diff --git a/.github/workflows/pipeline-analysis-next-steps-trigger.yml b/.github/workflows/pipeline-analysis-next-steps-trigger.yml
new file mode 100644
index 000000000000..8d39ec86be13
--- /dev/null
+++ b/.github/workflows/pipeline-analysis-next-steps-trigger.yml
@@ -0,0 +1,104 @@
+# Pipeline Analysis - Next Steps (trigger / dispatcher)
+#
+# Plain GitHub Actions workflow that watches for a pull request's Azure DevOps CI to finish
+# in a failure state, then dispatches the agentic workflow `pipeline-analysis-next-steps.md`
+# (compiled to `pipeline-analysis-next-steps.lock.yml`) to analyze the failure and post a
+# "Pipeline Analysis Next Steps" comment.
+#
+# Why a separate trigger workflow (mirrors azure-sdk-for-net's mgmt-review):
+# * `check_run` is not a pull_request event, so the agentic workflow cannot resolve the
+# target PR on its own. This job extracts the PR number and passes it as an explicit
+# workflow_dispatch input (and `aw_context`) so the agent comments on the right PR.
+# * Keeps the privileged Copilot run (copilot-requests) isolated in the agentic workflow;
+# this dispatcher only needs `actions: write` to start it.
+#
+# CI note: azure-sdk-for-python's PR builds roll up into a single Azure Pipelines check run
+# named `python - pullrequest` per commit (its per-stage jobs are `python - pullrequest (...)`,
+# which do NOT end in `- pullrequest`). We trigger on `check_run` and gate on the name ending
+# in `- pullrequest` plus a failing conclusion, so the analysis fires once per failing PR CI
+# run and ignores unrelated checks. This mirrors azure-sdk-for-net's `net - pullrequest` gate.
+name: Pipeline Analysis - Next Steps Trigger
+
+on:
+ check_run:
+ types: [completed]
+
+permissions:
+ actions: write # dispatch the agentic (lock) workflow
+ contents: read
+ pull-requests: read
+
+jobs:
+ dispatch-next-steps:
+ # Only react to a failing Azure DevOps PR-CI check run whose name ends in `- pullrequest`;
+ # ignore every other check run (github-actions, policy service, SDL sub-jobs, and this
+ # workflow's own runs).
+ if: >
+ github.event.check_run.check_suite.app.slug == 'azure-pipelines' &&
+ endsWith(github.event.check_run.name, '- pullrequest') &&
+ github.event.check_run.conclusion == 'failure'
+ runs-on: ubuntu-latest
+ steps:
+ - name: Dispatch pipeline next-steps analysis
+ env:
+ GH_TOKEN: ${{ github.token }}
+ REPOSITORY: ${{ github.repository }}
+ DEFAULT_BRANCH: ${{ github.event.repository.default_branch }}
+ PR_NUMBER: ${{ github.event.check_run.pull_requests[0].number }}
+ CI_CONCLUSION: ${{ github.event.check_run.conclusion }}
+ CI_HEAD_SHA: ${{ github.event.check_run.head_sha }}
+ run: |
+ set -euo pipefail
+
+ # Fork PRs do not populate check_run.pull_requests; fall back to matching an open
+ # PR by head SHA (same-repo branches only).
+ find_open_pr_for_head_sha() {
+ local head_sha="$1"
+ [ -z "$head_sha" ] && return 0
+ gh api --paginate "repos/$REPOSITORY/pulls?state=open&per_page=100" \
+ --jq ".[] | select(.head.sha == \"$head_sha\") | [.updated_at, .number] | @tsv" |
+ sort -r |
+ sed -n '1s/^[^\t]*\t//p'
+ }
+
+ dispatch_next_steps() {
+ local pr_number="$1"
+ local conclusion="$2"
+ local head_sha="$3"
+
+ if [ -z "$pr_number" ]; then
+ echo "No pull request associated with this check run; nothing to do."
+ return 0
+ fi
+
+ if [ "$(gh pr view "$pr_number" --repo "$REPOSITORY" --json isDraft --jq '.isDraft')" = "true" ]; then
+ echo "Skipping draft PR #$pr_number."
+ return 0
+ fi
+
+ # Do not analyze a superseded commit: if the completed check run's SHA no longer
+ # matches the PR head, the author has already pushed newer code.
+ local current_head_sha
+ current_head_sha="$(gh pr view "$pr_number" --repo "$REPOSITORY" --json headRefOid --jq '.headRefOid')"
+ if [ -n "$head_sha" ] && [ "$head_sha" != "$current_head_sha" ]; then
+ echo "Skipping PR #$pr_number; check run SHA $head_sha no longer matches head $current_head_sha."
+ return 0
+ fi
+
+ local aw_context
+ aw_context="$(printf '{"item_type":"pull_request","item_number":%s}' "$pr_number")"
+
+ gh workflow run pipeline-analysis-next-steps.lock.yml \
+ --repo "$REPOSITORY" \
+ --ref "$DEFAULT_BRANCH" \
+ -f aw_context="$aw_context" \
+ -f pr_number="$pr_number" \
+ -f ci_conclusion="$conclusion" \
+ -f ci_head_sha="$head_sha"
+ echo "Dispatched pipeline next-steps analysis for PR #$pr_number."
+ }
+
+ if [ -z "$PR_NUMBER" ]; then
+ PR_NUMBER="$(find_open_pr_for_head_sha "$CI_HEAD_SHA")"
+ fi
+ dispatch_next_steps "$PR_NUMBER" "$CI_CONCLUSION" "$CI_HEAD_SHA"
diff --git a/.github/workflows/pipeline-analysis-next-steps.lock.yml b/.github/workflows/pipeline-analysis-next-steps.lock.yml
new file mode 100644
index 000000000000..6afb9253a91c
--- /dev/null
+++ b/.github/workflows/pipeline-analysis-next-steps.lock.yml
@@ -0,0 +1,1621 @@
+# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"6c5c83f1baab3620a3def0a53474f2e2bbca5bc736c087cfd7f9b4722d26149a","body_hash":"e4606dce1942a6b38b46c918a21a4bf2afdd99c172b44b04580b537b60800eb0","compiler_version":"v0.80.9","strict":true,"agent_id":"copilot","engine_versions":{"copilot":"1.0.63"}}
+# gh-aw-manifest: {"version":1,"secrets":["GH_AW_GITHUB_MCP_SERVER_TOKEN","GH_AW_GITHUB_TOKEN","GITHUB_TOKEN"],"actions":[{"repo":"actions/cache/restore","sha":"27d5ce7f107fe9357f9df03efb73ab90386fccae","version":"v5.0.5"},{"repo":"actions/cache/save","sha":"27d5ce7f107fe9357f9df03efb73ab90386fccae","version":"v5.0.5"},{"repo":"actions/checkout","sha":"9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0","version":"v7.0.0"},{"repo":"actions/download-artifact","sha":"3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c","version":"v8.0.1"},{"repo":"actions/github-script","sha":"3a2844b7e9c422d3c10d287c895573f7108da1b3","version":"v9.0.0"},{"repo":"actions/setup-node","sha":"48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e","version":"v6.4.0"},{"repo":"actions/upload-artifact","sha":"043fb46d1a93c77aae656e7c1c64a875d1fc6a0a","version":"v7.0.1"},{"repo":"github/gh-aw-actions/setup","sha":"8c7d04ebf1ece56cd381446125da3e0f6896294a","version":"v0.80.9"}],"containers":[{"image":"ghcr.io/github/gh-aw-firewall/agent:0.27.7","digest":"sha256:aae231e4635c8999d039c132f1602d3df850fe9b84a00aa2b5ac981179b5661c","pinned_image":"ghcr.io/github/gh-aw-firewall/agent:0.27.7@sha256:aae231e4635c8999d039c132f1602d3df850fe9b84a00aa2b5ac981179b5661c"},{"image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.27.7","digest":"sha256:009caf2e3d88fa77b64e9a03a95a228fc58db0f1701c6d324b29ba5a3c7c79b6","pinned_image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.27.7@sha256:009caf2e3d88fa77b64e9a03a95a228fc58db0f1701c6d324b29ba5a3c7c79b6"},{"image":"ghcr.io/github/gh-aw-firewall/squid:0.27.7","digest":"sha256:deb1d4e19de62d51cee0508057a596a19315c3423ada4d675cad136dc8037c96","pinned_image":"ghcr.io/github/gh-aw-firewall/squid:0.27.7@sha256:deb1d4e19de62d51cee0508057a596a19315c3423ada4d675cad136dc8037c96"},{"image":"ghcr.io/github/gh-aw-mcpg:v0.3.27","digest":"sha256:fe984bddde4ec05d756d9043edb0a32912e6b7b72f6a121b1082f29221421cc7","pinned_image":"ghcr.io/github/gh-aw-mcpg:v0.3.27@sha256:fe984bddde4ec05d756d9043edb0a32912e6b7b72f6a121b1082f29221421cc7"},{"image":"ghcr.io/github/gh-aw-node","digest":"sha256:529d02eb970b1161aa25c593a9c3df57fdfad5a8add328cb3b6eccef66f3183b","pinned_image":"ghcr.io/github/gh-aw-node@sha256:529d02eb970b1161aa25c593a9c3df57fdfad5a8add328cb3b6eccef66f3183b"},{"image":"ghcr.io/github/github-mcp-server:v1.4.0","digest":"sha256:2afb26356481d1a350e14544a6e160f7f7ec1561a1ea309b823665abf0309036","pinned_image":"ghcr.io/github/github-mcp-server:v1.4.0@sha256:2afb26356481d1a350e14544a6e160f7f7ec1561a1ea309b823665abf0309036"}]}
+# This file was automatically generated by gh-aw (v0.80.9). 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/
+#
+# Analyze a pull request's failing Azure DevOps pipeline with the azsdk analyze tool and post a Copilot-authored 'Pipeline Analysis Next Steps' comment.
+#
+# Secrets used:
+# - GH_AW_GITHUB_MCP_SERVER_TOKEN
+# - GH_AW_GITHUB_TOKEN
+# - GITHUB_TOKEN
+#
+# Custom actions used:
+# - actions/cache/restore@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+# - actions/cache/save@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+# - actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+# - actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+# - actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+# - actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 (source v9)
+# - actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
+# - actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+# - github/gh-aw-actions/setup@8c7d04ebf1ece56cd381446125da3e0f6896294a # v0.80.9
+#
+# Container images used:
+# - ghcr.io/github/gh-aw-firewall/agent:0.27.7@sha256:aae231e4635c8999d039c132f1602d3df850fe9b84a00aa2b5ac981179b5661c
+# - ghcr.io/github/gh-aw-firewall/api-proxy:0.27.7@sha256:009caf2e3d88fa77b64e9a03a95a228fc58db0f1701c6d324b29ba5a3c7c79b6
+# - ghcr.io/github/gh-aw-firewall/squid:0.27.7@sha256:deb1d4e19de62d51cee0508057a596a19315c3423ada4d675cad136dc8037c96
+# - ghcr.io/github/gh-aw-mcpg:v0.3.27@sha256:fe984bddde4ec05d756d9043edb0a32912e6b7b72f6a121b1082f29221421cc7
+# - ghcr.io/github/gh-aw-node@sha256:529d02eb970b1161aa25c593a9c3df57fdfad5a8add328cb3b6eccef66f3183b
+# - ghcr.io/github/github-mcp-server:v1.4.0@sha256:2afb26356481d1a350e14544a6e160f7f7ec1561a1ea309b823665abf0309036
+
+name: "Pipeline Analysis - Next Steps"
+on:
+ workflow_dispatch:
+ inputs:
+ aw_context:
+ default: ""
+ description: "Agent caller context (used internally by Agentic Workflows)."
