - name: Setup Node.js
+ uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
+ with:
+ node-version: '24'
+ cache: 'npm'
+ cache-dependency-path: 'actions/setup/js/package-lock.json'
+ package-manager-cache: false
+ - name: Setup Python
+ uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+ with:
+ python-version: '3.12'
+ - name: Create gh-aw temp directory
+ run: bash "${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: Install gh-aw extension
+ run: curl -fsSL https://raw.githubusercontent.com/github/gh-aw/refs/heads/main/install-gh-aw.sh | bash
+ - name: Install npm dependencies
+ run: cd actions/setup/js && npm ci
+ - name: Install development dependencies
+ run: make deps-dev
+ - name: Build code
+ run: make build
+ - env:
+ GH_TOKEN: ${{ github.token }}
+ name: Recompile workflows
+ run: make recompile || true
+ - name: Setup uv
+ uses: astral-sh/setup-uv@eac588ad8def6316056a12d4907a9d4d84ff7a3b # eac588ad8def6316056a12d4907a9d4d84ff7a3b
+ - name: Install Go language server (gopls)
+ run: go install golang.org/x/tools/gopls@latest
+ - name: Install TypeScript language server
+ run: npm install -g typescript-language-server typescript
+ - env:
+ GH_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ name: Install gh-aw extension
+ run: "# Install gh-aw if not already available\nif ! gh aw --version >/dev/null 2>&1; then\n echo \"Installing gh-aw extension...\"\n curl -fsSL https://raw.githubusercontent.com/github/gh-aw/refs/heads/main/install-gh-aw.sh | bash\nfi\ngh aw --version\n# Copy the gh-aw binary to ${RUNNER_TEMP}/gh-aw for MCP server containerization\nmkdir -p \"${RUNNER_TEMP}/gh-aw\"\nGH_AW_BIN=$(which gh-aw 2>/dev/null || find ~/.local/share/gh/extensions/gh-aw -name 'gh-aw' -type f 2>/dev/null | head -1)\nif [ -n \"$GH_AW_BIN\" ] && [ -f \"$GH_AW_BIN\" ]; then\n cp \"$GH_AW_BIN\" \"${RUNNER_TEMP}/gh-aw/gh-aw\"\n chmod +x \"${RUNNER_TEMP}/gh-aw/gh-aw\"\n echo \"Copied gh-aw binary to ${RUNNER_TEMP}/gh-aw/gh-aw\"\nelse\n echo \"::error::Failed to find gh-aw binary for MCP server\"\n exit 1\nfi\n"
+ - name: Setup Python environment
+ run: "mkdir -p /tmp/gh-aw/python/{data,charts,artifacts}\n# Create a virtual environment for proper package isolation (avoids --break-system-packages)\nif [ ! -d /tmp/gh-aw/venv ]; then\n python3 -m venv /tmp/gh-aw/venv\nfi\necho \"/tmp/gh-aw/venv/bin\" >> \"$GITHUB_PATH\"\n/tmp/gh-aw/venv/bin/pip install --quiet numpy pandas matplotlib seaborn scipy\n"
+ - if: always()
+ name: Upload source files and data
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ if-no-files-found: warn
+ name: trending-source-and-data
+ path: |
+ /tmp/gh-aw/python/*.py
+ /tmp/gh-aw/python/data/*
+ retention-days: 30
+ - env:
+ GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+ name: Download Copilot workflow logs
+ run: "set -euo pipefail\nmkdir -p /tmp/gh-aw/token-audit\n\necho \"π₯ Downloading Copilot workflow logs (last 7 days, up to 500 runs)...\"\n\nLOGS_EXIT=0\ngh aw logs \\\n --engine copilot \\\n --start-date -7d \\\n --json \\\n -c 500 \\\n > /tmp/gh-aw/token-audit/all-runs.json || LOGS_EXIT=$?\n\nif [ -s /tmp/gh-aw/token-audit/all-runs.json ]; then\n TOTAL=$(jq '.runs | length' /tmp/gh-aw/token-audit/all-runs.json)\n echo \"β
Downloaded $TOTAL Copilot workflow runs\"\n if [ \"$LOGS_EXIT\" -ne 0 ]; then\n echo \"β οΈ gh aw logs exited with code $LOGS_EXIT (partial results β likely API rate limit)\"\n fi\nelse\n echo \"β No log data downloaded (exit code $LOGS_EXIT)\"\n echo '{\"runs\":[],\"summary\":{}}' > /tmp/gh-aw/token-audit/all-runs.json\nfi\n"
+ - name: Pre-aggregate top workflows by token usage
+ run: "set -euo pipefail\nmkdir -p /tmp/gh-aw/token-audit\n\njq '{\n generated_at: (now | todateiso8601),\n window_days: 7,\n top_workflows: (\n [.runs[]\n | select(.status == \"completed\")\n | {\n workflow_name: .workflow_name,\n tokens: (.token_usage // 0),\n effective_tokens: (.effective_tokens // 0),\n cost: (.estimated_cost // 0),\n turns: (.turns // 0),\n action_minutes: (.action_minutes // 0),\n error_count: (.error_count // 0),\n warning_count: (.warning_count // 0)\n }\n ]\n | sort_by(.workflow_name)\n | group_by(.workflow_name)\n | map({\n workflow_name: .[0].workflow_name,\n run_count: length,\n total_tokens: (map(.tokens) | add // 0),\n avg_tokens: ((map(.tokens) | add // 0) / length),\n total_effective_tokens: (map(.effective_tokens) | add // 0),\n total_cost: (map(.cost) | add // 0),\n avg_cost: ((map(.cost) | add // 0) / length),\n total_turns: (map(.turns) | add // 0),\n avg_turns: ((map(.turns) | add // 0) / length),\n total_action_minutes: (map(.action_minutes) | add // 0),\n total_errors: (map(.error_count) | add // 0),\n total_warnings: (map(.warning_count) | add // 0)\n })\n | sort_by(.total_tokens)\n | reverse\n | .[:10]\n )\n}' /tmp/gh-aw/token-audit/all-runs.json > /tmp/gh-aw/token-audit/top-workflows.json\n\necho \"β
Pre-aggregated top workflows\"\njq '.top_workflows[] | \"\\(.workflow_name): \\(.total_tokens) tokens\"' -r /tmp/gh-aw/token-audit/top-workflows.json\n"
+ - name: Load optimization history from repo-memory
+ run: "set -euo pipefail\n\nOPT_LOG=\"/tmp/gh-aw/repo-memory/default/optimization-log.json\"\nROLLING=\"/tmp/gh-aw/repo-memory/default/rolling-summary.json\"\n\nif [ -f \"$OPT_LOG\" ]; then\n echo \"β
Previous optimizations:\"\n jq -r '.[] | \"\\(.date): \\(.workflow_name)\"' \"$OPT_LOG\" | tail -10\nelse\n echo \"βΉοΈ No previous optimization history found.\"\nfi\n\nif [ -f \"$ROLLING\" ]; then\n echo \"β
Rolling summary entries: $(jq 'length' \"$ROLLING\")\"\nelse\n echo \"βΉοΈ No rolling summary found.\"\nfi\n"
+
+ # Cache memory file share configuration from frontmatter processed below
+ - name: Create cache-memory directory
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/create_cache_memory_dir.sh"
+ - name: Restore cache-memory file share data
+ uses: actions/cache/restore@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+ with:
+ key: memory-none-nopolicy-trending-data-${{ env.GH_AW_WORKFLOW_ID_SANITIZED }}-${{ github.run_id }}
+ path: /tmp/gh-aw/cache-memory
+ restore-keys: |
+ memory-none-nopolicy-trending-data-${{ env.GH_AW_WORKFLOW_ID_SANITIZED }}-
+ - name: Setup cache-memory git repository
+ env:
+ GH_AW_CACHE_DIR: /tmp/gh-aw/cache-memory
+ GH_AW_MIN_INTEGRITY: none
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/setup_cache_memory_git.sh"
+ # Repo memory git-based storage configuration from frontmatter processed below
+ - name: Clone repo-memory branch (default)
+ env:
+ GH_TOKEN: ${{ github.token }}
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ BRANCH_NAME: memory/token-audit
+ TARGET_REPO: ${{ github.repository }}
+ MEMORY_DIR: /tmp/gh-aw/repo-memory/default
+ CREATE_ORPHAN: true
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/clone_repo_memory_branch.sh"
+ - name: Configure Git credentials
+ env:
+ REPO_NAME: ${{ github.repository }}
+ SERVER_URL: ${{ github.server_url }}
+ GITHUB_TOKEN: ${{ github.token }}
+ run: |
+ git config --global user.email "github-actions[bot]@users.noreply.github.com"
+ git config --global user.name "github-actions[bot]"
+ git config --global am.keepcr true
+ # Re-authenticate git with GitHub token
+ SERVER_URL_STRIPPED="${SERVER_URL#https://}"
+ git remote set-url origin "https://x-access-token:${GITHUB_TOKEN}@${SERVER_URL_STRIPPED}/${REPO_NAME}.git"
+ echo "Git configured with standard GitHub Actions identity"
+ - name: Checkout PR branch
+ id: checkout-pr
+ if: |
+ github.event.pull_request || github.event.issue.pull_request
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ 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" 1.0.21
+ env:
+ GH_HOST: github.com
+ - name: Install AWF binary
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh" v0.25.28
+ - name: Determine automatic lockdown mode for GitHub MCP Server
+ id: determine-automatic-lockdown
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # 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: Download container images
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/download_docker_images.sh" ghcr.io/github/gh-aw-firewall/agent:0.25.28@sha256:a8834e285807654bf680154faa710d43fe4365a0868142f5c20e48c85e137a7a ghcr.io/github/gh-aw-firewall/api-proxy:0.25.28@sha256:93290f2393752252911bd7c39a047f776c0b53063575e7bde4e304962a9a61cb ghcr.io/github/gh-aw-firewall/squid:0.25.28@sha256:844c18280f82cd1b06345eb2f4e91966b34185bfc51c9f237c3e022e848fb474 ghcr.io/github/gh-aw-mcpg:v0.2.30@sha256:e950e6d39f003862d33bfb8d4eb93e242d919cf6ca874b90728e5e0ea7434c6f ghcr.io/github/github-mcp-server:v1.0.0@sha256:d2550953f8050bc5a1c8f80d1678766f66f60bbfbcd953fdeaf661fe4269bd95 node:lts-alpine@sha256:d1b3b4da11eefd5941e7f0b9cf17783fc99d9c6fc34884a665f40a06dbdfc94f
+ - name: Write Safe Outputs Config
+ env:
+ GITHUB_WORKFLOW: ${{ github.workflow }}
+ run: |
+ mkdir -p "${RUNNER_TEMP}/gh-aw/safeoutputs"
+ mkdir -p /tmp/gh-aw/safeoutputs
+ mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
+ cat > "${RUNNER_TEMP}/gh-aw/safeoutputs/config.json" << GH_AW_SAFE_OUTPUTS_CONFIG_b890f297bb6a0791_EOF
+ {"create_discussion":{"category":"audits","close_older_discussions":true,"expires":168,"fallback_to_issue":true,"max":1,"title_prefix":"[agentic-optimization-kit] "},"create_issue":{"close_older_issues":true,"labels":["agentics","warning","observability"],"max":1,"title_prefix":"[agentic-optimization escalation] "},"create_report_incomplete_issue":{},"mentions":{"enabled":false},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"false"},"push_repo_memory":{"memories":[{"dir":"/tmp/gh-aw/repo-memory/default","id":"default","max_file_count":100,"max_file_size":102400,"max_patch_size":51200}]},"report_incomplete":{},"upload_asset":{"allowed-exts":[".png",".jpg",".jpeg",".svg"],"branch":"assets/${GITHUB_WORKFLOW}","max":5,"max-size":10240}}
+ GH_AW_SAFE_OUTPUTS_CONFIG_b890f297bb6a0791_EOF
+ - name: Write Safe Outputs Tools
+ env:
+ GH_AW_TOOLS_META_JSON: |
+ {
+ "description_suffixes": {
+ "create_discussion": " CONSTRAINTS: Maximum 1 discussion(s) can be created. Title will be prefixed with \"[agentic-optimization-kit] \". Discussions will be created in category \"audits\".",
+ "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Title will be prefixed with \"[agentic-optimization escalation] \". Labels [\"agentics\" \"warning\" \"observability\"] will be automatically added.",
+ "upload_asset": " CONSTRAINTS: Maximum 5 asset(s) can be uploaded. Maximum file size: 10240KB. Allowed file extensions: [.png .jpg .jpeg .svg]."
