bot-detection.lock.yml

# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"455a47b3602f001ca2646d589fda27006a4c3ab55441fcc5a1aae7ca7d77b24c","body_hash":"666e43b31db3f6d9bfb994b953f0e14b808ed52e0ecdee2af199dfc6111f5ac6","strict":true,"agent_id":"codex","agent_model":"openai/gpt-5.6-sol","engine_versions":{"codex":"0.167.0"}}
# gh-aw-manifest: {"version":1,"secrets":["CODEX_API_KEY","COPILOT_GITHUB_TOKEN","GH_AW_GITHUB_MCP_SERVER_TOKEN","GH_AW_GITHUB_TOKEN","GH_AW_OTEL_GRAFANA_AUTHORIZATION","GH_AW_OTEL_GRAFANA_ENDPOINT","GH_AW_OTEL_SENTRY_AUTHORIZATION","GH_AW_OTEL_SENTRY_ENDPOINT","GITHUB_TOKEN","OPENAI_API_KEY"],"actions":[{"repo":"actions/checkout","sha":"3d3c42e5aac5ba805825da76410c181273ba90b1","version":"v7.0.1"},{"repo":"actions/download-artifact","sha":"9000827ccba6bdab643e8b6fd33ac0654aef8333","version":"v8.0.2"},{"repo":"actions/github-script","sha":"3a2844b7e9c422d3c10d287c895573f7108da1b3","version":"v9.0.0"},{"repo":"actions/setup-node","sha":"949feb2413d6458794dcd2491c4babbbce0c15c1","version":"v7.1.0"},{"repo":"actions/upload-artifact","sha":"cf430e030ddbb5b0abf93d22962f4752f3646cd9","version":"v7.0.2"}],"containers":[{"image":"ghcr.io/github/gh-aw-firewall/agent:0.29.12","digest":"sha256:516eab4665148c3cdf2bf03caf2868d7710074f9f09e7d142f2be669506a151d","pinned_image":"ghcr.io/github/gh-aw-firewall/agent:0.29.12@sha256:516eab4665148c3cdf2bf03caf2868d7710074f9f09e7d142f2be669506a151d"},{"image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.29.12","digest":"sha256:78d572496cae034e1f48f28e000aad2a91e284197716ee0c7cf8f92c939d01af","pinned_image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.29.12@sha256:78d572496cae034e1f48f28e000aad2a91e284197716ee0c7cf8f92c939d01af"},{"image":"ghcr.io/github/gh-aw-firewall/squid:0.29.12","digest":"sha256:237d2552ee6f0689f00909d98a462437bd109a1ee4d75acb23de11bf8d96c337","pinned_image":"ghcr.io/github/gh-aw-firewall/squid:0.29.12@sha256:237d2552ee6f0689f00909d98a462437bd109a1ee4d75acb23de11bf8d96c337"},{"image":"ghcr.io/github/gh-aw-mcpg:v0.5.8","digest":"sha256:e237aabf51d4485474b9355649b811ca6c1db22359eeb1860832fc1fb5a7a347","pinned_image":"ghcr.io/github/gh-aw-mcpg:v0.5.8@sha256:e237aabf51d4485474b9355649b811ca6c1db22359eeb1860832fc1fb5a7a347"},{"image":"ghcr.io/github/gh-aw-node","digest":"sha256:8735428c2d4e602f90781ba0c571c400e8ff93c7ee1508a75d71f87e34e415cc","pinned_image":"ghcr.io/github/gh-aw-node@sha256:8735428c2d4e602f90781ba0c571c400e8ff93c7ee1508a75d71f87e34e415cc"},{"image":"ghcr.io/github/github-mcp-server:v2.1.0","digest":"sha256:f6056fc10bfffcc8c81a6417a2e9ca12808647e8dd6049642a4feaadee0e0f8a","pinned_image":"ghcr.io/github/github-mcp-server:v2.1.0@sha256:f6056fc10bfffcc8c81a6417a2e9ca12808647e8dd6049642a4feaadee0e0f8a"}],"mcp_servers":[{"name":"github","tools":["get_commit","get_file_contents","get_latest_release","get_me","get_pull_request","get_pull_request_comments","get_pull_request_diff","get_pull_request_files","get_pull_request_review_comments","get_pull_request_reviews","get_pull_request_status","get_release_by_tag","get_tag","issue_read","list_branches","list_commits","list_issue_types","list_issues","list_pull_requests","list_releases","list_starred_repositories","list_tags","pull_request_read","search_code","search_issues","search_pull_requests","search_repositories"]},{"name":"safeoutputs","tools":["create_issue","noop","report_incomplete","report_missing_data","report_missing_tool","update_issue"]}],"threat_detection":{"mode":"disabled"},"admission":true,"agent_metadata":{"03cbf8931deff21d5116":{"name":"Agentic Workflows"},"4943cffeebb6706aa8bc":{"name":"Squad","tools":["*"]},"9ea639558df913e650e4":{"name":"technical-doc-writer"},"a17c6c62ffcd7401f40f":{"name":"adr-writer"},"ad6ff0fe9219fbfa5ccc":{"name":"grumpy-reviewer","tools":["read","search"]},"e0c35a96dedfb29cb9b1":{"name":"w3c-specification-writer"}}}
# This file was automatically generated by gh-aw. DO NOT EDIT. To debug this workflow, load the skill at https://github.com/github/gh-aw/blob/main/debug.md
#
#    ___                   _   _
#   / _ \                 | | (_)
#  | |_| | __ _  ___ _ __ | |_ _  ___
#  |  _  |/ _` |/ _ \ '_ \| __| |/ __|
#  | | | | (_| |  __/ | | | |_| | (__
#  \_| |_/\__, |\___|_| |_|\__|_|\___|
#          __/ |
#  _    _ |___/
# | |  | |                / _| |
# | |  | | ___ _ __ _  __| |_| | _____      ____
# | |/\| |/ _ \ '__| |/ /|  _| |/ _ \ \ /\ / / ___|
# \  /\  / (_) | | | | ( | | | | (_) \ V  V /\__ \
#  \/  \/ \___/|_| |_|\_\|_| |_|\___/ \_/\_/ |___/
#
#
# To update this file, edit the corresponding .md file and run:
#   gh aw compile
# Not all edits will cause changes to this file.
#
# For more information: https://github.github.com/gh-aw/introduction/overview/
#
# Investigates suspicious repository activity and maintains a single triage issue
#
# Resolved workflow manifest:
#   Imports:
#     - shared/mcp-pagination.md
#     - shared/otlp.md
#     - shared/reporting.md
#     - shared/graders/state-revisit-probability-rep.md
#     - shared/graders/recurrence-determinism.md
#     - shared/graders/recurrence-laminarity.md
#     - shared/graders.md
#
# Secrets used:
#   - CODEX_API_KEY
#   - COPILOT_GITHUB_TOKEN
#   - GH_AW_GITHUB_MCP_SERVER_TOKEN
#   - GH_AW_GITHUB_TOKEN
#   - GH_AW_OTEL_GRAFANA_AUTHORIZATION
#   - GH_AW_OTEL_GRAFANA_ENDPOINT
#   - GH_AW_OTEL_SENTRY_AUTHORIZATION
#   - GH_AW_OTEL_SENTRY_ENDPOINT
#   - GITHUB_TOKEN
#   - OPENAI_API_KEY
#
# Custom actions used:
#   - actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
#   - actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
#   - actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
#   - actions/setup-node@949feb2413d6458794dcd2491c4babbbce0c15c1 # v7.1.0
#   - actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
#
# Container images used:
#   - ghcr.io/github/gh-aw-firewall/agent:0.29.12@sha256:516eab4665148c3cdf2bf03caf2868d7710074f9f09e7d142f2be669506a151d
#   - ghcr.io/github/gh-aw-firewall/api-proxy:0.29.12@sha256:78d572496cae034e1f48f28e000aad2a91e284197716ee0c7cf8f92c939d01af
#   - ghcr.io/github/gh-aw-firewall/squid:0.29.12@sha256:237d2552ee6f0689f00909d98a462437bd109a1ee4d75acb23de11bf8d96c337
#   - ghcr.io/github/gh-aw-mcpg:v0.5.8@sha256:e237aabf51d4485474b9355649b811ca6c1db22359eeb1860832fc1fb5a7a347
#   - ghcr.io/github/gh-aw-node@sha256:8735428c2d4e602f90781ba0c571c400e8ff93c7ee1508a75d71f87e34e415cc
#   - ghcr.io/github/github-mcp-server:v2.1.0@sha256:f6056fc10bfffcc8c81a6417a2e9ca12808647e8dd6049642a4feaadee0e0f8a

name: "Bot Detection"
on:
  schedule:
    - cron: "25 */6 * * *"  # Friendly format: every 6h (scattered)
  workflow_dispatch:
    inputs:
      aw_context:
        default: ""
        description: "Agent caller context (Reserved for Agentic Workflows)."
        required: false
        type: string

# Jobs receive only their explicitly declared permissions.
permissions: {}

concurrency:
  group: "gh-aw-${{ github.workflow }}"
  queue: max

run-name: "Bot Detection"

env:
  OTEL_EXPORTER_OTLP_ENDPOINT: ${{ secrets.GH_AW_OTEL_SENTRY_ENDPOINT }}
  OTEL_EXPORTER_OTLP_PROTOCOL: ${{ vars.OTEL_EXPORTER_OTLP_PROTOCOL }}
  OTEL_SERVICE_NAME: gh-aw.bot-detection
  OTEL_RESOURCE_ATTRIBUTES: 'gh-aw.workflow.name=Bot%20Detection,gh-aw.repository=${{ github.repository }},gh-aw.run.id=${{ github.run_id }},github.run_id=${{ github.run_id }},gh-aw.engine.id=codex'
  OTEL_EXPORTER_OTLP_HEADERS: x-sentry-auth=${{ secrets.GH_AW_OTEL_SENTRY_AUTHORIZATION }}
  GH_AW_OTLP_ALL_HEADERS: x-sentry-auth=${{ secrets.GH_AW_OTEL_SENTRY_AUTHORIZATION }},Authorization=${{ secrets.GH_AW_OTEL_GRAFANA_AUTHORIZATION }}
  GH_AW_OTLP_LOGS_ENABLED: ${{ vars.GH_AW_OTLP_LOGS_ENABLED }}
  GH_AW_OTLP_LOGS_MAX_BYTES: ${{ vars.GH_AW_OTLP_LOGS_MAX_BYTES }}
  GH_AW_OTLP_ENDPOINTS: '[{"url":"${{ secrets.GH_AW_OTEL_SENTRY_ENDPOINT }}","headers":"x-sentry-auth=${{ secrets.GH_AW_OTEL_SENTRY_AUTHORIZATION }}"},{"url":"${{ secrets.GH_AW_OTEL_GRAFANA_ENDPOINT }}","headers":"Authorization=${{ secrets.GH_AW_OTEL_GRAFANA_AUTHORIZATION }}"}]'

jobs:
  activation:
    name: activation
    needs:
      - admission
      - precompute
    if: >
      ((!cancelled()) && (needs.admission.result == 'success' || needs.admission.result == 'skipped') && needs.precompute.result == 'success') &&
      (needs.precompute.outputs.action != 'none')
    runs-on: ubuntu-slim
    # Permissions for the activation job (workflow permissions default to none).
    permissions:
      actions: read # Read workflow runs and artifacts for workflow context.
      contents: read
    env:
      GH_AW_ADMISSION_RESULT: ${{ needs.admission.outputs.result }}
      GH_AW_MAX_DAILY_AI_CREDITS: "10000"
      GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
    outputs:
      admission-max-ai-credits: ${{ needs.admission.outputs.max-ai-credits }}
      admission-max-ai-credits-evals: ${{ needs.admission.outputs.max-ai-credits-evals }}
      admission-max-ai-credits-threat-detection: ${{ needs.admission.outputs.max-ai-credits-threat-detection }}
      admission-result: ${{ needs.admission.outputs.result }}
      aw_context: ${{ steps.generate_aw_info.outputs.aw_context }}
      comment_id: ""
      comment_repo: ""
      daily_ai_credits_estimated: ${{ steps.daily-ai-credits-workflow-guardrail.outputs.daily_ai_credits_estimated || '' }}
      daily_ai_credits_exceeded: ${{ steps.daily-ai-credits-workflow-guardrail.outputs.daily_ai_credits_exceeded == 'true' }}
      daily_ai_credits_guardrail_error: ${{ steps.daily-ai-credits-workflow-guardrail.outputs.daily_ai_credits_guardrail_error || '' }}
      daily_ai_credits_guardrail_status: ${{ steps.daily-ai-credits-workflow-guardrail.outputs.daily_ai_credits_guardrail_status || '' }}
      daily_ai_credits_threshold: ${{ steps.daily-ai-credits-workflow-guardrail.outputs.daily_ai_credits_threshold || '' }}
      daily_ai_credits_total: ${{ steps.daily-ai-credits-workflow-guardrail.outputs.daily_ai_credits_total || '' }}
      engine_id: ${{ steps.generate_aw_info.outputs.engine_id }}
      lockdown_check_failed: ${{ steps.generate_aw_info.outputs.lockdown_check_failed == 'true' }}
      model: ${{ steps.generate_aw_info.outputs.model }}
      oauth_token_check_failed: ${{ steps.check-oauth-tokens.outputs.oauth_token_check_failed == 'true' }}
      secret_verification_result: ${{ steps.validate-secret.outputs.verification_result }}
      setup-parent-span-id: ${{ steps.setup.outputs.parent-span-id || steps.setup.outputs.span-id }}
      setup-span-id: ${{ steps.setup.outputs.span-id }}
      setup-trace-id: ${{ steps.setup.outputs.trace-id }}
      stale_lock_file_failed: ${{ steps.check-lock-file.outputs.stale_lock_file_failed == 'true' }}
    steps:
      - name: Checkout actions folder
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          repository: github/gh-aw
          sparse-checkout: |
            actions
          fetch-depth: 1
          clean: false
          persist-credentials: false
      - name: Setup Scripts
        id: setup
        uses: ./actions/setup
        with:
          destination: ${{ runner.temp }}/gh-aw/actions
          job-name: ${{ github.job }}
          trace-id: ${{ needs.admission.outputs.trace-id }}
          safe-output-artifact-client: ${{ env.GH_AW_MAX_DAILY_AI_CREDITS != '' }}
        env:
          GH_AW_SETUP_WORKFLOW_NAME: "Bot Detection"
          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/bot-detection.lock.yml@${{ github.ref }}
          GH_AW_INFO_VERSION: "0.167.0"
          GH_AW_INFO_AWF_VERSION: "v0.29.12"
          GH_AW_INFO_ENGINE_ID: "codex"
          GH_AW_SETUP_AW_CONTEXT: ${{ inputs.aw_context }}
      - name: Mask OTLP telemetry headers
        run: bash "${RUNNER_TEMP}/gh-aw/actions/mask_otlp_headers.sh"
      - name: Generate agentic run info
        id: generate_aw_info
        env:
          GH_AW_INFO_ENGINE_ID: "codex"
          GH_AW_INFO_ENGINE_NAME: "Codex"
          GH_AW_INFO_MODEL: "openai/gpt-5.6-sol"
          GH_AW_INFO_VERSION: "0.167.0"
          GH_AW_INFO_AGENT_VERSION: "0.167.0"
          GH_AW_INFO_WORKFLOW_NAME: "Bot Detection"
          GH_AW_INFO_WORKFLOW_ID: ${{ job.workflow_ref }}
          GH_AW_INFO_WORKFLOW_SHA: ${{ job.workflow_sha }}
          GH_AW_INFO_EXPERIMENTAL: "false"
          GH_AW_INFO_SUPPORTS_TOOLS_ALLOWLIST: "true"
          GH_AW_INFO_STAGED: "false"
          GH_AW_INFO_ALLOWED_DOMAINS: '["*.grafana.net","*.sentry.io","defaults"]'
          GH_AW_INFO_FIREWALL_ENABLED: "true"
          GH_AW_INFO_AWF_VERSION: "v0.29.12"
          GH_AW_INFO_AWMG_VERSION: ""
          GH_AW_INFO_FIREWALL_TYPE: "squid"
          GH_AW_INFO_AGENT_RUNTIME: ""
          GH_AW_INFO_MODEL_CONFIG: '{"routing":{"enabled":false},"models":{"allowed":[],"blocked":[]},"max_ai_credits_source":"default"}'
          GH_AW_INFO_MAX_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_AI_CREDITS || '1000' }}
          GH_AW_INFO_FRONTMATTER_EMOJI: "🤖"
          GH_AW_COMPILED_STRICT: "true"
          GH_AW_INFO_MODEL_COSTS: '{"providers":{"openai":{"models":{"gpt-5.6-sol":{"cost":{"cache_read":"4e-07","cache_write":"5e-06","input":"4e-06","output":"2e-05"}}}}}}'
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'generate_aw_info.cjs'));
            await main(core, context);
      - name: Restore daily AIC scan observations
        id: restore-daily-aic-cache-fallback
        if: ${{ env.GH_AW_ADMISSION_RESULT != 'admitted' && env.GH_AW_MAX_DAILY_AI_CREDITS != '' }}
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_HAS_SLASH_COMMAND: "false"
          GH_AW_HAS_LABEL_COMMAND: "false"
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'restore_aic_scan_cache.cjs'));
            await main();
      - name: Check daily workflow token guardrail
        id: daily-ai-credits-workflow-guardrail
        if: ${{ env.GH_AW_ADMISSION_RESULT != 'admitted' && env.GH_AW_MAX_DAILY_AI_CREDITS != '' }}
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_WORKFLOW_NAME: "Bot Detection"
          GH_AW_WORKFLOW_ID: "bot-detection"
          GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
          GH_AW_WORKFLOW_DISPATCH_AW_CONTEXT: ${{ github.event.inputs.aw_context || '' }}
          GH_AW_HAS_SLASH_COMMAND: "false"
          GH_AW_HAS_LABEL_COMMAND: "false"
          GH_AW_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
          GH_AW_MAX_DAILY_AI_CREDITS: "10000"
          GH_AW_MAX_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_AI_CREDITS || '1000' }}
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'check_daily_aic_workflow_guardrail.cjs'));
            await main();
      - name: Publish daily AIC scan observations
        if: always() && env.GH_AW_ADMISSION_RESULT != 'admitted' && env.GH_AW_MAX_DAILY_AI_CREDITS != ''
        continue-on-error: true
        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
        with:
          name: aic-usage-scan-v2
          path: /tmp/gh-aw/agentic-workflow-usage-scan-v2.jsonl
          overwrite: true
          if-no-files-found: ignore
          retention-days: ${{ vars.GH_AW_DEFAULT_ARTIFACT_RETENTION_DAYS || '3' }}
      - name: Validate CODEX_API_KEY or OPENAI_API_KEY secret
        id: validate-secret
        run: bash "${RUNNER_TEMP}/gh-aw/actions/validate_multi_secret.sh" CODEX_API_KEY OPENAI_API_KEY Codex https://github.github.com/gh-aw/reference/engines/#openai-codex
        env:
          CODEX_API_KEY: ${{ secrets.CODEX_API_KEY }}
          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
      - name: Check for OAuth tokens
        id: check-oauth-tokens
        run: bash "${RUNNER_TEMP}/gh-aw/actions/check_oauth_tokens.sh"
        env:
          COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
          GH_AW_GITHUB_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN }}
          GH_AW_GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
      - name: Checkout .github and .agents folders
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          persist-credentials: false
          sparse-checkout: |
            .github
            .agents
            actions/setup
            .claude
            .codex
            .gemini
            .pi
          sparse-checkout-cone-mode: true
          fetch-depth: 1
      - name: Save agent config folders for base branch restoration
        env:
          GH_AW_AGENT_FOLDERS: ".agents .codex .github"
          GH_AW_AGENT_FILES: "AGENTS.md"
        run: |
          bash "${RUNNER_TEMP}/gh-aw/actions/save_base_github_folders.sh"
      - name: Check workflow lock file
        id: check-lock-file
        if: steps.daily-ai-credits-workflow-guardrail.outputs.daily_ai_credits_guardrail_status != 'quota_blocked'
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_WORKFLOW_FILE: "bot-detection.lock.yml"
          GH_AW_CONTEXT_WORKFLOW_REF: "${{ github.workflow_ref }}"
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'check_workflow_timestamp_api.cjs'));
            await main();
      - name: Log runtime features
        if: ${{ contains(toJSON(vars), '"GH_AW_RUNTIME_FEATURES":') }}
        run: bash "${RUNNER_TEMP}/gh-aw/actions/log_runtime_features_summary.sh"
      - name: Create prompt with built-in context
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: no-authentication
          script: |
            const { setupPromptGlobals } = require(process.env.GH_AW_ACTIONS_DIR + '/setup_prompt_globals.cjs');
            setupPromptGlobals(core, context);
            const { main } = require(process.env.GH_AW_ACTIONS_DIR + '/create_prompt.cjs');
            await main(core);
        env:
          GH_AW_ACTIONS_DIR: ${{ runner.temp }}/gh-aw/actions
          GH_AW_EXPR_76DF9333: ${{ github.event.pull_request.number || (fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_type == 'pull_request' && fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_number) }}
          GH_AW_EXPR_77C1A4D2: ${{ github.event.comment.id || fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').comment_id }}
          GH_AW_EXPR_7C248226: ${{ github.event.issue.number || (fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_type == 'issue' && fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_number) }}
          GH_AW_EXPR_C19C384F: ${{ github.event.discussion.number || (fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_type == 'discussion' && fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_number) }}
          GH_AW_GITHUB_ACTOR: ${{ github.actor }}
          GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
          GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
          GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ACTION: ${{ needs.precompute.outputs.action }}
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_BODY: ${{ needs.precompute.outputs.issue_body }}
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_NUMBER: ${{ needs.precompute.outputs.issue_number }}
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_TITLE: ${{ needs.precompute.outputs.issue_title }}
          GH_AW_OTLP_ALL_HEADERS: ""
          GH_AW_OTLP_ENDPOINTS: ""
          GH_AW_OTLP_LOGS_ENABLED: ""
          GH_AW_OTLP_LOGS_MAX_BYTES: ""
          GH_AW_PROMPT: ${{ runner.temp }}/gh-aw/aw-prompts/prompt.txt
          GH_AW_PROMPT_CONFIG: "{\"items\":[{\"content_env\":\"GH_AW_PROMPT_CONTENT_0000\"},{\"file\":\"xpia.md\"},{\"file\":\"temp_folder_prompt.md\"},{\"file\":\"markdown.md\"},{\"file\":\"safe_outputs_cli_only_transport_prompt.md\"},{\"file\":\"safe_outputs_prompt.md\"},{\"content_env\":\"GH_AW_PROMPT_CONTENT_0001\"},{\"content_env\":\"GH_AW_PROMPT_CONTENT_0002\"},{\"file\":\"mcp_cli_tools_with_safeoutputs_prompt.md\"},{\"content_env\":\"GH_AW_PROMPT_CONTENT_0003\"},{\"file\":\"github_mcp_tools_with_safeoutputs_prompt.md\"},{\"content_env\":\"GH_AW_PROMPT_CONTENT_0004\"},{\"content_env\":\"GH_AW_PROMPT_CONTENT_0005\"},{\"content_env\":\"GH_AW_PROMPT_CONTENT_0006\"},{\"content_env\":\"GH_AW_PROMPT_CONTENT_0007\"},{\"content_env\":\"GH_AW_PROMPT_CONTENT_0008\"},{\"content_env\":\"GH_AW_PROMPT_CONTENT_0009\"},{\"content_env\":\"GH_AW_PROMPT_CONTENT_0010\"},{\"content_env\":\"GH_AW_PROMPT_CONTENT_0011\"},{\"author_file\":\".github/workflows/bot-detection.md\"}],\"system_item_count\":12,\"author_expressions\":{\"github.repository\":\"GH_AW_GITHUB_REPOSITORY\",\"needs.precompute.outputs.action\":\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ACTION\",\"needs.precompute.outputs.issue_body\":\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_BODY\",\"needs.precompute.outputs.issue_number\":\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_NUMBER\",\"needs.precompute.outputs.issue_title\":\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_TITLE\"}}"
          GH_AW_PROMPT_CONTENT_0000: |
            <system>
          GH_AW_PROMPT_CONTENT_0001: |
            <safe-output-tools>
            Tools: create_issue, update_issue, report_missing_tool, report_missing_data, report_incomplete, noop(max:2)
          GH_AW_PROMPT_CONTENT_0002: |
            </safe-output-tools>
          GH_AW_PROMPT_CONTENT_0003: |+
            <github-context>
            {{#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_EXPR_7C248226__ }}
            - **issue-number**: #__GH_AW_EXPR_7C248226__
            {{/if}}
            {{#if __GH_AW_EXPR_C19C384F__ }}
            - **discussion-number**: #__GH_AW_EXPR_C19C384F__
            {{/if}}
            {{#if __GH_AW_EXPR_76DF9333__ }}
            - **pull-request-number**: #__GH_AW_EXPR_76DF9333__
            {{/if}}
            {{#if __GH_AW_EXPR_77C1A4D2__ }}
            - **comment-id**: __GH_AW_EXPR_77C1A4D2__
            {{/if}}
            {{#if __GH_AW_GITHUB_RUN_ID__ }}
            - **workflow-run-id**: __GH_AW_GITHUB_RUN_ID__
            {{/if}}
            </github-context>