+ required: false
+ type: string
+ ci_conclusion:
+ description: Conclusion of the completed azure-pipelines PR-CI check run (e.g. failure) for CI-triggered runs
+ required: false
+ type: string
+ ci_head_sha:
+ description: Head SHA of the completed PR-CI check run, for stale-commit detection on CI-triggered runs
+ required: false
+ type: string
+ pr_number:
+ description: Pull request number whose failing pipeline should be analyzed
+ required: true
+ type: string
+
+permissions: {}
+
+concurrency: pipeline-analysis-next-steps-${{ github.event.inputs.pr_number }}
+
+run-name: "Pipeline Analysis - Next Steps"
+
+jobs:
+ activation:
+ if: github.event_name == 'workflow_dispatch'
+ runs-on: ubuntu-slim
+ permissions:
+ actions: read
+ contents: read
+ env:
+ GH_AW_MAX_DAILY_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_DAILY_AI_CREDITS || '5000' }}
+ outputs:
+ comment_id: ""
+ comment_repo: ""
+ daily_ai_credits_exceeded: ${{ steps.daily-effective-workflow-guardrail.outputs.daily_ai_credits_exceeded == 'true' }}
+ daily_ai_credits_threshold: ${{ steps.daily-effective-workflow-guardrail.outputs.daily_ai_credits_threshold || '' }}
+ daily_ai_credits_total_effective_tokens: ${{ steps.daily-effective-workflow-guardrail.outputs.daily_ai_credits_total_effective_tokens || '' }}
+ engine_id: ${{ steps.generate_aw_info.outputs.engine_id }}
+ lockdown_check_failed: ${{ steps.generate_aw_info.outputs.lockdown_check_failed == 'true' }}
+ model: ${{ steps.generate_aw_info.outputs.model }}
+ 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: Setup Scripts
+ id: setup
+ uses: github/gh-aw-actions/setup@8c7d04ebf1ece56cd381446125da3e0f6896294a # v0.80.9
+ with:
+ destination: ${{ runner.temp }}/gh-aw/actions
+ job-name: ${{ github.job }}
+ safe-output-artifact-client: ${{ env.GH_AW_MAX_DAILY_AI_CREDITS != '' }}
+ env:
+ GH_AW_SETUP_WORKFLOW_NAME: "Pipeline Analysis - Next Steps"
+ GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/pipeline-analysis-next-steps.lock.yml@${{ github.ref }}
+ GH_AW_INFO_VERSION: "1.0.63"
+ GH_AW_INFO_AWF_VERSION: "v0.27.7"
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ - name: Generate agentic run info
+ id: generate_aw_info
+ env:
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ GH_AW_INFO_ENGINE_NAME: "GitHub Copilot CLI"
+ GH_AW_INFO_MODEL: ${{ vars.GH_AW_MODEL_AGENT_COPILOT || vars.GH_AW_DEFAULT_MODEL_COPILOT || 'claude-sonnet-4.6' }}
+ GH_AW_INFO_VERSION: "1.0.63"
+ GH_AW_INFO_AGENT_VERSION: "1.0.63"
+ GH_AW_INFO_CLI_VERSION: "v0.80.9"
+ GH_AW_INFO_WORKFLOW_NAME: "Pipeline Analysis - Next Steps"
+ GH_AW_INFO_EXPERIMENTAL: "false"
+ GH_AW_INFO_SUPPORTS_TOOLS_ALLOWLIST: "true"
+ GH_AW_INFO_STAGED: "false"
+ GH_AW_INFO_ALLOWED_DOMAINS: '["defaults","github","dev.azure.com","aka.ms"]'
+ GH_AW_INFO_FIREWALL_ENABLED: "true"
+ GH_AW_INFO_AWF_VERSION: "v0.27.7"
+ GH_AW_INFO_AWMG_VERSION: ""
+ GH_AW_INFO_FIREWALL_TYPE: "squid"
+ GH_AW_COMPILED_STRICT: "true"
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/generate_aw_info.cjs');
+ await main(core, context);
+ - name: Restore daily AIC usage cache
+ id: restore-daily-aic-cache
+ if: ${{ env.GH_AW_MAX_DAILY_AI_CREDITS != '' }}
+ continue-on-error: true
+ uses: actions/cache/restore@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+ with:
+ key: agentic-workflow-usage-pipelineanalysisnextsteps-${{ github.run_id }}
+ restore-keys: agentic-workflow-usage-pipelineanalysisnextsteps-
+ path: /tmp/gh-aw/agentic-workflow-usage-cache.jsonl
+ - name: Restore daily AIC usage cache (artifact fallback)
+ id: restore-daily-aic-cache-fallback
+ if: ${{ env.GH_AW_MAX_DAILY_AI_CREDITS != '' }}
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_RESTORE_DAILY_AIC_CACHE_HIT: ${{ steps.restore-daily-aic-cache.outputs.cache-hit }}
+ GH_AW_RESTORE_DAILY_AIC_CACHE_MATCHED_KEY: ${{ steps.restore-daily-aic-cache.outputs.cache-matched-key }}
+ with:
+ github-token: ${{ secrets.GITHUB_TOKEN }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/restore_aic_usage_cache_fallback.cjs');
+ await main();
+ - name: Check daily workflow token guardrail
+ id: daily-effective-workflow-guardrail
+ if: ${{ env.GH_AW_MAX_DAILY_AI_CREDITS != '' }}
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_WORKFLOW_NAME: "Pipeline Analysis - Next Steps"
+ GH_AW_WORKFLOW_ID: "pipeline-analysis-next-steps"
+ GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+ GH_AW_WORKFLOW_DISPATCH_AW_CONTEXT: ${{ github.event.inputs.aw_context || '' }}
+ GH_AW_HAS_SLASH_COMMAND: "false"
+ GH_AW_HAS_LABEL_COMMAND: "false"
+ GH_AW_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+ GH_AW_MAX_DAILY_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_DAILY_AI_CREDITS || '5000' }}
+ with:
+ github-token: ${{ secrets.GITHUB_TOKEN }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/check_daily_aic_workflow_guardrail.cjs');
+ await main();
+ - name: Checkout .github and .agents folders
+ uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+ with:
+ persist-credentials: false
+ sparse-checkout: |
+ .github
+ .agents
+ .antigravity
+ .claude
+ .codex
+ .crush
+ .gemini
+ .opencode
+ .pi
+ sparse-checkout-cone-mode: true
+ fetch-depth: 1
+ - name: Save agent config folders for base branch restoration
+ env:
+ GH_AW_AGENT_FOLDERS: ".agents .antigravity .claude .codex .crush .gemini .github .opencode .pi"
+ GH_AW_AGENT_FILES: ".crush.json AGENTS.md ANTIGRAVITY.md CLAUDE.md GEMINI.md PI.md opencode.jsonc"
+ # poutine:ignore untrusted_checkout_exec
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/save_base_github_folders.sh"
+ - name: Check workflow lock file
+ id: check-lock-file
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_WORKFLOW_FILE: "pipeline-analysis-next-steps.lock.yml"
+ GH_AW_CONTEXT_WORKFLOW_REF: "${{ github.workflow_ref }}"
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/check_workflow_timestamp_api.cjs');
+ await main();
+ - name: Check compile-agentic version
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_COMPILED_VERSION: "v0.80.9"
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/check_version_updates.cjs');
+ await main();
+ - name: Create prompt with built-in context
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_SAFE_OUTPUTS: ${{ runner.temp }}/gh-aw/safeoutputs/outputs.jsonl
+ GH_AW_EXPR_1A3A194A: ${{ github.event.discussion.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'discussion' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_463A214A: ${{ github.event.pull_request.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'pull_request' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_802A9F6A: ${{ github.event.issue.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'issue' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_FF1D34CE: ${{ github.event.comment.id || fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').comment_id }}
+ GH_AW_GITHUB_ACTOR: ${{ github.actor }}
+ GH_AW_GITHUB_EVENT_INPUTS_CI_HEAD_SHA: ${{ github.event.inputs.ci_head_sha }}
+ GH_AW_GITHUB_EVENT_INPUTS_PR_NUMBER: ${{ github.event.inputs.pr_number }}
+ GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
+ GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
+ GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
+ # poutine:ignore untrusted_checkout_exec
+ run: |
+ bash "${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh"
+ {
+ cat << 'GH_AW_PROMPT_689f912f6e6cc667_EOF'
+
+ GH_AW_PROMPT_689f912f6e6cc667_EOF
+ cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
+ cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
+ cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
+ cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
+ cat << 'GH_AW_PROMPT_689f912f6e6cc667_EOF'
+
+ Tools: add_comment, missing_tool, missing_data, noop
+
+ GH_AW_PROMPT_689f912f6e6cc667_EOF
+ cat "${RUNNER_TEMP}/gh-aw/prompts/mcp_cli_tools_prompt.md"
+ cat << 'GH_AW_PROMPT_689f912f6e6cc667_EOF'
+
+ The following GitHub context information is available for this workflow:
+ {{#if github.actor}}
+ - **actor**: __GH_AW_GITHUB_ACTOR__
+ {{/if}}
+ {{#if github.repository}}
+ - **repository**: __GH_AW_GITHUB_REPOSITORY__
+ {{/if}}
+ {{#if github.workspace}}
+ - **workspace**: __GH_AW_GITHUB_WORKSPACE__
+ {{/if}}
+ {{#if github.event.issue.number || (github.aw.context.item_type == 'issue' && github.aw.context.item_number)}}
+ - **issue-number**: #__GH_AW_EXPR_802A9F6A__
+ {{/if}}
+ {{#if github.event.discussion.number || (github.aw.context.item_type == 'discussion' && github.aw.context.item_number)}}
+ - **discussion-number**: #__GH_AW_EXPR_1A3A194A__
+ {{/if}}
+ {{#if github.event.pull_request.number || (github.aw.context.item_type == 'pull_request' && github.aw.context.item_number)}}
+ - **pull-request-number**: #__GH_AW_EXPR_463A214A__
+ {{/if}}
+ {{#if github.event.comment.id || github.aw.context.comment_id}}
+ - **comment-id**: __GH_AW_EXPR_FF1D34CE__
+ {{/if}}
+ {{#if github.run_id}}
+ - **workflow-run-id**: __GH_AW_GITHUB_RUN_ID__
+ {{/if}}
+ - **checkouts**: The following repositories have been checked out and are available in the workspace:
+ - repo `__GH_AW_GITHUB_REPOSITORY__` → `$GITHUB_WORKSPACE` (cwd) [shallow clone, fetch-depth=1 (default)] [sparse checkout enabled]
+ - **Note**: If a branch you need is not in the list above and is not listed as an additional fetched ref, it has NOT been checked out. For private repositories you cannot fetch it. If the branch is required and not available, exit with an error and ask the user to add it to the `fetch:` option of the `checkout:` configuration (e.g., `fetch: ["refs/pulls/open/*"]` for all open PR refs, or `fetch: ["main", "feature/my-branch"]` for specific branches).
+ - **Warning: No git credentials are available to the agent.** Credentials are
+ intentionally removed after the checkout step for security. This means any git
+ operation that needs to authenticate to the remote will fail. In private repositories, that includes:
+ - `git fetch`, `git pull`, `git clone`, and `git push` (direct push, not via safe-output tools)
+ - Checking out or switching to a remote branch that is not already fetched
+ - Deepening a shallow clone (`git fetch --unshallow`)
+ - On-demand blob fetches in partial/blobless clones (operations on files not in the initial checkout)
+ Do NOT attempt to configure credentials, run `git credential fill`, or modify `.gitconfig` —
+ authentication will not succeed. If you encounter credential prompts or authentication errors,
+ stop immediately and report the limitation rather than spending turns trying to work around it.
