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Optimize Smoke Claude workflow token footprint and turn budget#3321

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copilot/optimize-claude-token-performance
May 18, 2026
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Optimize Smoke Claude workflow token footprint and turn budget#3321
lpcox merged 2 commits into
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copilot/optimize-claude-token-performance

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Copilot AI commented May 18, 2026

Smoke Claude was carrying unnecessary first-turn context (unused MCP tool schemas) and spending agent turns on deterministic checks. This change reduces per-run token overhead by trimming workflow context and moving predictable work into pre-agent steps.

  • Tooling + network surface reduction

    • Removed github MCP tool configuration from smoke-claude.md (agent uses gh via bash in this workflow).
    • Removed github from network.allowed, keeping playwright.
  • Deterministic checks moved out of agent turns

    • Added pre-agent step to fetch merged PR metadata once into /tmp/gh-aw/agent/recent-prs.json.
    • Added pre-agent file verification step for /tmp/gh-aw/agent/smoke-test-claude-${{ github.run_id }}.txt.
    • Prompt now asks the agent to read/confirm precomputed outputs instead of performing the fetch/write verification logic inline.
  • Turn budget tightening

    • Reduced Claude max-turns from 12 to 8 to cap runaway-cost scenarios while preserving observed run headroom.
  • Compiled artifact refresh

    • Regenerated and postprocessed .github/workflows/smoke-claude.lock.yml to reflect the source workflow updates.
engine:
  id: claude
  model: claude-haiku-4-5
  max-turns: 8

network:
  allowed:
    - playwright

tools:
  playwright:
  bash:
    - "*"

steps:
  - name: Pre-fetch GitHub API data
    run: |
      gh pr list --repo ${{ github.repository }} --limit 2 --state merged --json number,title,mergedAt \
        > /tmp/gh-aw/agent/recent-prs.json

Copilot AI linked an issue May 18, 2026 that may be closed by this pull request
9 tasks
Copilot AI changed the title [WIP] Optimize Claude token usage and cost per run Optimize Smoke Claude workflow token footprint and turn budget May 18, 2026
Copilot finished work on behalf of lpcox May 18, 2026 13:50
Copilot AI requested a review from lpcox May 18, 2026 13:50
@lpcox lpcox marked this pull request as ready for review May 18, 2026 14:48
@lpcox lpcox requested a review from Mossaka as a code owner May 18, 2026 14:48
Copilot AI review requested due to automatic review settings May 18, 2026 14:48
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🧪 Smoke Test: Copilot BYOK (Offline) Mode

Test Status
1. GitHub MCP connectivity ❌ (401 — MCP not authenticated in this run)
2. GitHub.com HTTP connectivity ⚠️ (template vars not expanded, data unavailable)
3. File write/read ⚠️ (template vars not expanded, data unavailable)
4. BYOK inference (agent responding)

Running in BYOK offline mode (COPILOT_OFFLINE=true) via api-proxy → api.githubcopilot.com.

Overall: FAIL — pre-step template variables were not substituted; smoke-data outputs unavailable.

🔑 BYOK report filed by Smoke Copilot BYOK

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Smoke Test Results

✅ GitHub API: 2 PR entries confirmed in recent-prs.json
✅ Playwright: GitHub.com navigation successful (title contains 'GitHub')
✅ File verify: smoke-test-claude-26037647647.txt exists

Result: PASS — All smoke tests passed.

💥 [THE END] — Illustrated by Smoke Claude

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🔬 Smoke Test Results

Test Result
GitHub MCP connectivity ❌ 401 Bad credentials
GitHub.com HTTP connectivity ⚠️ Pre-step data not available (template vars unexpanded)
File write/read ⚠️ Pre-step data not available (template vars unexpanded)

Overall: FAIL — GitHub MCP auth failed; workflow template variables were not substituted before agent execution.

📰 BREAKING: Report filed by Smoke Copilot

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Smoke Test Results\n- GitHub MCP Testing: ❌ (mcpscripts not found)\n- GitHub.com Connectivity: ❌ (SSL error 35)\n- File Writing Testing: ✅\n- Bash Tool Testing: ✅\n\nOverall status: FAIL

Warning

Firewall blocked 1 domain

The following domain was blocked by the firewall during workflow execution:

  • localhost

To allow these domains, add them to the network.allowed list in your workflow frontmatter:

network:
  allowed:
    - defaults
    - "localhost"

See Network Configuration for more information.

💎 Faceted by Smoke Gemini

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Smoke Test: FAIL
Merged PRs: fix: resolve test failures on macOS | fix: postprocess claude-token-optimizer lock file to use local awf build
Queried PRs: Refactor COPILOT_MODEL resolution to remove duplicated env precedence logic | refactor: extract shared service test imports into service-test-setup.test-utils
GitHub PR review ✅; Safe Inputs GH CLI ❌; Playwright ✅; Tavily ❌
File write ✅; Bash read ✅; Discussion comment ✅; Build ✅
Overall status: FAIL

Warning

Firewall blocked 1 domain

The following domain was blocked by the firewall during workflow execution:

  • registry.npmjs.org

To allow these domains, add them to the network.allowed list in your workflow frontmatter:

network:
  allowed:
    - defaults
    - "registry.npmjs.org"

See Network Configuration for more information.