+ },
+ "repo_params": {},
+ "dynamic_tools": []
+ }
+ GH_AW_VALIDATION_JSON: |
+ {
+ "create_discussion": {
+ "defaultMax": 1,
+ "fields": {
+ "body": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 65000
+ },
+ "category": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 128
+ },
+ "repo": {
+ "type": "string",
+ "maxLength": 256
+ },
+ "title": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 128
+ }
+ }
+ },
+ "create_issue": {
+ "defaultMax": 1,
+ "fields": {
+ "body": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 65000
+ },
+ "labels": {
+ "type": "array",
+ "itemType": "string",
+ "itemSanitize": true,
+ "itemMaxLength": 128
+ },
+ "parent": {
+ "issueOrPRNumber": true
+ },
+ "repo": {
+ "type": "string",
+ "maxLength": 256
+ },
+ "temporary_id": {
+ "type": "string"
+ },
+ "title": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 128
+ }
+ }
+ },
+ "missing_data": {
+ "defaultMax": 20,
+ "fields": {
+ "alternatives": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 256
+ },
+ "context": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 256
+ },
+ "data_type": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 128
+ },
+ "reason": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 256
+ }
+ }
+ },
+ "missing_tool": {
+ "defaultMax": 20,
+ "fields": {
+ "alternatives": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 512
+ },
+ "reason": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 256
+ },
+ "tool": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 128
+ }
+ }
+ },
+ "noop": {
+ "defaultMax": 1,
+ "fields": {
+ "message": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 65000
+ }
+ }
+ },
+ "report_incomplete": {
+ "defaultMax": 5,
+ "fields": {
+ "details": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 65000
+ },
+ "reason": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 1024
+ }
+ }
+ },
+ "upload_asset": {
+ "defaultMax": 10,
+ "fields": {
+ "path": {
+ "required": true,
+ "type": "string"
+ }
+ }
+ }
+ }
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ 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: Generate Safe Outputs MCP Server Config
+ id: safe-outputs-config
+ run: |
+ # Generate a secure random API key (360 bits of entropy, 40+ chars)
+ # Mask immediately to prevent timing vulnerabilities
+ API_KEY=$(openssl rand -base64 45 | tr -d '/+=')
+ echo "::add-mask::${API_KEY}"
+
+ PORT=3001
+
+ # Set outputs for next steps
+ {
+ echo "safe_outputs_api_key=${API_KEY}"
+ echo "safe_outputs_port=${PORT}"
+ } >> "$GITHUB_OUTPUT"
+
+ echo "Safe Outputs MCP server will run on port ${PORT}"
+
+ - name: Start Safe Outputs MCP HTTP Server
+ id: safe-outputs-start
+ env:
+ DEBUG: '*'
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ GH_AW_SAFE_OUTPUTS_PORT: ${{ steps.safe-outputs-config.outputs.safe_outputs_port }}
+ GH_AW_SAFE_OUTPUTS_API_KEY: ${{ steps.safe-outputs-config.outputs.safe_outputs_api_key }}
+ GH_AW_SAFE_OUTPUTS_TOOLS_PATH: ${{ runner.temp }}/gh-aw/safeoutputs/tools.json
+ GH_AW_SAFE_OUTPUTS_CONFIG_PATH: ${{ runner.temp }}/gh-aw/safeoutputs/config.json
+ GH_AW_MCP_LOG_DIR: /tmp/gh-aw/mcp-logs/safeoutputs
+ run: |
+ # Environment variables are set above to prevent template injection
+ export DEBUG
+ export GH_AW_SAFE_OUTPUTS
+ export GH_AW_SAFE_OUTPUTS_PORT
+ export GH_AW_SAFE_OUTPUTS_API_KEY
+ export GH_AW_SAFE_OUTPUTS_TOOLS_PATH
+ export GH_AW_SAFE_OUTPUTS_CONFIG_PATH
+ export GH_AW_MCP_LOG_DIR
+
+ bash "${RUNNER_TEMP}/gh-aw/actions/start_safe_outputs_server.sh"
+
+ - name: Start MCP Gateway
+ id: start-mcp-gateway
+ env:
+ GH_AW_ASSETS_ALLOWED_EXTS: ${{ env.GH_AW_ASSETS_ALLOWED_EXTS }}
+ GH_AW_ASSETS_BRANCH: ${{ env.GH_AW_ASSETS_BRANCH }}
+ GH_AW_ASSETS_MAX_SIZE_KB: ${{ env.GH_AW_ASSETS_MAX_SIZE_KB }}
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ GH_AW_SAFE_OUTPUTS_API_KEY: ${{ steps.safe-outputs-start.outputs.api_key }}
+ GH_AW_SAFE_OUTPUTS_PORT: ${{ steps.safe-outputs-start.outputs.port }}
+ GITHUB_MCP_GUARD_MIN_INTEGRITY: ${{ steps.determine-automatic-lockdown.outputs.min_integrity }}
+ GITHUB_MCP_GUARD_REPOS: ${{ steps.determine-automatic-lockdown.outputs.repos }}
+ GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ 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="host.docker.internal"
+ MCP_GATEWAY_API_KEY=$(openssl rand -base64 45 | tr -d '/+=')
+ echo "::add-mask::${MCP_GATEWAY_API_KEY}"
+ export MCP_GATEWAY_API_KEY
+ export MCP_GATEWAY_PAYLOAD_DIR="/tmp/gh-aw/mcp-payloads"
+ mkdir -p "${MCP_GATEWAY_PAYLOAD_DIR}"
+ export MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD="524288"
+ export DEBUG="*"
+
+ export GH_AW_ENGINE="copilot"
+ export GH_AW_MCP_CLI_SERVERS='["agenticworkflows"]'
+ echo 'GH_AW_MCP_CLI_SERVERS=["agenticworkflows"]' >> "$GITHUB_ENV"
+ MCP_GATEWAY_UID=$(id -u 2>/dev/null || echo '0')
+ MCP_GATEWAY_GID=$(id -g 2>/dev/null || echo '0')
+ DOCKER_SOCK_GID=$(stat -c '%g' /var/run/docker.sock 2>/dev/null || echo '0')
+ export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host --add-host host.docker.internal:127.0.0.1 --user '"${MCP_GATEWAY_UID}"':'"${MCP_GATEWAY_GID}"' --group-add '"${DOCKER_SOCK_GID}"' -v /var/run/docker.sock:/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.2.30'
+
+ mkdir -p /home/runner/.copilot
+ GH_AW_NODE=$(which node 2>/dev/null || command -v node 2>/dev/null || echo node)
+ cat << GH_AW_MCP_CONFIG_9e5bb9b77259f73e_EOF | "$GH_AW_NODE" "${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.cjs"
+ {
+ "mcpServers": {
+ "agenticworkflows": {
+ "type": "stdio",
+ "container": "localhost/gh-aw:dev",
+ "mounts": ["\${GITHUB_WORKSPACE}:\${GITHUB_WORKSPACE}:rw", "/tmp/gh-aw:/tmp/gh-aw:rw"],
+ "args": ["--network", "host", "-w", "\${GITHUB_WORKSPACE}"],
+ "env": {
+ "DEBUG": "*",
+ "GITHUB_TOKEN": "\${GITHUB_TOKEN}",
+ "GITHUB_ACTOR": "\${GITHUB_ACTOR}",
+ "GITHUB_REPOSITORY": "\${GITHUB_REPOSITORY}"
+ },
+ "guard-policies": {
+ "write-sink": {
+ "accept": [
+ "*"
+ ]
+ }
+ }
+ },
+ "github": {
+ "type": "stdio",
+ "container": "ghcr.io/github/github-mcp-server:v1.0.0",
+ "env": {
+ "GITHUB_HOST": "\${GITHUB_SERVER_URL}",
+ "GITHUB_PERSONAL_ACCESS_TOKEN": "\${GITHUB_MCP_SERVER_TOKEN}",
+ "GITHUB_READ_ONLY": "1",
+ "GITHUB_TOOLSETS": "context,repos,issues,pull_requests,discussions"
+ },
+ "guard-policies": {
+ "allow-only": {
+ "min-integrity": "$GITHUB_MCP_GUARD_MIN_INTEGRITY",
+ "repos": "$GITHUB_MCP_GUARD_REPOS"
+ }
+ }
+ },
+ "safeoutputs": {
+ "type": "http",
+ "url": "http://host.docker.internal:$GH_AW_SAFE_OUTPUTS_PORT",
+ "headers": {
+ "Authorization": "\${GH_AW_SAFE_OUTPUTS_API_KEY}"
+ },
+ "guard-policies": {
+ "write-sink": {
+ "accept": [
+ "*"
+ ]
+ }
+ }
+ }
+ },
+ "gateway": {
+ "port": $MCP_GATEWAY_PORT,
+ "domain": "${MCP_GATEWAY_DOMAIN}",
+ "apiKey": "${MCP_GATEWAY_API_KEY}",
+ "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
+ }
+ }
+ GH_AW_MCP_CONFIG_9e5bb9b77259f73e_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: ${{ steps.start-mcp-gateway.outputs.gateway-port }}
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/mount_mcp_as_cli.cjs');
+ await main();
+ - name: Download activation artifact
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: activation
+ path: /tmp/gh-aw
+ - name: Restore agent config folders from base branch
+ if: steps.checkout-pr.outcome == 'success'
+ env:
+ GH_AW_AGENT_FOLDERS: ".agents .claude .codex .crush .gemini .github .opencode"
+ GH_AW_AGENT_FILES: ".crush.json AGENTS.md CLAUDE.md GEMINI.md opencode.jsonc"
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_base_github_folders.sh"
+ - name: Clean git credentials
+ continue-on-error: true
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/clean_git_credentials.sh"
+ - name: Execute GitHub Copilot CLI
+ id: agentic_execution