+
+
+ GH_AW_PROMPT_689f912f6e6cc667_EOF
+ cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
+ cat << 'GH_AW_PROMPT_689f912f6e6cc667_EOF'
+
+ {{#runtime-import .github/workflows/pipeline-analysis-next-steps.md}}
+ GH_AW_PROMPT_689f912f6e6cc667_EOF
+ } > "$GH_AW_PROMPT"
+ - name: Interpolate variables and render templates
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_ENGINE_ID: "copilot"
+ GH_AW_GITHUB_EVENT_INPUTS_CI_HEAD_SHA: ${{ github.event.inputs.ci_head_sha }}
+ GH_AW_GITHUB_EVENT_INPUTS_PR_NUMBER: ${{ github.event.inputs.pr_number }}
+ GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/interpolate_prompt.cjs');
+ await main();
+ - name: Substitute placeholders
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_EXPR_1A3A194A: ${{ github.event.discussion.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'discussion' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_463A214A: ${{ github.event.pull_request.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'pull_request' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_802A9F6A: ${{ github.event.issue.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'issue' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
+ GH_AW_EXPR_FF1D34CE: ${{ github.event.comment.id || fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').comment_id }}
+ GH_AW_GITHUB_ACTOR: ${{ github.actor }}
+ GH_AW_GITHUB_EVENT_INPUTS_CI_HEAD_SHA: ${{ github.event.inputs.ci_head_sha }}
+ GH_AW_GITHUB_EVENT_INPUTS_PR_NUMBER: ${{ github.event.inputs.pr_number }}
+ GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
+ GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
+ GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
+ GH_AW_MCP_CLI_SERVERS_LIST: '- `safeoutputs` — run `safeoutputs --help` to see available tools'
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+
+ const substitutePlaceholders = require('${{ runner.temp }}/gh-aw/actions/substitute_placeholders.cjs');
+
+ // Call the substitution function
+ return await substitutePlaceholders({
+ file: process.env.GH_AW_PROMPT,
+ substitutions: {
+ GH_AW_EXPR_1A3A194A: process.env.GH_AW_EXPR_1A3A194A,
+ GH_AW_EXPR_463A214A: process.env.GH_AW_EXPR_463A214A,
+ GH_AW_EXPR_802A9F6A: process.env.GH_AW_EXPR_802A9F6A,
+ GH_AW_EXPR_FF1D34CE: process.env.GH_AW_EXPR_FF1D34CE,
+ GH_AW_GITHUB_ACTOR: process.env.GH_AW_GITHUB_ACTOR,
+ GH_AW_GITHUB_EVENT_INPUTS_CI_HEAD_SHA: process.env.GH_AW_GITHUB_EVENT_INPUTS_CI_HEAD_SHA,
+ GH_AW_GITHUB_EVENT_INPUTS_PR_NUMBER: process.env.GH_AW_GITHUB_EVENT_INPUTS_PR_NUMBER,
+ GH_AW_GITHUB_REPOSITORY: process.env.GH_AW_GITHUB_REPOSITORY,
+ GH_AW_GITHUB_RUN_ID: process.env.GH_AW_GITHUB_RUN_ID,
+ GH_AW_GITHUB_WORKSPACE: process.env.GH_AW_GITHUB_WORKSPACE,
+ GH_AW_MCP_CLI_SERVERS_LIST: process.env.GH_AW_MCP_CLI_SERVERS_LIST
+ }
+ });
+ - name: Validate prompt placeholders
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ # poutine:ignore untrusted_checkout_exec
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/validate_prompt_placeholders.sh"
+ - name: Print prompt
+ env:
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ # poutine:ignore untrusted_checkout_exec
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/print_prompt_summary.sh"
+ - name: Upload activation artifact
+ if: success()
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: activation
+ include-hidden-files: true
+ path: |
+ /tmp/gh-aw/aw_info.json
+ /tmp/gh-aw/models.json
+ /tmp/gh-aw/aw-prompts/prompt.txt
+ /tmp/gh-aw/aw-prompts/prompt-template.txt
+ /tmp/gh-aw/aw-prompts/prompt-import-tree.json
+ /tmp/gh-aw/github_rate_limits.jsonl
+ /tmp/gh-aw/base
+ /tmp/gh-aw/.github/agents
+ /tmp/gh-aw/.github/skills
+ if-no-files-found: ignore
+ retention-days: 1
+
+ agent:
+ needs: activation
+ if: needs.activation.outputs.daily_ai_credits_exceeded != 'true'
+ runs-on: ubuntu-latest
+ permissions:
+ actions: read
+ checks: read
+ contents: read
+ copilot-requests: write
+ pull-requests: read
+ env:
+ DEFAULT_BRANCH: ${{ github.event.repository.default_branch }}
+ GH_AW_ASSETS_ALLOWED_EXTS: ""
+ GH_AW_ASSETS_BRANCH: ""
+ GH_AW_ASSETS_MAX_SIZE_KB: 0
+ GH_AW_MCP_LOG_DIR: /tmp/gh-aw/mcp-logs/safeoutputs
+ GH_AW_WORKFLOW_ID_SANITIZED: pipelineanalysisnextsteps
+ outputs:
+ agentic_engine_timeout: ${{ steps.detect-agent-errors.outputs.agentic_engine_timeout || 'false' }}
+ ai_credits_rate_limit_error: ${{ steps.parse-mcp-gateway.outputs.ai_credits_rate_limit_error || 'false' }}
+ aic: ${{ steps.parse-mcp-gateway.outputs.aic }}
+ ambient_context: ${{ steps.parse-mcp-gateway.outputs.ambient_context }}
+ checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
+ effective_tokens: ${{ steps.parse-mcp-gateway.outputs.effective_tokens }}
+ has_patch: ${{ steps.collect_output.outputs.has_patch }}
+ inference_access_error: ${{ steps.detect-agent-errors.outputs.inference_access_error || 'false' }}
+ mcp_policy_error: ${{ steps.detect-agent-errors.outputs.mcp_policy_error || 'false' }}
+ model: ${{ needs.activation.outputs.model }}
+ model_not_supported_error: ${{ steps.detect-agent-errors.outputs.model_not_supported_error || 'false' }}
+ output: ${{ steps.collect_output.outputs.output }}
+ output_types: ${{ steps.collect_output.outputs.output_types }}
+ setup-parent-span-id: ${{ steps.setup.outputs.parent-span-id || steps.setup.outputs.span-id }}
+ setup-span-id: ${{ steps.setup.outputs.span-id }}
+ setup-trace-id: ${{ steps.setup.outputs.trace-id }}
+ unknown_model_ai_credits: ${{ steps.parse-mcp-gateway.outputs.unknown_model_ai_credits || 'false' }}
+ steps:
+ - name: Setup Scripts
+ id: setup
+ uses: github/gh-aw-actions/setup@8c7d04ebf1ece56cd381446125da3e0f6896294a # v0.80.9
+ 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: "Pipeline Analysis - Next Steps"
+ GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/pipeline-analysis-next-steps.lock.yml@${{ github.ref }}
+ GH_AW_INFO_VERSION: "1.0.63"
+ GH_AW_INFO_AWF_VERSION: "v0.27.7"
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ - name: Set runtime paths
+ id: set-runtime-paths
+ run: |
+ {
+ echo "GH_AW_SAFE_OUTPUTS=${RUNNER_TEMP}/gh-aw/safeoutputs/outputs.jsonl"
+ echo "GH_AW_SAFE_OUTPUTS_CONFIG_PATH=${RUNNER_TEMP}/gh-aw/safeoutputs/config.json"
+ echo "GH_AW_SAFE_OUTPUTS_TOOLS_PATH=${RUNNER_TEMP}/gh-aw/safeoutputs/tools.json"
+ } >> "$GITHUB_OUTPUT"
+ - name: Checkout repository
+ uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+ with:
+ persist-credentials: false
+ filter: 'blob:limit=1073741824'
+ sparse-checkout: |
+ eng
+ - name: Clear partial clone markers after sparse checkout
+ continue-on-error: true
+ run: |
+ git config --local --unset-all remote.origin.promisor || true
+ git config --local --unset-all remote.origin.partialclonefilter || true
+ - name: Create gh-aw temp directory
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/create_gh_aw_tmp_dir.sh"
+ - name: Configure gh CLI for GitHub Enterprise
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/configure_gh_for_ghe.sh"
+ env:
+ GH_TOKEN: ${{ github.token }}
+ - name: Install azsdk CLI
+ run: |
+ $dir = Join-Path $env:RUNNER_TEMP 'azsdk-cli'
+ ./eng/common/mcp/azure-sdk-mcp.ps1 -InstallDirectory $dir
+ Add-Content -Path $env:GITHUB_PATH -Value $dir
+ shell: pwsh
+ - env:
+ GITHUB_TOKEN: ${{ github.token }}
+ PR_URL: https://github.com/${{ github.repository }}/pull/${{ github.event.inputs.pr_number }}
+ name: Analyze failing pipeline
+ run: "set -uo pipefail\n# `azsdk ci analyze` exits non-zero both when it finds no failing builds (it sets a\n# \"No failed Azure Pipeline builds found ...\" response error) and on real auth/network/CLI\n# errors. Only the former is an acceptable no-op; every other non-zero exit must fail this\n# step so the run surfaces the problem instead of the agent silently treating an error as\n# \"nothing to report\" and finishing green.\nexit_code=0\nazsdk ci analyze \"$PR_URL\" > \"$GITHUB_WORKSPACE/pipeline-analysis.txt\" 2>&1 || exit_code=$?\necho \"azsdk ci analyze exit code: $exit_code\"\necho \"----- pipeline-analysis.txt -----\"\n# The file holds PR-controlled build output. Prefix any line that looks like a GitHub\n# Actions workflow command (starts with `::`) with a space so it is logged as plain text\n# instead of being interpreted.\nsed 's/^::/ ::/' \"$GITHUB_WORKSPACE/pipeline-analysis.txt\"\nif [ \"$exit_code\" -ne 0 ]; then\n if grep -qF \"No failed Azure Pipeline builds found\" \"$GITHUB_WORKSPACE/pipeline-analysis.txt\"; then\n echo \"No failing Azure Pipeline builds resolved for this PR; the agent will no-op.\"\n else\n echo \"::error::azsdk ci analyze failed (exit $exit_code) with an unexpected error; failing the step.\"\n exit \"$exit_code\"\n fi\nfi\n"
+ shell: bash
+
+ - name: Configure Git credentials
+ env:
+ GITHUB_REPOSITORY: ${{ github.repository }}
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_TOKEN: ${{ github.token }}
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/configure_git_credentials.sh"
+ - name: Checkout PR branch
+ id: checkout-pr
+ if: |
+ github.event.pull_request || github.event.issue.pull_request || github.event_name == 'workflow_dispatch' && fromJSON(github.event.inputs.aw_context || '{}').item_type == 'pull_request'
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ with:
+ github-token: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/checkout_pr_branch.cjs');
+ await main();
+ - name: Install GitHub Copilot CLI
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/install_copilot_cli.sh" 1.0.63
+ env:
+ GH_HOST: github.com
+ - name: Install AWF binary
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh" v0.27.7
+ - name: Determine automatic lockdown mode for GitHub MCP Server
+ id: determine-automatic-lockdown
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 (source v9)
+ env:
+ GH_AW_GITHUB_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN }}
+ GH_AW_GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
+ with:
+ script: |
+ const determineAutomaticLockdown = require('${{ runner.temp }}/gh-aw/actions/determine_automatic_lockdown.cjs');
+ await determineAutomaticLockdown(github, context, core);
+ - name: Download activation artifact
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: activation
+ path: /tmp/gh-aw
+ - name: Restore agent config folders from base branch
+ if: steps.checkout-pr.outcome == 'success'
+ env:
+ GH_AW_AGENT_FOLDERS: ".agents .antigravity .claude .codex .crush .gemini .github .opencode .pi"
+ GH_AW_AGENT_FILES: ".crush.json AGENTS.md ANTIGRAVITY.md CLAUDE.md GEMINI.md PI.md opencode.jsonc"
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_base_github_folders.sh"
+ - name: Restore inline sub-agents from activation artifact
+ env:
+ GH_AW_SUB_AGENT_DIR: ".github/agents"
+ GH_AW_SUB_AGENT_EXT: ".agent.md"
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_inline_sub_agents.sh"
+ - name: Restore inline skills from activation artifact
+ env:
+ GH_AW_SKILL_DIR: ".github/skills"
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_inline_skills.sh"
+ - name: Download container images
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/download_docker_images.sh" ghcr.io/github/gh-aw-firewall/agent:0.27.7@sha256:aae231e4635c8999d039c132f1602d3df850fe9b84a00aa2b5ac981179b5661c ghcr.io/github/gh-aw-firewall/api-proxy:0.27.7@sha256:009caf2e3d88fa77b64e9a03a95a228fc58db0f1701c6d324b29ba5a3c7c79b6 ghcr.io/github/gh-aw-firewall/squid:0.27.7@sha256:deb1d4e19de62d51cee0508057a596a19315c3423ada4d675cad136dc8037c96 ghcr.io/github/gh-aw-mcpg:v0.3.27@sha256:fe984bddde4ec05d756d9043edb0a32912e6b7b72f6a121b1082f29221421cc7 ghcr.io/github/gh-aw-node@sha256:529d02eb970b1161aa25c593a9c3df57fdfad5a8add328cb3b6eccef66f3183b ghcr.io/github/github-mcp-server:v1.4.0@sha256:2afb26356481d1a350e14544a6e160f7f7ec1561a1ea309b823665abf0309036
+ - name: Generate Safe Outputs Config
+ run: |
+ mkdir -p "${RUNNER_TEMP}/gh-aw/safeoutputs"
+ mkdir -p /tmp/gh-aw/safeoutputs
+ mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
+ cat > "${RUNNER_TEMP}/gh-aw/safeoutputs/config.json" << 'GH_AW_SAFE_OUTPUTS_CONFIG_22f39b5822ecc845_EOF'
+ {"add_comment":{"hide_older_comments":true,"max":1,"target":"${{ github.event.inputs.pr_number }}"},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"false"},"report_incomplete":{}}
+ GH_AW_SAFE_OUTPUTS_CONFIG_22f39b5822ecc845_EOF
+ - name: Generate Safe Outputs Tools
+ env:
+ GH_AW_TOOLS_META_JSON: |
+ {
+ "description_suffixes": {
+ "add_comment": " CONSTRAINTS: Maximum 1 comment(s) can be added. Target: ${{ github.event.inputs.pr_number }}. Supports reply_to_id for discussion threading."