          GH_AW_PROMPT_CONTENT_0004: |
            </system>
          GH_AW_PROMPT_CONTENT_0005: |
            {{#runtime-import .github/workflows/shared/mcp-pagination.md}}
          GH_AW_PROMPT_CONTENT_0006: |
            {{#runtime-import .github/workflows/shared/otlp.md}}
          GH_AW_PROMPT_CONTENT_0007: |
            {{#runtime-import .github/workflows/shared/reporting.md}}
          GH_AW_PROMPT_CONTENT_0008: |
            {{#runtime-import .github/workflows/shared/graders.md}}
          GH_AW_PROMPT_CONTENT_0009: |
            {{#runtime-import .github/workflows/shared/graders/state-revisit-probability-rep.md}}
          GH_AW_PROMPT_CONTENT_0010: |
            {{#runtime-import .github/workflows/shared/graders/recurrence-determinism.md}}
          GH_AW_PROMPT_CONTENT_0011: |
            {{#runtime-import .github/workflows/shared/graders/recurrence-laminarity.md}}
          GH_AW_PROMPT_ENV: "[\"GH_AW_ACTIONS_DIR\",\"GH_AW_EXPR_76DF9333\",\"GH_AW_EXPR_77C1A4D2\",\"GH_AW_EXPR_7C248226\",\"GH_AW_EXPR_C19C384F\",\"GH_AW_GITHUB_ACTOR\",\"GH_AW_GITHUB_REPOSITORY\",\"GH_AW_GITHUB_RUN_ID\",\"GH_AW_GITHUB_WORKSPACE\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ACTION\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_BODY\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_NUMBER\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_TITLE\",\"GH_AW_PROMPT\",\"GH_AW_PROMPT_CONFIG\",\"GH_AW_PROMPT_CONTENT_0000\",\"GH_AW_PROMPT_CONTENT_0001\",\"GH_AW_PROMPT_CONTENT_0002\",\"GH_AW_PROMPT_CONTENT_0003\",\"GH_AW_PROMPT_CONTENT_0004\",\"GH_AW_PROMPT_CONTENT_0005\",\"GH_AW_PROMPT_CONTENT_0006\",\"GH_AW_PROMPT_CONTENT_0007\",\"GH_AW_PROMPT_CONTENT_0008\",\"GH_AW_PROMPT_CONTENT_0009\",\"GH_AW_PROMPT_CONTENT_0010\",\"GH_AW_PROMPT_CONTENT_0011\",\"GH_AW_SAFE_OUTPUTS\"]"
          GH_AW_SAFE_OUTPUTS: ${{ runner.temp }}/gh-aw/safeoutputs/outputs.jsonl
          OTEL_EXPORTER_OTLP_ENDPOINT: ""
          OTEL_EXPORTER_OTLP_HEADERS: ""
          OTEL_EXPORTER_OTLP_PROTOCOL: ""
          OTEL_RESOURCE_ATTRIBUTES: ""
          OTEL_SERVICE_NAME: ""
      - name: Interpolate variables and render templates
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: no-authentication
          script: |
            const { setupPromptGlobals } = require(process.env.GH_AW_ACTIONS_DIR + '/setup_prompt_globals.cjs');
            setupPromptGlobals(core, context);
            const { main } = require(process.env.GH_AW_ACTIONS_DIR + '/interpolate_prompt.cjs');
            await main({ authorExpressions: {"github.repository":"GH_AW_GITHUB_REPOSITORY","needs.precompute.outputs.action":"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ACTION","needs.precompute.outputs.issue_body":"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_BODY","needs.precompute.outputs.issue_number":"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_NUMBER","needs.precompute.outputs.issue_title":"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_TITLE"} });
        env:
          GH_AW_ACTIONS_DIR: ${{ runner.temp }}/gh-aw/actions
          GH_AW_ENGINE_ID: codex
          GH_AW_EXPR_76DF9333: ${{ github.event.pull_request.number || (fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_type == 'pull_request' && fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_number) }}
          GH_AW_EXPR_77C1A4D2: ${{ github.event.comment.id || fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').comment_id }}
          GH_AW_EXPR_7C248226: ${{ github.event.issue.number || (fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_type == 'issue' && fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_number) }}
          GH_AW_EXPR_C19C384F: ${{ github.event.discussion.number || (fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_type == 'discussion' && fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_number) }}
          GH_AW_GITHUB_ACTOR: ${{ github.actor }}
          GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
          GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
          GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
          GH_AW_MCP_CLI_SERVERS_LIST: "- `safeoutputs` — run `safeoutputs --help` to see available tools"
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ACTION: ${{ needs.precompute.outputs.action }}
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_BODY: ${{ needs.precompute.outputs.issue_body }}
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_NUMBER: ${{ needs.precompute.outputs.issue_number }}
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_TITLE: ${{ needs.precompute.outputs.issue_title }}
          GH_AW_OTLP_ALL_HEADERS: ""
          GH_AW_OTLP_ENDPOINTS: ""
          GH_AW_OTLP_LOGS_ENABLED: ""
          GH_AW_OTLP_LOGS_MAX_BYTES: ""
          GH_AW_PROMPT: ${{ runner.temp }}/gh-aw/aw-prompts/prompt.txt
          GH_AW_PROMPT_ENV: "[\"GH_AW_ENGINE_ID\",\"GH_AW_EXPR_76DF9333\",\"GH_AW_EXPR_77C1A4D2\",\"GH_AW_EXPR_7C248226\",\"GH_AW_EXPR_C19C384F\",\"GH_AW_GITHUB_ACTOR\",\"GH_AW_GITHUB_REPOSITORY\",\"GH_AW_GITHUB_RUN_ID\",\"GH_AW_GITHUB_WORKSPACE\",\"GH_AW_MCP_CLI_SERVERS_LIST\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ACTION\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_BODY\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_NUMBER\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_TITLE\",\"GH_AW_PROMPT\",\"GH_AW_SKILL_DIR\",\"GH_AW_SKILL_EXT\",\"GH_AW_SUB_AGENT_DIR\",\"GH_AW_SUB_AGENT_EXT\"]"
          GH_AW_SKILL_DIR: .codex/skills
          GH_AW_SKILL_EXT: /SKILL.md
          GH_AW_SUB_AGENT_DIR: .codex/agents
          GH_AW_SUB_AGENT_EXT: .md
          OTEL_EXPORTER_OTLP_ENDPOINT: ""
          OTEL_EXPORTER_OTLP_HEADERS: ""
          OTEL_EXPORTER_OTLP_PROTOCOL: ""
          OTEL_RESOURCE_ATTRIBUTES: ""
          OTEL_SERVICE_NAME: ""
      - name: Substitute placeholders
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: no-authentication
          script: |
            const { setupPromptGlobals } = require(process.env.GH_AW_ACTIONS_DIR + '/setup_prompt_globals.cjs');
            setupPromptGlobals(core, context);

            const substitutePlaceholders = require(process.env.GH_AW_ACTIONS_DIR + '/substitute_placeholders.cjs');

            // Call the substitution function
            return await substitutePlaceholders({
              file: process.env.GH_AW_PROMPT,
              substitutions: {
                GH_AW_EXPR_76DF9333: process.env.GH_AW_EXPR_76DF9333,
                GH_AW_EXPR_77C1A4D2: process.env.GH_AW_EXPR_77C1A4D2,
                GH_AW_EXPR_7C248226: process.env.GH_AW_EXPR_7C248226,
                GH_AW_EXPR_C19C384F: process.env.GH_AW_EXPR_C19C384F,
                GH_AW_GITHUB_ACTOR: process.env.GH_AW_GITHUB_ACTOR,
                GH_AW_GITHUB_REPOSITORY: process.env.GH_AW_GITHUB_REPOSITORY,
                GH_AW_GITHUB_RUN_ID: process.env.GH_AW_GITHUB_RUN_ID,
                GH_AW_GITHUB_WORKSPACE: process.env.GH_AW_GITHUB_WORKSPACE,
                GH_AW_MCP_CLI_SERVERS_LIST: process.env.GH_AW_MCP_CLI_SERVERS_LIST,
                GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ACTION: process.env.GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ACTION,
                GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_BODY: process.env.GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_BODY,
                GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_NUMBER: process.env.GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_NUMBER,
                GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_TITLE: process.env.GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_TITLE
              }
            });
        env:
          GH_AW_ACTIONS_DIR: ${{ runner.temp }}/gh-aw/actions
          GH_AW_EXPR_76DF9333: ${{ github.event.pull_request.number || (fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_type == 'pull_request' && fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_number) }}
          GH_AW_EXPR_77C1A4D2: ${{ github.event.comment.id || fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').comment_id }}
          GH_AW_EXPR_7C248226: ${{ github.event.issue.number || (fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_type == 'issue' && fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_number) }}
          GH_AW_EXPR_C19C384F: ${{ github.event.discussion.number || (fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_type == 'discussion' && fromJSON(steps.generate_aw_info.outputs.aw_context || '{}').item_number) }}
          GH_AW_GITHUB_ACTOR: ${{ github.actor }}
          GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
          GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
          GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
          GH_AW_MCP_CLI_SERVERS_LIST: "- `safeoutputs` — run `safeoutputs --help` to see available tools"
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ACTION: ${{ needs.precompute.outputs.action }}
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_BODY: ${{ needs.precompute.outputs.issue_body }}
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_NUMBER: ${{ needs.precompute.outputs.issue_number }}
          GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_TITLE: ${{ needs.precompute.outputs.issue_title }}
          GH_AW_OTLP_ALL_HEADERS: ""
          GH_AW_OTLP_ENDPOINTS: ""
          GH_AW_OTLP_LOGS_ENABLED: ""
          GH_AW_OTLP_LOGS_MAX_BYTES: ""
          GH_AW_PROMPT: ${{ runner.temp }}/gh-aw/aw-prompts/prompt.txt
          GH_AW_PROMPT_ENV: "[\"GH_AW_EXPR_76DF9333\",\"GH_AW_EXPR_77C1A4D2\",\"GH_AW_EXPR_7C248226\",\"GH_AW_EXPR_C19C384F\",\"GH_AW_GITHUB_ACTOR\",\"GH_AW_GITHUB_REPOSITORY\",\"GH_AW_GITHUB_RUN_ID\",\"GH_AW_GITHUB_WORKSPACE\",\"GH_AW_MCP_CLI_SERVERS_LIST\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ACTION\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_BODY\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_NUMBER\",\"GH_AW_NEEDS_PRECOMPUTE_OUTPUTS_ISSUE_TITLE\",\"GH_AW_PROMPT\"]"
          OTEL_EXPORTER_OTLP_ENDPOINT: ""
          OTEL_EXPORTER_OTLP_HEADERS: ""
          OTEL_EXPORTER_OTLP_PROTOCOL: ""
          OTEL_RESOURCE_ATTRIBUTES: ""
          OTEL_SERVICE_NAME: ""
      - name: Validate prompt placeholders
        run: |
          bash "${RUNNER_TEMP}/gh-aw/actions/validate_prompt_placeholders.sh"
        env:
          GH_AW_OTLP_ALL_HEADERS: ""
          GH_AW_OTLP_ENDPOINTS: ""
          GH_AW_OTLP_LOGS_ENABLED: ""
          GH_AW_OTLP_LOGS_MAX_BYTES: ""
          GH_AW_PROMPT: ${{ runner.temp }}/gh-aw/aw-prompts/prompt.txt
          OTEL_EXPORTER_OTLP_ENDPOINT: ""
          OTEL_EXPORTER_OTLP_HEADERS: ""
          OTEL_EXPORTER_OTLP_PROTOCOL: ""
          OTEL_RESOURCE_ATTRIBUTES: ""
          OTEL_SERVICE_NAME: ""
      - name: Print prompt
        run: |
          bash "${RUNNER_TEMP}/gh-aw/actions/print_prompt_summary.sh"
        env:
          GH_AW_OTLP_ALL_HEADERS: ""
          GH_AW_OTLP_ENDPOINTS: ""
          GH_AW_OTLP_LOGS_ENABLED: ""
          GH_AW_OTLP_LOGS_MAX_BYTES: ""
          GH_AW_PROMPT: ${{ runner.temp }}/gh-aw/aw-prompts/prompt.txt
          OTEL_EXPORTER_OTLP_ENDPOINT: ""
          OTEL_EXPORTER_OTLP_HEADERS: ""
          OTEL_EXPORTER_OTLP_PROTOCOL: ""
          OTEL_RESOURCE_ATTRIBUTES: ""
          OTEL_SERVICE_NAME: ""
      - name: Inventory installed skills
        if: success() || failure()
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_SKILL_DIR: ".codex/skills"
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'skill_inventory.cjs'));
            await main();
      - name: Upload info artifact
        if: success() || failure()
        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
        with:
          name: info
          path: /tmp/gh-aw/aw_info.json
          if-no-files-found: ignore
          retention-days: ${{ vars.GH_AW_DEFAULT_ARTIFACT_RETENTION_DAYS || '0' }}
      - name: Stage prompt files for artifact upload
        run: |
          mkdir -p /tmp/gh-aw/aw-prompts
          cp -a "${RUNNER_TEMP}/gh-aw/aw-prompts/." /tmp/gh-aw/aw-prompts/
      - name: Upload activation artifact
        if: success() || failure()
        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
        with:
          name: activation
          include-hidden-files: true
          path: |
            /tmp/gh-aw/aw_info.json
            /tmp/gh-aw/models.json
            /tmp/gh-aw/aw-prompts/prompt.txt
            /tmp/gh-aw/aw-prompts/system.txt
            /tmp/gh-aw/aw-prompts/user.txt
            /tmp/gh-aw/aw-prompts/prompt-template.txt
            /tmp/gh-aw/aw-prompts/prompt-import-tree.json
            /tmp/gh-aw/aw-prompts/prompt-literal-values.json
            /tmp/gh-aw/github_rate_limits.jsonl
            /tmp/gh-aw/base
            /tmp/gh-aw/.codex/agents
            /tmp/gh-aw/.codex/skills
            /tmp/gh-aw/skill_inventory.json
          if-no-files-found: ignore
          retention-days: ${{ vars.GH_AW_DEFAULT_ARTIFACT_RETENTION_DAYS || '1' }}

  admission:
    name: admission
    needs: precompute
    if: (needs.precompute.outputs.action != 'none') && (vars.GH_AW_DEFAULT_ADMISSION_URL != '')
    runs-on: ubuntu-slim
    # Permissions for the admission job (workflow permissions default to none).
    permissions:
      contents: read
      id-token: write # Request an OIDC token for authenticated services.
    timeout-minutes: 5
    outputs:
      max-ai-credits: ${{ steps.admission.outputs.max-ai-credits }}
      max-ai-credits-evals: ${{ steps.admission.outputs.max-ai-credits-evals }}
      max-ai-credits-threat-detection: ${{ steps.admission.outputs.max-ai-credits-threat-detection }}
      result: ${{ steps.admission.outputs.result }}
      trace-id: ${{ steps.admission.outputs.trace-id }}
    steps:
      - name: Checkout actions folder
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          repository: github/gh-aw
          sparse-checkout: |
            actions
          fetch-depth: 1
          clean: false
          persist-credentials: false
      - name: Setup Scripts
        id: setup
        uses: ./actions/setup
        with:
          destination: ${{ runner.temp }}/gh-aw/actions
          job-name: ${{ github.job }}
        env:
          GH_AW_SETUP_WORKFLOW_NAME: "Bot Detection"
          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/unknown.lock.yml@${{ github.ref }}
      - name: Check workflow admission
        id: admission
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_DEFAULT_ADMISSION_URL: ${{ vars.GH_AW_DEFAULT_ADMISSION_URL }}
          GH_AW_DEFAULT_ADMISSION_AUDIENCE: ${{ vars.GH_AW_DEFAULT_ADMISSION_AUDIENCE }}
          GH_AW_DEFAULT_ADMISSION_ON_OUTAGE: ${{ vars.GH_AW_DEFAULT_ADMISSION_ON_OUTAGE }}
          GH_AW_ADMISSION_WORKFLOW_HASH: "455a47b3602f001ca2646d589fda27006a4c3ab55441fcc5a1aae7ca7d77b24c:666e43b31db3f6d9bfb994b953f0e14b808ed52e0ecdee2af199dfc6111f5ac6"
          GH_AW_INFO_WORKFLOW_ID: ${{ job.workflow_ref }}
          GITHUB_ACTOR: ${{ github.actor }}
          GITHUB_TRIGGERING_ACTOR: ${{ github.triggering_actor }}
        with:
          script: |
            await require(require('node:path').join(process.env.RUNNER_TEMP, 'gh-aw', 'actions', 'activation_admission.cjs')).main(core, github, context, exec, io, getOctokit);