+ # Copilot CLI tool arguments (sorted):
+ timeout-minutes: 35
+ run: |
+ set -o pipefail
+ touch /tmp/gh-aw/agent-step-summary.md
+ GH_AW_NODE_BIN=$(command -v node 2>/dev/null || true)
+ export GH_AW_NODE_BIN
+ (umask 177 && touch /tmp/gh-aw/agent-stdio.log)
+ # shellcheck disable=SC1003
+ sudo -E awf --container-workdir "${GITHUB_WORKSPACE}" --mount "${RUNNER_TEMP}/gh-aw:${RUNNER_TEMP}/gh-aw:ro" --mount "${RUNNER_TEMP}/gh-aw:/host${RUNNER_TEMP}/gh-aw:ro" --env-all --exclude-env COPILOT_GITHUB_TOKEN --exclude-env GITHUB_MCP_SERVER_TOKEN --exclude-env MCP_GATEWAY_API_KEY --allow-domains '*.pythonhosted.org,anaconda.org,api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,api.snapcraft.io,archive.ubuntu.com,azure.archive.ubuntu.com,binstar.org,bootstrap.pypa.io,conda.anaconda.org,conda.binstar.org,crl.geotrust.com,crl.globalsign.com,crl.identrust.com,crl.sectigo.com,crl.thawte.com,crl.usertrust.com,crl.verisign.com,crl3.digicert.com,crl4.digicert.com,crls.ssl.com,files.pythonhosted.org,github.com,host.docker.internal,json-schema.org,json.schemastore.org,keyserver.ubuntu.com,ocsp.digicert.com,ocsp.geotrust.com,ocsp.globalsign.com,ocsp.identrust.com,ocsp.sectigo.com,ocsp.ssl.com,ocsp.thawte.com,ocsp.usertrust.com,ocsp.verisign.com,packagecloud.io,packages.cloud.google.com,packages.microsoft.com,pip.pypa.io,ppa.launchpad.net,pypi.org,pypi.python.org,raw.githubusercontent.com,registry.npmjs.org,repo.anaconda.com,repo.continuum.io,s.symcb.com,s.symcd.com,security.ubuntu.com,telemetry.enterprise.githubcopilot.com,ts-crl.ws.symantec.com,ts-ocsp.ws.symantec.com,www.googleapis.com' --log-level info --proxy-logs-dir /tmp/gh-aw/sandbox/firewall/logs --audit-dir /tmp/gh-aw/sandbox/firewall/audit --enable-host-access --allow-host-ports 80,443,8080 --image-tag 0.25.28,squid=sha256:844c18280f82cd1b06345eb2f4e91966b34185bfc51c9f237c3e022e848fb474,agent=sha256:a8834e285807654bf680154faa710d43fe4365a0868142f5c20e48c85e137a7a,api-proxy=sha256:93290f2393752252911bd7c39a047f776c0b53063575e7bde4e304962a9a61cb,cli-proxy=sha256:fdf310e4678ce58d248c466b89399e9680a3003038fd19322c388559016aaac7 --skip-pull --enable-api-proxy \
+ -- /bin/bash -c 'export PATH="${RUNNER_TEMP}/gh-aw/mcp-cli/bin:$PATH" && GH_AW_NODE_EXEC="${GH_AW_NODE_BIN:-}"; if [ -z "$GH_AW_NODE_EXEC" ] || [ ! -x "$GH_AW_NODE_EXEC" ]; then GH_AW_NODE_EXEC="$(command -v node 2>/dev/null || echo node)"; fi; "$GH_AW_NODE_EXEC" ${RUNNER_TEMP}/gh-aw/actions/copilot_driver.cjs /usr/local/bin/copilot --add-dir /tmp/gh-aw/ --log-level all --log-dir /tmp/gh-aw/sandbox/agent/logs/ --disable-builtin-mcps --no-ask-user --allow-all-tools --add-dir /tmp/gh-aw/cache-memory/ --allow-all-paths --add-dir "${GITHUB_WORKSPACE}" --prompt-file /tmp/gh-aw/aw-prompts/prompt.txt' 2>&1 | tee -a /tmp/gh-aw/agent-stdio.log
+ env:
+ COPILOT_AGENT_RUNNER_TYPE: STANDALONE
+ COPILOT_API_KEY: dummy-byok-key-for-offline-mode
+ COPILOT_GITHUB_TOKEN: ${{ github.token }}
+ COPILOT_MODEL: ${{ vars.GH_AW_MODEL_AGENT_COPILOT || 'claude-sonnet-4.6' }}
+ GH_AW_ASSETS_ALLOWED_EXTS: ".png,.jpg,.jpeg,.svg"
+ GH_AW_ASSETS_BRANCH: "assets/${{ github.workflow }}"
+ GH_AW_ASSETS_MAX_SIZE_KB: 10240
+ GH_AW_MCP_CONFIG: /home/runner/.copilot/mcp-config.json
+ GH_AW_PHASE: agent
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ GH_AW_VERSION: dev
+ GITHUB_API_URL: ${{ github.api_url }}
+ GITHUB_AW: true
+ GITHUB_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: ${{ github.workspace }}
+ GIT_AUTHOR_EMAIL: github-actions[bot]@users.noreply.github.com
+ GIT_AUTHOR_NAME: github-actions[bot]
+ GIT_COMMITTER_EMAIL: github-actions[bot]@users.noreply.github.com
+ GIT_COMMITTER_NAME: github-actions[bot]
+ S2STOKENS: true
+ XDG_CONFIG_HOME: /home/runner
+ - name: Detect Copilot errors
+ id: detect-copilot-errors
+ if: always()
+ continue-on-error: true
+ run: node "${RUNNER_TEMP}/gh-aw/actions/detect_copilot_errors.cjs"
+ - name: Configure Git credentials
+ env:
+ REPO_NAME: ${{ github.repository }}
+ SERVER_URL: ${{ github.server_url }}
+ GITHUB_TOKEN: ${{ github.token }}
+ run: |
+ git config --global user.email "github-actions[bot]@users.noreply.github.com"
+ git config --global user.name "github-actions[bot]"
+ git config --global am.keepcr true
+ # Re-authenticate git with GitHub token
+ SERVER_URL_STRIPPED="${SERVER_URL#https://}"
+ git remote set-url origin "https://x-access-token:${GITHUB_TOKEN}@${SERVER_URL_STRIPPED}/${REPO_NAME}.git"
+ echo "Git configured with standard GitHub Actions identity"
+ - name: Copy Copilot session state files to logs
+ if: always()
+ continue-on-error: true
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/copy_copilot_session_state.sh"
+ - name: Stop MCP Gateway
+ if: always()
+ continue-on-error: true
+ env:
+ MCP_GATEWAY_PORT: ${{ steps.start-mcp-gateway.outputs.gateway-port }}
+ MCP_GATEWAY_API_KEY: ${{ steps.start-mcp-gateway.outputs.gateway-api-key }}
+ GATEWAY_PID: ${{ steps.start-mcp-gateway.outputs.gateway-pid }}
+ run: |
+ bash "${RUNNER_TEMP}/gh-aw/actions/stop_mcp_gateway.sh" "$GATEWAY_PID"
+ - name: Redact secrets in logs
+ if: always()
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ with:
+ script: |
+ const { setupGlobals } = require('${{ 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@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ GH_AW_ALLOWED_DOMAINS: "*.pythonhosted.org,anaconda.org,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,binstar.org,bootstrap.pypa.io,conda.anaconda.org,conda.binstar.org,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,files.pythonhosted.org,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,pip.pypa.io,ppa.launchpad.net,pypi.org,pypi.python.org,raw.githubusercontent.com,registry.npmjs.org,repo.anaconda.com,repo.continuum.io,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('${{ runner.temp }}/gh-aw/actions/collect_ndjson_output.cjs');
+ await main();
+ - name: Parse agent logs for step summary
+ if: always()
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ GH_AW_AGENT_OUTPUT: /tmp/gh-aw/sandbox/agent/logs/
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_copilot_log.cjs');
+ await main();
+ - name: Parse MCP Gateway logs for step summary
+ if: always()
+ id: parse-mcp-gateway
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_mcp_gateway_log.cjs');
+ await main();
+ - name: Print firewall logs
+ if: always()
+ continue-on-error: true
+ env:
+ AWF_LOGS_DIR: /tmp/gh-aw/sandbox/firewall/logs
+ run: |
+ # Fix permissions on firewall logs/audit dirs so they can be uploaded as artifacts
+ # AWF runs with sudo, creating files owned by root
+ sudo chmod -R a+r /tmp/gh-aw/sandbox/firewall 2>/dev/null || true
+ # Only run awf logs summary if awf command exists (it may not be installed if workflow failed before install step)
+ if command -v awf &> /dev/null; then
+ awf logs summary | tee -a "$GITHUB_STEP_SUMMARY"
+ else
+ echo 'AWF binary not installed, skipping firewall log summary'
+ fi
+ - name: Parse token usage for step summary
+ if: always()
+ continue-on-error: true
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ 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: 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
+ # Upload repo memory as artifacts for push job
+ - name: Upload repo-memory artifact (default)
+ if: always()
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: repo-memory-default
+ path: /tmp/gh-aw/repo-memory/default
+ retention-days: 1
+ if-no-files-found: ignore
+ - name: Commit cache-memory changes
+ if: always()
+ env:
+ GH_AW_CACHE_DIR: /tmp/gh-aw/cache-memory
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/commit_cache_memory_git.sh"
+ - name: Upload cache-memory data as artifact
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ if: always()