+ },
+ "repo_params": {},
+ "dynamic_tools": []
+ }
+ GH_AW_VALIDATION_JSON: |
+ {
+ "add_comment": {
+ "defaultMax": 1,
+ "fields": {
+ "body": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 65000
+ },
+ "item_number": {
+ "issueOrPRNumber": true
+ },
+ "reply_to_id": {
+ "type": "string",
+ "maxLength": 256
+ },
+ "repo": {
+ "type": "string",
+ "maxLength": 256
+ }
+ }
+ },
+ "missing_data": {
+ "defaultMax": 20,
+ "fields": {
+ "alternatives": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 256
+ },
+ "context": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 256
+ },
+ "data_type": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 128
+ },
+ "reason": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 256
+ }
+ }
+ },
+ "missing_tool": {
+ "defaultMax": 20,
+ "fields": {
+ "alternatives": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 512
+ },
+ "reason": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 256
+ },
+ "tool": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 128
+ }
+ }
+ },
+ "noop": {
+ "defaultMax": 1,
+ "fields": {
+ "message": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 65000
+ }
+ }
+ },
+ "report_incomplete": {
+ "defaultMax": 5,
+ "fields": {
+ "details": {
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 65000
+ },
+ "reason": {
+ "required": true,
+ "type": "string",
+ "sanitize": true,
+ "maxLength": 1024
+ }
+ }
+ }
+ }
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/generate_safe_outputs_tools.cjs');
+ await main();
+ - name: Start MCP Gateway
+ id: start-mcp-gateway
+ env:
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ GH_AW_SAFE_OUTPUTS_CONFIG_PATH: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS_CONFIG_PATH }}
+ GH_AW_SAFE_OUTPUTS_TOOLS_PATH: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS_TOOLS_PATH }}
+ GITHUB_MCP_GUARD_MIN_INTEGRITY: ${{ steps.determine-automatic-lockdown.outputs.min_integrity }}
+ GITHUB_MCP_GUARD_REPOS: ${{ steps.determine-automatic-lockdown.outputs.repos }}
+ GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+ run: |
+ set -eo pipefail
+ mkdir -p "${RUNNER_TEMP}/gh-aw/mcp-config"
+
+ # Export gateway environment variables for MCP config and gateway script
+ export MCP_GATEWAY_PORT="8080"
+ export MCP_GATEWAY_DOMAIN="host.docker.internal"
+ export MCP_GATEWAY_HOST_DOMAIN="localhost"
+ MCP_GATEWAY_API_KEY=$(openssl rand -base64 45 | tr -d '/+=')
+ echo "::add-mask::${MCP_GATEWAY_API_KEY}"
+ export MCP_GATEWAY_API_KEY
+ export MCP_GATEWAY_PAYLOAD_DIR="/tmp/gh-aw/mcp-payloads"
+ mkdir -p "${MCP_GATEWAY_PAYLOAD_DIR}"
+ export MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD="524288"
+ export DEBUG="*"
+
+ export GH_AW_ENGINE="copilot"
+ MCP_GATEWAY_UID=$(id -u 2>/dev/null || echo '0')
+ MCP_GATEWAY_GID=$(id -g 2>/dev/null || echo '0')
+ case "${DOCKER_HOST:-}" in
+ unix://* ) DOCKER_SOCK_PATH="${DOCKER_HOST#unix://}" ;;
+ /* ) DOCKER_SOCK_PATH="$DOCKER_HOST" ;;
+ * ) DOCKER_SOCK_PATH=/var/run/docker.sock ;;
+ esac
+ DOCKER_SOCK_GID=$(stat -c '%g' "$DOCKER_SOCK_PATH" 2>/dev/null || echo '0')
+ export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host --name awmg-mcpg --add-host host.docker.internal:127.0.0.1 --user '"${MCP_GATEWAY_UID}"':'"${MCP_GATEWAY_GID}"' --group-add '"${DOCKER_SOCK_GID}"' -v '"${DOCKER_SOCK_PATH}"':/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DOCKER_HOST=unix:///var/run/docker.sock -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e RUNNER_TEMP -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw -v '"${RUNNER_TEMP}"'/gh-aw/safeoutputs:'"${RUNNER_TEMP}"'/gh-aw/safeoutputs:rw ghcr.io/github/gh-aw-mcpg:v0.3.27'
+
+ mkdir -p "$HOME/.copilot"
+ GH_AW_NODE=$(which node 2>/dev/null || command -v node 2>/dev/null || echo node)
+ cat << GH_AW_MCP_CONFIG_38b125d90f04de26_EOF | "$GH_AW_NODE" "${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.cjs"
+ {
+ "mcpServers": {
+ "github": {
+ "type": "stdio",
+ "container": "ghcr.io/github/github-mcp-server:v1.4.0",
+ "env": {
+ "GITHUB_HOST": "\${GITHUB_SERVER_URL}",
+ "GITHUB_PERSONAL_ACCESS_TOKEN": "\${GITHUB_MCP_SERVER_TOKEN}",
+ "GITHUB_READ_ONLY": "1",
+ "GITHUB_TOOLSETS": "context,repos,pull_requests,actions"
+ },
+ "guard-policies": {
+ "allow-only": {
+ "min-integrity": "$GITHUB_MCP_GUARD_MIN_INTEGRITY",
+ "repos": "$GITHUB_MCP_GUARD_REPOS"
+ }
+ }
+ },
+ "safeoutputs": {
+ "type": "stdio",
+ "container": "ghcr.io/github/gh-aw-node",
+ "mounts": ["\${GITHUB_WORKSPACE}:\${GITHUB_WORKSPACE}:rw", "${RUNNER_TEMP}/gh-aw/safeoutputs:${RUNNER_TEMP}/gh-aw/safeoutputs:rw", "/tmp/gh-aw:/tmp/gh-aw:rw"],
+ "args": ["-w", "\${GITHUB_WORKSPACE}"],
+ "entrypoint": "sh",
+ "entrypointArgs": ["-c", "sh ${RUNNER_TEMP}/gh-aw/safeoutputs/start_safe_outputs_mcp.sh"],
+ "env": {
+ "DEBUG": "*",
+ "DEFAULT_BRANCH": "\${DEFAULT_BRANCH}",
+ "GH_AW_ASSETS_ALLOWED_EXTS": "\${GH_AW_ASSETS_ALLOWED_EXTS}",
+ "GH_AW_ASSETS_BRANCH": "\${GH_AW_ASSETS_BRANCH}",
+ "GH_AW_ASSETS_MAX_SIZE_KB": "\${GH_AW_ASSETS_MAX_SIZE_KB}",
+ "GH_AW_MCP_LOG_DIR": "\${GH_AW_MCP_LOG_DIR}",
+ "GH_AW_SAFE_OUTPUTS": "\${GH_AW_SAFE_OUTPUTS}",
+ "GH_AW_SAFE_OUTPUTS_CONFIG_PATH": "\${GH_AW_SAFE_OUTPUTS_CONFIG_PATH}",
+ "GH_AW_SAFE_OUTPUTS_TOOLS_PATH": "\${GH_AW_SAFE_OUTPUTS_TOOLS_PATH}",
+ "GITHUB_REPOSITORY": "\${GITHUB_REPOSITORY}",
+ "GITHUB_TOKEN": "\${GITHUB_TOKEN}",
+ "GITHUB_WORKSPACE": "\${GITHUB_WORKSPACE}",
+ "RUNNER_TEMP": "\${RUNNER_TEMP}"
+ },
+ "guard-policies": {
+ "write-sink": {
+ "accept": [
+ "*"
+ ]
+ }
+ }
+ }
+ },
+ "gateway": {
+ "port": $MCP_GATEWAY_PORT,
+ "domain": "${MCP_GATEWAY_DOMAIN}",
+ "apiKey": "${MCP_GATEWAY_API_KEY}",
+ "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
+ }
+ }
+ GH_AW_MCP_CONFIG_38b125d90f04de26_EOF
+ - name: Mount MCP servers as CLIs
+ id: mount-mcp-clis
+ continue-on-error: true
+ env:
+ MCP_GATEWAY_API_KEY: ${{ steps.start-mcp-gateway.outputs.gateway-api-key }}
+ MCP_GATEWAY_DOMAIN: ${{ steps.start-mcp-gateway.outputs.gateway-domain }}
+ MCP_GATEWAY_PORT: ${{ steps.start-mcp-gateway.outputs.gateway-port }}
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/mount_mcp_as_cli.cjs');
+ await main();
+ - name: Clean credentials
+ continue-on-error: true
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/clean_git_credentials.sh"
+ - name: Audit pre-agent workspace
+ id: pre_agent_audit
+ continue-on-error: true
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/audit_pre_agent_workspace.sh"
+ - name: Execute GitHub Copilot CLI
+ id: agentic_execution
+ # Copilot CLI tool arguments (sorted):
+ # --allow-tool github
+ # --allow-tool safeoutputs
+ # --allow-tool shell(cat)
+ # --allow-tool shell(date)
+ # --allow-tool shell(echo)
+ # --allow-tool shell(grep)
+ # --allow-tool shell(head)
+ # --allow-tool shell(ls)
+ # --allow-tool shell(printf)
+ # --allow-tool shell(pwd)
+ # --allow-tool shell(safeoutputs:*)
+ # --allow-tool shell(sort)
+ # --allow-tool shell(tail)
+ # --allow-tool shell(uniq)
+ # --allow-tool shell(wc)
+ # --allow-tool shell(yq)
+ # --allow-tool write
+ timeout-minutes: 20
+ run: |
+ set -o pipefail
+ printf '%s' "$(date +%s%3N)" > /tmp/gh-aw/agent_cli_start_ms.txt
+ trap 'rm -f "$HOME/.copilot/settings.json"' EXIT
+ mkdir -p "$HOME/.copilot"
+ printf '%s' '{"builtInAgents":{"rubberDuck":false}}' > "$HOME/.copilot/settings.json"
+ export XDG_CONFIG_HOME="$HOME"
+ export GH_AW_MCP_CONFIG="$HOME/.copilot/mcp-config.json"
+ touch /tmp/gh-aw/agent-step-summary.md
+ GH_AW_NODE_BIN=$(command -v node 2>/dev/null || true)
+ export GH_AW_NODE_BIN
+ export COPILOT_API_KEY="$COPILOT_DUMMY_BYOK"
+ (umask 177 && touch /tmp/gh-aw/agent-stdio.log)
+ GH_AW_MAX_AI_CREDITS="${GH_AW_MAX_AI_CREDITS:-1000}"
+ printf '%s\n' "{\"\$schema\":\"https://github.com/github/gh-aw-firewall/releases/download/v0.27.7/awf-config.schema.json\",\"network\":{\"allowDomains\":[\"*.githubusercontent.com\",\"aka.ms\",\"api.business.githubcopilot.com\",\"api.enterprise.githubcopilot.com\",\"api.github.com\",\"api.githubcopilot.com\",\"api.individual.githubcopilot.com\",\"api.snapcraft.io\",\"archive.ubuntu.com\",\"azure.archive.ubuntu.com\",\"codeload.github.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\",\"dev.azure.com\",\"docs.github.com\",\"github-cloud.githubusercontent.com\",\"github-cloud.s3.amazonaws.com\",\"github.blog\",\"github.com\",\"github.githubassets.com\",\"host.docker.internal\",\"json-schema.org\",\"json.schemastore.org\",\"keyserver.ubuntu.com\",\"lfs.github.com\",\"objects.githubusercontent.com\",\"ocsp.digicert.com\",\"ocsp.geotrust.com\",\"ocsp.globalsign.com\",\"ocsp.identrust.com\",\"ocsp.sectigo.com\",\"ocsp.ssl.com\",\"ocsp.thawte.com\",\"ocsp.usertrust.com\",\"ocsp.verisign.com\",\"packagecloud.io\",\"packages.cloud.google.com\",\"packages.microsoft.com\",\"patch-diff.githubusercontent.com\",\"ppa.launchpad.net\",\"raw.githubusercontent.com\",\"registry.npmjs.org\",\"s.symcb.com\",\"s.symcd.com\",\"security.ubuntu.com\",\"telemetry.enterprise.githubcopilot.com\",\"ts-crl.ws.symantec.com\",\"ts-ocsp.ws.symantec.com\",\"www.googleapis.com\"]},\"apiProxy\":{\"enabled\":true,\"enableTokenSteering\":true,\"maxRuns\":500,\"maxAiCredits\":${GH_AW_MAX_AI_CREDITS},\"maxCacheMisses\":5,\"models\":{\"agent\":[\"sonnet-6x\",\"gpt-5.5\",\"gpt-5.4\",\"gpt-5.3\",\"gemini-pro\",\"any\"],\"antigravity\":[\"copilot/antigravity*\",\"google/antigravity*\",\"gemini/antigravity*\"],\"any\":[\"copilot/*\",\"anthropic/*\",\"openai/*\",\"google/*\",\"gemini/*\"],\"claude\":[\"agent\"],\"codex\":[\"agent\"],\"coding\":[\"copilot/gpt-5*codex*\",\"openai/gpt-5*codex*\",\"gpt-5-codex\"],\"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*\"],\"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-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-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*\"],\"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*\"],\"large\":[\"sonnet\",\"gpt-5-pro\",\"gpt-5\",\"gemini-pro\"],\"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\"],\"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-4-5-*\",\"anthropic/*sonnet-4-5-*\",\"copilot/*sonnet-4-6*\",\"anthropic/*sonnet-4-6*\"],\"summarization\":[\"haiku\",\"gpt-5-mini\",\"gemini-flash-lite\",\"mini\"],\"vision\":[\"copilot/gemini-*image*\",\"google/gemini-*image*\",\"gemini/gemini-*image*\",\"copilot/gemini-*flash*\",\"google/gemini-*flash*\",\"gemini/gemini-*flash*\"]}},\"container\":{\"imageTag\":\"0.27.7,squid=sha256:deb1d4e19de62d51cee0508057a596a19315c3423ada4d675cad136dc8037c96,agent=sha256:aae231e4635c8999d039c132f1602d3df850fe9b84a00aa2b5ac981179b5661c,api-proxy=sha256:009caf2e3d88fa77b64e9a03a95a228fc58db0f1701c6d324b29ba5a3c7c79b6,cli-proxy=sha256:4757f198a3fa20f88bdbe70be7ae1a05f127d9c0a9e96a5d6460ef40c08fc83d\"}}" > "${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="${DOCKER_HOST}"
+ fi
+ GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS=""
+ if [[ "${DOCKER_HOST:-}" =~ ^tcp:// ]]; then
+ GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS="--docker-host-path-prefix /tmp/gh-aw"
+ python3 - <<'PY'
+ import json,os,subprocess as sp
+ from pathlib import Path
+ try:
+ p=Path(os.environ["RUNNER_TEMP"])/"gh-aw"/"awf-config.json"
+ c=json.loads(p.read_text())
+ c["chroot"]={"binariesSourcePath":"/tmp/gh-aw","identity":{"user":sp.check_output(["id","-un"],text=True).strip(),"uid":int(sp.check_output(["id","-u"],text=True)),"gid":int(sp.check_output(["id","-g"],text=True)),"home":"/tmp/gh-aw/home"}}
+ out=json.dumps(c,separators=(",",":"),ensure_ascii=False)+"\n"