  agent:
    name: agent
    needs:
      - activation
      - precompute
    if: >
      ((!cancelled()) && needs.activation.result == 'success' && needs.precompute.result == 'success') &&
      ((needs.precompute.outputs.action != 'none') &&
      (needs.activation.outputs.daily_ai_credits_exceeded != 'true' && needs.activation.outputs.daily_ai_credits_guardrail_status != 'quota_blocked'))
    runs-on: ubuntu-latest
    # Permissions for the agent job (workflow permissions default to none).
    permissions:
      actions: read # Read workflow runs and artifacts for workflow context.
      contents: read
      issues: read # Read issues and comments for workflow context.
      pull-requests: read # Read pull requests and review comments for workflow context.
    concurrency:
      group: "gh-aw-codex-${{ github.workflow }}"
      queue: max
    timeout-minutes: 60
    env:
      DEFAULT_BRANCH: ${{ github.event.repository.default_branch }}
      GH_AW_ASSETS_ALLOWED_EXTS: ""
      GH_AW_ASSETS_BRANCH: ""
      GH_AW_ASSETS_MAX_SIZE_KB: 0
      GH_AW_MCP_LOG_DIR: /tmp/gh-aw/mcp-logs/safeoutputs
      GH_AW_OBJECT_PACK_FETCH_DEPTHS: ${{ vars.GH_AW_OBJECT_PACK_FETCH_DEPTHS }}
      GH_AW_OBJECT_PACK_MAX_BYTES: ${{ vars.GH_AW_OBJECT_PACK_MAX_BYTES }}
      GH_AW_OBJECT_PACK_MAX_OBJECTS: ${{ vars.GH_AW_OBJECT_PACK_MAX_OBJECTS }}
      GH_AW_OBJECT_PACK_TIMEOUT_MS: ${{ vars.GH_AW_OBJECT_PACK_TIMEOUT_MS }}
      GH_AW_PROJECT_UTC: "-08:00"
      GH_AW_PR_HEAD_BASE_BRANCH: ""
      GH_AW_PR_HEAD_BASE_PR_NUMBER: ""
      GH_AW_PR_HEAD_BASE_REF: ""
      GH_AW_PR_HEAD_BASE_REPO: ""
      GH_AW_PR_HEAD_BASE_SHA: ""
      GH_AW_PR_HEAD_REPO: ""
      GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
      GH_AW_TARGET_REPO_SLUG: ""
      GH_AW_WORKFLOW_ID_SANITIZED: botdetection
    outputs:
      agentic_engine_timeout: ${{ steps.detect-agent-errors.outputs.agentic_engine_timeout || 'false' }}
      ai_credits_rate_limit_error: ${{ steps.parse-mcp-gateway.outputs.ai_credits_rate_limit_error || 'false' }}
      aic: ${{ steps.parse-token-usage.outputs.aic }}
      ambient_context: ${{ steps.parse-token-usage.outputs.ambient_context }}
      checkout_pr_invalidated: ${{ steps.checkout-pr.outputs.checkout_pr_invalidated || 'false' }}
      checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
      has_patch: ${{ steps.collect_output.outputs.has_patch }}
      http_400_response_error: ${{ steps.detect-agent-errors.outputs.http_400_response_error || 'false' }}
      inference_access_error: ${{ steps.detect-agent-errors.outputs.inference_access_error || 'false' }}
      invocation_cap_exceeded: ${{ steps.detect-agent-errors.outputs.invocation_cap_exceeded || 'false' }}
      max_cache_misses_exceeded: ${{ steps.detect-agent-errors.outputs.max_cache_misses_exceeded || 'false' }}
      mcp_policy_error: ${{ steps.detect-agent-errors.outputs.mcp_policy_error || 'false' }}
      missing_model_pricing_error: ${{ steps.detect-agent-errors.outputs.missing_model_pricing_error || 'false' }}
      missing_model_pricing_model_name: ${{ steps.detect-agent-errors.outputs.missing_model_pricing_model_name || '' }}
      model: ${{ needs.activation.outputs.model }}
      model_endpoint_mismatch_error: ${{ steps.detect-agent-errors.outputs.model_endpoint_mismatch_error || 'false' }}
      model_not_supported_error: ${{ steps.detect-agent-errors.outputs.model_not_supported_error || 'false' }}
      output: ${{ steps.collect_output.outputs.output }}
      output_types: ${{ steps.collect_output.outputs.output_types }}
      setup-parent-span-id: ${{ steps.setup.outputs.parent-span-id || steps.setup.outputs.span-id }}
      setup-span-id: ${{ steps.setup.outputs.span-id }}
      setup-trace-id: ${{ steps.setup.outputs.trace-id }}
      shell_expansion_guard_rejected: ${{ steps.detect-agent-errors.outputs.shell_expansion_guard_rejected || 'false' }}
      unknown_model_ai_credits: ${{ steps.parse-mcp-gateway.outputs.unknown_model_ai_credits || 'false' }}
    steps:
      - name: Checkout actions folder
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          repository: github/gh-aw
          sparse-checkout: |
            actions
          fetch-depth: 1
          clean: false
          persist-credentials: false
      - name: Setup Scripts
        id: setup
        uses: ./actions/setup
        with:
          destination: ${{ runner.temp }}/gh-aw/actions
          job-name: ${{ github.job }}
          trace-id: ${{ needs.activation.outputs.setup-trace-id }}
          parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
        env:
          GH_AW_SETUP_WORKFLOW_NAME: "Bot Detection"
          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/bot-detection.lock.yml@${{ github.ref }}
          GH_AW_INFO_VERSION: "0.167.0"
          GH_AW_INFO_AWF_VERSION: "v0.29.12"
          GH_AW_INFO_ENGINE_ID: "codex"
          GH_AW_SETUP_AW_CONTEXT: ${{ inputs.aw_context }}
      - name: Set runtime paths
        id: set-runtime-paths
        env:
          GH_AW_RUNNER_TOOL_CACHE: ${{ runner.tool_cache }}
        run: | # zizmor: ignore[github-env] - runner.tool_cache is set by GitHub Actions, not user input.
          if [ -z "${RUNNER_TOOL_CACHE:-}" ]; then
            echo "RUNNER_TOOL_CACHE=${GH_AW_RUNNER_TOOL_CACHE}" >> "$GITHUB_ENV"
          fi
          {
            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: Mask OTLP telemetry headers
        run: bash "${RUNNER_TEMP}/gh-aw/actions/mask_otlp_headers.sh"
      - name: Checkout repository (gh-aw default)
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          persist-credentials: false
      - name: Initialize agent execution evidence
        run: |
          mkdir -p "/tmp/gh-aw"
          evidence_tmp="/tmp/gh-aw/agent_execution.json.tmp"
          printf '{"version":1,"component":"agent","run_id":%s,"run_attempt":%s,"state":"not_started"}\n' "$GITHUB_RUN_ID" "$GITHUB_RUN_ATTEMPT" > "$evidence_tmp"
          mv "$evidence_tmp" "/tmp/gh-aw/agent_execution.json"
      - name: Create gh-aw temp directory
        run: bash "${RUNNER_TEMP}/gh-aw/actions/create_gh_aw_tmp_dir.sh"
      - name: Configure gh CLI for GitHub Enterprise
        run: bash "${RUNNER_TEMP}/gh-aw/actions/configure_gh_for_ghe.sh"
        env:
          GH_TOKEN: ${{ github.token }}
      - name: Download activation artifact
        uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
        with:
          name: activation
          path: /tmp/gh-aw
      - name: Configure Git credentials
        env:
          GH_AW_GIT_REPOSITORY: ${{ github.repository }}
          GITHUB_SERVER_URL: ${{ github.server_url }}
          GITHUB_TOKEN: ${{ github.token }}
        run: bash "${RUNNER_TEMP}/gh-aw/actions/configure_git_credentials.sh"
      - name: Checkout PR branch
        id: checkout-pr
        if: |
          github.event.pull_request || github.event.issue.pull_request || github.event_name == 'workflow_dispatch'
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
        with:
          github-token: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'checkout_pr_branch.cjs'));
            await main();
      - name: Setup Node.js
        uses: actions/setup-node@949feb2413d6458794dcd2491c4babbbce0c15c1 # v7.1.0
        with:
          node-version: '24'
          package-manager-cache: false
      - name: Install Codex CLI
        run: npm install -g @openai/codex@0.167.0
        env:
          NPM_CONFIG_IGNORE_SCRIPTS: 'true'
          NPM_CONFIG_MIN_RELEASE_AGE: '3'
      - name: Install AWF binary
        env:
          GH_TOKEN: ${{ github.token }}
          GH_HOST: github.com
        run: bash "${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh" v0.29.12 --rootless
      - name: Determine automatic lockdown mode for GitHub MCP Server
        id: determine-automatic-lockdown
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_GITHUB_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN }}
          GH_AW_GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const determineAutomaticLockdown = require(path.join(actionsDir, 'determine_automatic_lockdown.cjs'));
            await determineAutomaticLockdown(github, context, core);
      - name: Restore agent config folders from base branch
        if: steps.checkout-pr.outputs.checked_out == 'true'
        env:
          GH_AW_AGENT_FOLDERS: ".agents .codex .github"
          GH_AW_AGENT_FILES: "AGENTS.md"
        run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_base_github_folders.sh"
      - name: Restore inline sub-agents from activation artifact
        env:
          GH_AW_SUB_AGENT_DIR: ".codex/agents"
          GH_AW_SUB_AGENT_EXT: ".md"
        run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_inline_sub_agents.sh"
      - name: Restore inline skills from activation artifact
        env:
          GH_AW_SKILL_DIR: ".codex/skills"
        run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_inline_skills.sh"
      - name: Download container images
        run: bash "${RUNNER_TEMP}/gh-aw/actions/download_docker_images.sh" ghcr.io/github/gh-aw-firewall/agent:0.29.12@sha256:516eab4665148c3cdf2bf03caf2868d7710074f9f09e7d142f2be669506a151d ghcr.io/github/gh-aw-firewall/api-proxy:0.29.12@sha256:78d572496cae034e1f48f28e000aad2a91e284197716ee0c7cf8f92c939d01af ghcr.io/github/gh-aw-firewall/squid:0.29.12@sha256:237d2552ee6f0689f00909d98a462437bd109a1ee4d75acb23de11bf8d96c337 ghcr.io/github/gh-aw-mcpg:v0.5.8@sha256:e237aabf51d4485474b9355649b811ca6c1db22359eeb1860832fc1fb5a7a347 ghcr.io/github/gh-aw-node@sha256:8735428c2d4e602f90781ba0c571c400e8ff93c7ee1508a75d71f87e34e415cc ghcr.io/github/github-mcp-server:v2.1.0@sha256:f6056fc10bfffcc8c81a6417a2e9ca12808647e8dd6049642a4feaadee0e0f8a
      - name: Configure Codex
        run: |
          "$(command -v node)" "${RUNNER_TEMP}/gh-aw/actions/convert_gateway_config_codex.cjs" --bootstrap
        env:
          CODEX_HOME: /tmp/gh-aw/mcp-config
          GH_AW_CODEX_CONFIG_JSON: '{"defaults":{"features":{"plugins":false},"history":{"persistence":"none"},"mcp_servers":{"github":{"http_headers":{"User-Agent":"bot-detection"},"startup_timeout_sec":120,"tool_timeout_sec":60},"safeoutputs":{"startup_timeout_sec":120,"tool_timeout_sec":60}},"model_provider":"openai-proxy","model_providers":{"openai-proxy":{"base_url":"http://172.30.0.30:10000","env_key":"CODEX_API_KEY","name":"OpenAI AWF proxy","requires_openai_auth":false,"supports_websockets":false,"wire_api":"responses"}},"otel":{"metrics_exporter":"none"},"shell_environment_policy":{"ignore_default_excludes":false,"include_only":["ALL_PROXY","CURL_CA_BUNDLE","GITHUB_WORKSPACE","GIT_AUTHOR_EMAIL","GIT_AUTHOR_NAME","GIT_COMMITTER_EMAIL","GIT_COMMITTER_NAME","HOME","HTTPS_PROXY","HTTP_PROXY","LANG","LC_ALL","LC_CTYPE","LOGNAME","NODE_EXTRA_CA_CERTS","NO_PROXY","PATH","PLAYWRIGHT_BROWSERS_PATH","REQUESTS_CA_BUNDLE","RUNNER_TEMP","RUNNER_TOOL_CACHE","SHELL","SSL_CERT_DIR","SSL_CERT_FILE","TEMP","TMP","TMPDIR","USER","all_proxy","http_proxy","https_proxy","no_proxy"],"inherit":"all"}},"overrides":{},"disablePlugins":true}'
      - name: Prepare Safe Outputs Directories
        run: |
          mkdir -p "${RUNNER_TEMP}/gh-aw/safeoutputs"
          mkdir -p /tmp/gh-aw/safeoutputs
          mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
      - name: Generate Safe Outputs Config
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_FILE_ROOT: "${{ runner.temp }}/gh-aw"
          GH_AW_FILE_CONFIG: "{\"files\":[{\"path\":\"safeoutputs/config.json\",\"content_env\":\"GH_AW_SAFE_OUTPUTS_CONFIG\"}]}"
          GH_AW_SAFE_OUTPUTS_CONFIG: "{\"create_issue\":{\"labels\":[\"security\",\"bot-detection\"],\"max\":1,\"max_issue_artifact_size\":1048576,\"max_issue_artifacts\":10},\"create_report_incomplete_issue\":{},\"mentions\":{\"allowed\":[\"pelikhan\"]},\"noop\":{\"max\":2,\"report-as-issue\":\"false\"},\"report_incomplete\":{},\"report_missing_data\":{},\"report_missing_tool\":{},\"update_issue\":{\"allow_body\":true,\"max\":1,\"max_issue_artifact_size\":1048576,\"max_issue_artifacts\":10,\"target\":\"*\"}}"
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'create_files.cjs'));
            await main();
      - name: Generate Safe Outputs Tools
        env:
          GH_AW_TOOLS_META_JSON: |
            {
              "description_suffixes": {
                "create_issue": " CONSTRAINTS: Maximum 1 issue(s) can be created. Labels [\"security\" \"bot-detection\"] will be automatically added. Maximum 10 artifact(s) can be attached per issue. Maximum artifact body size: 1048576 UTF-8 bytes.",
                "update_issue": " CONSTRAINTS: Maximum 1 issue(s) can be updated. Maximum 10 artifact(s) can be attached per issue. Maximum artifact body size: 1048576 UTF-8 bytes. Target: *. Body updates are allowed."
              },
              "repo_params": {},
              "dynamic_tools": []
            }
          GH_AW_VALIDATION_JSON: |
            {
              "create_issue": {
                "defaultMax": 1,
                "fields": {
                  "artifacts": {
                    "type": "array"
                  },
                  "blocked_by": {},
                  "body": {
                    "required": true,
                    "type": "string",
                    "sanitize": true,
                    "maxLength": 65000,
                    "minLength": 20
                  },
                  "fields": {
                    "type": "array"
                  },
                  "labels": {
                    "type": "array",
                    "itemType": "string",
                    "itemSanitize": true,
                    "itemMaxLength": 128
                  },
                  "parent": {
                    "issueOrPRNumber": true
                  },
                  "repo": {
                    "type": "string",
                    "maxLength": 256
                  },
                  "temporary_id": {
                    "type": "string"
                  },
                  "title": {
                    "required": true,
                    "type": "string",
                    "sanitize": true,
                    "maxLength": 128
                  }
                },
                "collapseData": true
              },
              "mentions": {
                "allowed": [
                  "pelikhan"
                ]
              },
              "noop": {
                "defaultMax": 2,
                "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
                  }
                }
              },
              "report_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
                  }
                }
              },
              "report_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
                  }
                }
              },
              "update_issue": {
                "defaultMax": 1,
                "fields": {
                  "artifacts": {
                    "type": "array"
                  },
                  "assignees": {
                    "type": "array",
                    "itemType": "string",
                    "itemSanitize": true,
                    "itemMaxLength": 39
                  },
                  "body": {
                    "type": "string",
                    "sanitize": true,
                    "maxLength": 65000
                  },
                  "issue_number": {
                    "issueOrPRNumber": true
                  },
                  "labels": {
                    "type": "array"
                  },
                  "milestone": {
                    "optionalPositiveInteger": true,
                    "allowNull": true
                  },
                  "operation": {
                    "type": "string",
                    "enum": [
                      "replace",
                      "append",
                      "prepend",
                      "replace-island"
                    ]
                  },
                  "repo": {
                    "type": "string",
                    "maxLength": 256
                  },
                  "status": {
                    "type": "string",
                    "enum": [
                      "open",
                      "closed"
                    ]
                  },
                  "title": {
                    "type": "string",
                    "sanitize": true,
                    "maxLength": 128
                  }
                },
                "customValidation": "requiresOneOf:status,title,body,labels,assignees,milestone,artifacts"
              }
            }
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'generate_safe_outputs_tools.cjs'));
            await main();
      - name: Start MCP Gateway
        id: start-mcp-gateway
        env:
          CODEX_HOME: /tmp/gh-aw/mcp-config
          DEBUG: ${{ env.DEBUG || runner.debug == '1' && '*' || '' }}
          GH_AW_OBJECT_PACK_FETCH_DEPTHS: ${{ vars.GH_AW_OBJECT_PACK_FETCH_DEPTHS }}
          GH_AW_OBJECT_PACK_MAX_BYTES: ${{ vars.GH_AW_OBJECT_PACK_MAX_BYTES }}
          GH_AW_OBJECT_PACK_MAX_OBJECTS: ${{ vars.GH_AW_OBJECT_PACK_MAX_OBJECTS }}
          GH_AW_OBJECT_PACK_TIMEOUT_MS: ${{ vars.GH_AW_OBJECT_PACK_TIMEOUT_MS }}
          GH_AW_POLICY_ALLOW_CREATE_PULL_REQUEST: ${{ vars.GH_AW_POLICY_ALLOW_CREATE_PULL_REQUEST || 'true' }}
          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
          GH_AW_SAFE_OUTPUTS_CONFIG_PATH: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS_CONFIG_PATH }}
          GH_AW_SAFE_OUTPUTS_TOOLS_PATH: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS_TOOLS_PATH }}
          GH_AW_SINK_VISIBILITY: ${{ steps.determine-automatic-lockdown.outputs.visibility }}
          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"
          if [ -n "${GITHUB_EVENT_PATH:-}" ] && [ -r "${GITHUB_EVENT_PATH}" ]; then
            GH_AW_SAFEOUTPUTS_EVENT_PATH="${RUNNER_TEMP}/gh-aw/safeoutputs/github_event.json"
            cp "${GITHUB_EVENT_PATH}" "${GH_AW_SAFEOUTPUTS_EVENT_PATH}"
            export GITHUB_EVENT_PATH="${GH_AW_SAFEOUTPUTS_EVENT_PATH}"
          fi

          # Export gateway environment variables for MCP config and gateway script
          export MCP_GATEWAY_PORT="8080"
          export MCP_GATEWAY_DOMAIN="awmg-mcpg"
          export MCP_GATEWAY_HOST_DOMAIN="localhost"
          MCP_GATEWAY_AGENT_ID=$(openssl rand -base64 45 | tr -d '/+=')
          echo "::add-mask::${MCP_GATEWAY_AGENT_ID}"
          export MCP_GATEWAY_AGENT_ID
          export MCP_GATEWAY_PAYLOAD_DIR="/tmp/gh-aw/mcp-payloads"
          mkdir -p "${MCP_GATEWAY_PAYLOAD_DIR}"
          export MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD="524288"
          export MCP_GATEWAY_ALLOWED_MOUNT_ROOTS="${GITHUB_WORKSPACE}:rw,${RUNNER_TEMP}/gh-aw:ro,${RUNNER_TEMP}/gh-aw/safeoutputs:rw,/opt:ro,/tmp:rw,/usr/bin/gh:ro"
          export GH_AW_PR_HEAD_BASE_BRANCH="${GH_AW_PR_HEAD_BASE_BRANCH:-}"
          export GH_AW_PR_HEAD_BASE_SHA="${GH_AW_PR_HEAD_BASE_SHA:-}"
          export GH_AW_PR_HEAD_BASE_REPO="${GH_AW_PR_HEAD_BASE_REPO:-}"
          export GH_AW_PR_HEAD_BASE_PR_NUMBER="${GH_AW_PR_HEAD_BASE_PR_NUMBER:-}"
          export GH_AW_PR_HEAD_BASE_REF="${GH_AW_PR_HEAD_BASE_REF:-}"
          export GH_AW_PR_HEAD_REPO="${GH_AW_PR_HEAD_REPO:-}"
          export GH_AW_TARGET_REPO_SLUG="${GH_AW_TARGET_REPO_SLUG:-}"
          export GH_AW_ENGINE="codex"
          export GH_AW_MCP_CLI_SERVERS='["safeoutputs"]'
          MCP_GATEWAY_UID=$(id -u 2>/dev/null || echo '0')
          MCP_GATEWAY_GID=$(id -g 2>/dev/null || echo '0')
          source "${RUNNER_TEMP}/gh-aw/actions/resolve_docker_socket_gid.sh"
          export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network bridge -p 127.0.0.1:'"${MCP_GATEWAY_PORT}"':'"${MCP_GATEWAY_PORT}"' --name awmg-mcpg --add-host host.docker.internal:host-gateway --user '"${MCP_GATEWAY_UID}"':'"${MCP_GATEWAY_GID}"' --group-add '"${DOCKER_SOCK_GID}"' -v '"${DOCKER_SOCK_PATH}"':/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_AGENT_ID -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DOCKER_HOST=unix:///var/run/docker.sock -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_TARGET_REPO_SLUG -e GH_AW_PR_HEAD_BASE_BRANCH -e GH_AW_PR_HEAD_BASE_SHA -e GH_AW_PR_HEAD_BASE_REPO -e GH_AW_PR_HEAD_BASE_PR_NUMBER -e GH_AW_PR_HEAD_BASE_REF -e GH_AW_PR_HEAD_REPO -e GH_AW_POLICY_ALLOW_CREATE_PULL_REQUEST -e GH_AW_OBJECT_PACK_MAX_BYTES -e GH_AW_OBJECT_PACK_MAX_OBJECTS -e GH_AW_OBJECT_PACK_TIMEOUT_MS -e GH_AW_OBJECT_PACK_FETCH_DEPTHS -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 GH_AW_SINK_VISIBILITY -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e RUNNER_TEMP -e RUNNER_TOOL_CACHE -e MCP_GATEWAY_ALLOWED_MOUNT_ROOTS -e GITHUB_AW_OTEL_TRACE_ID -e GITHUB_AW_OTEL_PARENT_SPAN_ID -e OTEL_EXPORTER_OTLP_HEADERS -e CODEX_HOME -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw -v '"${RUNNER_TEMP}"'/gh-aw/safeoutputs:'"${RUNNER_TEMP}"'/gh-aw/safeoutputs:rw ghcr.io/github/gh-aw-mcpg:v0.5.8@sha256:e237aabf51d4485474b9355649b811ca6c1db22359eeb1860832fc1fb5a7a347'

          export GH_AW_CODEX_CONFIG="${RUNNER_TEMP}/gh-aw/mcp-config/codex-config.json"