+ with:
+ name: cache-memory
+ path: /tmp/gh-aw/cache-memory
+ # Upload safe-outputs assets for upload_assets job
+ - name: Upload Safe Outputs Assets
+ if: always()
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: safe-outputs-assets
+ path: /tmp/gh-aw/safeoutputs/assets/
+ retention-days: 1
+ if-no-files-found: ignore
+ - 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/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/sandbox/firewall/logs/
+ /tmp/gh-aw/sandbox/firewall/audit/
+ if-no-files-found: ignore
+
+ conclusion:
+ needs:
+ - activation
+ - agent
+ - detection
+ - push_repo_memory
+ - safe_outputs
+ - update_cache_memory
+ - upload_assets
+ if: >
+ always() && (needs.agent.result != 'skipped' || needs.activation.outputs.lockdown_check_failed == 'true' ||
+ needs.activation.outputs.stale_lock_file_failed == 'true')
+ runs-on: ubuntu-slim
+ permissions:
+ contents: read
+ discussions: write
+ issues: write
+ concurrency:
+ group: "gh-aw-conclusion-agentic-optimization-kit"
+ cancel-in-progress: false
+ 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@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ trace-id: ${{ needs.activation.outputs.setup-trace-id }}
+ - name: Download agent output artifact
+ id: download-agent-output
+ continue-on-error: true
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: agent
+ path: /tmp/gh-aw/
+ - name: Setup agent output environment variable
+ id: setup-agent-output-env
+ if: steps.download-agent-output.outcome == 'success'
+ run: |
+ mkdir -p /tmp/gh-aw/
+ find "/tmp/gh-aw/" -type f -print
+ echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
+ - name: Process no-op messages
+ id: noop
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_NOOP_MAX: "1"
+ GH_AW_WORKFLOW_NAME: "Agentic Optimization Kit"
+ GH_AW_TRACKER_ID: "agentic-optimization-kit"
+ 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: "false"
+ 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@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_WORKFLOW_NAME: "Agentic Optimization Kit"
+ GH_AW_TRACKER_ID: "agentic-optimization-kit"
+ 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@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ 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: "Agentic Optimization Kit"
+ GH_AW_TRACKER_ID: "agentic-optimization-kit"
+ 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@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ 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: "Agentic Optimization Kit"
+ GH_AW_TRACKER_ID: "agentic-optimization-kit"
+ 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@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_WORKFLOW_NAME: "Agentic Optimization Kit"
+ GH_AW_TRACKER_ID: "agentic-optimization-kit"
+ 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: "agentic-optimization-kit"
+ 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_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_CREATE_DISCUSSION_ERRORS: ${{ needs.safe_outputs.outputs.create_discussion_errors }}
+ GH_AW_CREATE_DISCUSSION_ERROR_COUNT: ${{ needs.safe_outputs.outputs.create_discussion_error_count }}
+ GH_AW_LOCKDOWN_CHECK_FAILED: ${{ needs.activation.outputs.lockdown_check_failed }}
+ GH_AW_STALE_LOCK_FILE_FAILED: ${{ needs.activation.outputs.stale_lock_file_failed }}
+ GH_AW_PUSH_REPO_MEMORY_RESULT: ${{ needs.push_repo_memory.result }}
+ GH_AW_REPO_MEMORY_VALIDATION_FAILED_default: ${{ needs.push_repo_memory.outputs.validation_failed_default }}
+ GH_AW_REPO_MEMORY_VALIDATION_ERROR_default: ${{ needs.push_repo_memory.outputs.validation_error_default }}
+ GH_AW_REPO_MEMORY_PATCH_SIZE_EXCEEDED_default: ${{ needs.push_repo_memory.outputs.patch_size_exceeded_default }}
+ GH_AW_GROUP_REPORTS: "false"
+ GH_AW_FAILURE_REPORT_AS_ISSUE: "true"
+ GH_AW_TIMEOUT_MINUTES: "35"
+ 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' && (needs.agent.outputs.output_types != '' || needs.agent.outputs.has_patch == 'true')
+ runs-on: ubuntu-latest
+ permissions:
+ contents: read
+ copilot-requests: write
+ outputs:
+ detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
+ detection_reason: ${{ steps.detection_conclusion.outputs.reason }}
+ detection_success: ${{ steps.detection_conclusion.outputs.success }}
+ steps:
+ - name: Checkout actions folder
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ trace-id: ${{ needs.activation.outputs.setup-trace-id }}
+ - name: Download agent output artifact
+ id: download-agent-output
+ continue-on-error: true
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: agent
+ path: /tmp/gh-aw/
+ - name: Setup agent output environment variable
+ id: setup-agent-output-env
+ if: steps.download-agent-output.outcome == 'success'
+ run: |
+ mkdir -p /tmp/gh-aw/
+ find "/tmp/gh-aw/" -type f -print
+ echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
+ - name: Checkout repository for patch context
+ if: needs.agent.outputs.has_patch == 'true'
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ persist-credentials: false
+ # --- Threat Detection ---
+ - name: 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:0.25.28@sha256:a8834e285807654bf680154faa710d43fe4365a0868142f5c20e48c85e137a7a ghcr.io/github/gh-aw-firewall/api-proxy:0.25.28@sha256:93290f2393752252911bd7c39a047f776c0b53063575e7bde4e304962a9a61cb ghcr.io/github/gh-aw-firewall/squid:0.25.28@sha256:844c18280f82cd1b06345eb2f4e91966b34185bfc51c9f237c3e022e848fb474
+ - name: Check if detection needed
+ id: detection_guard
+ if: always()
+ env:
+ OUTPUT_TYPES: ${{ needs.agent.outputs.output_types }}
+ HAS_PATCH: ${{ needs.agent.outputs.has_patch }}
+ run: |
+ if [[ -n "$OUTPUT_TYPES" || "$HAS_PATCH" == "true" ]]; then
+ echo "run_detection=true" >> "$GITHUB_OUTPUT"
+ echo "Detection will run: output_types=$OUTPUT_TYPES, has_patch=$HAS_PATCH"
+ else
+ echo "run_detection=false" >> "$GITHUB_OUTPUT"
+ echo "Detection skipped: no agent outputs or patches to analyze"
+ fi
+ - name: Clear MCP configuration for detection
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ run: |
+ rm -f "${RUNNER_TEMP}/gh-aw/mcp-config/mcp-servers.json"
+ rm -f /home/runner/.copilot/mcp-config.json
+ rm -f "$GITHUB_WORKSPACE/.gemini/settings.json"
+ - name: Prepare threat detection files
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ run: |
+ mkdir -p /tmp/gh-aw/threat-detection/aw-prompts
+ cp /tmp/gh-aw/aw-prompts/prompt.txt /tmp/gh-aw/threat-detection/aw-prompts/prompt.txt 2>/dev/null || true
+ cp /tmp/gh-aw/agent_output.json /tmp/gh-aw/threat-detection/agent_output.json 2>/dev/null || true
+ for f in /tmp/gh-aw/aw-*.patch; do
+ [ -f "$f" ] && cp "$f" /tmp/gh-aw/threat-detection/ 2>/dev/null || true
+ done
+ for f in /tmp/gh-aw/aw-*.bundle; do
+ [ -f "$f" ] && cp "$f" /tmp/gh-aw/threat-detection/ 2>/dev/null || true
+ done
+ echo "Prepared threat detection files:"
+ ls -la /tmp/gh-aw/threat-detection/ 2>/dev/null || true
+ - name: Setup threat detection
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ WORKFLOW_NAME: "Agentic Optimization Kit"
+ WORKFLOW_DESCRIPTION: "Weekly consolidated kit combining token audit, optimization targeting, and agentic observability into one actionable report with prompt artifacts"
+ 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('${{ runner.temp }}/gh-aw/actions/setup_threat_detection.cjs');
+ await main();
+ - name: Ensure threat-detection directory and log
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ run: |
+ mkdir -p /tmp/gh-aw/threat-detection
+ touch /tmp/gh-aw/threat-detection/detection.log
+ - name: Install GitHub Copilot CLI
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/install_copilot_cli.sh" 1.0.21
+ env:
+ GH_HOST: github.com
+ - name: Install AWF binary