+ p.write_text(out)
+ Path("/tmp/gh-aw/awf-config.json").write_text(out)
+ except Exception as e:
+ raise SystemExit(f"chroot config patch failed: {e}") from e
+ PY
+ 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:$GH_AW_TOOL_CACHE:ro"
+ fi
+ fi
+ # shellcheck disable=SC1003,SC2086
+ sudo -E awf --config "${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"} ${GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS} --env-all --exclude-env COPILOT_GITHUB_TOKEN --exclude-env GITHUB_MCP_SERVER_TOKEN --exclude-env MCP_GATEWAY_API_KEY --log-level info --proxy-logs-dir /tmp/gh-aw/sandbox/firewall/logs --audit-dir /tmp/gh-aw/sandbox/firewall/audit --enable-host-access --allow-host-ports 80,443,8080 --skip-pull \
+ -- /bin/bash -c 'set +o histexpand; export PATH="${RUNNER_TEMP}/gh-aw/mcp-cli/bin:$PATH" && : "${RUNNER_TOOL_CACHE:?RUNNER_TOOL_CACHE must be set}"; GH_AW_TOOL_CACHE="$RUNNER_TOOL_CACHE"; export PATH="$(find "$GH_AW_TOOL_CACHE" -maxdepth 5 -type d -name bin 2>/dev/null | tr '\''\n'\'' '\'':'\'')$PATH"; [ -n "$GOROOT" ] && export PATH="$GOROOT/bin:$PATH" || true && GH_AW_NODE_EXEC="${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" ${RUNNER_TEMP}/gh-aw/actions/copilot_harness.cjs /usr/local/bin/copilot --add-dir /tmp/gh-aw/ --log-level all --log-dir /tmp/gh-aw/sandbox/agent/logs/ --disable-builtin-mcps --no-ask-user --allow-tool github --allow-tool safeoutputs --allow-tool '\''shell(cat)'\'' --allow-tool '\''shell(date)'\'' --allow-tool '\''shell(echo)'\'' --allow-tool '\''shell(grep)'\'' --allow-tool '\''shell(head)'\'' --allow-tool '\''shell(ls)'\'' --allow-tool '\''shell(printf)'\'' --allow-tool '\''shell(pwd)'\'' --allow-tool '\''shell(safeoutputs:*)'\'' --allow-tool '\''shell(sort)'\'' --allow-tool '\''shell(tail)'\'' --allow-tool '\''shell(uniq)'\'' --allow-tool '\''shell(wc)'\'' --allow-tool '\''shell(yq)'\'' --allow-tool write --allow-all-paths --add-dir "${GITHUB_WORKSPACE}" --prompt-file /tmp/gh-aw/aw-prompts/prompt.txt' 2>&1 | tee -a /tmp/gh-aw/agent-stdio.log
+ env:
+ AWF_REFLECT_ENABLED: 1
+ COPILOT_AGENT_RUNNER_TYPE: STANDALONE
+ COPILOT_DUMMY_BYOK: dummy-byok-key-for-offline-mode
+ COPILOT_GITHUB_TOKEN: ${{ github.token }}
+ COPILOT_MODEL: ${{ vars.GH_AW_MODEL_AGENT_COPILOT || vars.GH_AW_DEFAULT_MODEL_COPILOT || 'claude-sonnet-4.6' }}
+ GH_AW_MAX_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_AI_CREDITS || '1000' }}
+ GH_AW_MAX_TURNS: ${{ vars.GH_AW_DEFAULT_MAX_TURNS || '' }}
+ GH_AW_PHASE: agent
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ GH_AW_TIMEOUT_MINUTES: 20
+ GH_AW_VERSION: v0.80.9
+ GITHUB_API_URL: ${{ github.api_url }}
+ GITHUB_AW: true
+ GITHUB_COPILOT_INTEGRATION_ID: agentic-workflows
+ GITHUB_HEAD_REF: ${{ github.head_ref }}
+ GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ GITHUB_REF_NAME: ${{ github.ref_name }}
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_STEP_SUMMARY: /tmp/gh-aw/agent-step-summary.md
+ GITHUB_WORKSPACE: ${{ github.workspace }}
+ GIT_AUTHOR_EMAIL: github-actions[bot]@users.noreply.github.com
+ GIT_AUTHOR_NAME: github-actions[bot]
+ GIT_COMMITTER_EMAIL: github-actions[bot]@users.noreply.github.com
+ GIT_COMMITTER_NAME: github-actions[bot]
+ RUNNER_TEMP: ${{ runner.temp }}
+ S2STOKENS: true
+ TRACEPARENT: ${{ env.GITHUB_AW_OTEL_TRACE_ID != '' && env.GITHUB_AW_OTEL_PARENT_SPAN_ID != '' && format('00-{0}-{1}-01', env.GITHUB_AW_OTEL_TRACE_ID, env.GITHUB_AW_OTEL_PARENT_SPAN_ID) || '' }}
+ - name: Detect agent errors
+ if: always()
+ id: detect-agent-errors
+ continue-on-error: true
+ run: node "${RUNNER_TEMP}/gh-aw/actions/detect_agent_errors.cjs"
+ - name: Configure Git credentials
+ env:
+ GITHUB_REPOSITORY: ${{ github.repository }}
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_TOKEN: ${{ github.token }}
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/configure_git_credentials.sh"
+ - name: Copy Copilot session state files to logs
+ if: always()
+ continue-on-error: true
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/copy_copilot_session_state.sh"
+ - name: Stop MCP Gateway
+ if: always()
+ continue-on-error: true
+ env:
+ MCP_GATEWAY_PORT: ${{ steps.start-mcp-gateway.outputs.gateway-port }}
+ MCP_GATEWAY_API_KEY: ${{ steps.start-mcp-gateway.outputs.gateway-api-key }}
+ GATEWAY_PID: ${{ steps.start-mcp-gateway.outputs.gateway-pid }}
+ run: |
+ bash "${RUNNER_TEMP}/gh-aw/actions/stop_mcp_gateway.sh" "$GATEWAY_PID"
+ - name: Redact secrets in logs
+ if: always()
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/redact_secrets.cjs');
+ await main();
+ env:
+ GH_AW_SECRET_NAMES: 'GH_AW_GITHUB_MCP_SERVER_TOKEN,GH_AW_GITHUB_TOKEN,GITHUB_TOKEN'
+ SECRET_GH_AW_GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
+ SECRET_GH_AW_GITHUB_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN }}
+ SECRET_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+ - name: Append agent step summary
+ if: always()
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/append_agent_step_summary.sh"
+ - name: Copy Safe Outputs
+ if: always()
+ env:
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ run: |
+ mkdir -p /tmp/gh-aw
+ cp "$GH_AW_SAFE_OUTPUTS" /tmp/gh-aw/safeoutputs.jsonl 2>/dev/null || true
+ - name: Ingest agent output
+ id: collect_output
+ if: always()
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
+ GH_AW_ALLOWED_DOMAINS: "*.githubusercontent.com,aka.ms,api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,api.snapcraft.io,archive.ubuntu.com,azure.archive.ubuntu.com,codeload.github.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,dev.azure.com,docs.github.com,github-cloud.githubusercontent.com,github-cloud.s3.amazonaws.com,github.blog,github.com,github.githubassets.com,host.docker.internal,json-schema.org,json.schemastore.org,keyserver.ubuntu.com,lfs.github.com,objects.githubusercontent.com,ocsp.digicert.com,ocsp.geotrust.com,ocsp.globalsign.com,ocsp.identrust.com,ocsp.sectigo.com,ocsp.ssl.com,ocsp.thawte.com,ocsp.usertrust.com,ocsp.verisign.com,packagecloud.io,packages.cloud.google.com,packages.microsoft.com,patch-diff.githubusercontent.com,ppa.launchpad.net,raw.githubusercontent.com,registry.npmjs.org,s.symcb.com,s.symcd.com,security.ubuntu.com,telemetry.enterprise.githubcopilot.com,ts-crl.ws.symantec.com,ts-ocsp.ws.symantec.com,www.googleapis.com"
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_API_URL: ${{ github.api_url }}
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/collect_ndjson_output.cjs');
+ await main();
+ - name: Parse agent logs for step summary
+ if: always()
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: /tmp/gh-aw/sandbox/agent/logs/
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_copilot_log.cjs');
+ await main();
+ - name: Parse MCP Gateway logs for step summary
+ if: always()
+ id: parse-mcp-gateway
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_mcp_gateway_log.cjs');
+ await main();
+ - name: Print firewall logs
+ if: always()
+ continue-on-error: true
+ env:
+ AWF_LOGS_DIR: /tmp/gh-aw/sandbox/firewall/logs
+ run: |
+ # Fix permissions on firewall logs/audit dirs so they can be uploaded as artifacts
+ # AWF runs with sudo, creating files owned by root
+ sudo chmod -R a+rX /tmp/gh-aw/sandbox/firewall 2>/dev/null || true
+ # Only run awf logs summary if awf command exists (it may not be installed if workflow failed before install step)
+ if command -v awf &> /dev/null; then
+ awf logs summary | tee -a "$GITHUB_STEP_SUMMARY"
+ else
+ echo 'AWF binary not installed, skipping firewall log summary'
+ fi
+ - name: Parse token usage for step summary
+ if: always()
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_token_usage.cjs');
+ await main();
+ - name: Print AWF reflect summary
+ if: always()
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/awf_reflect_summary.cjs');
+ await main();
+ - name: Write agent output placeholder if missing
+ if: always()
+ run: |
+ if [ ! -f /tmp/gh-aw/agent_output.json ]; then
+ echo '{"items":[]}' > /tmp/gh-aw/agent_output.json
+ fi
+ - name: Upload agent artifacts
+ if: always()
+ continue-on-error: true
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: agent
+ path: |
+ /tmp/gh-aw/aw-prompts/prompt.txt
+ /tmp/gh-aw/sandbox/agent/logs/
+ /tmp/gh-aw/redacted-urls.log
+ /tmp/gh-aw/mcp-logs/
+ /tmp/gh-aw/agent_usage.json
+ /tmp/gh-aw/agent-stdio.log
+ /tmp/gh-aw/pre-agent-audit.txt
+ /tmp/gh-aw/agent/
+ /tmp/gh-aw/github_rate_limits.jsonl
+ /tmp/gh-aw/safeoutputs.jsonl
+ /tmp/gh-aw/agent_output.json
+ /tmp/gh-aw/aw-*.patch
+ /tmp/gh-aw/aw-*.bundle
+ /tmp/gh-aw/awf-config.json
+ /tmp/gh-aw/sandbox/firewall/logs/
+ /tmp/gh-aw/sandbox/firewall/audit/
+ /tmp/gh-aw/sandbox/firewall/awf-reflect.json
+ if-no-files-found: ignore
+
+ conclusion:
+ needs:
+ - activation
+ - agent
+ - detection
+ - safe_outputs
+ if: >
+ always() && (needs.agent.result != 'skipped' || needs.activation.outputs.lockdown_check_failed == 'true' ||
+ needs.activation.outputs.stale_lock_file_failed == 'true' || needs.activation.outputs.daily_ai_credits_exceeded == 'true')
+ runs-on: ubuntu-slim
+ permissions:
+ contents: read
+ issues: write
+ pull-requests: write
+ concurrency:
+ group: "gh-aw-conclusion-pipeline-analysis-next-steps"
+ cancel-in-progress: false
+ queue: max
+ outputs:
+ incomplete_count: ${{ steps.report_incomplete.outputs.incomplete_count }}
+ noop_message: ${{ steps.noop.outputs.noop_message }}
+ tools_reported: ${{ steps.missing_tool.outputs.tools_reported }}
+ total_count: ${{ steps.missing_tool.outputs.total_count }}
+ steps:
+ - name: Setup Scripts
+ id: setup
+ uses: github/gh-aw-actions/setup@8c7d04ebf1ece56cd381446125da3e0f6896294a # v0.80.9
+ 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: "Pipeline Analysis - Next Steps"
+ GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/pipeline-analysis-next-steps.lock.yml@${{ github.ref }}
+ GH_AW_INFO_VERSION: "1.0.63"
+ GH_AW_INFO_AWF_VERSION: "v0.27.7"
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ - name: Download agent output artifact
+ id: download-agent-output
+ continue-on-error: true
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: agent
+ path: /tmp/gh-aw/
+ - name: Setup agent output environment variable
+ id: setup-agent-output-env
+ if: steps.download-agent-output.outcome == 'success'
+ run: |
+ mkdir -p /tmp/gh-aw/
+ find "/tmp/gh-aw/" -type f -print
+ echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
+ - name: Collect usage artifact files
+ if: always()
+ continue-on-error: true
+ run: |
+ mkdir -p /tmp/gh-aw/usage/agent /tmp/gh-aw/usage/detection
+ echo "Usage artifact source file status:"
+ for file in /tmp/gh-aw/aw_info.json /tmp/gh-aw/aw-info.jsonl /tmp/gh-aw/agent_usage.jsonl /tmp/gh-aw/detection_usage.jsonl /tmp/gh-aw/github_rate_limits.jsonl /tmp/gh-aw/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/threat-detection/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/threat-detection/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/threat-detection/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl; do
+ [ -f "$file" ] && echo "FOUND: $file" || echo "MISSING: $file"
+ done
+ [ -f /tmp/gh-aw/aw_info.json ] && cp /tmp/gh-aw/aw_info.json /tmp/gh-aw/usage/aw_info.json || true
+ [ -f /tmp/gh-aw/aw-info.jsonl ] && cp /tmp/gh-aw/aw-info.jsonl /tmp/gh-aw/usage/aw-info.jsonl || true
+ [ -f /tmp/gh-aw/agent_usage.jsonl ] && cp /tmp/gh-aw/agent_usage.jsonl /tmp/gh-aw/usage/agent_usage.jsonl || true
+ [ -f /tmp/gh-aw/detection_usage.jsonl ] && cp /tmp/gh-aw/detection_usage.jsonl /tmp/gh-aw/usage/detection_usage.jsonl || true