          # Generate JSON config for MCP gateway
          GH_AW_NODE=$(which node 2>/dev/null || command -v node 2>/dev/null || echo node)
          cat << GH_AW_MCP_CONFIG_eac22391b1579144_EOF | "$GH_AW_NODE" "${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.cjs"
          {
            "mcpServers": {
              "github": {
                "container": "ghcr.io/github/github-mcp-server:v2.1.0",
                "env": {
                  "GITHUB_FEATURES": "fields_param",
                  "GITHUB_HOST": "$GITHUB_SERVER_URL",
                  "GITHUB_PERSONAL_ACCESS_TOKEN": "$GITHUB_MCP_SERVER_TOKEN",
                  "GITHUB_READ_ONLY": "1",
                  "GITHUB_TOOLSETS": "context,repos,issues,pull_requests"
                },
                "guard-policies": {
                  "allow-only": {
                    "min-integrity": "$GITHUB_MCP_GUARD_MIN_INTEGRITY",
                    "repos": "$GITHUB_MCP_GUARD_REPOS"
                  }
                }
              },
              "safeoutputs": {
                "container": "ghcr.io/github/gh-aw-node@sha256:8735428c2d4e602f90781ba0c571c400e8ff93c7ee1508a75d71f87e34e415cc",
                "mounts": ["\${GITHUB_WORKSPACE}:\${GITHUB_WORKSPACE}:rw", "${RUNNER_TEMP}/gh-aw/safeoutputs:${RUNNER_TEMP}/gh-aw/safeoutputs:rw", "/tmp/gh-aw:/tmp/gh-aw:rw"],
                "args": ["-w", "\${GITHUB_WORKSPACE}"],
                "entrypoint": "sh",
                "entrypointArgs": ["-c", "sh ${RUNNER_TEMP}/gh-aw/safeoutputs/start_safe_outputs_mcp.sh"],
                "env": {
                  "DEBUG": "\${DEBUG}",
                  "DEFAULT_BRANCH": "\${DEFAULT_BRANCH}",
                  "GH_AW_ASSETS_ALLOWED_EXTS": "\${GH_AW_ASSETS_ALLOWED_EXTS}",
                  "GH_AW_ASSETS_BRANCH": "\${GH_AW_ASSETS_BRANCH}",
                  "GH_AW_ASSETS_MAX_SIZE_KB": "\${GH_AW_ASSETS_MAX_SIZE_KB}",
                  "GH_AW_MCP_LOG_DIR": "\${GH_AW_MCP_LOG_DIR}",
                  "GH_AW_SAFE_OUTPUTS": "\${GH_AW_SAFE_OUTPUTS}",
                  "GH_AW_SAFE_OUTPUTS_CONFIG_PATH": "\${GH_AW_SAFE_OUTPUTS_CONFIG_PATH}",
                  "GH_AW_SAFE_OUTPUTS_TOOLS_PATH": "\${GH_AW_SAFE_OUTPUTS_TOOLS_PATH}",
                  "GH_AW_TARGET_REPO_SLUG": "\${GH_AW_TARGET_REPO_SLUG}",
                  "GH_AW_POLICY_ALLOW_CREATE_PULL_REQUEST": "\${GH_AW_POLICY_ALLOW_CREATE_PULL_REQUEST}",
                  "GH_AW_PR_HEAD_BASE_BRANCH": "\${GH_AW_PR_HEAD_BASE_BRANCH}",
                  "GH_AW_PR_HEAD_BASE_SHA": "\${GH_AW_PR_HEAD_BASE_SHA}",
                  "GH_AW_PR_HEAD_BASE_REPO": "\${GH_AW_PR_HEAD_BASE_REPO}",
                  "GH_AW_PR_HEAD_BASE_PR_NUMBER": "\${GH_AW_PR_HEAD_BASE_PR_NUMBER}",
                  "GH_AW_PR_HEAD_BASE_REF": "\${GH_AW_PR_HEAD_BASE_REF}",
                  "GH_AW_PR_HEAD_REPO": "\${GH_AW_PR_HEAD_REPO}",
                  "GITHUB_EVENT_NAME": "\${GITHUB_EVENT_NAME}",
                  "GITHUB_EVENT_PATH": "\${GITHUB_EVENT_PATH}",
                  "GITHUB_REPOSITORY": "\${GITHUB_REPOSITORY}",
                  "GITHUB_SHA": "\${GITHUB_SHA}",
                  "GITHUB_TOKEN": "\${GITHUB_TOKEN}",
                  "GITHUB_WORKSPACE": "\${GITHUB_WORKSPACE}",
                  "RUNNER_TEMP": "\${RUNNER_TEMP}",
                  "GH_AW_OBJECT_PACK_MAX_BYTES": "\${GH_AW_OBJECT_PACK_MAX_BYTES}",
                  "GH_AW_OBJECT_PACK_MAX_OBJECTS": "\${GH_AW_OBJECT_PACK_MAX_OBJECTS}",
                  "GH_AW_OBJECT_PACK_TIMEOUT_MS": "\${GH_AW_OBJECT_PACK_TIMEOUT_MS}",
                  "GH_AW_OBJECT_PACK_FETCH_DEPTHS": "\${GH_AW_OBJECT_PACK_FETCH_DEPTHS}"
                },
                "guard-policies": {
                  "write-sink": {
                    "accept": [
                      "*"
                    ],
                    "sink-visibility": "${GH_AW_SINK_VISIBILITY}"
                  }
                }
              }
            },
            "gateway": {
              "port": $MCP_GATEWAY_PORT,
              "domain": "${MCP_GATEWAY_DOMAIN}",
              "agentId": "${MCP_GATEWAY_AGENT_ID}",
              "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}",
              "startupTimeout": 120,
              "opentelemetry": {
                "endpoint": "${OTEL_EXPORTER_OTLP_ENDPOINT}",
                "traceId": "${GITHUB_AW_OTEL_TRACE_ID}",
                "spanId": "${GITHUB_AW_OTEL_PARENT_SPAN_ID}"
              }
            }
          }
          GH_AW_MCP_CONFIG_eac22391b1579144_EOF

          # Sync converter output to writable CODEX_HOME for Codex
          "$(command -v node)" "${RUNNER_TEMP}/gh-aw/actions/convert_gateway_config_codex.cjs" --copy-config
      - name: Mount MCP servers as CLIs
        id: mount-mcp-clis
        continue-on-error: true
        env:
          MCP_GATEWAY_AGENT_ID: ${{ steps.start-mcp-gateway.outputs.gateway-agent-id }}
          MCP_GATEWAY_DOMAIN: ${{ steps.start-mcp-gateway.outputs.gateway-domain }}
          MCP_GATEWAY_PORT: ${{ steps.start-mcp-gateway.outputs.gateway-port }}
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io);
            const { main } = require(path.join(actionsDir, 'mount_mcp_as_cli.cjs'));
            await main();
      - name: Clean credentials
        run: |
          bash "${RUNNER_TEMP}/gh-aw/actions/clean_git_credentials.sh"
          bash "${RUNNER_TEMP}/gh-aw/actions/verify_git_credentials.sh"
      - name: Audit pre-agent workspace
        id: pre_agent_audit
        continue-on-error: true
        run: bash "${RUNNER_TEMP}/gh-aw/actions/audit_pre_agent_workspace.sh"
      - name: Log GitHub rate limits at agent start
        continue-on-error: true
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { fetchAndLogRateLimit } = require(path.join(actionsDir, 'github_rate_limit_logger.cjs'));
            await fetchAndLogRateLimit(github, 'agent_start', true);
      - name: Execute Codex CLI
        id: agentic_execution
        timeout-minutes: 10
        run: |
          set -o pipefail
          gh_aw_exit_code=0
          trap 'gh_aw_exit_code=$?; mkdir -p /tmp/gh-aw >/dev/null 2>&1 || true; printf "%s" "$gh_aw_exit_code" > /tmp/gh-aw/agent_execution_exit_code.txt || true; if [ "$gh_aw_exit_code" -ne 0 ]; then echo "::error::Agent execution exited with code $gh_aw_exit_code"; fi' EXIT
          printf '%s' "$(date +%s%3N)" > /tmp/gh-aw/agent_cli_start_ms.txt
          mkdir -p "$CODEX_HOME/logs" && touch /tmp/gh-aw/agent-step-summary.md
          (umask 177 && touch /tmp/gh-aw/agent-stdio.log)
          GH_AW_MAX_AI_CREDITS="${GH_AW_MAX_AI_CREDITS:-1000}"
          if [[ ! "$GH_AW_MAX_AI_CREDITS" =~ ^[0-9]+$ ]]; then
            GH_AW_MAX_AI_CREDITS="1000"
          fi
          if [[ "${GH_AW_ADMISSION_RESULT:-}" == "admitted" && -z "${GH_AW_ADMISSION_MAX_AI_CREDITS:-}" ]]; then
            echo "ERR_ADMISSION: Missing required runtime admission allowance." >&2
            exit 1
          fi