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh" v0.25.28
+ - name: Execute GitHub Copilot CLI
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ id: detection_agentic_execution
+ # Copilot CLI tool arguments (sorted):
+ timeout-minutes: 20
+ run: |
+ set -o pipefail
+ touch /tmp/gh-aw/agent-step-summary.md
+ GH_AW_NODE_BIN=$(command -v node 2>/dev/null || true)
+ export GH_AW_NODE_BIN
+ (umask 177 && touch /tmp/gh-aw/threat-detection/detection.log)
+ # shellcheck disable=SC1003
+ sudo -E awf --container-workdir "${GITHUB_WORKSPACE}" --mount "${RUNNER_TEMP}/gh-aw:${RUNNER_TEMP}/gh-aw:ro" --mount "${RUNNER_TEMP}/gh-aw:/host${RUNNER_TEMP}/gh-aw:ro" --env-all --exclude-env COPILOT_GITHUB_TOKEN --allow-domains api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,github.com,host.docker.internal,telemetry.enterprise.githubcopilot.com --log-level info --proxy-logs-dir /tmp/gh-aw/sandbox/firewall/logs --audit-dir /tmp/gh-aw/sandbox/firewall/audit --enable-host-access --allow-host-ports 80,443,8080 --image-tag 0.25.28,squid=sha256:844c18280f82cd1b06345eb2f4e91966b34185bfc51c9f237c3e022e848fb474,agent=sha256:a8834e285807654bf680154faa710d43fe4365a0868142f5c20e48c85e137a7a,api-proxy=sha256:93290f2393752252911bd7c39a047f776c0b53063575e7bde4e304962a9a61cb,cli-proxy=sha256:fdf310e4678ce58d248c466b89399e9680a3003038fd19322c388559016aaac7 --skip-pull --enable-api-proxy \
+ -- /bin/bash -c 'GH_AW_NODE_EXEC="${GH_AW_NODE_BIN:-}"; if [ -z "$GH_AW_NODE_EXEC" ] || [ ! -x "$GH_AW_NODE_EXEC" ]; then GH_AW_NODE_EXEC="$(command -v node 2>/dev/null || echo node)"; fi; "$GH_AW_NODE_EXEC" ${RUNNER_TEMP}/gh-aw/actions/copilot_driver.cjs /usr/local/bin/copilot --add-dir /tmp/gh-aw/ --log-level all --log-dir /tmp/gh-aw/sandbox/agent/logs/ --disable-builtin-mcps --no-ask-user --allow-all-tools --add-dir "${GITHUB_WORKSPACE}" --prompt-file /tmp/gh-aw/aw-prompts/prompt.txt' 2>&1 | tee -a /tmp/gh-aw/threat-detection/detection.log
+ env:
+ COPILOT_AGENT_RUNNER_TYPE: STANDALONE
+ COPILOT_API_KEY: dummy-byok-key-for-offline-mode
+ COPILOT_GITHUB_TOKEN: ${{ github.token }}
+ COPILOT_MODEL: ${{ vars.GH_AW_MODEL_DETECTION_COPILOT || 'claude-sonnet-4.6' }}
+ GH_AW_PHASE: detection
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_VERSION: dev
+ GITHUB_API_URL: ${{ github.api_url }}
+ GITHUB_AW: true
+ GITHUB_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]
+ S2STOKENS: true
+ XDG_CONFIG_HOME: /home/runner
+ - name: Upload threat detection log
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ uses: actions/upload-artifact@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()
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ RUN_DETECTION: ${{ steps.detection_guard.outputs.run_detection }}
+ GH_AW_DETECTION_CONTINUE_ON_ERROR: "true"
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_threat_detection_results.cjs');
+ await main();
+
+ push_repo_memory:
+ needs:
+ - activation
+ - agent
+ - detection
+ if: >
+ always() && (!cancelled()) && (needs.detection.result == 'success' || needs.detection.result == 'skipped') &&
+ needs.agent.result != 'skipped'
+ runs-on: ubuntu-slim
+ permissions:
+ contents: write
+ concurrency:
+ group: "push-repo-memory-${{ github.repository }}|memory/token-audit"
+ cancel-in-progress: false
+ outputs:
+ patch_size_exceeded_default: ${{ steps.push_repo_memory_default.outputs.patch_size_exceeded }}
+ validation_error_default: ${{ steps.push_repo_memory_default.outputs.validation_error }}
+ validation_failed_default: ${{ steps.push_repo_memory_default.outputs.validation_failed }}
+ steps:
+ - name: Checkout actions folder
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ trace-id: ${{ needs.activation.outputs.setup-trace-id }}
+ - name: Checkout repository
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ persist-credentials: false
+ sparse-checkout: .
+ - name: Configure Git credentials
+ env:
+ REPO_NAME: ${{ github.repository }}
+ SERVER_URL: ${{ github.server_url }}
+ GITHUB_TOKEN: ${{ github.token }}
+ run: |
+ git config --global user.email "github-actions[bot]@users.noreply.github.com"
+ git config --global user.name "github-actions[bot]"
+ git config --global am.keepcr true
+ # Re-authenticate git with GitHub token
+ SERVER_URL_STRIPPED="${SERVER_URL#https://}"
+ git remote set-url origin "https://x-access-token:${GITHUB_TOKEN}@${SERVER_URL_STRIPPED}/${REPO_NAME}.git"
+ echo "Git configured with standard GitHub Actions identity"
+ - name: Download repo-memory artifact (default)
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ continue-on-error: true
+ with:
+ name: repo-memory-default
+ path: /tmp/gh-aw/repo-memory/default
+ - name: Push repo-memory changes (default)
+ id: push_repo_memory_default
+ if: always()
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ GH_TOKEN: ${{ github.token }}
+ GITHUB_RUN_ID: ${{ github.run_id }}
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ ARTIFACT_DIR: /tmp/gh-aw/repo-memory/default
+ MEMORY_ID: default
+ TARGET_REPO: ${{ github.repository }}
+ BRANCH_NAME: memory/token-audit
+ MAX_FILE_SIZE: 102400
+ MAX_FILE_COUNT: 100
+ MAX_PATCH_SIZE: 51200
+ ALLOWED_EXTENSIONS: '[]'
+ FILE_GLOB_FILTER: "*.json *.jsonl *.csv *.md"
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/push_repo_memory.cjs');
+ await main();
+ - name: Restore actions folder
+ if: always()
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions/setup
+ sparse-checkout-cone-mode: true
+ persist-credentials: false
+
+ safe_outputs:
+ needs:
+ - activation
+ - agent
+ - detection
+ if: (!cancelled()) && needs.agent.result != 'skipped' && needs.detection.result == 'success'
+ runs-on: ubuntu-slim
+ permissions:
+ contents: read
+ discussions: write
+ issues: write
+ concurrency:
+ group: "agentic-optimization-kit-safe-outputs"
+ cancel-in-progress: false
+ timeout-minutes: 15
+ env:
+ GH_AW_CALLER_WORKFLOW_ID: "${{ github.repository }}/agentic-optimization-kit"
+ 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: "1.0.21"
+ GH_AW_TRACKER_ID: "agentic-optimization-kit"
+ GH_AW_WORKFLOW_ID: "agentic-optimization-kit"
+ GH_AW_WORKFLOW_NAME: "Agentic Optimization Kit"
+ outputs:
+ code_push_failure_count: ${{ steps.process_safe_outputs.outputs.code_push_failure_count }}
+ code_push_failure_errors: ${{ steps.process_safe_outputs.outputs.code_push_failure_errors }}
+ create_discussion_error_count: ${{ steps.process_safe_outputs.outputs.create_discussion_error_count }}
+ create_discussion_errors: ${{ steps.process_safe_outputs.outputs.create_discussion_errors }}
+ created_issue_number: ${{ steps.process_safe_outputs.outputs.created_issue_number }}
+ created_issue_url: ${{ steps.process_safe_outputs.outputs.created_issue_url }}
+ process_safe_outputs_processed_count: ${{ steps.process_safe_outputs.outputs.processed_count }}
+ process_safe_outputs_temporary_id_map: ${{ steps.process_safe_outputs.outputs.temporary_id_map }}
+ steps:
+ - name: Checkout actions folder
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ trace-id: ${{ needs.activation.outputs.setup-trace-id }}
+ - name: Download agent output artifact
+ id: download-agent-output
+ continue-on-error: true
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: agent
+ path: /tmp/gh-aw/
+ - name: Setup agent output environment variable
+ id: setup-agent-output-env
+ if: steps.download-agent-output.outcome == 'success'
+ run: |
+ mkdir -p /tmp/gh-aw/
+ find "/tmp/gh-aw/" -type f -print
+ echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
+ - name: Configure GH_HOST for enterprise compatibility
+ id: ghes-host-config
+ shell: bash
+ run: |
+ # Derive GH_HOST from GITHUB_SERVER_URL so the gh CLI targets the correct
+ # GitHub instance (GHES/GHEC). On github.com this is a harmless no-op.