+ [ -f /tmp/gh-aw/github_rate_limits.jsonl ] && cp /tmp/gh-aw/github_rate_limits.jsonl /tmp/gh-aw/usage/github_rate_limits.jsonl || true
+ [ -f /tmp/gh-aw/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/agent/token_usage.jsonl || true
+ [ -f /tmp/gh-aw/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/agent/token_usage.jsonl || true
+ [ -f /tmp/gh-aw/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/agent/token_usage.jsonl || true
+ [ -f /tmp/gh-aw/threat-detection/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/threat-detection/sandbox/firewall-audit-logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/detection/token_usage.jsonl || true
+ [ -f /tmp/gh-aw/threat-detection/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/threat-detection/sandbox/firewall/logs/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/detection/token_usage.jsonl || true
+ [ -f /tmp/gh-aw/threat-detection/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl ] && cp /tmp/gh-aw/threat-detection/sandbox/firewall/audit/api-proxy-logs/token-usage.jsonl /tmp/gh-aw/usage/detection/token_usage.jsonl || true
+ [ -f /tmp/gh-aw/usage/agent/token_usage.jsonl ] || : > /tmp/gh-aw/usage/agent/token_usage.jsonl
+ [ -f /tmp/gh-aw/usage/detection/token_usage.jsonl ] || : > /tmp/gh-aw/usage/detection/token_usage.jsonl
+ mkdir -p /tmp/gh-aw/usage/activity
+ node ${{ runner.temp }}/gh-aw/actions/generate_usage_activity_summary.cjs
+ find /tmp/gh-aw/usage -type f -print | sort
+ - name: Upload usage artifact
+ if: always()
+ continue-on-error: true
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: usage
+ path: |
+ /tmp/gh-aw/usage/aw_info.json
+ /tmp/gh-aw/usage/aw-info.jsonl
+ /tmp/gh-aw/usage/agent_usage.jsonl
+ /tmp/gh-aw/usage/detection_usage.jsonl
+ /tmp/gh-aw/usage/github_rate_limits.jsonl
+ /tmp/gh-aw/usage/agent/token_usage.jsonl
+ /tmp/gh-aw/usage/detection/token_usage.jsonl
+ /tmp/gh-aw/usage/activity/summary.json
+ if-no-files-found: ignore
+ - name: Restore daily AIC usage cache
+ id: restore-daily-aic-cache-conclusion
+ if: always()
+ continue-on-error: true
+ uses: actions/cache/restore@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+ with:
+ key: agentic-workflow-usage-pipelineanalysisnextsteps-${{ github.run_id }}
+ restore-keys: agentic-workflow-usage-pipelineanalysisnextsteps-
+ path: /tmp/gh-aw/agentic-workflow-usage-cache.jsonl
+ - name: Write daily AIC usage cache entry
+ id: write-daily-aic-cache
+ if: always()
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ with:
+ github-token: ${{ github.token }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/write_daily_aic_usage_cache.cjs');
+ await main();
+ - name: Save daily AIC usage cache
+ id: save-daily-aic-cache
+ if: always()
+ continue-on-error: true
+ uses: actions/cache/save@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+ with:
+ key: agentic-workflow-usage-pipelineanalysisnextsteps-${{ github.run_id }}
+ path: /tmp/gh-aw/agentic-workflow-usage-cache.jsonl
+ - name: Upload daily AIC usage cache artifact
+ id: upload-daily-aic-cache
+ if: always()
+ continue-on-error: true
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: aic-usage-cache
+ path: /tmp/gh-aw/agentic-workflow-usage-cache.jsonl
+ if-no-files-found: ignore
+ retention-days: 7
+ - name: Process no-op messages
+ id: noop
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_NOOP_MAX: "1"
+ GH_AW_WORKFLOW_NAME: "Pipeline Analysis - Next Steps"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/pipeline-analysis-next-steps.md"
+ GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+ GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
+ GH_AW_NOOP_REPORT_AS_ISSUE: "false"
+ GH_AW_AIC: ${{ needs.agent.outputs.aic }}
+ GH_AW_THREAT_DETECTION_AIC: ${{ needs.detection.outputs.aic }}
+ GH_AW_AMBIENT_CONTEXT: ${{ needs.agent.outputs.ambient_context }}
+ GH_AW_WORKFLOW_ID: "pipeline-analysis-next-steps"
+ with:
+ github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/handle_noop_message.cjs');
+ await main();
+ - name: Log detection run
+ id: detection_runs
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_WORKFLOW_NAME: "Pipeline Analysis - Next Steps"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/pipeline-analysis-next-steps.md"
+ GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+ GH_AW_DETECTION_CONCLUSION: ${{ needs.detection.outputs.detection_conclusion }}
+ GH_AW_DETECTION_REASON: ${{ needs.detection.outputs.detection_reason }}
+ with:
+ github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/handle_detection_runs.cjs');
+ await main();
+ - name: Record missing tool
+ id: missing_tool
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_MISSING_TOOL_CREATE_ISSUE: "false"
+ GH_AW_MISSING_TOOL_TITLE_PREFIX: "[missing tool]"
+ GH_AW_WORKFLOW_NAME: "Pipeline Analysis - Next Steps"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/pipeline-analysis-next-steps.md"
+ with:
+ github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/missing_tool.cjs');
+ await main();
+ - name: Record incomplete
+ id: report_incomplete
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_REPORT_INCOMPLETE_CREATE_ISSUE: "false"
+ GH_AW_REPORT_INCOMPLETE_TITLE_PREFIX: "[incomplete]"
+ GH_AW_WORKFLOW_NAME: "Pipeline Analysis - Next Steps"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/pipeline-analysis-next-steps.md"
+ with:
+ github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/report_incomplete_handler.cjs');
+ await main();
+ - name: Handle agent failure
+ id: handle_agent_failure
+ if: always()
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_WORKFLOW_NAME: "Pipeline Analysis - Next Steps"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/pipeline-analysis-next-steps.md"
+ GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+ GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
+ GH_AW_WORKFLOW_ID: "pipeline-analysis-next-steps"
+ GH_AW_ACTION_FAILURE_ISSUE_EXPIRES_HOURS: "168"
+ GH_AW_ENGINE_ID: "copilot"
+ GH_AW_CHECKOUT_PR_SUCCESS: ${{ needs.agent.outputs.checkout_pr_success }}
+ GH_AW_EFFECTIVE_TOKENS: ${{ needs.agent.outputs.effective_tokens || '' }}
+ GH_AW_AI_CREDITS_RATE_LIMIT_ERROR: ${{ needs.agent.outputs.ai_credits_rate_limit_error || 'false' }}
+ GH_AW_UNKNOWN_MODEL_AI_CREDITS: ${{ needs.agent.outputs.unknown_model_ai_credits || 'false' }}
+ GH_AW_AIC: ${{ needs.agent.outputs.aic }}
+ GH_AW_THREAT_DETECTION_AIC: ${{ needs.detection.outputs.aic }}
+ GH_AW_MAX_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_MAX_AI_CREDITS || '1000' }}
+ GH_AW_INFERENCE_ACCESS_ERROR: ${{ needs.agent.outputs.inference_access_error }}
+ GH_AW_MCP_POLICY_ERROR: ${{ needs.agent.outputs.mcp_policy_error }}
+ GH_AW_AGENTIC_ENGINE_TIMEOUT: ${{ needs.agent.outputs.agentic_engine_timeout }}
+ GH_AW_MODEL_NOT_SUPPORTED_ERROR: ${{ needs.agent.outputs.model_not_supported_error }}
+ GH_AW_ENGINE_API_HOSTS: "api.enterprise.githubcopilot.com,api.githubcopilot.com,api.business.githubcopilot.com,api.individual.githubcopilot.com"
+ GH_AW_LOCKDOWN_CHECK_FAILED: ${{ needs.activation.outputs.lockdown_check_failed }}
+ GH_AW_STALE_LOCK_FILE_FAILED: ${{ needs.activation.outputs.stale_lock_file_failed }}
+ GH_AW_DAILY_AI_CREDITS_EXCEEDED: ${{ needs.activation.outputs.daily_ai_credits_exceeded }}
+ GH_AW_DAILY_AI_CREDITS_TOTAL_EFFECTIVE_TOKENS: ${{ needs.activation.outputs.daily_ai_credits_total_effective_tokens }}
+ GH_AW_DAILY_AI_CREDITS_THRESHOLD: ${{ needs.activation.outputs.daily_ai_credits_threshold }}
+ GH_AW_GROUP_REPORTS: "false"
+ GH_AW_FAILURE_REPORT_AS_ISSUE: "false"
+ GH_AW_MISSING_TOOL_REPORT_AS_FAILURE: "true"
+ GH_AW_MISSING_DATA_REPORT_AS_FAILURE: "true"
+ GH_AW_TIMEOUT_MINUTES: "20"
+ with:
+ github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/handle_agent_failure.cjs');
+ await main();
+
+ detection:
+ needs:
+ - activation
+ - agent
+ if: >
+ always() && needs.agent.result != 'skipped' && (needs.agent.outputs.output_types != '' || needs.agent.outputs.has_patch == 'true')
+ runs-on: ubuntu-latest
+ permissions:
+ contents: read
+ copilot-requests: write
+ outputs:
+ aic: ${{ steps.parse_detection_token_usage.outputs.aic }}
+ detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
+ detection_reason: ${{ steps.detection_conclusion.outputs.reason }}
+ detection_success: ${{ steps.detection_conclusion.outputs.success }}
+ steps:
+ - name: Setup Scripts
+ id: setup
+ uses: github/gh-aw-actions/setup@8c7d04ebf1ece56cd381446125da3e0f6896294a # v0.80.9
+ 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: "Pipeline Analysis - Next Steps"
+ GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/pipeline-analysis-next-steps.lock.yml@${{ github.ref }}
+ GH_AW_INFO_VERSION: "1.0.63"
+ GH_AW_INFO_AWF_VERSION: "v0.27.7"
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ - name: Download agent output artifact
+ id: download-agent-output
+ continue-on-error: true
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: agent
+ path: /tmp/gh-aw/
+ - name: Setup agent output environment variable
+ id: setup-agent-output-env
+ if: steps.download-agent-output.outcome == 'success'
+ run: |
+ mkdir -p /tmp/gh-aw/
+ find "/tmp/gh-aw/" -type f -print
+ echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
+ - name: Checkout repository for patch context
+ if: needs.agent.outputs.has_patch == 'true'
+ uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+ with:
+ persist-credentials: false
+ # --- Threat Detection ---
+ - name: Clean stale firewall files from agent artifact
+ run: |
+ rm -rf /tmp/gh-aw/sandbox/firewall/logs
+ rm -rf /tmp/gh-aw/sandbox/firewall/audit
+ - name: Download container images
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/download_docker_images.sh" ghcr.io/github/gh-aw-firewall/agent:0.27.7@sha256:aae231e4635c8999d039c132f1602d3df850fe9b84a00aa2b5ac981179b5661c ghcr.io/github/gh-aw-firewall/api-proxy:0.27.7@sha256:009caf2e3d88fa77b64e9a03a95a228fc58db0f1701c6d324b29ba5a3c7c79b6 ghcr.io/github/gh-aw-firewall/squid:0.27.7@sha256:deb1d4e19de62d51cee0508057a596a19315c3423ada4d675cad136dc8037c96
+ - name: Check if detection needed
+ id: detection_guard
+ if: always()
+ env:
+ OUTPUT_TYPES: ${{ needs.agent.outputs.output_types }}
+ HAS_PATCH: ${{ needs.agent.outputs.has_patch }}
+ run: |
+ if [[ -n "$OUTPUT_TYPES" || "$HAS_PATCH" == "true" ]]; then
+ echo "run_detection=true" >> "$GITHUB_OUTPUT"
+ echo "Detection will run: output_types=$OUTPUT_TYPES, has_patch=$HAS_PATCH"
+ else
+ echo "run_detection=false" >> "$GITHUB_OUTPUT"
+ echo "Detection skipped: no agent outputs or patches to analyze"
+ fi
+ - name: Clear MCP Config for detection
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ run: |
+ rm -f "${RUNNER_TEMP}/gh-aw/mcp-config/mcp-servers.json"
+ rm -f "$HOME/.copilot/mcp-config.json"
+ rm -f "$GITHUB_WORKSPACE/.gemini/settings.json"
+ - name: Prepare threat detection files
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ run: |
+ mkdir -p /tmp/gh-aw/threat-detection/aw-prompts
+ rm -f /tmp/gh-aw/agent_usage.json
+ cp /tmp/gh-aw/aw-prompts/prompt.txt /tmp/gh-aw/threat-detection/aw-prompts/prompt.txt 2>/dev/null || true
+ if [ ! -s /tmp/gh-aw/threat-detection/aw-prompts/prompt.txt ]; then
+ echo "::warning::ERR_VALIDATION: Missing or empty detection context prompt at /tmp/gh-aw/threat-detection/aw-prompts/prompt.txt. Ensure the agent artifact includes /tmp/gh-aw/aw-prompts/prompt.txt. Detection will continue with fallback workflow context."