          if [[ "${GH_AW_ADMISSION_RESULT:-}" == "admitted" && -n "${GH_AW_ADMISSION_MAX_AI_CREDITS:-}" ]]; then
            if [[ ! "$GH_AW_ADMISSION_MAX_AI_CREDITS" =~ ^[1-9][0-9]{0,9}$ ]] || (( GH_AW_ADMISSION_MAX_AI_CREDITS > 2147483647 )); then
              echo "ERR_ADMISSION: Invalid runtime admission allowance." >&2
              exit 1
            fi
            GH_AW_MAX_AI_CREDITS="$GH_AW_ADMISSION_MAX_AI_CREDITS"
            echo "Admission allowance applied (value withheld)."
          else
            echo "No component admission allowance; retaining existing budget policy (value withheld)."
          fi
          unset GH_AW_ADMISSION_RESULT GH_AW_ADMISSION_MAX_AI_CREDITS
          printf '%s\n' "{\"\$schema\":\"https://github.com/github/gh-aw-firewall/releases/download/v0.29.12/awf-config.schema.json\",\"network\":{\"allowDomains\":[\"*.grafana.net\",\"*.sentry.io\",\"archive.ubuntu.com\",\"azure.archive.ubuntu.com\",\"crl.geotrust.com\",\"crl.globalsign.com\",\"crl.identrust.com\",\"crl.sectigo.com\",\"crl.thawte.com\",\"crl.usertrust.com\",\"crl.verisign.com\",\"crl3.digicert.com\",\"crl4.digicert.com\",\"crls.ssl.com\",\"json-schema.org\",\"json.schemastore.org\",\"keyserver.ubuntu.com\",\"ocsp.digicert.com\",\"ocsp.geotrust.com\",\"ocsp.globalsign.com\",\"ocsp.identrust.com\",\"ocsp.sectigo.com\",\"ocsp.ssl.com\",\"ocsp.thawte.com\",\"ocsp.usertrust.com\",\"ocsp.verisign.com\",\"s.symcb.com\",\"s.symcd.com\",\"security.ubuntu.com\",\"ts-crl.ws.symantec.com\",\"ts-ocsp.ws.symantec.com\"],\"isolation\":true,\"topologyAttach\":[\"awmg-mcpg\"]},\"apiProxy\":{\"enabled\":true,\"enableTokenSteering\":true,\"hostedWeb\":{\"codex\":{\"enabled\":false}},\"maxRuns\":500,\"maxAiCredits\":${GH_AW_MAX_AI_CREDITS},\"maxCacheMisses\":5,\"providers\":{\"openai\":{\"models\":{\"gpt-5.6-sol\":{\"cost\":{\"cache_read\":\"4e-07\",\"cache_write\":\"5e-06\",\"input\":\"4e-06\",\"output\":\"2e-05\"}}}}},\"models\":{\"agent\":[\"sonnet-6x\",\"gpt-6\",\"gpt-5.4\",\"gpt-5.5\",\"gpt-5.6\",\"gpt-5.3\",\"gemini-pro\",\"any\"],\"antigravity\":[\"copilot/antigravity*\",\"google/antigravity*\",\"gemini/antigravity*\"],\"any\":[\"copilot/*\",\"anthropic/*\",\"openai/*\",\"google/*\",\"gemini/*\"],\"auto\":[\"copilot/auto\",\"large\"],\"claude\":[\"agent\"],\"codex\":[\"agent\"],\"coding\":[\"copilot/gpt-5*codex*\",\"openai/gpt-5*codex*\",\"gpt-5-codex\",\"kimi\"],\"computer-use\":[\"copilot/*computer-use*\",\"google/*computer-use*\",\"gemini/*computer-use*\",\"openai/*computer-use*\"],\"copilot\":[\"agent\"],\"deep-research\":[\"copilot/deep-research*\",\"copilot/o3-deep-research*\",\"copilot/o4-mini-deep-research*\",\"google/deep-research*\",\"gemini/deep-research*\",\"openai/o3-deep-research*\",\"openai/o4-mini-deep-research*\"],\"detection\":[\"small\",\"copilot/gpt-*-luna\",\"openai/gpt-*-luna\",\"small-agent\",\"agent\"],\"evals\":[\"copilot/gpt-6-luna-decisions\"],\"fable\":[\"copilot/*fable*\",\"anthropic/*fable*\"],\"gemini\":[\"agent\"],\"gemini-3-flash\":[\"copilot/gemini-3*flash*\",\"google/gemini-3*flash*\",\"gemini/gemini-3*flash*\"],\"gemini-3-pro\":[\"copilot/gemini-3*pro*\",\"google/gemini-3*pro*\",\"google/nano-banana*\",\"gemini/gemini-3*pro*\"],\"gemini-3.1-flash\":[\"copilot/gemini-3.1*flash*\",\"google/gemini-3.1*flash*\",\"gemini/gemini-3.1*flash*\"],\"gemini-3.1-pro\":[\"copilot/gemini-3.1*pro*\",\"google/gemini-3.1*pro*\",\"gemini/gemini-3.1*pro*\"],\"gemini-3.5-flash\":[\"copilot/gemini-3.5*flash*\",\"google/gemini-3.5*flash*\",\"gemini/gemini-3.5*flash*\"],\"gemini-3.6-flash\":[\"copilot/gemini-3.6*flash*\",\"google/gemini-3.6*flash*\",\"gemini/gemini-3.6*flash*\"],\"gemini-3.7-flash\":[\"copilot/gemini-3.7*flash*\",\"google/gemini-3.7*flash*\",\"gemini/gemini-3.7*flash*\"],\"gemini-3.8-flash\":[\"copilot/gemini-3.8*flash*\",\"google/gemini-3.8*flash*\",\"gemini/gemini-3.8*flash*\"],\"gemini-flash\":[\"copilot/gemini-*flash*\",\"google/gemini-*flash*\",\"gemini/gemini-*flash*\"],\"gemini-flash-lite\":[\"copilot/gemini-*flash*lite*\",\"google/gemini-*flash*lite*\",\"gemini/gemini-*flash*lite*\"],\"gemini-omni\":[\"copilot/gemini-omni*\",\"google/gemini-omni*\",\"gemini/gemini-omni*\"],\"gemini-pro\":[\"copilot/gemini-*pro*\",\"google/gemini-*pro*\",\"gemini/gemini-*pro*\"],\"gemma\":[\"copilot/gemma*\",\"google/gemma*\",\"gemini/gemma*\"],\"gpt-5\":[\"copilot/gpt-5*\",\"openai/gpt-5*\"],\"gpt-5-codex\":[\"copilot/gpt-5*codex*\",\"openai/gpt-5*codex*\"],\"gpt-5-mini\":[\"copilot/gpt-5*mini*\",\"openai/gpt-5*mini*\"],\"gpt-5-nano\":[\"copilot/gpt-5*nano*\",\"openai/gpt-5*nano*\"],\"gpt-5-pro\":[\"copilot/gpt-5*pro*\",\"openai/gpt-5*pro*\"],\"gpt-5.1\":[\"copilot/gpt-5.1*\",\"openai/gpt-5.1*\"],\"gpt-5.2\":[\"copilot/gpt-5.2*\",\"openai/gpt-5.2*\"],\"gpt-5.3\":[\"copilot/gpt-5.3*\",\"openai/gpt-5.3*\"],\"gpt-5.4\":[\"copilot/gpt-5.4*\",\"openai/gpt-5.4*\"],\"gpt-5.5\":[\"copilot/gpt-5.5*\",\"openai/gpt-5.5*\"],\"gpt-5.6\":[\"copilot/gpt-5.6*\",\"openai/gpt-5.6*\"],\"gpt-6\":[\"copilot/gpt-6*\",\"openai/gpt-6*\"],\"grok\":[\"copilot/*grok*\",\"openai/*grok*\"],\"haiku\":[\"copilot/*haiku*\",\"anthropic/*haiku*\"],\"image-generation\":[\"copilot/gpt-image*\",\"openai/gpt-image*\",\"openai/chatgpt-image*\",\"copilot/gemini-*image*\",\"google/gemini-*image*\",\"gemini/gemini-*image*\",\"google/imagen*\"],\"kimi\":[\"copilot/kimi*\",\"openai/kimi*\"],\"kiwi\":[\"copilot/kiwi*\",\"openai/kiwi*\"],\"large\":[\"sonnet\",\"gpt-6\",\"gpt-5-pro\",\"gpt-5\",\"gemini-pro\"],\"lyria\":[\"google/lyria*\",\"gemini/lyria*\",\"copilot/lyria*\"],\"mai-code\":[\"copilot/MAI-Code*\",\"copilot/mai-code*\",\"openai/MAI-Code*\"],\"mini\":[\"haiku\",\"gpt-5-mini\",\"gpt-5-nano\",\"gemini-flash-lite\"],\"nano-banana\":[\"copilot/nano-banana*\",\"google/nano-banana*\",\"gemini/nano-banana*\"],\"opus\":[\"copilot/*opus*\",\"anthropic/*opus*\"],\"opusplan\":[\"opus?effort=high\"],\"raptor-mini\":[\"copilot/raptor*\",\"openai/raptor*\"],\"reasoning\":[\"copilot/o1*\",\"copilot/o3*\",\"copilot/o4*\",\"openai/o1*\",\"openai/o3*\",\"openai/o4*\"],\"robotics\":[\"copilot/*robotics*\",\"google/*robotics*\",\"gemini/*robotics*\"],\"small\":[\"mini\"],\"small-agent\":[\"haiku\",\"gpt-5-mini\",\"gemini-flash\"],\"sonnet\":[\"copilot/*sonnet*\",\"anthropic/*sonnet*\"],\"sonnet-6x\":[\"copilot/*sonnet-4.5*\",\"copilot/*sonnet-4.6*\",\"copilot/*sonnet-5*\",\"copilot/*sonnet-4-5-*\",\"anthropic/*sonnet-4-5-*\",\"copilot/*sonnet-4-6*\",\"anthropic/*sonnet-4-6*\",\"anthropic/*sonnet-5*\"],\"summarization\":[\"haiku\",\"gpt-5-mini\",\"gemini-flash-lite\",\"mini\"],\"veo\":[\"google/veo*\",\"gemini/veo*\"],\"vision\":[\"copilot/gemini-*image*\",\"google/gemini-*image*\",\"gemini/gemini-*image*\",\"copilot/gemini-*flash*\",\"google/gemini-*flash*\",\"gemini/gemini-*flash*\"]}},\"container\":{\"imageTag\":\"0.29.12,squid=sha256:237d2552ee6f0689f00909d98a462437bd109a1ee4d75acb23de11bf8d96c337,agent=sha256:516eab4665148c3cdf2bf03caf2868d7710074f9f09e7d142f2be669506a151d,api-proxy=sha256:78d572496cae034e1f48f28e000aad2a91e284197716ee0c7cf8f92c939d01af,cli-proxy=sha256:c35f126cd3ac81f0c40f17d240fff0d1349908f6406bc7fd2cd424b01de52aff\",\"agentTimeout\":10},\"logging\":{\"proxyLogsDir\":\"/tmp/gh-aw/sandbox/firewall/logs\",\"auditDir\":\"/tmp/gh-aw/sandbox/firewall/audit\"}}" > "${RUNNER_TEMP}/gh-aw/awf-config.json"
          cp "${RUNNER_TEMP}/gh-aw/awf-config.json" /tmp/gh-aw/awf-config.json
          export GH_AW_MODELS_JSON_PATH="/tmp/gh-aw/models.json"
          GH_AW_DOCKER_HOST=""
          if [[ "${DOCKER_HOST:-}" =~ ^tcp:// ]]; then
            GH_AW_DOCKER_HOST="${DOCKER_HOST}"
          fi
          if [[ "${DOCKER_HOST:-}" =~ ^tcp:// ]]; then
            GH_AW_CHROOT_BINARIES_SOURCE_PATH="${RUNNER_TEMP}/gh-aw" GH_AW_CHROOT_IDENTITY_HOME="${RUNNER_TEMP}/gh-aw/home" node "${RUNNER_TEMP}/gh-aw/actions/patch_awf_chroot_config.cjs"
          fi
          GH_AW_TOOL_CACHE_MOUNT=""
          GH_AW_TOOL_CACHE="${RUNNER_TOOL_CACHE:?RUNNER_TOOL_CACHE must be set}"
          if [ -d "$GH_AW_TOOL_CACHE" ]; then
            if [[ "$GH_AW_TOOL_CACHE" != /opt/* ]]; then
              GH_AW_TOOL_CACHE_MOUNT="$GH_AW_TOOL_CACHE:$GH_AW_TOOL_CACHE:ro"
            fi
          fi
          # shellcheck disable=SC1003,SC2016,SC2086
          mkdir -p "/tmp/gh-aw"
          evidence_tmp="/tmp/gh-aw/agent_execution.json.tmp"
          printf '{"version":1,"component":"agent","run_id":%s,"run_attempt":%s,"state":"started"}\n' "$GITHUB_RUN_ID" "$GITHUB_RUN_ATTEMPT" > "$evidence_tmp"
          mv "$evidence_tmp" "/tmp/gh-aw/agent_execution.json"
          export GH_AW_AWF_EXECUTION_COMPONENT="agent"
          export GH_AW_AWF_EXECUTION_EVIDENCE_FILE="/tmp/gh-aw/agent_execution.json"
          GH_AW_AWF_ENGINE_NAME=codex \
          GH_AW_AWF_HARNESS_MARKER='[codex-harness]' \
          GH_AW_AWF_LOG_FILE=/tmp/gh-aw/agent-stdio.log \
          GH_AW_AWF_ATTEMPT_LOG_NAME=codex \
          bash "${RUNNER_TEMP}/gh-aw/actions/run_awf_with_startup_retries.sh" -- \
            awf --config "${RUNNER_TEMP}/gh-aw/awf-config.json" --container-workdir "${GITHUB_WORKSPACE}" --mount "${RUNNER_TEMP}/gh-aw:${RUNNER_TEMP}/gh-aw:ro" --mount "${RUNNER_TEMP}/gh-aw:/host${RUNNER_TEMP}/gh-aw:ro" ${GH_AW_TOOL_CACHE_MOUNT:+--mount "$GH_AW_TOOL_CACHE_MOUNT"} ${GH_AW_DOCKER_HOST:+--docker-host "$GH_AW_DOCKER_HOST"} --env-all --exclude-env ACTIONS_ID_TOKEN_REQUEST_TOKEN --exclude-env ACTIONS_ID_TOKEN_REQUEST_URL --exclude-env CODEX_API_KEY --exclude-env COPILOT_GITHUB_TOKEN --exclude-env GH_AW_OTLP_ALL_HEADERS --exclude-env GH_AW_OTLP_ENDPOINTS --exclude-env GITHUB_MCP_SERVER_TOKEN --exclude-env MCP_GATEWAY_AGENT_ID --exclude-env OPENAI_API_KEY --exclude-env OTEL_EXPORTER_OTLP_ENDPOINT --exclude-env OTEL_EXPORTER_OTLP_HEADERS --mount /tmp/gh-aw:/tmp/gh-aw:rw --log-level info --skip-pull \
            -- /bin/bash -c 'set +o histexpand; export PATH="${RUNNER_TEMP}/gh-aw/mcp-cli/bin:$PATH" && : "${RUNNER_TOOL_CACHE:?RUNNER_TOOL_CACHE must be set}"; GH_AW_TOOL_CACHE="$RUNNER_TOOL_CACHE"; GH_AW_TOOL_BINS="$(find "$GH_AW_TOOL_CACHE" -maxdepth 5 -type d -name bin 2>/dev/null | tr "\n" ":")"; GH_AW_TOOL_BINS="${GH_AW_TOOL_BINS%:}"; export PATH="$PATH${GH_AW_TOOL_BINS:+:}$GH_AW_TOOL_BINS"; [ -n "$GOROOT" ] && export PATH="$GOROOT/bin:$PATH" || true; [ -n "$ERLANG_HOME" ] && export PATH="$ERLANG_HOME/bin:$PATH" || true && GH_AW_NODE_EXEC="${GH_AW_NODE_BIN:-}"; if [ -z "$GH_AW_NODE_EXEC" ] || [ ! -x "$GH_AW_NODE_EXEC" ]; then GH_AW_NODE_EXEC="$(command -v node 2>/dev/null || true)"; fi; if [ -z "$GH_AW_NODE_EXEC" ]; then echo "node runtime missing on this runner — check runtimes.node in workflow YAML" >&2; exit 127; fi; GH_AW_NPM_GLOBAL_ROOT="$(npm root -g 2>/dev/null || true)"; if [ -n "$GH_AW_NPM_GLOBAL_ROOT" ]; then export NODE_PATH="${GH_AW_NPM_GLOBAL_ROOT}${NODE_PATH:+:${NODE_PATH}}"; fi; "$GH_AW_NODE_EXEC" ${RUNNER_TEMP}/gh-aw/actions/codex_harness.cjs codex exec${GH_AW_MODEL_AGENT_CODEX:+ --model "$GH_AW_MODEL_AGENT_CODEX"} -c web_search="disabled" --dangerously-bypass-approvals-and-sandbox --skip-git-repo-check  --prompt-file /tmp/gh-aw/aw-prompts/prompt.txt'
        env:
          AWF_REFLECT_ENABLED: 1
          CODEX_API_KEY: ${{ secrets.CODEX_API_KEY || secrets.OPENAI_API_KEY }}
          CODEX_HOME: /tmp/gh-aw/mcp-config
          GH_AW_ADMISSION_MAX_AI_CREDITS: ${{ needs.activation.outputs.admission-max-ai-credits }}
          GH_AW_ADMISSION_RESULT: ${{ needs.activation.outputs.admission-result }}
          GH_AW_LLM_PROVIDER: openai
          GH_AW_LLM_PROVIDER_EXPLICIT: 1
          GH_AW_MAX_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_AI_CREDITS || '1000' }}
          GH_AW_MAX_TURNS: ${{ vars.GH_AW_DEFAULT_MAX_TURNS || '' }}
          GH_AW_MCP_CONFIG: ${{ runner.temp }}/gh-aw/mcp-config/config.toml
          GH_AW_MODEL_AGENT_CODEX: gpt-5.6-sol
          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_AW: true
          GITHUB_STEP_SUMMARY: /tmp/gh-aw/agent-step-summary.md
          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]
          OPENAI_API_KEY: ${{ secrets.CODEX_API_KEY || secrets.OPENAI_API_KEY }}
          RUNNER_TEMP: ${{ runner.temp }}
          RUST_LOG: ${{ runner.debug == 1 && 'trace,hyper_util=info,mio=info,reqwest=info,os_info=info,codex_otel=warn,codex_core=debug,codex_exec=debug' || 'warn' }}
          TRACEPARENT: ${{ env.GITHUB_AW_OTEL_TRACE_ID != '' && env.GITHUB_AW_OTEL_PARENT_SPAN_ID != '' && format('00-{0}-{1}-01', env.GITHUB_AW_OTEL_TRACE_ID, env.GITHUB_AW_OTEL_PARENT_SPAN_ID) || '' }}
      - name: Log GitHub rate limits at agent end
        if: always()
        continue-on-error: true
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { fetchAndLogRateLimit } = require(path.join(actionsDir, 'github_rate_limit_logger.cjs'));
            await fetchAndLogRateLimit(github, 'agent_end', true);
      - name: Detect agent errors
        if: always()
        id: detect-agent-errors
        continue-on-error: true
        env:
          GH_AW_AGENTIC_EXECUTION_OUTCOME: ${{ steps.agentic_execution.outcome }}
          GH_AW_ENGINE_STEP_TIMEOUT_MINUTES: 10
          GH_AW_ENGINE_INTERNAL_LOGS_DIR: /tmp/gh-aw/mcp-config/logs
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'detect_agent_errors.cjs'));
            await main();
      - name: Configure Git credentials
        env:
          GH_AW_GIT_REPOSITORY: ${{ github.repository }}
          GITHUB_SERVER_URL: ${{ github.server_url }}
          GITHUB_TOKEN: ${{ github.token }}
        run: bash "${RUNNER_TEMP}/gh-aw/actions/configure_git_credentials.sh"
      - name: Stop MCP Gateway
        if: always()
        continue-on-error: true
        env:
          MCP_GATEWAY_PORT: ${{ steps.start-mcp-gateway.outputs.gateway-port }}
          MCP_GATEWAY_AGENT_ID: ${{ steps.start-mcp-gateway.outputs.gateway-agent-id }}
          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
        id: redact_secrets
        if: always()
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'redact_secrets.cjs'));
            await main();
        env:
          GH_AW_SECRET_NAMES: 'CODEX_API_KEY,GH_AW_GITHUB_MCP_SERVER_TOKEN,GH_AW_GITHUB_TOKEN,GITHUB_TOKEN,OPENAI_API_KEY'
          SECRET_CODEX_API_KEY: ${{ secrets.CODEX_API_KEY }}
          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 }}
          SECRET_OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
      - name: Validate recovery envelopes before upload
        id: validate_recovery_envelopes
        if: always() && steps.redact_secrets.outcome == 'success'
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_OBJECT_PACK_MAX_BYTES: ${{ vars.GH_AW_OBJECT_PACK_MAX_BYTES }}
          GH_AW_OBJECT_PACK_MAX_OBJECTS: ${{ vars.GH_AW_OBJECT_PACK_MAX_OBJECTS }}
          GH_AW_OBJECT_PACK_TIMEOUT_MS: ${{ vars.GH_AW_OBJECT_PACK_TIMEOUT_MS }}
          GH_AW_OBJECT_PACK_FETCH_DEPTHS: ${{ vars.GH_AW_OBJECT_PACK_FETCH_DEPTHS }}
          GH_AW_RECOVERY_ADDITIONAL_ROOTS: '[]'
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { main } = require(path.join(actionsDir, 'validate_recovery_envelopes.cjs'));
            main({ core, additionalRoots: JSON.parse(process.env.GH_AW_RECOVERY_ADDITIONAL_ROOTS) });
      - name: Append agent step summary
        if: always() && steps.redact_secrets.outcome == 'success'
        run: bash "${RUNNER_TEMP}/gh-aw/actions/append_agent_step_summary.sh"
      - name: Copy Safe Outputs
        if: always()
        env:
          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
        run: |
          mkdir -p /tmp/gh-aw
          cp "$GH_AW_SAFE_OUTPUTS" /tmp/gh-aw/safeoutputs.jsonl 2>/dev/null || true
      - name: Ingest agent output
        id: collect_output
        if: always()
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
          GH_AW_ALLOWED_DOMAINS: "*.grafana.net,*.sentry.io,archive.ubuntu.com,azure.archive.ubuntu.com,crl.geotrust.com,crl.globalsign.com,crl.identrust.com,crl.sectigo.com,crl.thawte.com,crl.usertrust.com,crl.verisign.com,crl3.digicert.com,crl4.digicert.com,crls.ssl.com,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,s.symcb.com,s.symcd.com,security.ubuntu.com,ts-crl.ws.symantec.com,ts-ocsp.ws.symantec.com"
          GITHUB_SERVER_URL: ${{ github.server_url }}
          GITHUB_API_URL: ${{ github.api_url }}
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'collect_ndjson_output.cjs'));
            await main();
      - name: Parse agent logs for step summary
        if: always()
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_AGENT_OUTPUT: /tmp/gh-aw/agent-stdio.log
          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'parse_codex_log.cjs'));
            await main();
      - name: Parse MCP Gateway logs for step summary
        if: always()
        id: parse-mcp-gateway
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'parse_mcp_gateway_log.cjs'));
            await main();
      - name: Print firewall logs
        if: always()
        continue-on-error: true
        env:
          AWF_LOGS_DIR: /tmp/gh-aw/sandbox/firewall/logs
        run: bash "${RUNNER_TEMP}/gh-aw/actions/print_firewall_logs.sh" --rootless
      - name: Parse token usage for step summary
        if: always()
        id: parse-token-usage
        continue-on-error: true
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'parse_token_usage.cjs'));
            await main();
      - name: Print AWF reflect summary
        if: always()
        continue-on-error: true
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'awf_reflect_summary.cjs'));
            await main();
      - name: Generate observability summary
        if: always()
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'generate_observability_summary.cjs'));
            await main(core);
      - name: Write agent output placeholder if missing
        if: always()
        run: |
          if [ ! -f /tmp/gh-aw/agent_output.json ]; then
            echo '{"items":[]}' > /tmp/gh-aw/agent_output.json
          fi
      - name: Validate recovery envelopes before upload
        id: validate_final_recovery_envelopes
        if: always() && steps.redact_secrets.outcome == 'success'
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_OBJECT_PACK_MAX_BYTES: ${{ vars.GH_AW_OBJECT_PACK_MAX_BYTES }}
          GH_AW_OBJECT_PACK_MAX_OBJECTS: ${{ vars.GH_AW_OBJECT_PACK_MAX_OBJECTS }}
          GH_AW_OBJECT_PACK_TIMEOUT_MS: ${{ vars.GH_AW_OBJECT_PACK_TIMEOUT_MS }}
          GH_AW_OBJECT_PACK_FETCH_DEPTHS: ${{ vars.GH_AW_OBJECT_PACK_FETCH_DEPTHS }}
          GH_AW_RECOVERY_ADDITIONAL_ROOTS: '["/tmp/gh-aw/aw-prompts/prompt.txt","/tmp/gh-aw/agent_execution.json","/tmp/gh-aw/agent_execution_exit_code.txt","/tmp/gh-aw/agent-session.jsonl","/tmp/gh-aw/agent-errors.jsonl","/tmp/gh-aw/aw-prompts/user.txt","/tmp/gh-aw/aw-prompts/system.txt","/tmp/gh-aw/skill_inventory.json","/tmp/gh-aw/mcp-config/logs/","/tmp/gh-aw/redacted-urls.log","/tmp/gh-aw/mcp-logs/","/tmp/gh-aw/agent_usage.json","/tmp/gh-aw/agent/model-resolution.json","/tmp/gh-aw/agent-stdio.log","/tmp/gh-aw/agent/harness_retry.json","/tmp/gh-aw/pre-agent-audit.txt","/tmp/gh-aw/github_rate_limits.jsonl","/tmp/gh-aw/otel.jsonl","/tmp/gh-aw/otlp-export-errors.jsonl","/tmp/gh-aw/safeoutputs.jsonl","/tmp/gh-aw/agent_output.json","/tmp/gh-aw/awf-config.json","/tmp/gh-aw/awf-resolved-config.json","/tmp/gh-aw/sandbox/firewall/logs/","/tmp/gh-aw/sandbox/firewall/audit/","/tmp/gh-aw/sandbox/firewall/awf-reflect.json"]'
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { main } = require(path.join(actionsDir, 'validate_recovery_envelopes.cjs'));
            main({ core, additionalRoots: JSON.parse(process.env.GH_AW_RECOVERY_ADDITIONAL_ROOTS) });
      # Small dedicated copy of the agent output so safe-output processing
      # survives a failed or timed-out upload of the larger agent artifact
      - name: Upload agent output fallback artifact
        if: always() && steps.redact_secrets.outcome == 'success' && steps.validate_recovery_envelopes.outcome == 'success' && steps.validate_final_recovery_envelopes.outcome == 'success'
        continue-on-error: true
        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
        with:
          name: agent-output-fallback
          path: |
            /tmp/gh-aw/agent_output.json
            /tmp/gh-aw/safeoutputs.jsonl
            /tmp/gh-aw/agent_execution.json
            /tmp/gh-aw/agent_execution_exit_code.txt
            /tmp/gh-aw/agent_usage.jsonl
            /tmp/gh-aw/agent_usage.json
            /tmp/gh-aw/agent/harness_retry.json
            /tmp/gh-aw/agent/model-endpoint-mismatch.json
            /tmp/gh-aw/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl
            /tmp/gh-aw/sandbox/firewall-audit-logs/api-proxy-logs/model-routing.jsonl
            /tmp/gh-aw/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl
            /tmp/gh-aw/sandbox/firewall/logs/api-proxy-logs/model-routing.jsonl
            /tmp/gh-aw/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl
            /tmp/gh-aw/sandbox/firewall/audit/api-proxy-logs/model-routing.jsonl
            /tmp/gh-aw/awf-resolved-config.json
          if-no-files-found: ignore
          retention-days: ${{ vars.GH_AW_DEFAULT_ARTIFACT_RETENTION_DAYS || '0' }}
      - name: Upload agent artifacts
        if: always() && steps.redact_secrets.outcome == 'success' && steps.validate_recovery_envelopes.outcome == 'success' && steps.validate_final_recovery_envelopes.outcome == 'success'
        continue-on-error: true
        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
        with:
          name: agent
          path: |
            /tmp/gh-aw/aw-prompts/prompt.txt
            /tmp/gh-aw/agent_execution.json
            /tmp/gh-aw/agent_execution_exit_code.txt
            /tmp/gh-aw/agent-session.jsonl
            /tmp/gh-aw/agent-errors.jsonl
            /tmp/gh-aw/aw-prompts/user.txt
            /tmp/gh-aw/aw-prompts/system.txt
            /tmp/gh-aw/skill_inventory.json
            /tmp/gh-aw/mcp-config/logs/
            /tmp/gh-aw/redacted-urls.log
            /tmp/gh-aw/mcp-logs/
            /tmp/gh-aw/agent_usage.json
            /tmp/gh-aw/agent/model-resolution.json
            /tmp/gh-aw/agent-stdio.log
            /tmp/gh-aw/agent/harness_retry.json
            /tmp/gh-aw/pre-agent-audit.txt
            /tmp/gh-aw/github_rate_limits.jsonl
            /tmp/gh-aw/otel.jsonl
            /tmp/gh-aw/otlp-export-errors.jsonl
            /tmp/gh-aw/safeoutputs.jsonl
            /tmp/gh-aw/agent_output.json
            /tmp/gh-aw/awf-config.json
            /tmp/gh-aw/awf-resolved-config.json
            /tmp/gh-aw/sandbox/firewall/logs/
            /tmp/gh-aw/sandbox/firewall/audit/
            /tmp/gh-aw/sandbox/firewall/awf-reflect.json
          if-no-files-found: ignore
          retention-days: ${{ vars.GH_AW_DEFAULT_ARTIFACT_RETENTION_DAYS || '0' }}