+ GH_HOST="${GITHUB_SERVER_URL#https://}"
+ GH_HOST="${GH_HOST#http://}"
+ echo "GH_HOST=${GH_HOST}" >> "$GITHUB_ENV"
+ - name: Process Safe Outputs
+ id: process_safe_outputs
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_ALLOWED_DOMAINS: "*.pythonhosted.org,anaconda.org,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,binstar.org,bootstrap.pypa.io,conda.anaconda.org,conda.binstar.org,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,files.pythonhosted.org,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,pip.pypa.io,ppa.launchpad.net,pypi.org,pypi.python.org,raw.githubusercontent.com,registry.npmjs.org,repo.anaconda.com,repo.continuum.io,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: ${{ github.api_url }}
+ GH_AW_SAFE_OUTPUTS_HANDLER_CONFIG: "{\"create_discussion\":{\"category\":\"audits\",\"close_older_discussions\":true,\"expires\":168,\"fallback_to_issue\":true,\"max\":1,\"title_prefix\":\"[agentic-optimization-kit] \"},\"create_issue\":{\"close_older_issues\":true,\"labels\":[\"agentics\",\"warning\",\"observability\"],\"max\":1,\"title_prefix\":\"[agentic-optimization escalation] \"},\"create_report_incomplete_issue\":{},\"missing_data\":{},\"missing_tool\":{},\"noop\":{\"max\":1,\"report-as-issue\":\"false\"},\"report_incomplete\":{},\"upload_asset\":{\"allowed-exts\":[\".png\",\".jpg\",\".jpeg\",\".svg\"],\"branch\":\"assets/${{ github.workflow }}\",\"max\":5,\"max-size\":10240}}"
+ 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/safe_output_handler_manager.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
+ if-no-files-found: ignore
+
+ update_cache_memory:
+ needs:
+ - activation
+ - agent
+ - detection
+ if: >
+ always() && (needs.detection.result == 'success' || needs.detection.result == 'skipped') &&
+ needs.agent.result == 'success'
+ runs-on: ubuntu-slim
+ permissions:
+ contents: read
+ env:
+ GH_AW_WORKFLOW_ID_SANITIZED: agenticoptimizationkit
+ steps:
+ - name: Checkout actions folder
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ trace-id: ${{ needs.activation.outputs.setup-trace-id }}
+ - name: Download cache-memory artifact (default)
+ id: download_cache_default
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ continue-on-error: true
+ with:
+ name: cache-memory
+ path: /tmp/gh-aw/cache-memory
+ - name: Check if cache-memory folder has content (default)
+ id: check_cache_default
+ shell: bash
+ run: |
+ if [ -d "/tmp/gh-aw/cache-memory" ] && [ "$(ls -A /tmp/gh-aw/cache-memory 2>/dev/null)" ]; then
+ echo "has_content=true" >> "$GITHUB_OUTPUT"
+ else
+ echo "has_content=false" >> "$GITHUB_OUTPUT"
+ fi
+ - name: Save cache-memory to cache (default)
+ if: steps.check_cache_default.outputs.has_content == 'true'
+ uses: actions/cache/save@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+ with:
+ key: memory-none-nopolicy-trending-data-${{ env.GH_AW_WORKFLOW_ID_SANITIZED }}-${{ github.run_id }}
+ path: /tmp/gh-aw/cache-memory
+
+ upload_assets:
+ needs:
+ - activation
+ - agent
+ if: (!cancelled()) && needs.agent.result != 'skipped' && contains(needs.agent.outputs.output_types, 'upload_asset')
+ runs-on: ubuntu-slim
+ permissions:
+ contents: write
+ timeout-minutes: 10
+ outputs:
+ branch_name: ${{ steps.upload_assets.outputs.branch_name }}
+ published_count: ${{ steps.upload_assets.outputs.published_count }}
+ steps:
+ - name: Checkout actions folder
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions
+ persist-credentials: false
+ - name: Setup Scripts
+ id: setup
+ uses: ./actions/setup
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ trace-id: ${{ needs.activation.outputs.setup-trace-id }}
+ - name: Checkout repository
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ persist-credentials: false
+ fetch-depth: 0
+ - name: Configure Git credentials
+ env:
+ REPO_NAME: ${{ github.repository }}
+ SERVER_URL: ${{ github.server_url }}
+ GITHUB_TOKEN: ${{ github.token }}
+ run: |
+ git config --global user.email "github-actions[bot]@users.noreply.github.com"
+ git config --global user.name "github-actions[bot]"
+ git config --global am.keepcr true
+ # Re-authenticate git with GitHub token
+ SERVER_URL_STRIPPED="${SERVER_URL#https://}"
+ git remote set-url origin "https://x-access-token:${GITHUB_TOKEN}@${SERVER_URL_STRIPPED}/${REPO_NAME}.git"
+ echo "Git configured with standard GitHub Actions identity"
+ - name: Download assets
+ continue-on-error: true
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: safe-outputs-assets
+ path: /tmp/gh-aw/safeoutputs/assets/
+ - name: List downloaded asset files
+ continue-on-error: true
+ run: |
+ echo "Downloaded asset files:"
+ find /tmp/gh-aw/safeoutputs/assets/ -maxdepth 1 -ls
+ - name: Download agent output artifact
+ id: download-agent-output
+ continue-on-error: true
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: agent
+ path: /tmp/gh-aw/
+ - name: Setup agent output environment variable
+ id: setup-agent-output-env
+ if: steps.download-agent-output.outcome == 'success'
+ run: |
+ mkdir -p /tmp/gh-aw/
+ find "/tmp/gh-aw/" -type f -print
+ echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
+ - name: Push assets
+ id: upload_assets
+ uses: actions/github-script@373c709c69115d41ff229c7e5df9f8788daa9553 # v9
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_ASSETS_BRANCH: "assets/${{ github.workflow }}"
+ GH_AW_ASSETS_MAX_SIZE_KB: 10240
+ GH_AW_ASSETS_ALLOWED_EXTS: ".png,.jpg,.jpeg,.svg"
+ GH_AW_WORKFLOW_NAME: "Agentic Optimization Kit"
+ GH_AW_TRACKER_ID: "agentic-optimization-kit"
+ GH_AW_ENGINE_ID: "copilot"
+ GH_AW_ENGINE_VERSION: "1.0.21"
+ GH_AW_ENGINE_MODEL: ${{ needs.agent.outputs.model }}
+ 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/upload_assets.cjs');
+ await main();
+ - name: Restore actions folder
+ if: always()
+ uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+ with:
+ repository: github/gh-aw
+ sparse-checkout: |
+ actions/setup
+ sparse-checkout-cone-mode: true
+ persist-credentials: false
+
diff --git a/.github/workflows/agentic-optimization-kit.md b/.github/workflows/agentic-optimization-kit.md
new file mode 100644
index 00000000000..5ddd5811285
--- /dev/null
+++ b/.github/workflows/agentic-optimization-kit.md
@@ -0,0 +1,436 @@
+---
+description: Weekly consolidated kit combining token audit, optimization targeting, and agentic observability into one actionable report with prompt artifacts
+on:
+ schedule: weekly on monday
+ workflow_dispatch:
+permissions:
+ contents: read
+ actions: read
+ issues: read
+ pull-requests: read
+ discussions: read
+tracker-id: agentic-optimization-kit
+engine: copilot
+strict: true
+tools:
+ mount-as-clis: true
+ agentic-workflows:
+ github:
+ toolsets: [default, discussions]
+ bash:
+ - "*"
+safe-outputs:
+ mentions: false
+ allowed-github-references: []
+ concurrency-group: "agentic-optimization-kit-safe-outputs"
+ create-issue:
+ title-prefix: "[agentic-optimization escalation] "
+ labels: [agentics, warning, observability]
+ close-older-issues: true
+ max: 1
+ noop:
+ report-as-issue: false
+timeout-minutes: 35
+imports:
+ - uses: shared/daily-audit-discussion.md
+ with:
+ title-prefix: "[agentic-optimization-kit] "
+ expires: 7d
+ - uses: shared/repo-memory-standard.md
+ with:
+ branch-name: "memory/token-audit"
+ description: "Historical daily Copilot token usage snapshots (shared with copilot-token-audit)"
+ max-patch-size: 51200
+ - copilot-setup-steps.yml
+ - uses: shared/mcp/gh-aw.md
+ - shared/trending-charts-simple.md
+ - shared/reporting.md
+features:
+ mcp-cli: true
+ copilot-requests: true
+steps:
+ - name: Download Copilot workflow logs
+ env:
+ GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+ run: |
+ set -euo pipefail
+ mkdir -p /tmp/gh-aw/token-audit
+
+ echo "π₯ Downloading Copilot workflow logs (last 7 days, up to 500 runs)..."
+
+ LOGS_EXIT=0
+ gh aw logs \
+ --engine copilot \
+ --start-date -7d \
+ --json \
+ -c 500 \
+ > /tmp/gh-aw/token-audit/all-runs.json || LOGS_EXIT=$?