+ fi
+ cp /tmp/gh-aw/agent_output.json /tmp/gh-aw/threat-detection/agent_output.json 2>/dev/null || true
+ for f in /tmp/gh-aw/aw-*.patch; do
+ [ -f "$f" ] && cp "$f" /tmp/gh-aw/threat-detection/ 2>/dev/null || true
+ done
+ for f in /tmp/gh-aw/aw-*.bundle; do
+ [ -f "$f" ] && cp "$f" /tmp/gh-aw/threat-detection/ 2>/dev/null || true
+ done
+ echo "Prepared threat detection files:"
+ ls -la /tmp/gh-aw/threat-detection/ 2>/dev/null || true
+ - name: Setup threat detection
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ WORKFLOW_NAME: "Pipeline Analysis - Next Steps"
+ WORKFLOW_DESCRIPTION: "Analyze a pull request's failing Azure DevOps pipeline with the azsdk analyze tool and post a Copilot-authored 'Pipeline Analysis Next Steps' comment."
+ HAS_PATCH: ${{ needs.agent.outputs.has_patch }}
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/setup_threat_detection.cjs');
+ await main();
+ - name: Ensure threat-detection directory and log
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ run: |
+ mkdir -p /tmp/gh-aw/threat-detection
+ touch /tmp/gh-aw/threat-detection/detection.log
+ - name: Setup Node.js
+ uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
+ with:
+ node-version: '24'
+ package-manager-cache: false
+ - name: Install GitHub Copilot CLI
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/install_copilot_cli.sh" 1.0.63
+ env:
+ GH_HOST: github.com
+ - name: Install AWF binary
+ run: bash "${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh" v0.27.7
+ - name: Execute GitHub Copilot CLI
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ continue-on-error: true
+ id: detection_agentic_execution
+ # Copilot CLI tool arguments (sorted):
+ timeout-minutes: 20
+ run: |
+ set -o pipefail
+ printf '%s' "$(date +%s%3N)" > /tmp/gh-aw/agent_cli_start_ms.txt
+ trap 'rm -f "$HOME/.copilot/settings.json"' EXIT
+ mkdir -p "$HOME/.copilot"
+ printf '%s' '{"builtInAgents":{"rubberDuck":false}}' > "$HOME/.copilot/settings.json"
+ export XDG_CONFIG_HOME="$HOME"
+ touch /tmp/gh-aw/agent-step-summary.md
+ GH_AW_NODE_BIN=$(command -v node 2>/dev/null || true)
+ export GH_AW_NODE_BIN
+ export COPILOT_API_KEY="$COPILOT_DUMMY_BYOK"
+ (umask 177 && touch /tmp/gh-aw/threat-detection/detection.log)
+ GH_AW_MAX_AI_CREDITS="${GH_AW_MAX_AI_CREDITS:-400}"
+ printf '%s\n' "{\"\$schema\":\"https://github.com/github/gh-aw-firewall/releases/download/v0.27.7/awf-config.schema.json\",\"network\":{\"allowDomains\":[\"api.business.githubcopilot.com\",\"api.enterprise.githubcopilot.com\",\"api.github.com\",\"api.githubcopilot.com\",\"api.individual.githubcopilot.com\",\"github.com\",\"host.docker.internal\",\"registry.npmjs.org\",\"telemetry.enterprise.githubcopilot.com\"]},\"apiProxy\":{\"enabled\":true,\"enableTokenSteering\":true,\"maxRuns\":500,\"maxAiCredits\":${GH_AW_MAX_AI_CREDITS},\"maxCacheMisses\":5},\"container\":{\"imageTag\":\"0.27.7,squid=sha256:deb1d4e19de62d51cee0508057a596a19315c3423ada4d675cad136dc8037c96,agent=sha256:aae231e4635c8999d039c132f1602d3df850fe9b84a00aa2b5ac981179b5661c,api-proxy=sha256:009caf2e3d88fa77b64e9a03a95a228fc58db0f1701c6d324b29ba5a3c7c79b6,cli-proxy=sha256:4757f198a3fa20f88bdbe70be7ae1a05f127d9c0a9e96a5d6460ef40c08fc83d\"}}" > "${RUNNER_TEMP}/gh-aw/awf-config.json"
+ cp "${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
+ GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS=""
+ if [[ "${DOCKER_HOST:-}" =~ ^tcp:// ]]; then
+ GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS="--docker-host-path-prefix /tmp/gh-aw"
+ _GH_AW_CHROOT_JSON=$(jq -c --arg src /tmp/gh-aw --arg user "$(id -un)" --argjson uid "$(id -u)" --argjson gid "$(id -g)" --arg home /tmp/gh-aw/home '.chroot={"binariesSourcePath":$src,"identity":{"user":$user,"uid":$uid,"gid":$gid,"home":$home}}' "${RUNNER_TEMP}/gh-aw/awf-config.json") || { echo "chroot config patch failed" >&2; exit 1; }
+ printf '%s\n' "$_GH_AW_CHROOT_JSON" > "${RUNNER_TEMP}/gh-aw/awf-config.json"
+ printf '%s\n' "$_GH_AW_CHROOT_JSON" > "/tmp/gh-aw/awf-config.json"
+ fi
+ GH_AW_TOOL_CACHE_MOUNT=""
+ GH_AW_TOOL_CACHE="${RUNNER_TOOL_CACHE:?RUNNER_TOOL_CACHE must be set}"
+ if [ -d "$GH_AW_TOOL_CACHE" ]; then
+ if [[ "$GH_AW_TOOL_CACHE" != /opt/* ]]; then
+ GH_AW_TOOL_CACHE_MOUNT="$GH_AW_TOOL_CACHE:$GH_AW_TOOL_CACHE:ro"
+ fi
+ fi
+ # shellcheck disable=SC1003,SC2086
+ sudo -E awf --config "${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"} ${GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS} --env-all --exclude-env COPILOT_GITHUB_TOKEN --log-level info --proxy-logs-dir /tmp/gh-aw/sandbox/firewall/logs --audit-dir /tmp/gh-aw/sandbox/firewall/audit --enable-host-access --allow-host-ports 80,443,8080 --skip-pull \
+ -- /bin/bash -c 'set +o histexpand; : "${RUNNER_TOOL_CACHE:?RUNNER_TOOL_CACHE must be set}"; GH_AW_TOOL_CACHE="$RUNNER_TOOL_CACHE"; export PATH="$(find "$GH_AW_TOOL_CACHE" -maxdepth 5 -type d -name bin 2>/dev/null | tr '\''\n'\'' '\'':'\'')$PATH"; [ -n "$GOROOT" ] && export PATH="$GOROOT/bin:$PATH" || true && GH_AW_NODE_EXEC="${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" ${RUNNER_TEMP}/gh-aw/actions/copilot_harness.cjs /usr/local/bin/copilot --add-dir /tmp/gh-aw/ --log-level all --log-dir /tmp/gh-aw/sandbox/agent/logs/ --disable-builtin-mcps --no-ask-user --allow-all-tools --add-dir "${GITHUB_WORKSPACE}" --prompt-file /tmp/gh-aw/aw-prompts/prompt.txt' 2>&1 | tee -a /tmp/gh-aw/threat-detection/detection.log
+ env:
+ AWF_REFLECT_ENABLED: 1
+ COPILOT_AGENT_RUNNER_TYPE: STANDALONE
+ COPILOT_DUMMY_BYOK: dummy-byok-key-for-offline-mode
+ COPILOT_GITHUB_TOKEN: ${{ github.token }}
+ COPILOT_MODEL: ${{ vars.GH_AW_MODEL_DETECTION_COPILOT || vars.GH_AW_DEFAULT_MODEL_COPILOT || 'claude-sonnet-4.6' }}
+ GH_AW_MAX_AI_CREDITS: ${{ vars.GH_AW_DEFAULT_DETECTION_MAX_AI_CREDITS || '400' }}
+ GH_AW_MAX_TURNS: ${{ vars.GH_AW_DEFAULT_MAX_TURNS || '' }}
+ GH_AW_PHASE: detection
+ GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
+ GH_AW_TIMEOUT_MINUTES: 20
+ GH_AW_VERSION: v0.80.9
+ GITHUB_API_URL: ${{ github.api_url }}
+ GITHUB_AW: true
+ GITHUB_COPILOT_INTEGRATION_ID: agentic-workflows
+ GITHUB_HEAD_REF: ${{ github.head_ref }}
+ GITHUB_REF_NAME: ${{ github.ref_name }}
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_STEP_SUMMARY: /tmp/gh-aw/agent-step-summary.md
+ GITHUB_WORKSPACE: ${{ github.workspace }}
+ GIT_AUTHOR_EMAIL: github-actions[bot]@users.noreply.github.com
+ GIT_AUTHOR_NAME: github-actions[bot]
+ GIT_COMMITTER_EMAIL: github-actions[bot]@users.noreply.github.com
+ GIT_COMMITTER_NAME: github-actions[bot]
+ RUNNER_TEMP: ${{ runner.temp }}
+ S2STOKENS: true
+ TRACEPARENT: ${{ env.GITHUB_AW_OTEL_TRACE_ID != '' && env.GITHUB_AW_OTEL_PARENT_SPAN_ID != '' && format('00-{0}-{1}-01', env.GITHUB_AW_OTEL_TRACE_ID, env.GITHUB_AW_OTEL_PARENT_SPAN_ID) || '' }}
+ - name: Parse threat detection token usage for step summary
+ id: parse_detection_token_usage
+ if: always()
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_TOKEN_USAGE_SUMMARY_TITLE: Threat Detection Token Usage
+ with:
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_token_usage.cjs');
+ await main();
+ - name: Upload threat detection log
+ if: always() && steps.detection_guard.outputs.run_detection == 'true'
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: detection
+ path: /tmp/gh-aw/threat-detection/detection.log
+ if-no-files-found: ignore
+ - name: Parse and conclude threat detection
+ id: detection_conclusion
+ if: always()
+ continue-on-error: true
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ RUN_DETECTION: ${{ steps.detection_guard.outputs.run_detection }}
+ DETECTION_AGENTIC_EXECUTION_OUTCOME: ${{ steps.detection_agentic_execution.outcome }}
+ GH_AW_DETECTION_CONTINUE_ON_ERROR: "true"
+ with:
+ script: |
+ try {
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_threat_detection_results.cjs');
+ await main();
+ } catch (loadErr) {
+ const continueOnError = process.env.GH_AW_DETECTION_CONTINUE_ON_ERROR !== 'false';
+ const detectionExecutionFailed = process.env.DETECTION_AGENTIC_EXECUTION_OUTCOME === 'failure';
+ const msg = 'ERR_SYSTEM: \u274C Unexpected error loading threat detection module: ' + (loadErr && loadErr.message ? loadErr.message : String(loadErr));
+ core.error(msg);
+ core.setOutput('reason', 'parse_error');
+ if (continueOnError && !detectionExecutionFailed) {
+ core.warning('\u26A0\uFE0F ' + msg);
+ core.setOutput('conclusion', 'warning');
+ core.setOutput('success', 'false');
+ } else {
+ core.setOutput('conclusion', 'failure');
+ core.setOutput('success', 'false');
+ core.setFailed(msg);
+ }
+ }
+
+ safe_outputs:
+ needs:
+ - activation
+ - agent
+ - detection
+ if: (!cancelled()) && needs.agent.result != 'skipped' && needs.detection.result == 'success'
+ runs-on: ubuntu-slim
+ permissions:
+ contents: read
+ issues: write
+ pull-requests: write
+ timeout-minutes: 45
+ env:
+ GH_AW_AGENT_AIC: ${{ needs.agent.outputs.aic }}
+ GH_AW_AIC: ${{ needs.agent.outputs.aic }}
+ GH_AW_AMBIENT_CONTEXT: ${{ needs.agent.outputs.ambient_context }}
+ GH_AW_CALLER_WORKFLOW_ID: "${{ github.repository }}/pipeline-analysis-next-steps"
+ GH_AW_DETECTION_CONCLUSION: ${{ needs.detection.outputs.detection_conclusion }}
+ GH_AW_DETECTION_REASON: ${{ needs.detection.outputs.detection_reason }}
+ GH_AW_EFFECTIVE_TOKENS: ${{ needs.agent.outputs.effective_tokens }}
+ GH_AW_ENGINE_ID: "copilot"
+ GH_AW_ENGINE_MODEL: ${{ needs.agent.outputs.model }}
+ GH_AW_ENGINE_VERSION: "1.0.63"
+ GH_AW_THREAT_DETECTION_AIC: ${{ needs.detection.outputs.aic }}
+ GH_AW_WORKFLOW_ID: "pipeline-analysis-next-steps"
+ GH_AW_WORKFLOW_NAME: "Pipeline Analysis - Next Steps"
+ GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/pipeline-analysis-next-steps.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 }}
+ comment_id: ${{ steps.process_safe_outputs.outputs.comment_id }}
+ comment_url: ${{ steps.process_safe_outputs.outputs.comment_url }}
+ create_discussion_error_count: ${{ steps.process_safe_outputs.outputs.create_discussion_error_count }}
+ create_discussion_errors: ${{ steps.process_safe_outputs.outputs.create_discussion_errors }}
+ process_safe_outputs_processed_count: ${{ steps.process_safe_outputs.outputs.processed_count }}
+ process_safe_outputs_temporary_id_map: ${{ steps.process_safe_outputs.outputs.temporary_id_map }}
+ steps:
+ - name: Setup Scripts
+ id: setup
+ uses: github/gh-aw-actions/setup@8c7d04ebf1ece56cd381446125da3e0f6896294a # v0.80.9
+ 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: "Pipeline Analysis - Next Steps"
+ GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/pipeline-analysis-next-steps.lock.yml@${{ github.ref }}
+ GH_AW_INFO_VERSION: "1.0.63"
+ GH_AW_INFO_AWF_VERSION: "v0.27.7"
+ GH_AW_INFO_ENGINE_ID: "copilot"
+ - name: Download agent output artifact
+ id: download-agent-output
+ continue-on-error: true
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+ with:
+ name: agent
+ path: /tmp/gh-aw/
+ - name: Setup agent output environment variable
+ id: setup-agent-output-env
+ if: steps.download-agent-output.outcome == 'success'
+ run: |
+ mkdir -p /tmp/gh-aw/
+ find "/tmp/gh-aw/" -type f -print
+ echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
+ - name: Configure GH_HOST for enterprise compatibility
+ id: ghes-host-config
+ shell: bash
+ run: | # zizmor: ignore[github-env] - GITHUB_SERVER_URL is set by GitHub Actions, not user input.