  conclusion:
    name: conclusion
    needs:
      - activation
      - admission
      - agent
      - evals
      - precompute
      - push_evals_state
      - safe_outputs
    if: >
      always() && (needs.agent.result != 'skipped' || needs.activation.result == 'failure' || needs.activation.outputs.lockdown_check_failed == 'true' ||
      needs.activation.outputs.oauth_token_check_failed == 'true' || needs.activation.outputs.stale_lock_file_failed == 'true' ||
      needs.activation.outputs.secret_verification_result == 'failed' || needs.activation.outputs.daily_ai_credits_exceeded == 'true' ||
      needs.activation.outputs.daily_ai_credits_guardrail_status == 'structural_error' || needs.activation.outputs.daily_ai_credits_guardrail_status == 'transient_error')
    runs-on: ubuntu-slim
    # Permissions for the conclusion job (workflow permissions default to none).
    permissions:
      actions: read # Read workflow runs and artifacts for workflow context.
      checks: read # Read check runs for workflow context.
      issues: write # Create or update issues and comments.
      pull-requests: read # Read pull requests and review comments for workflow context.
    concurrency:
      group: "gh-aw-conclusion-bot-detection"
      cancel-in-progress: false
      queue: max
    env:
      GH_AW_JOB_DISPLAY_NAMES: "{\"activation\":\"activation\",\"admission\":\"admission\",\"agent\":\"agent\",\"conclusion\":\"conclusion\",\"conclusion_admission\":\"conclusion_admission\",\"evals\":\"evals\",\"precompute\":\"precompute\",\"push_evals_state\":\"push_evals_state\",\"safe_outputs\":\"safe_outputs\"}"
      GH_AW_JOB_RESULTS: "{\"activation\":{\"result\":\"${{ needs.activation.result }}\"},\"admission\":{\"result\":\"${{ needs.admission.result }}\"},\"agent\":{\"result\":\"${{ needs.agent.result }}\"},\"evals\":{\"result\":\"${{ needs.evals.result }}\"},\"precompute\":{\"result\":\"${{ needs.precompute.result }}\"},\"push_evals_state\":{\"result\":\"${{ needs.push_evals_state.result }}\"},\"safe_outputs\":{\"result\":\"${{ needs.safe_outputs.result }}\"}}"
      GH_AW_JOB_TIMING_ELIGIBLE: "{\"activation\":true,\"admission\":true,\"agent\":true,\"conclusion\":true,\"conclusion_admission\":true,\"evals\":true,\"precompute\":true,\"push_evals_state\":true,\"safe_outputs\":true}"
      GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
    outputs:
      admission_compact_session: ${{ steps.admission-conclusion-metadata.outputs.compact_session }}
      incomplete_count: ${{ steps.report_incomplete.outputs.incomplete_count }}
      noop_comment_body: ${{ steps.noop.outputs.noop_comment_body }}
      noop_message: ${{ steps.noop.outputs.noop_message }}
      tools_reported: ${{ steps.missing_tool.outputs.tools_reported }}
      total_count: ${{ steps.missing_tool.outputs.total_count }}
      usage_artifact_id: ${{ steps.upload-usage-artifact.outputs.artifact-id }}
      usage_artifact_retry_id: ${{ steps.upload-usage-artifact-retry.outputs.artifact-id }}
    steps:
      - name: Checkout actions folder
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          repository: github/gh-aw
          sparse-checkout: |
            actions
          fetch-depth: 1
          clean: false
          persist-credentials: false
      - name: Setup Scripts
        id: setup
        uses: ./actions/setup
        with:
          destination: ${{ runner.temp }}/gh-aw/actions
          job-name: ${{ github.job }}
          trace-id: ${{ needs.activation.outputs.setup-trace-id }}
          parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
        env:
          GH_AW_SETUP_WORKFLOW_NAME: "Bot Detection"
          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/bot-detection.lock.yml@${{ github.ref }}
          GH_AW_INFO_VERSION: "0.167.0"
          GH_AW_INFO_AWF_VERSION: "v0.29.12"
          GH_AW_INFO_ENGINE_ID: "codex"
          GH_AW_SETUP_AW_CONTEXT: ${{ inputs.aw_context }}
      - name: Download agent output artifact
        id: download-agent-output
        continue-on-error: true
        uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
        with:
          pattern: "{agent,agent-output-fallback}"
          merge-multiple: true
          path: /tmp/gh-aw/
      - name: Setup agent output environment variable
        id: setup-agent-output-env
        if: steps.download-agent-output.outcome == 'success'
        run: |
          mkdir -p /tmp/gh-aw/
          find "/tmp/gh-aw/" -type f -print
          if [ -f "/tmp/gh-aw/agent_output.json" ]; then
            echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
          fi
      - name: Download workflow metadata
        if: always()
        continue-on-error: true
        uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
        with:
          name: info
          path: /tmp/gh-aw/
      - name: Download Safe Outputs Items Manifest
        id: download-safe-outputs-manifest
        if: always()
        continue-on-error: true
        uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
        with:
          pattern: safe-outputs-items
          merge-multiple: true
          path: /tmp/gh-aw/
      - name: Download evals artifact
        id: download-evals-artifact
        if: always()
        continue-on-error: true
        uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
        with:
          pattern: evals
          merge-multiple: true
          path: /tmp/gh-aw/evals/
      - name: Process no-op messages
        id: noop
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
          GH_AW_NOOP_MAX: "2"
          GH_AW_WORKFLOW_NAME: "Bot Detection"
          GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/bot-detection.md"
          GH_AW_ENGINE_ID: "codex"
          GH_AW_ENGINE_MODEL: "openai/gpt-5.6-sol"
          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"
          GH_AW_AIC: ${{ needs.agent.outputs.aic }}
          GH_AW_EVALS_AIC: ${{ needs.evals.outputs.aic }}
          GH_AW_AMBIENT_CONTEXT: ${{ needs.agent.outputs.ambient_context }}
          GH_AW_WORKFLOW_ID: "bot-detection"
        with:
          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'handle_noop_message.cjs'));
            await main();
      - name: Record missing tool
        id: missing_tool
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
          GH_AW_MISSING_TOOL_CREATE_ISSUE: "true"
          GH_AW_WORKFLOW_NAME: "Bot Detection"
          GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/bot-detection.md"
          GH_AW_ENGINE_ID: "codex"
          GH_AW_ENGINE_MODEL: "openai/gpt-5.6-sol"
        with:
          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'missing_tool.cjs'));
            await main();
      - name: Record incomplete
        id: report_incomplete
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
          GH_AW_REPORT_INCOMPLETE_CREATE_ISSUE: "true"
          GH_AW_WORKFLOW_NAME: "Bot Detection"
          GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/bot-detection.md"
          GH_AW_ENGINE_ID: "codex"
          GH_AW_ENGINE_MODEL: "openai/gpt-5.6-sol"
        with:
          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'report_incomplete_handler.cjs'));
            await main();
      - name: Handle agent failure
        id: handle_agent_failure
        if: always()
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
          GH_AW_WORKFLOW_NAME: "Bot Detection"
          GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/bot-detection.md"
          GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
          GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
          GH_AW_ACTIVATION_RESULT: ${{ needs.activation.result }}
          GH_AW_WORKFLOW_ID: "bot-detection"
          GH_AW_ACTION_FAILURE_ISSUE_EXPIRES_HOURS: "12"
          GH_AW_ENGINE_ID: "codex"
          GH_AW_SECRET_VERIFICATION_RESULT: ${{ needs.activation.outputs.secret_verification_result }}
          GH_AW_CHECKOUT_PR_SUCCESS: ${{ needs.agent.outputs.checkout_pr_success }}
          GH_AW_CHECKOUT_PR_INVALIDATED: ${{ needs.agent.outputs.checkout_pr_invalidated }}
          GH_AW_AI_CREDITS_RATE_LIMIT_ERROR: ${{ needs.agent.outputs.ai_credits_rate_limit_error || 'false' }}
          GH_AW_UNKNOWN_MODEL_AI_CREDITS: ${{ needs.agent.outputs.unknown_model_ai_credits || 'false' }}
          GH_AW_AIC: ${{ needs.agent.outputs.aic }}
          GH_AW_EVALS_AIC: ${{ needs.evals.outputs.aic }}
          GH_AW_MAX_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_AI_CREDITS || '1000' }}
          GH_AW_DEFAULT_CHECKOUT_USES_TRIGGER_REF: "true"
          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_MODEL_ENDPOINT_MISMATCH_ERROR: ${{ needs.agent.outputs.model_endpoint_mismatch_error }}
          GH_AW_HTTP_400_RESPONSE_ERROR: ${{ needs.agent.outputs.http_400_response_error }}
          GH_AW_MAX_CACHE_MISSES_EXCEEDED: ${{ needs.agent.outputs.max_cache_misses_exceeded }}
          GH_AW_MISSING_MODEL_PRICING_ERROR: ${{ needs.agent.outputs.missing_model_pricing_error }}
          GH_AW_MISSING_MODEL_PRICING_MODEL_NAME: ${{ needs.agent.outputs.missing_model_pricing_model_name }}
          GH_AW_SHELL_EXPANSION_GUARD_REJECTED: ${{ needs.agent.outputs.shell_expansion_guard_rejected }}
          GH_AW_ENGINE_API_HOSTS: "api.openai.com"
          GH_AW_LOCKDOWN_CHECK_FAILED: ${{ needs.activation.outputs.lockdown_check_failed }}
          GH_AW_OAUTH_TOKEN_CHECK_FAILED: ${{ needs.activation.outputs.oauth_token_check_failed }}
          GH_AW_STALE_LOCK_FILE_FAILED: ${{ needs.activation.outputs.stale_lock_file_failed }}
          GH_AW_DAILY_AI_CREDITS_EXCEEDED: ${{ needs.activation.outputs.daily_ai_credits_exceeded }}
          GH_AW_DAILY_AI_CREDITS_GUARDRAIL_STATUS: ${{ needs.activation.outputs.daily_ai_credits_guardrail_status }}
          GH_AW_DAILY_AI_CREDITS_GUARDRAIL_ERROR: ${{ needs.activation.outputs.daily_ai_credits_guardrail_error }}
          GH_AW_DAILY_AI_CREDITS_TOTAL: ${{ needs.activation.outputs.daily_ai_credits_total }}
          GH_AW_DAILY_AI_CREDITS_ESTIMATED: ${{ needs.activation.outputs.daily_ai_credits_estimated }}
          GH_AW_DAILY_AI_CREDITS_THRESHOLD: ${{ needs.activation.outputs.daily_ai_credits_threshold }}
          GH_AW_DAILY_AI_CREDITS_CONTINUE_ON_ERROR: "false"
          GH_AW_GROUP_REPORTS: "false"
          GH_AW_FAILURE_REPORT_AS_ISSUE: "true"
          GH_AW_MISSING_TOOL_REPORT_AS_FAILURE: "true"
          GH_AW_MISSING_DATA_REPORT_AS_FAILURE: "true"
          GH_AW_TIMEOUT_MINUTES: "10"
        with:
          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'handle_agent_failure.cjs'));
            await main();
      - name: Report failed jobs
        id: report_failed_jobs
        if: always()
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
          GH_AW_WORKFLOW_NAME: "Bot Detection"
          GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/bot-detection.md"
          GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
          GH_AW_REPORT_FAILED_JOBS: "true"
        with:
          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'report_failed_jobs.cjs'));
            await main();
      - name: Collect usage artifact files
        if: always()
        continue-on-error: true
        run: bash "${RUNNER_TEMP}/gh-aw/actions/collect_usage_artifact_files.sh"
      - name: Generate usage activity summary and unified session
        if: always()
        continue-on-error: true
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_ADMISSION_RESULT: ${{ needs.activation.outputs.admission-result }}
          GH_AW_ADMISSION_MAX_AI_CREDITS: ${{ needs.activation.outputs.admission-max-ai-credits }}
          GH_AW_ADMISSION_MAX_AI_CREDITS_THREAT_DETECTION: ${{ needs.activation.outputs.admission-max-ai-credits-threat-detection }}
          GH_AW_ADMISSION_MAX_AI_CREDITS_EVALS: ${{ needs.activation.outputs.admission-max-ai-credits-evals }}
          GH_AW_GRADER_MANIFEST_0: '{"version":2,"graders":[{"id":"recurrence-determinism","name":"Recurrence Determinism (RQA DET)","description":"RQA DET: fraction of recurrent points forming diagonal (repeated-subsequence) lines","source":"builtin","enabled":true,"unit":"ratio","direction":"lower_is_better","max":1,"min":0},{"id":"recurrence-laminarity","name":"Recurrence Laminarity (RQA LAM)","description":"RQA LAM: fraction of recurrent points forming vertical (stagnation) lines","source":"builtin","enabled":true,"unit":"ratio","direction":"lower_is_better","max":1,"min":0},{"id":"state-revisit-probability-rep","name":"State Revisit Probability REP","description":"Fraction of canonical state visits that revisit an already visited state","source":"builtin","enabled":true,"unit":"ratio","direction":"lower_is_better","max":1,"min":0}]}'
          GH_AW_GRADER_MANIFEST_CHUNKS: '1'
          GH_AW_JOB_DURATIONS: ${{ steps.report_failed_jobs.outputs.job_durations }}
          GH_AW_DAILY_AI_CREDITS_GUARDRAIL_STATUS: ${{ needs.activation.outputs.daily_ai_credits_guardrail_status }}
          GH_AW_DAILY_AI_CREDITS_EXCEEDED: ${{ needs.activation.outputs.daily_ai_credits_exceeded }}
          GH_AW_DAILY_AI_CREDITS_TOTAL: ${{ needs.activation.outputs.daily_ai_credits_total }}
          GH_AW_DAILY_AI_CREDITS_ESTIMATED: ${{ needs.activation.outputs.daily_ai_credits_estimated }}
          GH_AW_DAILY_AI_CREDITS_THRESHOLD: ${{ needs.activation.outputs.daily_ai_credits_threshold }}
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'generate_usage_artifacts.cjs'));
            await main();
      - name: Prepare admission conclusion metadata
        id: admission-conclusion-metadata
        if: always() && vars.GH_AW_DEFAULT_ADMISSION_URL != ''
        continue-on-error: true
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('node:path');
            const { readCompactUnifiedSession } = require(path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions', 'compact_unified_session.cjs'));
            const compact = readCompactUnifiedSession('/tmp/gh-aw/usage/aw_session.jsonl');
            core.setOutput('compact_session', JSON.stringify({ version: compact.version, session: compact.session, included_events: compact.includedEvents, omitted_events: compact.omittedEvents, oversized_lines: compact.oversizedLines, scan_truncated: compact.scanTruncated, truncated: compact.truncated }));
      - name: Upload usage artifact
        id: upload-usage-artifact
        if: always()
        continue-on-error: true
        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
        with:
          name: usage
          path: |
            /tmp/gh-aw/usage/aw_session.jsonl
            /tmp/gh-aw/usage/aw_info.json
            /tmp/gh-aw/usage/aw-info.jsonl
            /tmp/gh-aw/usage/agent_usage.json
            /tmp/gh-aw/usage/agent_usage.jsonl
            /tmp/gh-aw/usage/detection_usage.jsonl
            /tmp/gh-aw/usage/evals.jsonl
            /tmp/gh-aw/usage/graders/grader_manifest.json
            /tmp/gh-aw/usage/graders/grader_results.json
            /tmp/gh-aw/usage/github_rate_limits.jsonl
            /tmp/gh-aw/usage/agent/token_usage.jsonl
            /tmp/gh-aw/usage/agent/model-routing.jsonl
            /tmp/gh-aw/usage/agent/execution.json
            /tmp/gh-aw/usage/agent/harness_retry.json
            /tmp/gh-aw/usage/agent/durable-session.jsonl
            /tmp/gh-aw/usage/detection/token_usage.jsonl
            /tmp/gh-aw/usage/detection/execution.json
            /tmp/gh-aw/usage/detection/harness_retry.json
            /tmp/gh-aw/usage/detection/detection_result.json
            /tmp/gh-aw/usage/evals/token_usage.jsonl
            /tmp/gh-aw/usage/evals/execution.json
            /tmp/gh-aw/usage/evals/evals_status.json
            /tmp/gh-aw/usage/experiment/state.jsonl
            /tmp/gh-aw/usage/experiment/state.json
            /tmp/gh-aw/usage/experiment/assignments.json
            /tmp/gh-aw/usage/activity/summary.json
          if-no-files-found: ignore
          retention-days: ${{ vars.GH_AW_DEFAULT_ARTIFACT_RETENTION_DAYS || '0' }}
      - name: Wait before retrying usage artifact upload
        if: always() && steps.upload-usage-artifact.outcome == 'failure'
        run: sleep 10
      - name: Retry upload usage artifact
        id: upload-usage-artifact-retry
        if: always() && steps.upload-usage-artifact.outcome == 'failure'
        continue-on-error: true
        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
        with:
          name: usage
          path: |
            /tmp/gh-aw/usage/aw_session.jsonl
            /tmp/gh-aw/usage/aw_info.json
            /tmp/gh-aw/usage/aw-info.jsonl
            /tmp/gh-aw/usage/agent_usage.json
            /tmp/gh-aw/usage/agent_usage.jsonl
            /tmp/gh-aw/usage/detection_usage.jsonl
            /tmp/gh-aw/usage/evals.jsonl
            /tmp/gh-aw/usage/graders/grader_manifest.json
            /tmp/gh-aw/usage/graders/grader_results.json
            /tmp/gh-aw/usage/github_rate_limits.jsonl
            /tmp/gh-aw/usage/agent/token_usage.jsonl
            /tmp/gh-aw/usage/agent/model-routing.jsonl
            /tmp/gh-aw/usage/agent/execution.json
            /tmp/gh-aw/usage/agent/harness_retry.json
            /tmp/gh-aw/usage/agent/durable-session.jsonl
            /tmp/gh-aw/usage/detection/token_usage.jsonl
            /tmp/gh-aw/usage/detection/execution.json
            /tmp/gh-aw/usage/detection/harness_retry.json
            /tmp/gh-aw/usage/detection/detection_result.json
            /tmp/gh-aw/usage/evals/token_usage.jsonl
            /tmp/gh-aw/usage/evals/execution.json
            /tmp/gh-aw/usage/evals/evals_status.json
            /tmp/gh-aw/usage/experiment/state.jsonl
            /tmp/gh-aw/usage/experiment/state.json
            /tmp/gh-aw/usage/experiment/assignments.json
            /tmp/gh-aw/usage/activity/summary.json
          if-no-files-found: ignore
          overwrite: true
          retention-days: ${{ vars.GH_AW_DEFAULT_ARTIFACT_RETENTION_DAYS || '0' }}

  conclusion_admission:
    name: conclusion_admission
    needs: conclusion
    if: always() && needs.conclusion.result != 'skipped' && vars.GH_AW_DEFAULT_ADMISSION_URL != ''
    runs-on: ubuntu-slim
    # Permissions for the conclusion_admission job (workflow permissions default to none).
    permissions:
      contents: read
      id-token: write # Request an OIDC token for authenticated services.
    timeout-minutes: 5
    env:
      GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
    steps:
      - name: Checkout actions folder
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          repository: github/gh-aw
          sparse-checkout: |
            actions
          fetch-depth: 1
          clean: false
          persist-credentials: false
      - name: Setup Scripts
        id: setup
        uses: ./actions/setup
        with:
          destination: ${{ runner.temp }}/gh-aw/actions
          job-name: ${{ github.job }}
        env:
          GH_AW_SETUP_WORKFLOW_NAME: "Bot Detection"
          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/unknown.lock.yml@${{ github.ref }}
      - name: Report admission conclusion
        if: always() && vars.GH_AW_DEFAULT_ADMISSION_URL != ''
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_DEFAULT_ADMISSION_URL: ${{ vars.GH_AW_DEFAULT_ADMISSION_URL }}
          GH_AW_DEFAULT_ADMISSION_AUDIENCE: ${{ vars.GH_AW_DEFAULT_ADMISSION_AUDIENCE }}
          GH_AW_DEFAULT_ADMISSION_ON_OUTAGE: ${{ vars.GH_AW_DEFAULT_ADMISSION_ON_OUTAGE }}
          GH_AW_ADMISSION_WORKFLOW_HASH: "455a47b3602f001ca2646d589fda27006a4c3ab55441fcc5a1aae7ca7d77b24c:666e43b31db3f6d9bfb994b953f0e14b808ed52e0ecdee2af199dfc6111f5ac6"
          GH_AW_INFO_WORKFLOW_ID: ${{ job.workflow_ref }}
          GITHUB_ACTOR: ${{ github.actor }}
          GITHUB_TRIGGERING_ACTOR: ${{ github.triggering_actor }}
          GH_AW_ADMISSION_COMPACT_SESSION: ${{ needs.conclusion.outputs.admission_compact_session }}
          GH_AW_USAGE_ARTIFACT_ID: ${{ needs.conclusion.outputs.usage_artifact_id }}
          GH_AW_USAGE_ARTIFACT_RETRY_ID: ${{ needs.conclusion.outputs.usage_artifact_retry_id }}
        with:
          script: |
            const { setupGlobals } = require(require('node:path').join(process.env.RUNNER_TEMP, 'gh-aw', 'actions', 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            await require(require('node:path').join(process.env.RUNNER_TEMP, 'gh-aw', 'actions', 'conclusion_admission.cjs')).main(core);