+
+ if [ -s /tmp/gh-aw/token-audit/all-runs.json ]; then
+ TOTAL=$(jq '.runs | length' /tmp/gh-aw/token-audit/all-runs.json)
+ echo "β
Downloaded $TOTAL Copilot workflow runs"
+ if [ "$LOGS_EXIT" -ne 0 ]; then
+ echo "β οΈ gh aw logs exited with code $LOGS_EXIT (partial results β likely API rate limit)"
+ fi
+ else
+ echo "β No log data downloaded (exit code $LOGS_EXIT)"
+ echo '{"runs":[],"summary":{}}' > /tmp/gh-aw/token-audit/all-runs.json
+ fi
+
+ - name: Pre-aggregate top workflows by token usage
+ run: |
+ set -euo pipefail
+ mkdir -p /tmp/gh-aw/token-audit
+
+ jq '{
+ generated_at: (now | todateiso8601),
+ window_days: 7,
+ top_workflows: (
+ [.runs[]
+ | select(.status == "completed")
+ | {
+ workflow_name: .workflow_name,
+ tokens: (.token_usage // 0),
+ effective_tokens: (.effective_tokens // 0),
+ cost: (.estimated_cost // 0),
+ turns: (.turns // 0),
+ action_minutes: (.action_minutes // 0),
+ error_count: (.error_count // 0),
+ warning_count: (.warning_count // 0)
+ }
+ ]
+ | sort_by(.workflow_name)
+ | group_by(.workflow_name)
+ | map({
+ workflow_name: .[0].workflow_name,
+ run_count: length,
+ total_tokens: (map(.tokens) | add // 0),
+ avg_tokens: ((map(.tokens) | add // 0) / length),
+ total_effective_tokens: (map(.effective_tokens) | add // 0),
+ total_cost: (map(.cost) | add // 0),
+ avg_cost: ((map(.cost) | add // 0) / length),
+ total_turns: (map(.turns) | add // 0),
+ avg_turns: ((map(.turns) | add // 0) / length),
+ total_action_minutes: (map(.action_minutes) | add // 0),
+ total_errors: (map(.error_count) | add // 0),
+ total_warnings: (map(.warning_count) | add // 0)
+ })
+ | sort_by(.total_tokens)
+ | reverse
+ | .[:10]
+ )
+ }' /tmp/gh-aw/token-audit/all-runs.json > /tmp/gh-aw/token-audit/top-workflows.json
+
+ echo "β
Pre-aggregated top workflows"
+ jq '.top_workflows[] | "\(.workflow_name): \(.total_tokens) tokens"' -r /tmp/gh-aw/token-audit/top-workflows.json
+
+ - name: Load optimization history from repo-memory
+ run: |
+ set -euo pipefail
+
+ OPT_LOG="/tmp/gh-aw/repo-memory/default/optimization-log.json"
+ ROLLING="/tmp/gh-aw/repo-memory/default/rolling-summary.json"
+
+ if [ -f "$OPT_LOG" ]; then
+ echo "β
Previous optimizations:"
+ jq -r '.[] | "\(.date): \(.workflow_name)"' "$OPT_LOG" | tail -10
+ else
+ echo "βΉοΈ No previous optimization history found."
+ fi
+
+ if [ -f "$ROLLING" ]; then
+ echo "β
Rolling summary entries: $(jq 'length' "$ROLLING")"
+ else
+ echo "βΉοΈ No rolling summary found."
+ fi
+---
+
+{{#runtime-import? .github/shared-instructions.md}}
+
+# Agentic Optimization Kit
+
+You are the Agentic Optimization Kit β a weekly unified analyst that consolidates token auditing, optimization targeting, and agentic observability into one executive report with actionable prompt artifacts.
+
+## Priority Ordering
+
+Follow these three layers in order, each feeding the next:
+
+1. **Baseline Layer** (Audit): raw token/cost/turn/action-minute facts from the pre-downloaded 7-day run data.
+2. **Optimization Layer**: select one high-ROI target, audit its runs deeply, produce ranked recommendations.
+3. **Observability Layer**: episode-level DAG analysis, control/risk signals, portfolio map, domain-aware interpretation.
+
+Source-of-truth precedence: Episodes override workflow-level aggregates. Optimization action recommendations override generic observations. Baseline numbers are canonical for cost and token counts.
+
+## Data Inputs
+
+- `/tmp/gh-aw/token-audit/all-runs.json` β full 7-day run data (`gh aw logs --json`)
+- `/tmp/gh-aw/token-audit/top-workflows.json` β pre-aggregated top 10 workflows by total tokens
+- `/tmp/gh-aw/repo-memory/default/YYYY-MM-DD.json` β prior daily audit snapshots (if any)
+- `/tmp/gh-aw/repo-memory/default/rolling-summary.json` β 90-day trend history (if any)
+- `/tmp/gh-aw/repo-memory/default/optimization-log.json` β prior optimization targets and cooldown log
+
+Treat missing numeric fields (`token_usage`, `estimated_cost`, `turns`, `action_minutes`) as `0`.
+
+## Phase 1 β Baseline Audit
+
+Write and run `/tmp/gh-aw/python/process_baseline.py`. The script must:
+
+1. Load `/tmp/gh-aw/token-audit/all-runs.json` and filter to `status == "completed"` runs.
+2. Group by `workflow_name` and compute per-workflow:
+ - `run_count`, `total_tokens`, `avg_tokens`, `total_effective_tokens`, `total_cost`, `avg_cost`, `total_turns`, `avg_turns`, `total_action_minutes`, `error_count`, `warning_count`
+3. Compute overall summary: total runs, total tokens, total cost, total action minutes.
+4. Sort workflows descending by `total_tokens`.
+5. Flag heavy-hitters using these thresholds (chosen so that a single workflow exceeding them warrants immediate review):
+ - `is_dominant` β workflow accounts for >30% of total tokens (a single workflow owning >30% concentrates systemic risk)
+ - `is_expensive_per_run` β avg tokens/run > 100,000 (above 100k/run a single bad prompt is the primary cost lever)
+ - `is_noisy` β error_count + warning_count > run_count * 0.5 (more than 1 incident per 2 runs signals reliability waste)
+6. Save snapshot to `/tmp/gh-aw/python/data/baseline_snapshot.json` with today's UTC date.
+7. Copy snapshot to `/tmp/gh-aw/repo-memory/default/YYYY-MM-DD.json` (today's date).
+8. Load `/tmp/gh-aw/repo-memory/default/rolling-summary.json` (or start empty list), append today's overall totals entry `{date, total_tokens, total_cost, total_runs, total_action_minutes}`, trim to last 90 entries, and save back.
+
+## Phase 2 β Optimization Target Selection and Analysis
+
+### Select Target
+
+Starting from `top-workflows.json`:
+
+- Exclude workflows optimized in the last 14 days (check `optimization-log.json`).
+- Exclude workflows with "Token" or "Optimization" in the name to avoid self-targeting.
+- Choose the workflow with the highest `total_tokens` among those remaining.
+- If no candidates remain after exclusion, pick the highest-token workflow that is NOT this workflow itself.
+
+Collect run-level data for the selected target from `all-runs.json`.
+
+### Analyze Target
+
+| Area | Required checks | Output |
+|---|---|---|
+| Tool usage | Compare tools configured in the workflow source (read via `gh` CLI) vs observed usage across β₯5 runs (minimum sample before removal recommendations) | Keep / Consider removing / Remove |
+| Token efficiency | Evaluate total_tokens, effective_tokens, cache hit rate, turns per successful run | Top token waste drivers |
+| Reliability | Repeated errors, warnings, retries, missing-tool patterns | Token waste from failures |
+| Prompt efficiency | Redundant instructions, overlong sections, avoidable iteration loops | Prompt reduction opportunities |
+
+Rules:
+- Require β₯5 observed runs as the minimum sample before any tool-removal recommendation; fewer runs carry too much variance to justify removal.
+- Never recommend removing a tool used in any successful run without strong contrary evidence.
+- Prioritize highest expected savings first.
+
+### Read Workflow Source
+
+Use `gh` CLI via cli-proxy to read the target workflow `.md` source. Validate configured tools, feature flags, imported shared components, prompt structure, and network constraints.
+
+### Build Optimization Recommendations
+
+Produce a ranked list of β€5 recommendations, each with:
+- Title
+- Estimated token savings per run
+- Concrete action
+- Evidence from observed runs
+
+### Update Optimization Log
+
+Append one entry to `/tmp/gh-aw/repo-memory/default/optimization-log.json`:
+`{"date":"2026-04-28","workflow_name":"daily-observability-report","total_tokens_analyzed":950000,"runs_audited":7,"recommendations_count":3,"estimated_savings_per_run":12000}`
+
+Replace the example date, workflow name, and numbers with actual values from this run.
+
+Load existing array if present, append, keep only last 30 entries, and save.
+
+## Phase 3 β Episode and Observability Analysis
+
+Use the `agentic-workflows` MCP `logs` tool to get the full 30-day run set with episodes:
+- Leave `workflow_name` empty (analyze full repository).
+- Use `count` of 400 to cover the repository.
+- Extract `episodes[]`, `edges[]`, `agentic_assessments[]`, `behavior_fingerprint`, `task_domain`, and `comparison` fields.
+
+Build three DataFrames for charting (Phase 4):
+
+**episodes_df** β one row per episode from `episodes[]`:
+- `episode_id`, `primary_workflow`, `total_tokens`, `total_estimated_cost`, `total_runs`
+- Derived: `episode_risk_score` = `1.0 * risky_node_count + 1.2 * poor_control_node_count + 1.2 * mcp_failure_count + 1.0 * blocked_request_count + 1.4 * new_mcp_failure_run_count + 1.4 * blocked_request_increase_run_count + 2.0 * escalation_eligible (boolβint)`
+ - Weights reflect escalation severity: control degradation (1.2) and trend signals (1.4) outweigh raw counts (1.0); `escalation_eligible` (2.0) gets a boost because it already aggregates multiple threshold crossings.
+
+**runs_df** β one row per run from `.runs[]` with all signal fields.
+
+**workflow_df** β group `runs_df` by `workflow_name`:
+- Compute `successful_runs`, `risky_run_rate`, `poor_control_rate`, `resource_heavy_rate`, `latest_success_fallback_rate`, `blocked_request_rate`, `mcp_failure_rate`
+- Derived: `workflow_instability_score` = `0.25*normalize(risky_run_rate) + 0.20*normalize(poor_control_rate) + 0.20*normalize(resource_heavy_rate) + 0.15*normalize(latest_success_fallback_rate) + 0.10*normalize(blocked_request_rate) + 0.10*normalize(mcp_failure_rate)`
+ - Normalization: min-max per column so each term is in [0, 1]. Weights sum to 1.0. `risky_run_rate` leads (0.25) as the broadest risk signal; control and resource signals share the next tier (0.20 each); fallback and incidence signals trail (0.15, 0.10, 0.10) because they may reflect benign behavior.