+ # Derive GH_HOST from GITHUB_SERVER_URL so the gh CLI targets the correct
+ # GitHub instance (GHES/GHEC). On github.com this is a harmless no-op.
+ GH_HOST="${GITHUB_SERVER_URL#https://}"
+ GH_HOST="${GH_HOST#http://}"
+ echo "GH_HOST=${GH_HOST}" >> "$GITHUB_ENV"
+ - name: Process Safe Outputs
+ id: process_safe_outputs
+ uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+ env:
+ GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
+ GH_AW_COMMENT_ID: ${{ needs.activation.outputs.comment_id }}
+ GH_AW_ALLOWED_DOMAINS: "*.githubusercontent.com,aka.ms,api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,api.snapcraft.io,archive.ubuntu.com,azure.archive.ubuntu.com,codeload.github.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,dev.azure.com,docs.github.com,github-cloud.githubusercontent.com,github-cloud.s3.amazonaws.com,github.blog,github.com,github.githubassets.com,host.docker.internal,json-schema.org,json.schemastore.org,keyserver.ubuntu.com,lfs.github.com,objects.githubusercontent.com,ocsp.digicert.com,ocsp.geotrust.com,ocsp.globalsign.com,ocsp.identrust.com,ocsp.sectigo.com,ocsp.ssl.com,ocsp.thawte.com,ocsp.usertrust.com,ocsp.verisign.com,packagecloud.io,packages.cloud.google.com,packages.microsoft.com,patch-diff.githubusercontent.com,ppa.launchpad.net,raw.githubusercontent.com,registry.npmjs.org,s.symcb.com,s.symcd.com,security.ubuntu.com,telemetry.enterprise.githubcopilot.com,ts-crl.ws.symantec.com,ts-ocsp.ws.symantec.com,www.googleapis.com"
+ GITHUB_SERVER_URL: ${{ github.server_url }}
+ GITHUB_API_URL: ${{ github.api_url }}
+ GH_AW_SAFE_OUTPUTS_HANDLER_CONFIG: "{\"add_comment\":{\"hide_older_comments\":true,\"max\":1,\"target\":\"${{ github.event.inputs.pr_number }}\"},\"missing_data\":{},\"missing_tool\":{},\"noop\":{\"max\":1,\"report-as-issue\":\"false\"},\"report_incomplete\":{}}"
+ with:
+ github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
+ script: |
+ const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
+ setupGlobals(core, github, context, exec, io, getOctokit);
+ const { main } = require('${{ runner.temp }}/gh-aw/actions/safe_output_handler_manager.cjs');
+ await main();
+ - name: Upload Safe Outputs Items
+ if: always()
+ uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+ with:
+ name: safe-outputs-items
+ path: |
+ /tmp/gh-aw/safe-output-items.jsonl
+ /tmp/gh-aw/temporary-id-map.json
+ if-no-files-found: ignore
+
diff --git a/.github/workflows/pipeline-analysis-next-steps.md b/.github/workflows/pipeline-analysis-next-steps.md
new file mode 100644
index 000000000000..67749e59a8b5
--- /dev/null
+++ b/.github/workflows/pipeline-analysis-next-steps.md
@@ -0,0 +1,214 @@
+---
+# Pipeline Analysis - Next Steps (agentic workflow)
+#
+# When a pull request's Azure DevOps CI fails, `pipeline-analysis-next-steps-trigger.yml`
+# dispatches this workflow with the PR number. A deterministic setup step runs the existing `azsdk ci analyze` tool to produce structured failure data; the Copilot
+# agent then turns that into a concise, human-readable "Pipeline Analysis Next Steps" comment on the PR.
+#
+# Copilot runs on the built-in token via `copilot-requests: write` (billed to the org) # The agent job is read-only; the comment is posted by a separate
+# gh-aw safe-outputs job.
+#
+# After editing this file, run 'gh aw compile pipeline-analysis-next-steps' to regenerate the
+# lock file.
+description: "Analyze a pull request's failing Azure DevOps pipeline with the azsdk analyze tool and post a Copilot-authored 'Pipeline Analysis Next Steps' comment."
+
+on:
+ workflow_dispatch:
+ inputs:
+ pr_number:
+ description: "Pull request number whose failing pipeline should be analyzed"
+ required: true
+ type: string
+ ci_conclusion:
+ description: "Conclusion of the completed azure-pipelines PR-CI check run (e.g. failure) for CI-triggered runs"
+ required: false
+ type: string
+ ci_head_sha:
+ description: "Head SHA of the completed PR-CI check run, for stale-commit detection on CI-triggered runs"
+ required: false
+ type: string
+
+# The workflow is always dispatched (by the trigger workflow or manually); never runs off the
+# repository-associated PR of its own ref.
+if: ${{ github.event_name == 'workflow_dispatch' }}
+
+engine: copilot
+
+# Agent job runs read-only; copilot-requests:write bills the Copilot CLI usage to the org. The
+# separate safe-outputs job receives the pull-requests:write scope it needs to post the comment.
+permissions:
+ contents: read
+ pull-requests: read
+ actions: read
+ checks: read
+ copilot-requests: write
+
+# network.allowed also governs content sanitization: dev.azure.com and aka.ms must be allowed
+# so the Azure DevOps build links and the CI-fix link in the analysis survive in the comment.
+network:
+ allowed:
+ - defaults
+ - github
+ - dev.azure.com
+ - aka.ms
+
+checkout:
+ sparse-checkout: |
+ eng
+
+# Deterministic pre-agent steps: install the azsdk CLI (the analyze tool is a plain stdio MCP
+# server that gh-aw's MCP Gateway cannot host, so we drive its CLI surface) and run the
+# analysis into a workspace file for the agent to read.
+steps:
+ - name: Install azsdk CLI
+ shell: pwsh
+ run: |
+ $dir = Join-Path $env:RUNNER_TEMP 'azsdk-cli'
+ ./eng/common/mcp/azure-sdk-mcp.ps1 -InstallDirectory $dir
+ Add-Content -Path $env:GITHUB_PATH -Value $dir
+ - name: Analyze failing pipeline
+ shell: bash
+ env:
+ GITHUB_TOKEN: ${{ github.token }}
+ PR_URL: "https://github.com/${{ github.repository }}/pull/${{ github.event.inputs.pr_number }}"
+ run: |
+ set -uo pipefail
+ # `azsdk ci analyze` exits non-zero both when it finds no failing builds (it sets a
+ # "No failed Azure Pipeline builds found ..." response error) and on real auth/network/CLI
+ # errors. Only the former is an acceptable no-op; every other non-zero exit must fail this
+ # step so the run surfaces the problem instead of the agent silently treating an error as
+ # "nothing to report" and finishing green.
+ exit_code=0
+ azsdk ci analyze "$PR_URL" > "$GITHUB_WORKSPACE/pipeline-analysis.txt" 2>&1 || exit_code=$?
+ echo "azsdk ci analyze exit code: $exit_code"
+ echo "----- pipeline-analysis.txt -----"
+ # The file holds PR-controlled build output. Prefix any line that looks like a GitHub
+ # Actions workflow command (starts with `::`) with a space so it is logged as plain text
+ # instead of being interpreted.
+ sed 's/^::/ ::/' "$GITHUB_WORKSPACE/pipeline-analysis.txt"
+ if [ "$exit_code" -ne 0 ]; then
+ if grep -qF "No failed Azure Pipeline builds found" "$GITHUB_WORKSPACE/pipeline-analysis.txt"; then
+ echo "No failing Azure Pipeline builds resolved for this PR; the agent will no-op."
+ else
+ echo "::error::azsdk ci analyze failed (exit $exit_code) with an unexpected error; failing the step."
+ exit "$exit_code"
+ fi
+ fi
+
+tools:
+ github:
+ toolsets: [context, repos, pull_requests, actions]
+ # Read-only: the agent only needs to read the analysis file produced above.
+ bash: ["cat", "ls", "head", "tail", "wc"]
+
+safe-outputs:
+ # A single, self-updating "Pipeline Analysis Next Steps" comment on the PR. hide-older-comments
+ # collapses this workflow's previous comments so only the latest analysis stays visible.
+ add-comment:
+ max: 1
+ target: "${{ github.event.inputs.pr_number }}"
+ hide-older-comments: true
+ # Let the agent cleanly do nothing when the tool reports no failing builds. report-as-issue:
+ # false stops gh-aw's default of opening/updating an "[aw] No-Op Runs" tracking issue on every
+ # stale/no-failure run.
+ noop:
+ report-as-issue: false
+ # Failures surface on the PR/run; do not open tracking issues.
+ missing-tool:
+ create-issue: false
+ missing-data:
+ create-issue: false
+ report-incomplete:
+ create-issue: false
+ report-failure-as-issue: false
+
+timeout-minutes: 20
+concurrency: pipeline-analysis-next-steps-${{ github.event.inputs.pr_number }}
+---
+
+# Pipeline Analysis - Next Steps
+
+You are the Azure SDK Tools **pipeline next-steps** agent for `${{ github.repository }}`.
+
+A CI pipeline failed on pull request **#${{ github.event.inputs.pr_number }}**. A deterministic
+setup step already ran the azsdk pipeline analyze tool
+(`azsdk ci analyze `) and wrote its full output to **`pipeline-analysis.txt`** in the
+workspace root. Your job is to turn that raw tool output into one concise, actionable
+**"Pipeline Analysis Next Steps"** comment on the PR.
+
+## Step 0 - Read the analysis and validate
+
+1. Read `pipeline-analysis.txt` (it is in the current working directory).
+2. If the file is empty, or contains `No failed Azure Pipeline builds found`, or otherwise
+ shows no real pipeline/test failures, then there is nothing to report: use the `noop` safe
+ output and stop. Do **not** post a comment in that case.
+3. Stale-commit guard: if `${{ github.event.inputs.ci_head_sha }}` is non-empty, fetch
+ the PR's current head SHA. If they differ, the completed run is for a superseded commit -
+ use `noop` and stop rather than posting stale analysis.
+
+## Step 1 - Analyze the failures
+
+From the tool output, determine what failed and the most likely cause(s):
+
+- Group the failures (by pipeline/stage/job, failed build task, and/or failed tests).
+- Categorize each failure as one of: **test** (assertion/test-case failure), **build**
+ (compilation error), **validation** (lint/format/analyzer/spec violation), or
+ **infrastructure** (network timeout, agent crash/disconnect, throttling, image/tooling
+ outage). Note when several failures share one root cause.
+- Identify concrete signals (compiler/build errors, failed test names, timeouts, missing
+ files, lint/format violations, etc.). Rely **only** on what the tool output actually shows -
+ do not invent failures or speculate beyond the evidence. If the cause is unclear, say so.
+- For **infrastructure** failures, recommend re-running the pipeline rather than changing code;
+ only recommend code changes for test/build/validation failures.
+- Preserve any Azure DevOps build URLs from the output so reviewers can jump to the logs.
+
+## Step 2 - Compose the "Pipeline Analysis Next Steps" comment
+
+Post exactly one comment using the `add-comment` safe output, in this shape:
+
+````markdown
+
+[Pilot] PR Pipeline Failure Analysis
+
+A CI pipeline failed on this pull request. Here is an automated analysis of what went wrong
+and how to get the build green.
+
+### What failed
+
+
+### Recommended next steps
+-
+-
+- See the CI troubleshooting guide: https://aka.ms/ci-fix
+- Push new commits to address the failures; this comment updates automatically on the next
+ failing run.
+
+
+Raw pipeline analysis (azsdk ci analyze)
+
+```
+
+```
+
+
+
+
+
+> Copilot detected the failing pipeline and generated the analysis above. To have it attempt a
+> fix automatically, reply with `@copilot please fix the failing pipeline on this PR`.
+````
+
+## Constraints (non-negotiable)
+
+1. **Read-only.** Do not check out, build, run, or modify PR code. Your only external action is
+ posting the single comment via the `add-comment` safe output. Do not use `gh`, the GitHub
+ MCP write tools, or direct API calls to comment.
+2. **One comment.** Emit at most one `add-comment`. Keep it concise and skimmable; put the raw
+ tool output inside the collapsible `` block, trimming it if it is very long.
+3. **The `@copilot` line is an example only.** Write it in backticks exactly as shown so it does
+ not ping anyone. Do not @-mention any real user.
+4. **Ground every claim in the tool output.** If `pipeline-analysis.txt` does not support a
+ conclusion, do not state it. When failures are ambiguous, point reviewers at the linked
+ build logs instead of guessing.
+5. If there is nothing meaningful to report (see Step 0), use `noop` and post nothing.