  evals:
    name: evals
    needs:
      - activation
      - agent
    if: always() && needs.agent.result == 'success'
    runs-on: ubuntu-latest
    # Permissions for the evals job (workflow permissions default to none).
    permissions:
      contents: read
    env:
      GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
    outputs:
      aic: ${{ steps.parse_evals_token_usage.outputs.aic }}
    steps:
      - name: Checkout actions folder
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          repository: github/gh-aw
          sparse-checkout: |
            actions
          fetch-depth: 1
          clean: false
          persist-credentials: false
      - name: Setup Scripts
        id: setup
        uses: ./actions/setup
        with:
          destination: ${{ runner.temp }}/gh-aw/actions
          job-name: ${{ github.job }}
          trace-id: ${{ needs.activation.outputs.setup-trace-id }}
          parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
        env:
          GH_AW_SETUP_WORKFLOW_NAME: "Bot Detection"
          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/bot-detection.lock.yml@${{ github.ref }}
          GH_AW_INFO_VERSION: "0.167.0"
          GH_AW_INFO_AWF_VERSION: "v0.29.12"
          GH_AW_INFO_ENGINE_ID: "codex"
          GH_AW_SETUP_AW_CONTEXT: ${{ inputs.aw_context }}
      - name: Download agent output artifact
        id: download-agent-output
        continue-on-error: true
        uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
        with:
          pattern: "{agent,agent-output-fallback}"
          merge-multiple: true
          path: /tmp/gh-aw/
      - name: Setup agent output environment variable
        id: setup-agent-output-env
        if: steps.download-agent-output.outcome == 'success'
        run: |
          mkdir -p /tmp/gh-aw/
          find "/tmp/gh-aw/" -type f -print
          if [ -f "/tmp/gh-aw/agent_output.json" ]; then
            echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
          fi
      - name: Initialize evals execution evidence
        if: always()
        run: |
          mkdir -p "/tmp/gh-aw/evals"
          evidence_tmp="/tmp/gh-aw/evals/execution.json.tmp"
          printf '{"version":1,"component":"evals","run_id":%s,"run_attempt":%s,"state":"not_started"}\n' "$GITHUB_RUN_ID" "$GITHUB_RUN_ATTEMPT" > "$evidence_tmp"
          mv "$evidence_tmp" "/tmp/gh-aw/evals/execution.json"
      - name: Prepare evals files
        run: |
          mkdir -p /tmp/gh-aw/evals
          if [ -f /tmp/gh-aw/agent_output.json ]; then cp /tmp/gh-aw/agent_output.json /tmp/gh-aw/evals/agent_output.json; fi
      - name: Execute BinEval Decisions
        id: evals_decisions_execution
        continue-on-error: true
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_DECISIONS_BASE_URL: https://api.githubcopilot.com/v1
          GH_AW_DECISIONS_API_KEY: ${{ secrets.COPILOT_GITHUB_TOKEN }}
          GH_AW_DECISIONS_PROVIDER: github-copilot
          GH_AW_EVALS_QUESTIONS: '[{"id":"activity_investigated","question":"Did the agent investigate suspicious repository activity?"},{"id":"triage_issue_updated_or_noop","question":"Was the triage issue updated with findings, or was noop correctly used when no suspicious activity was detected?"}]'
          GH_AW_EVALS_MODEL: "copilot/gpt-6-luna-decisions"
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { executeMain } = require(path.join(actionsDir, 'run_evals.cjs'));
            await executeMain();
      - name: Parse BinEval results
        if: always()
        continue-on-error: true
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_EVALS_QUESTIONS: '[{"id":"activity_investigated","question":"Did the agent investigate suspicious repository activity?"},{"id":"triage_issue_updated_or_noop","question":"Was the triage issue updated with findings, or was noop correctly used when no suspicious activity was detected?"}]'
          GH_AW_EVALS_MODEL: "copilot/gpt-6-luna-decisions"
          GH_AW_EVALS_PHASE: parse
          GH_AW_EVALS_EXECUTION_OUTCOME: ${{ steps.evals_decisions_execution.outcome }}
          GITHUB_RUN_ID: ${{ github.run_id }}
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'run_evals.cjs'));
            await main();
      - name: Redact secrets in evals results
        id: redact_evals_results
        if: always()
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'redact_evals_results.cjs'));
            await main();
      - name: Render evals results to step summary
        if: always() && steps.redact_evals_results.outcome == 'success'
        continue-on-error: true
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'render_evals_summary.cjs'));
            await main();
      - name: Parse evals token usage for step summary
        id: parse_evals_token_usage
        if: always()
        continue-on-error: true
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { summarizeUsageMain } = require(path.join(actionsDir, 'run_evals.cjs'));
            await summarizeUsageMain();
      - name: Upload evals results
        if: always() && steps.redact_evals_results.outcome == 'success'
        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
        with:
          name: evals
          path: |
            /tmp/gh-aw/evals.jsonl
            /tmp/gh-aw/evals_status.json
            /tmp/gh-aw/evals_token_usage.jsonl
            /tmp/gh-aw/evals/execution.json
          if-no-files-found: ignore
          retention-days: ${{ vars.GH_AW_DEFAULT_ARTIFACT_RETENTION_DAYS || '0' }}
      - name: Upload evals accounting after failure
        if: always() && steps.redact_evals_results.outcome != 'success'
        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
        with:
          name: evals
          path: |
            /tmp/gh-aw/evals_token_usage.jsonl
            /tmp/gh-aw/evals/execution.json
          if-no-files-found: ignore
          retention-days: ${{ vars.GH_AW_DEFAULT_ARTIFACT_RETENTION_DAYS || '0' }}
      - name: Restore actions folder
        if: always()
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          repository: github/gh-aw
          sparse-checkout: |
            actions/setup
          sparse-checkout-cone-mode: true
          fetch-depth: 1
          clean: false
          persist-credentials: false

  precompute:
    name: precompute
    runs-on: ubuntu-latest
    # Permissions for the precompute job (workflow permissions default to none).
    permissions:
      actions: read # Read workflow runs and artifacts for workflow context.
      contents: read
      issues: read # Read issues and comments for workflow context.
      pull-requests: read # Read pull requests and review comments for workflow context.
    outputs:
      action: "${{ steps.precompute.outputs.action }}"
      issue_body: "${{ steps.precompute.outputs.issue_body }}"
      issue_number: "${{ steps.precompute.outputs.issue_number }}"
      issue_title: "${{ steps.precompute.outputs.issue_title }}"
    steps:
      - name: Configure GH_HOST for enterprise compatibility
        id: ghes-host-config
        shell: bash
        run: | # zizmor: ignore[github-env] - GITHUB_SERVER_URL is set by GitHub Actions, not user input.
          # Derive GH_HOST from GITHUB_SERVER_URL so the gh CLI targets the correct
          # GitHub instance (GHES/GHEC). On github.com this is a harmless no-op.
          GH_HOST="${GITHUB_SERVER_URL#https://}"
          GH_HOST="${GH_HOST#http://}"
          echo "GH_HOST=${GH_HOST}" >> "$GITHUB_ENV"
      - name: Pre-compute deterministic findings
        id: precompute
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
            const { owner, repo } = context.repo;
            const HOURS_BACK = 6;
            const ISSUE_TITLE = "🔎 Activity Signals: Review Queue";
            const MIN_ACCOUNT_AGE_DAYS = 14;
            const MAX_PR = 50;
            const MAX_COMMENT_EXAMPLES = 10;
            const MAX_TOUCHED_FILES = 10;
            const ALLOWED_DOMAINS = new Set([
              // GitHub docs + blog
              "docs.github.com",
              "github.blog",
              // Marketplace + package registries
              "marketplace.visualstudio.com",
              "npmjs.com",
              "pkg.go.dev",
              // Language vendor sites
              "golang.org",
              "go.dev",
              "nodejs.org",
            ]);
            const ALLOWED_ACCOUNTS = new Set([
              // Bots and service accounts
              "github-actions[bot]",
              "dependabot[bot]",
              "renovate[bot]",
              "copilot",
              "copilot-swe-agent",
            ]);
            const TRUSTED_ORGS = [owner];
            const MEMBER_ACCOUNTS = new Set();

            function parseJsonList(envName) {
              try {
                const raw = process.env[envName];
                if (!raw) return [];
                const parsed = JSON.parse(raw);
                return Array.isArray(parsed) ? parsed : [];
              } catch {
                return [];
              }
            }

            function toISO(d) {
              return new Date(d).toISOString();
            }

            function normalizeForDup(s) {
              return (s || "")
                .toString()
                .replace(/https?:\/\/\S+/g, "")
                .toLowerCase()
                .replace(/\s+/g, " ")
                .trim()
                .slice(0, 240);
            }

            function extractDomains(text) {
              const domains = [];
              const urlRe = /https?:\/\/[^\s)\]]+/g;
              const matches = text.match(urlRe) || [];
              for (const raw of matches) {
                try {
                  const u = new URL(raw);
                  domains.push(u.hostname.toLowerCase());
                } catch {
                  // ignore parse failures
                }
              }
              return domains;
            }

            function isExternalDomain(host) {
              const allowed = new Set([
                "github.com",
                "raw.githubusercontent.com",
                "avatars.githubusercontent.com",
                "api.github.com",
              ]);
              return host && !allowed.has(host) && !ALLOWED_DOMAINS.has(host);
            }

            function isAllowedAccount(login) {
              const normalized = String(login || "").toLowerCase();
              return ALLOWED_ACCOUNTS.has(normalized) || MEMBER_ACCOUNTS.has(normalized);
            }

            async function loadMemberAccounts() {
              try {
                const collaborators = await github.paginate(github.rest.repos.listCollaborators, {
                  owner,
                  repo,
                  per_page: 100,
                });
                for (const collaborator of collaborators) {
                  if (collaborator?.login) {
                    MEMBER_ACCOUNTS.add(String(collaborator.login).toLowerCase());
                  }
                }
              } catch {
                // If collaborator lookup fails, continue without member allowlist.
              }
            }

            async function loadContributorAccounts() {
              try {
                const contributors = await github.paginate(github.rest.repos.listContributors, {
                  owner,
                  repo,
                  per_page: 100,
                });
                for (const contributor of contributors) {
                  if (contributor?.login) {
                    MEMBER_ACCOUNTS.add(String(contributor.login).toLowerCase());
                  }
                }
              } catch {
                // If contributor lookup fails, continue without contributor allowlist.
              }
            }

            async function loadOrgMembers() {
              for (const org of TRUSTED_ORGS) {
                try {
                  const members = await github.paginate(github.rest.orgs.listMembers, {
                    org,
                    per_page: 100,
                  });
                  for (const member of members) {
                    if (member?.login) {
                      MEMBER_ACCOUNTS.add(String(member.login).toLowerCase());
                    }
                  }
                } catch {
                  // If org member lookup fails, continue without org allowlist.
                }
              }
            }

            function isShortener(host) {
              const shorteners = new Set(["bit.ly", "tinyurl.com", "t.co", "is.gd", "goo.gl"]);
              return shorteners.has(host);
            }

            function isNonGitHubBinaryUrl(urlStr) {
              try {
                const u = new URL(urlStr);
                const host = u.hostname.toLowerCase();
                if (!isExternalDomain(host)) return false;
                const path = u.pathname.toLowerCase();
                return (
                  path.endsWith(".exe") ||
                  path.endsWith(".msi") ||
                  path.endsWith(".pkg") ||
                  path.endsWith(".dmg") ||
                  path.endsWith(".zip") ||
                  path.endsWith(".tar.gz")
                );
              } catch {
                return false;
              }
            }

            async function getRunCreatedAt() {
              const runId = context.runId;
              const { data } = await github.rest.actions.getWorkflowRun({
                owner,
                repo,
                run_id: runId,
              });
              return new Date(data.created_at);
            }

            const end = await getRunCreatedAt();
            const start = new Date(end.getTime() - HOURS_BACK * 60 * 60 * 1000);

            for (const domain of parseJsonList("BOT_DETECTION_ALLOWED_DOMAINS")) {
              if (domain) ALLOWED_DOMAINS.add(String(domain).toLowerCase());
            }

            await loadMemberAccounts();
            await loadContributorAccounts();
            await loadOrgMembers();

            // Search issues + PRs updated in window (API requires is:issue or is:pull-request)
            const qBase = `repo:${owner}/${repo} updated:>=${toISO(start)}`;
            const rawItems = [];
            for (const scope of ["is:issue", "is:pull-request"]) {
              const search = await github.rest.search.issuesAndPullRequests({
                q: `${qBase} ${scope}`,
                per_page: 100,
                sort: "updated",
                order: "desc",
              });
              rawItems.push(...(search.data.items || []));
            }

            const seen = new Set();
            let skippedNoLogin = 0;
            let skippedAllowed = 0;
            const skippedAllowedLogins = new Set();
            const MAX_LOGGED_SKIPPED = 10;
            const items = rawItems
              .filter(i => new Date(i.updated_at) >= start && new Date(i.updated_at) <= end)
              .map(i => ({
                number: i.number,
                title: i.title || "",
                body: i.body || "",
                url: i.html_url,
                created_at: i.created_at,
                updated_at: i.updated_at,
                is_pr: Boolean(i.pull_request),
                author: i.user?.login || "",
              }))
              .filter(i => {
                if (seen.has(i.url)) return false;
                seen.add(i.url);
                return true;
              });

            // Deterministic ordering for any downstream processing
            items.sort((a, b) => {
              const at = a.updated_at.localeCompare(b.updated_at);
              if (at !== 0) return at;
              const an = a.number - b.number;
              if (an !== 0) return an;
              return a.url.localeCompare(b.url);
            });

            // Collect per-author signals
            const perAuthor = new Map();
            const domainAccounts = new Map(); // domain -> Set(logins)
            const userCreatedAt = new Map();

            async function ensureUserCreatedAt(login) {
              if (!login || userCreatedAt.has(login)) return;
              try {
                const { data: userInfo } = await github.rest.users.getByUsername({ username: login });
                userCreatedAt.set(login, new Date(userInfo.created_at));
              } catch {
                userCreatedAt.set(login, null);
              }
            }

            function ensureAuthor(login) {
              if (!perAuthor.has(login)) {
                perAuthor.set(login, {
                  login,
                  itemCount: 0,
                  prCount: 0,
                  issueCount: 0,
                  commentCount: 0,
                  reviewCount: 0,
                  accountAgeDays: null,
                  externalDomains: new Set(),
                  hasShortener: false,
                  hasNonGitHubBinary: false,
                  touchesWorkflows: false,
                  touchesCI: false,
                  touchesDeps: false,
                  dupTexts: new Map(),
                  exampleItems: [],
                  touchedFiles: new Set(),
                  examples: [],
                });
              }
              return perAuthor.get(login);
            }

            for (const it of items) {
              const login = it.author;
              if (!login) {
                skippedNoLogin += 1;
                continue;
              }
              if (isAllowedAccount(login)) {
                skippedAllowed += 1;
                if (skippedAllowedLogins.size < MAX_LOGGED_SKIPPED) {
                  skippedAllowedLogins.add(login);
                }
                continue;
              }
              const s = ensureAuthor(login);
              await ensureUserCreatedAt(login);
              s.itemCount += 1;
              if (it.is_pr) s.prCount += 1;
              else s.issueCount += 1;
              if (s.exampleItems.length < 5) {
                s.exampleItems.push({
                  title: it.title || "",
                  url: it.url,
                  is_pr: it.is_pr,
                  number: it.number,
                });
              }
              if (s.examples.length < 5) {
                s.examples.push({ url: it.url, is_pr: it.is_pr, number: it.number });
              }

              const text = `${it.title}\n\n${it.body}`;
              const domains = extractDomains(text);
              for (const host of domains) {
                if (!host) continue;
                if (isExternalDomain(host)) {
                  s.externalDomains.add(host);
                  if (!domainAccounts.has(host)) domainAccounts.set(host, new Set());
                  domainAccounts.get(host).add(login);
                }
                if (isShortener(host)) s.hasShortener = true;
              }

              // Non-GitHub binary/download links
              const urlRe = /https?:\/\/[^\s)\]]+/g;
              const urlMatches = (text.match(urlRe) || []);
              for (const u of urlMatches) {
                if (isNonGitHubBinaryUrl(u)) {
                  s.hasNonGitHubBinary = true;
                }
              }

              // Duplicate-ish content detection (within items we fetched)
              const norm = normalizeForDup(text);
              if (norm) {
                s.dupTexts.set(norm, (s.dupTexts.get(norm) || 0) + 1);
              }
            }

            // PR comments + reviews (deterministic and bounded)
            const prItems = items.filter(i => i.is_pr).slice(0, MAX_PR);
            for (const it of prItems) {
              const login = it.author;
              if (login) {
                if (isAllowedAccount(login)) continue;
                await ensureUserCreatedAt(login);
              }

              let issueComments = [];
              try {
                let total = 0;
                issueComments = await github.paginate(
                  github.rest.issues.listComments,
                  {
                    owner,
                    repo,
                    issue_number: it.number,
                    per_page: 100,
                  },
                  (response, done) => {
                    const remaining = 500 - total;
                    if (remaining <= 0) {
                      done();
                      return [];
                    }
                    if (total + response.data.length >= 500) {
                      total = 500;
                      done();
                      return response.data.slice(0, remaining);
                    }
                    total += response.data.length;
                    return response.data;
                  }
                );
              } catch {
                // ignore
              }

              let reviewComments = [];
              try {
                let total = 0;
                reviewComments = await github.paginate(
                  github.rest.pulls.listReviewComments,
                  {
                    owner,
                    repo,
                    pull_number: it.number,
                    per_page: 100,
                  },
                  (response, done) => {
                    const remaining = 500 - total;
                    if (remaining <= 0) {
                      done();
                      return [];
                    }
                    if (total + response.data.length >= 500) {
                      total = 500;
                      done();
                      return response.data.slice(0, remaining);
                    }
                    total += response.data.length;
                    return response.data;
                  }
                );
              } catch {
                // ignore
              }

              let reviews = [];
              try {
                let total = 0;
                reviews = await github.paginate(
                  github.rest.pulls.listReviews,
                  {
                    owner,
                    repo,
                    pull_number: it.number,
                    per_page: 100,
                  },
                  (response, done) => {
                    const remaining = 500 - total;
                    if (remaining <= 0) {
                      done();
                      return [];
                    }
                    if (total + response.data.length >= 500) {
                      total = 500;
                      done();
                      return response.data.slice(0, remaining);
                    }
                    total += response.data.length;
                    return response.data;
                  }
                );
              } catch {
                // ignore
              }

              const commentCandidates = [...issueComments, ...reviewComments]
                .filter(c => c?.created_at)
                .filter(c => new Date(c.created_at) >= start && new Date(c.created_at) <= end)
                .sort((a, b) => a.created_at.localeCompare(b.created_at));

              for (const c of commentCandidates) {
                const commenter = c.user?.login || "";
                if (!commenter) continue;
                if (isAllowedAccount(commenter)) continue;
                await ensureUserCreatedAt(commenter);
                const s = ensureAuthor(commenter);
                s.commentCount += 1;
                if (s.examples.length < MAX_COMMENT_EXAMPLES) {
                  s.examples.push({ url: c.html_url, is_pr: true, number: it.number });
                }
              }

              const reviewCandidates = reviews
                .map(r => ({
                  user: r.user,
                  submitted_at: r.submitted_at || r.submittedAt,
                  url: r.html_url || `${it.url}#pullrequestreview-${r.id}`,
                }))
                .filter(r => r.submitted_at)
                .filter(r => new Date(r.submitted_at) >= start && new Date(r.submitted_at) <= end)
                .sort((a, b) => a.submitted_at.localeCompare(b.submitted_at));

              for (const r of reviewCandidates) {
                const reviewer = r.user?.login || "";
                if (!reviewer) continue;
                if (isAllowedAccount(reviewer)) continue;
                await ensureUserCreatedAt(reviewer);
                const s = ensureAuthor(reviewer);
                s.reviewCount += 1;
                if (s.examples.length < MAX_COMMENT_EXAMPLES) {
                  s.examples.push({ url: r.url, is_pr: true, number: it.number });
                }
              }
            }

            // PR file touches (sensitive paths) - deterministic and bounded
            for (const it of prItems) {
              const login = it.author;
              if (!login) continue;
              if (isAllowedAccount(login)) continue;
              const s = ensureAuthor(login);

              try {
                let total = 0;
                const files = await github.paginate(
                  github.rest.pulls.listFiles,
                  {
                    owner,
                    repo,
                    pull_number: it.number,
                    per_page: 100,
                  },
                  (response, done) => {
                    const remaining = 500 - total;
                    if (remaining <= 0) {
                      done();
                      return [];
                    }
                    if (total + response.data.length >= 500) {
                      total = 500;
                      done();
                      return response.data.slice(0, remaining);
                    }
                    total += response.data.length;
                    return response.data;
                  }
                );
                const filenames = files.map(f => f.filename);
                for (const fn of filenames) {
                  if (s.touchedFiles.size < MAX_TOUCHED_FILES) s.touchedFiles.add(fn);
                  if (fn.startsWith(".github/workflows/") || fn.startsWith(".github/actions/")) s.touchesWorkflows = true;
                  if (fn === "Dockerfile" || fn === "Makefile" || fn.startsWith("scripts/") || fn.startsWith("actions/")) s.touchesCI = true;
                  if (
                    fn === "package.json" ||
                    fn === "package-lock.json" ||
                    fn === "pnpm-lock.yaml" ||
                    fn === "yarn.lock" ||
                    fn === "go.mod" ||
                    fn === "go.sum" ||
                    fn.startsWith("requirements")
                  ) {
                    s.touchesDeps = true;
                  }
                }
              } catch (e) {
                // If file listing fails, do not infer.
              }
            }