+- Derived: `workflow_value_proxy` = `0.35*normalize(successful_runs) + 0.25*(1-normalize(workflow_instability_score)) + 0.20*normalize(repeat_use_score) + 0.20*(1-normalize(overkill_signal_rate))`
+ - Weights sum to 1.0. Recent successful usage (0.35) is the strongest value signal; stability contributes 0.25; repeat invocations (0.20) and absence of overkill signals (0.20) capture ROI and right-sizing.
+- Dominant recommendation bucket: `keep` / `optimize` / `simplify` / `review`
+
+Apply domain-aware interpretation:
+- `triage`, `repo_maintenance`, `issue_response`: penalize broad tool use and overkill more heavily.
+- `research`: tolerate tool breadth; flag `partially_reducible` only when repeated.
+- `code_fix`: judge cost together with stability and actuation quality.
+- `release_ops`: prioritize reliability over raw cost.
+- `delegated_automation`: use episode-level reading; do not penalize a worker for episode-level cost without checking the enclosing DAG.
+
+### Portfolio Analysis
+
+Identify:
+- Workflows appearing `overkill_for_agentic` across multiple runs.
+- Stale workflows (low recent run count, low success rate).
+- Overlap pairs: workflows with similar task domain + schedule + behavioral fingerprint.
+
+Compute `workflow_overlap_score(a,b)` = `0.30 * same_task_domain + 0.25 * same_schedule_family + 0.20 * same_behavior_cluster + 0.15 * name_similarity + 0.10 * assessment_similarity`.
+- `same_task_domain`, `same_schedule_family`, `same_behavior_cluster` are boolean (0 or 1); `name_similarity` and `assessment_similarity` are continuous in [0, 1] (Jaccard or cosine similarity). Result is in [0, 1]; values β₯0.55 are strong consolidation candidates.
+
+## Phase 4 β Generate 5 Charts
+
+Write and run `/tmp/gh-aw/python/agentic_optimization_plots.py` using the DataFrames from Phases 1 and 3. Generate exactly 5 charts at 300 DPI (publication quality for inline GitHub rendering), 12Γ7 inches (optimal for widescreen reading), seaborn whitegrid style. Save to `/tmp/gh-aw/python/charts/`, then upload each with `upload_asset` and record the returned URLs.
+
+1. **Token Usage by Workflow** β horizontal bar, top 15 workflows by `total_tokens` from Phase 1 baseline. Color bars by `is_dominant` / `is_expensive_per_run` / `is_noisy` flags. Save to `chart_token_bar.png`.
+
+2. **Historical Token Trend** β line chart of daily `total_tokens` and `total_cost` from `rolling-summary.json`. Skip or simplify if fewer than 2 data points. Save to `chart_trend.png`.
+
+3. **Episode RiskβCost Frontier** β scatter/bubble from `episodes_df`. x-axis: `total_estimated_cost`, y-axis: `episode_risk_score`, point size: `total_runs`, color: `primary_workflow`. Annotate top Pareto-frontier outliers. Save to `chart_episode_frontier.png`.
+
+4. **Workflow Stability Matrix** β heatmap from `workflow_df`. Rows = workflows (sorted by `workflow_instability_score` desc), columns = `[risky_run_rate, poor_control_rate, resource_heavy_rate, latest_success_fallback_rate, blocked_request_rate, mcp_failure_rate]`. Save to `chart_stability_matrix.png`.
+
+5. **Repository Portfolio Map** β scatter from `workflow_df`. x-axis: recent cost (or effective tokens as fallback), y-axis: `workflow_value_proxy`, size: run count, color: recommendation bucket. Add quadrant labels: `keep` (high value, low cost), `optimize` (high value, high cost), `simplify` (low value, low cost), `review` (low value, high cost). Save to `chart_portfolio_map.png`.
+
+Fallbacks: if data is too sparse for a chart, generate a simplified version with the same filename and explain the limitation in-report.
+
+## Phase 5 β Publish Discussion
+
+Create one discussion with the following structure. **Charts appear before all text walls.**
+
+```
+### π Executive Summary
+
+- **Period**: last 7 days (YYYY-MM-DD to YYYY-MM-DD)
+- **Total runs**: N | **Total tokens**: N,NNN,NNN | **Total cost**: $X.XX | **Action minutes**: X.Xm
+- **Active workflows**: N | **Episodes analyzed**: N | **High-confidence episodes**: N
+- **Heavy-hitters** (>30% token share): workflow list
+- **Optimization target this week**: [workflow name] β estimated savings: N tokens/run
+
+### π Visual Diagnostics
+
+#### 1. Token Usage by Workflow
+
+
+**Decision**: [One sentence identifying the top consumers and whether the ranking is expected.]
+
+#### 2. Historical Token Trend
+
+
+**Decision**: [One sentence on week-over-week direction β improving, flat, or worsening.]
+
+#### 3. Episode RiskβCost Frontier
+
+
+**Decision**: [One sentence naming the frontier episodes and immediate implication.]
+**Why it matters**: [One or two sentences on whether cost or risk dominates.]
+
+#### 4. Workflow Stability Matrix
+
+
+**Decision**: [One sentence naming the least stable workflows.]
+**Why it matters**: [One or two sentences on whether instability is broad or concentrated.]
+
+#### 5. Repository Portfolio Map
+
+
+**Decision**: [One sentence naming workflows in each quadrant.]
+**Why it matters**: [One or two sentences on the dominant portfolio tradeoff.]
+
+### π¨ Escalation Targets
+
+[List only workflows that crossed escalation thresholds; skip section if none.]
+- **[workflow]**: [reason code list] β `suggested_route`
+
+### π― Optimization Target: [WORKFLOW NAME]
+
+**Why selected**: [reason β highest tokens, not recently optimized]
+**Runs analyzed**: N over 7 days | Avg tokens/run: N | Avg cost/run: $X.XX | Avg turns/run: X
+
+| Rank | Recommendation | Est. Savings/Run | Action |
+|---|---|---|---|
+| 1 | ... | ~N tokens | ... |
+| 2 | ... | ~N tokens | ... |
+
+### π‘ 5 Actionable Prompts
+
+Mine these prompts to drive continuous optimization. Each is a ready-to-use instruction for an AI agent or coding assistant.
+
+#### π§ Prompt 1 β Optimization (highest ROI workflow)
+
+```prompt
+[Complete optimization prompt: name the workflow, list the top 2β3 concrete edits to frontmatter/prompt/tools, state expected token savings per run, and reference the evidence run IDs.]
+```
+
+#### π‘οΈ Prompt 2 β Stability Fix (repeat offender workflow)
+
+```prompt
+[Complete stability prompt: name the workflow, describe the specific MCP failure / blocked-request / write-posture drift pattern, and provide the concrete configuration or prompt change to fix it.]
+```
+
+#### π Prompt 3 β Consolidation (top overlap pair)
+
+```prompt
+[Complete consolidation prompt: name the two workflows to merge, explain why they overlap (same domain + schedule + behavior cluster), describe which one to keep as the base, and list what the surviving workflow needs to absorb.]
+```
+
+#### βοΈ Prompt 4 β Right-sizing (overkill workflow)
+
+```prompt
+[Complete right-sizing prompt: name the overkill workflow, explain why it is overkill (domain + tool breadth + cost profile), and recommend a specific alternative: deterministic replacement, smaller model routing, or tool removal.]
+```
+
+#### π Prompt 5 β Escalation (owner-routed, evidence-linked)
+
+```prompt
+[Complete escalation prompt: list the escalated workflows/episodes in priority order, state the specific regression or threshold crossed, link up to 3 representative runs, and recommend the first concrete action for the repository owner. If no escalation threshold was crossed, write a portfolio maintenance prompt instead targeting the top review-quadrant workflow.]
+```
+
+
+Full Per-Workflow Baseline Breakdown (7 days)
+
+[Complete table: all workflows sorted by total tokens, with run count, avg tokens/run, total cost, avg turns/run, error count, warning count.]
+
+
+
+
+Episode Detail
+
+[Top episodes by risk score with confidence, run count, total cost, escalation_reason where present.]
+
+
+
+
+Portfolio Opportunities
+
+[Stale workflows, overlap pairs with overlap scores, and overkill candidates not in the optimization this week.]
+
+
+
+
+Optimization Analysis Detail: [WORKFLOW NAME]
+
+[Full 4-area analysis matrix with evidence tables per area.]
+
+
+```
+
+## Phase 6 β Escalation Issue (Conditional)
+
+Create one escalation issue **only** when at least one of these conditions holds across the last 14 days (the 14-day window balances recency with enough signal to distinguish noise from a real regression; "two or more" is used throughout so that a single flaky run cannot trigger an issue β two independent crossings in the same window indicate a pattern):
+
+1. `episodes[].escalation_eligible == true` for any episode.
+2. Two or more runs for the same workflow have `comparison.classification.label == "risky"`.
+3. Two or more runs have `new_mcp_failure` or `blocked_requests_increase` in `comparison.classification.reason_codes`.
+4. Two or more runs for the same workflow have a medium or high severity (not low) `resource_heavy_for_domain` or `poor_agentic_control` assessment β medium and high are used because low-severity assessments are informational and do not require owner action.
+
+Issue must: name affected workflows in priority order, explain evidence with run counts and reason codes, include `suggested_route` per episode, link up to 3 representative runs, and state the recommended first action. Keep it concise β the full analysis lives in the discussion.
+
+If no threshold is crossed, do not create an issue. Use `noop` only if no run data could be obtained at all.
+
+## Guardrails
+
+- Use pre-downloaded data for baseline; use MCP `logs` tool for the 30-day episode analysis.
+- Keep recommendations evidence-based and low-risk. Audit β₯5 runs before tool-removal recommendations.
+- Do not modify prior audit snapshots; only update `rolling-summary.json` and `optimization-log.json`.
+- Report structure: **charts first**, then compact summaries, then `` for long text.
+- Always emit all 5 prompts even when evidence for a category is thin β use the best available candidate and note uncertainty.