            // Score + severity
            const accounts = Array.from(perAuthor.values()).map(s => {
              if (userCreatedAt.has(s.login)) {
                const createdAt = userCreatedAt.get(s.login);
                if (createdAt) {
                  const now = new Date(end);
                  s.accountAgeDays = Math.max(0, Math.floor((now - createdAt) / (24 * 60 * 60 * 1000)));
                }
              }
              let score = 0;

              const extDomains = Array.from(s.externalDomains);
              score += Math.min(9, extDomains.length * 3);
              if (s.hasShortener) score += 8;
              if (s.hasNonGitHubBinary) score += 10;
              if (s.touchesWorkflows) score += 15;
              if (s.touchesCI) score += 10;
              if (s.touchesDeps) score += 6;
              if (s.itemCount >= 5) score += 6;
              if (s.accountAgeDays !== null && s.accountAgeDays < MIN_ACCOUNT_AGE_DAYS) score += 8;

              let hasDup3 = false;
              for (const [, c] of s.dupTexts) {
                if (c >= 3) {
                  hasDup3 = true;
                  break;
                }
              }
              if (hasDup3) score += 8;

              score = Math.min(100, score);

              let severity = "None";
              if (score >= 20) severity = "High";
              else if (score >= 10) severity = "Medium";
              else if (score >= 1) severity = "Low";

              // Deterministic signal summary
              const signals = [];
              if (extDomains.length > 0) signals.push(`external_domains=${extDomains.length}`);
              if (s.hasShortener) signals.push("shortener");
              if (s.hasNonGitHubBinary) signals.push("non_github_binary_link");
              if (s.touchesWorkflows) signals.push("touches_workflows");
              if (s.touchesCI) signals.push("touches_ci_or_scripts");
              if (s.touchesDeps) signals.push("touches_dependencies");
              if (s.itemCount >= 5) signals.push(`burst_items=${s.itemCount}`);
              if (hasDup3) signals.push("dup_text>=3");
              if (s.commentCount > 0) signals.push(`comments=${s.commentCount}`);
              if (s.reviewCount > 0) signals.push(`reviews=${s.reviewCount}`);
              if (s.accountAgeDays !== null && s.accountAgeDays < MIN_ACCOUNT_AGE_DAYS) {
                signals.push(`new_account=${s.accountAgeDays}d`);
              }

              return {
                login: s.login,
                risk_score: score,
                severity,
                signals,
                external_domains: extDomains.sort((a, b) => a.localeCompare(b)),
                pr_count: s.prCount,
                issue_count: s.issueCount,
                comment_count: s.commentCount,
                review_count: s.reviewCount,
                example_items: s.exampleItems,
                touched_files: Array.from(s.touchedFiles).sort((a, b) => a.localeCompare(b)),
                examples: s.examples,
              };
            });

            // Stable sorting
            accounts.sort((a, b) => {
              if (b.risk_score !== a.risk_score) return b.risk_score - a.risk_score;
              return a.login.localeCompare(b.login);
            });

            const domains = Array.from(domainAccounts.entries())
              .map(([domain, logins]) => ({ domain, count: logins.size, accounts: Array.from(logins).sort((a, b) => a.localeCompare(b)) }))
              .sort((a, b) => {
                if (b.count !== a.count) return b.count - a.count;
                return a.domain.localeCompare(b.domain);
              });

            const topSeverity = accounts.find(a => a.severity !== "None")?.severity || "None";

            // Calculate metrics for observability and decision logic
            const highRiskAccounts = accounts.filter(a => a.risk_score >= 10).length;
            const multiAccountDomains = domains.filter(d => d.count >= 2).length;
            const hasFindings = highRiskAccounts > 0 || multiAccountDomains > 0;

            // Log analysis summary for observability
            const skippedNames = Array.from(skippedAllowedLogins).sort((a, b) => a.localeCompare(b));
            const skippedLabel = skippedNames.length > 0 ? skippedNames.map(n => `@${n}`).join(", ") : "none";
            const analyzedNames = accounts.slice(0, 10).map(a => `@${a.login}`).join(", ") || "none";
            const domainSamples = domains.slice(0, 10).map(d => d.domain).join(", ") || "none";
            core.info("Summary:");
            core.info(`- Window: ${toISO(start)} -> ${toISO(end)}`);
            core.info(`- Items: raw=${rawItems.length}, in_window+dedup=${items.length}`);
            core.info(`- PRs scanned: ${prItems.length} (max ${MAX_PR})`);
            core.info(`- Skipped (no login): ${skippedNoLogin}`);
            core.info(`- Skipped (allowlisted): ${skippedAllowed} [${skippedLabel}]`);
            core.info(`- Accounts analyzed: ${accounts.length} [${analyzedNames}]`);
            core.info(`- Risk >= 10: ${highRiskAccounts}`);
            core.info(`- External domains: total=${domains.length}, shared>=2=${multiAccountDomains} [${domainSamples}]`);
            core.info(`- Decision: has_findings=${hasFindings} (will ${hasFindings ? "run" : "skip"} agent job)`);

            core.info("Detailed report:");
            if (domains.length === 0) {
              core.info("- Domains: none");
            } else {
              core.info("- Domains:");
              for (const d of domains) {
                const logins = d.accounts.map(login => `@${login}`).join(", ") || "none";
                core.info(`  - ${d.domain}: accounts=${d.count} [${logins}]`);
              }
            }

            if (accounts.length === 0) {
              core.info("- Accounts: none");
            } else {
              core.info("- Accounts:");
              for (const a of accounts) {
                const signalsText = a.signals.join(", ") || "none";
                const domainsText = (a.external_domains || []).join(", ") || "none";
                const touchedText = (a.touched_files || []).join(", ") || "none";
                core.info(`  - @${a.login}: score=${a.risk_score}, severity=${a.severity}, signals=[${signalsText}]`);
                core.info(`    - activity: pr=${a.pr_count || 0}, issue=${a.issue_count || 0}, comment=${a.comment_count || 0}, review=${a.review_count || 0}`);
                core.info(`    - external_domains: ${domainsText}`);
                core.info(`    - touched_files: ${touchedText}`);
                if (a.example_items && a.example_items.length > 0) {
                  const itemLines = a.example_items
                    .map(item => {
                      const label = item.is_pr ? `PR #${item.number}` : `Issue #${item.number}`;
                      const title = item.title ? ` "${item.title}"` : "";
                      return `${label}${title}`;
                    })
                    .join("; ");
                  core.info(`    - examples: ${itemLines}`);
                }
                if (a.examples && a.examples.length > 0) {
                  core.info("    - evidence:");
                  for (const ex of a.examples) {
                    core.info(`      - ${ex.url}`);
                  }
                }
              }
            }

            // Find existing triage issue (exact title match)
            let existingIssueNumber = "";
            try {
              const openIssues = await github.rest.issues.listForRepo({
                owner,
                repo,
                state: "open",
                per_page: 100,
              });
              const existing = (openIssues.data || []).find(i => (i.title || "") === ISSUE_TITLE);
              if (existing?.number) existingIssueNumber = String(existing.number);
            } catch (e) {
              // ignore
            }

            // Render deterministic markdown body
            function renderBody(includeMention) {
              const lines = [];
              if (includeMention) lines.push("@pelikhan", "");
              lines.push(
                `**Window:** ${toISO(start)} → ${toISO(end)}`,
                `**Assessment:** ${topSeverity}`,
                ""
              );

              if (!hasFindings) {
                lines.push("No meaningful suspicious activity detected in this window.");
                return lines.join("\n");
              }

              if (domains.length > 0) {
                lines.push("## Domains (external)", "", "| Domain | Accounts | Logins |", "| --- | ---: | --- |");
                for (const d of domains.slice(0, 20)) {
                  const maxLogins = 5;
                  const shown = d.accounts.slice(0, maxLogins).map(login => `@${login}`);
                  const overflow = d.accounts.length > maxLogins ? ` +${d.accounts.length - maxLogins} more` : "";
                  lines.push(`| ${d.domain} | ${d.count} | ${shown.join(", ")}${overflow} |`);
                }
                lines.push("");
              }

              const high = accounts.filter(a => a.severity === "High");
              const med = accounts.filter(a => a.severity === "Medium");
              const low = accounts.filter(a => a.severity === "Low");

              function renderAccounts(title, arr) {
                if (arr.length === 0) return;
                lines.push(`## ${title}`, "");
                for (const a of arr.slice(0, 25)) {
                  const sig = a.signals.join(", ");
                  lines.push(`- @${a.login} — score=${a.risk_score} — ${sig}`);
                    const changeParts = [];
                    if (a.example_items && a.example_items.length > 0) {
                      const itemSamples = a.example_items.slice(0, 2).map(item => {
                        const label = item.is_pr ? `PR #${item.number}` : `Issue #${item.number}`;
                        const title = item.title ? ` "${item.title}"` : "";
                        return `${label}${title}`;
                      });
                      changeParts.push(itemSamples.join("; "));
                    }
                    if (a.touched_files && a.touched_files.length > 0) {
                      const files = a.touched_files.slice(0, 6).join(", ");
                      changeParts.push(`files: ${files}`);
                    }
                    if (changeParts.length > 0) {
                      lines.push(`  - Change summary: ${changeParts.join("; ")}`);
                    }
                    lines.push(
                      `  - Activity summary: ${a.pr_count || 0} PR, ${a.issue_count || 0} issue, ${a.comment_count || 0} comment, ${a.review_count || 0} review`
                    );
                  if (a.examples && a.examples.length > 0) {
                    lines.push("  <details><summary>Evidence</summary>", "");
                    for (const ex of a.examples.slice(0, 5)) {
                      lines.push(`  - ${ex.url}`);
                    }
                    if (a.examples.length > 5) {
                      lines.push(`  - ... and ${a.examples.length - 5} more`);
                    }
                    lines.push("", "  </details>");
                  }
                }
                lines.push("");
              }

              renderAccounts("Accounts (High)", high);
              renderAccounts("Accounts (Medium)", med);
              renderAccounts("Accounts (Low)", low);

              lines.push("## Notes", "", "- This report is computed deterministically from GitHub Search + PR file listings + PR comments/reviews within the window.");
              return lines.join("\n");
            }

            let action = "none";
            let issueBody = "";
            let issueNumber = "";

            if (hasFindings) {
              if (existingIssueNumber) {
                action = "update";
                issueNumber = existingIssueNumber;
                issueBody = renderBody(false);
              } else {
                action = "create";
                issueBody = renderBody(true);
              }
            }

            core.setOutput("action", action);
            core.setOutput("issue_number", issueNumber);
            core.setOutput("issue_title", ISSUE_TITLE);
            core.setOutput("issue_body", issueBody);

  push_evals_state:
    name: push_evals_state
    needs:
      - activation
      - evals
    if: always() && (!cancelled()) && needs.evals.result != 'skipped'
    runs-on: ubuntu-slim
    # Permissions for the push_evals_state job (workflow permissions default to none).
    permissions:
      contents: write # Create or update repository contents.
    env:
      GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
    steps:
      - name: Checkout actions folder
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          repository: github/gh-aw
          sparse-checkout: |
            actions
          fetch-depth: 1
          clean: false
          persist-credentials: false
      - name: Setup Scripts
        id: setup
        uses: ./actions/setup
        with:
          destination: ${{ runner.temp }}/gh-aw/actions
          job-name: ${{ github.job }}
          trace-id: ${{ needs.activation.outputs.setup-trace-id }}
          parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
        env:
          GH_AW_SETUP_WORKFLOW_NAME: "Bot Detection"
          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/bot-detection.lock.yml@${{ github.ref }}
          GH_AW_INFO_VERSION: "0.167.0"
          GH_AW_INFO_AWF_VERSION: "v0.29.12"
          GH_AW_INFO_ENGINE_ID: "codex"
          GH_AW_SETUP_AW_CONTEXT: ${{ inputs.aw_context }}
      - name: Checkout repository
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          persist-credentials: false
          sparse-checkout: .
      - name: Configure Git credentials
        env:
          GH_AW_GIT_REPOSITORY: ${{ github.repository }}
          GITHUB_SERVER_URL: ${{ github.server_url }}
          GITHUB_TOKEN: ${{ github.token }}
        run: bash "${RUNNER_TEMP}/gh-aw/actions/configure_git_credentials.sh"
      - name: Download evals artifact
        uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
        continue-on-error: true
        with:
          pattern: evals
          merge-multiple: true
          path: /tmp/gh-aw/evals-state
      - name: Push evals results to git
        id: push_evals_state
        if: always()
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_TOKEN: ${{ github.token }}
          GITHUB_RUN_ID: ${{ github.run_id }}
          GITHUB_SERVER_URL: ${{ github.server_url }}
          GH_AW_STATE_DIR: /tmp/gh-aw/evals-state
          GH_AW_STATE_BRANCH: evals/botdetection
          GH_AW_STATE_FILES: evals.jsonl
          GH_AW_STATE_LABEL: evals results
        with:
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit);
            const { main } = require(path.join(actionsDir, 'push_evals_state.cjs'));
            await main();
      - name: Restore actions folder
        if: always()
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          repository: github/gh-aw
          sparse-checkout: |
            actions/setup
          sparse-checkout-cone-mode: true
          fetch-depth: 1
          clean: false
          persist-credentials: false

  safe_outputs:
    name: safe_outputs
    needs:
      - activation
      - agent
    if: (!cancelled()) && needs.agent.result != 'skipped'
    runs-on: ubuntu-slim
    # Permissions for the safe_outputs job (workflow permissions default to none).
    permissions:
      issues: write # Create or update issues and comments.
    timeout-minutes: 15
    env:
      GH_AW_AGENT_AIC: ${{ needs.agent.outputs.aic }}
      GH_AW_AIC: ${{ needs.agent.outputs.aic }}
      GH_AW_AMBIENT_CONTEXT: ${{ needs.agent.outputs.ambient_context }}
      GH_AW_CALLER_WORKFLOW_ID: "${{ github.repository }}/bot-detection"
      GH_AW_ENGINE_ID: "codex"
      GH_AW_ENGINE_MODEL: "openai/gpt-5.6-sol"
      GH_AW_OBJECT_PACK_FETCH_DEPTHS: ${{ vars.GH_AW_OBJECT_PACK_FETCH_DEPTHS }}
      GH_AW_OBJECT_PACK_MAX_BYTES: ${{ vars.GH_AW_OBJECT_PACK_MAX_BYTES }}
      GH_AW_OBJECT_PACK_MAX_OBJECTS: ${{ vars.GH_AW_OBJECT_PACK_MAX_OBJECTS }}
      GH_AW_OBJECT_PACK_TIMEOUT_MS: ${{ vars.GH_AW_OBJECT_PACK_TIMEOUT_MS }}
      GH_AW_PROJECT_UTC: "-08:00"
      GH_AW_RUNTIME_FEATURES: ${{ vars.GH_AW_RUNTIME_FEATURES }}
      GH_AW_WORKFLOW_EMOJI: "🤖"
      GH_AW_WORKFLOW_ID: "bot-detection"
      GH_AW_WORKFLOW_NAME: "Bot Detection"
      GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/bot-detection.md"
    outputs:
      code_push_failure_count: ${{ steps.process_safe_outputs.outputs.code_push_failure_count }}
      code_push_failure_errors: ${{ steps.process_safe_outputs.outputs.code_push_failure_errors }}
      create_discussion_error_count: ${{ steps.process_safe_outputs.outputs.create_discussion_error_count }}
      create_discussion_errors: ${{ steps.process_safe_outputs.outputs.create_discussion_errors }}
      created_issue_number: ${{ steps.process_safe_outputs.outputs.created_issue_number }}
      created_issue_url: ${{ steps.process_safe_outputs.outputs.created_issue_url }}
      process_safe_outputs_items_applied: ${{ steps.process_safe_outputs.outputs.items_applied }}
      process_safe_outputs_items_cancelled: ${{ steps.process_safe_outputs.outputs.items_cancelled }}
      process_safe_outputs_items_deferred: ${{ steps.process_safe_outputs.outputs.items_deferred }}
      process_safe_outputs_items_failed: ${{ steps.process_safe_outputs.outputs.items_failed }}
      process_safe_outputs_items_skipped: ${{ steps.process_safe_outputs.outputs.items_skipped }}
      process_safe_outputs_items_succeeded: ${{ steps.process_safe_outputs.outputs.items_succeeded }}
      process_safe_outputs_items_warnings: ${{ steps.process_safe_outputs.outputs.items_warnings }}
      process_safe_outputs_processed_count: ${{ steps.process_safe_outputs.outputs.processed_count }}
      process_safe_outputs_status: ${{ steps.process_safe_outputs.outputs.status }}
    steps:
      - name: Checkout actions folder
        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
        with:
          repository: github/gh-aw
          sparse-checkout: |
            actions
          fetch-depth: 1
          clean: false
          persist-credentials: false
      - name: Setup Scripts
        id: setup
        uses: ./actions/setup
        with:
          destination: ${{ runner.temp }}/gh-aw/actions
          job-name: ${{ github.job }}
          trace-id: ${{ needs.activation.outputs.setup-trace-id }}
          parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
        env:
          GH_AW_SETUP_WORKFLOW_NAME: "Bot Detection"
          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/bot-detection.lock.yml@${{ github.ref }}
          GH_AW_INFO_VERSION: "0.167.0"
          GH_AW_INFO_AWF_VERSION: "v0.29.12"
          GH_AW_INFO_ENGINE_ID: "codex"
          GH_AW_SETUP_AW_CONTEXT: ${{ inputs.aw_context }}
      - name: Mask OTLP telemetry headers
        run: bash "${RUNNER_TEMP}/gh-aw/actions/mask_otlp_headers.sh"
      - name: Download agent output artifact
        id: download-agent-output
        continue-on-error: true
        uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
        with:
          pattern: "{agent,agent-output-fallback}"
          merge-multiple: true
          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
          if [ -f "/tmp/gh-aw/agent_output.json" ]; then
            echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
          fi
      - name: Configure GH_HOST for enterprise compatibility
        id: ghes-host-config
        shell: bash
        run: | # zizmor: ignore[github-env] - GITHUB_SERVER_URL is set by GitHub Actions, not user input.
          # Derive GH_HOST from GITHUB_SERVER_URL so the gh CLI targets the correct
          # GitHub instance (GHES/GHEC). On github.com this is a harmless no-op.
          GH_HOST="${GITHUB_SERVER_URL#https://}"
          GH_HOST="${GH_HOST#http://}"
          echo "GH_HOST=${GH_HOST}" >> "$GITHUB_ENV"
      - name: Process Safe Outputs
        id: process_safe_outputs
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          GH_AW_JOB_CHECK_RUN_ID: ${{ job.check_run_id }}
          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
          GH_AW_COMMENT_ID: ${{ needs.activation.outputs.comment_id }}
          GH_AW_MENTIONS_GITHUB_TOKEN: ${{ github.token }}
          GH_AW_ALLOWED_DOMAINS: "*.grafana.net,*.sentry.io,archive.ubuntu.com,azure.archive.ubuntu.com,crl.geotrust.com,crl.globalsign.com,crl.identrust.com,crl.sectigo.com,crl.thawte.com,crl.usertrust.com,crl.verisign.com,crl3.digicert.com,crl4.digicert.com,crls.ssl.com,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,s.symcb.com,s.symcd.com,security.ubuntu.com,ts-crl.ws.symantec.com,ts-ocsp.ws.symantec.com"
          GITHUB_SERVER_URL: ${{ github.server_url }}
          GITHUB_API_URL: ${{ github.api_url }}
          GH_AW_SAFE_OUTPUTS_HANDLER_CONFIG: "{\"create_issue\":{\"labels\":[\"security\",\"bot-detection\"],\"max\":1,\"max_issue_artifact_size\":1048576,\"max_issue_artifacts\":10},\"create_report_incomplete_issue\":{},\"mentions\":{\"allowed\":[\"pelikhan\"]},\"noop\":{\"max\":2,\"report-as-issue\":\"false\"},\"report_incomplete\":{},\"report_missing_data\":{},\"report_missing_tool\":{},\"update_issue\":{\"allow_body\":true,\"max\":1,\"max_issue_artifact_size\":1048576,\"max_issue_artifacts\":10,\"target\":\"*\"}}"
          GH_AW_GITHUB_TOKEN_SOURCE: ${{ secrets.GH_AW_GITHUB_TOKEN != '' && 'pat' || 'github_actions' }}
        with:
          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
          script: |
            const path = require('path');
            const actionsDir = path.join(process.env.RUNNER_TEMP, 'gh-aw', 'actions');
            const { setupGlobals } = require(path.join(actionsDir, 'setup_globals.cjs'));
            setupGlobals(core, github, context, exec, io, getOctokit, process.env.GH_AW_GITHUB_TOKEN_SOURCE);
            const { main } = require(path.join(actionsDir, 'process_safe_outputs.cjs'));
            await main();
      - name: Upload Safe Outputs Items
        if: always()
        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
        with:
          name: safe-outputs-items
          path: |
            /tmp/gh-aw/safe-output-items.jsonl
            /tmp/gh-aw/safe-output-outcomes.jsonl
            /tmp/gh-aw/temporary-id-map.json
            /tmp/gh-aw/safe-output-errors.json
          if-no-files-found: ignore
          retention-days: ${{ vars.GH_AW_DEFAULT_ARTIFACT_RETENTION_DAYS || '0' }}