🔮 The oracle has spoken through Smoke Codex

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Pull request overview

This PR aims to reduce the Smoke Claude workflow’s per-run token overhead and agent turn usage by removing unused GitHub MCP tooling context and moving deterministic checks into pre-agent workflow steps, while tightening the maximum turn budget.

Changes:

  • Reduced Claude max-turns from 12 to 8 and updated the smoke-test prompt to rely on precomputed artifacts.
  • Added pre-agent steps to (a) prefetch recent merged PR metadata into /tmp/gh-aw/agent/recent-prs.json and (b) verify the smoke-test file exists.
  • Regenerated .github/workflows/smoke-claude.lock.yml to reflect the updated source workflow.
Show a summary per file
File Description
.github/workflows/smoke-claude.md Trims workflow context, adds pre-agent deterministic checks, and tightens agent turn budget.
.github/workflows/smoke-claude.lock.yml Compiled artifact refresh reflecting (and operationalizing) the workflow changes.

Copilot's findings

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Comments suppressed due to low confidence (2)

.github/workflows/smoke-claude.lock.yml:730

  • This lock file now starts a github MCP server (and wires GITHUB_MCP_SERVER_TOKEN/guard policies), which contradicts the PR goal of removing GitHub MCP tooling from the Smoke Claude workflow. If the workflow is intended to use gh in pre-agent steps and have the agent only read /tmp/gh-aw/agent/recent-prs.json, remove the github MCP server from the generated MCP config and drop the associated secret/env plumbing to avoid reintroducing tool-schema/token overhead and network surface.
              "github": {
                "container": "ghcr.io/github/github-mcp-server:v1.0.3",
                "env": {
                  "GITHUB_HOST": "$GITHUB_SERVER_URL",
                  "GITHUB_PERSONAL_ACCESS_TOKEN": "$GITHUB_MCP_SERVER_TOKEN",
                  "GITHUB_READ_ONLY": "1",
                  "GITHUB_TOOLSETS": "context,repos,issues,pull_requests"
                },

.github/workflows/smoke-claude.lock.yml:906

  • Even after removing tools.github from the source workflow, the agent invocation still allowlists a large set of mcp__github__* tools. If GitHub MCP is no longer required for this smoke test, the compiled --allowed-tools list should drop mcp__github__* to realize the intended first-turn token savings; otherwise the workflow will still carry the GitHub tool schemas in context.
          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" --tty --env-all --exclude-env ANTHROPIC_API_KEY --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 --session-state-dir /tmp/gh-aw/sandbox/agent/session-state --enable-host-access --allow-host-ports 80,443,8080 --skip-pull \
            -- /bin/bash -c 'export PATH="${RUNNER_TEMP}/gh-aw/mcp-cli/bin:$PATH" && export PATH="$(find /opt/hostedtoolcache /home/runner/work/_tool -maxdepth 4 -type d -name bin 2>/dev/null | tr '\''\n'\'' '\'':'\'')$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="$(command -v node 2>/dev/null || echo node)"; fi; "$GH_AW_NODE_EXEC" ${RUNNER_TEMP}/gh-aw/actions/claude_harness.cjs claude --print --no-chrome --max-turns 8 --mcp-config "${{ runner.temp }}/gh-aw/mcp-config/mcp-servers.json" --allowed-tools Bash,BashOutput,Edit,ExitPlanMode,Glob,Grep,KillBash,LS,MultiEdit,NotebookEdit,NotebookRead,Read,Task,TodoWrite,Write,mcp__github__download_workflow_run_artifact,mcp__github__get_code_scanning_alert,mcp__github__get_commit,mcp__github__get_dependabot_alert,mcp__github__get_discussion,mcp__github__get_discussion_comments,mcp__github__get_file_contents,mcp__github__get_job_logs,mcp__github__get_label,mcp__github__get_latest_release,mcp__github__get_me,mcp__github__get_notification_details,mcp__github__get_pull_request,mcp__github__get_pull_request_comments,mcp__github__get_pull_request_diff,mcp__github__get_pull_request_files,mcp__github__get_pull_request_review_comments,mcp__github__get_pull_request_reviews,mcp__github__get_pull_request_status,mcp__github__get_release_by_tag,mcp__github__get_secret_scanning_alert,mcp__github__get_tag,mcp__github__get_workflow_run,mcp__github__get_workflow_run_logs,mcp__github__get_workflow_run_usage,mcp__github__issue_read,mcp__github__list_branches,mcp__github__list_code_scanning_alerts,mcp__github__list_commits,mcp__github__list_dependabot_alerts,mcp__github__list_discussion_categories,mcp__github__list_discussions,mcp__github__list_issue_types,mcp__github__list_issues,mcp__github__list_label,mcp__github__list_notifications,mcp__github__list_pull_requests,mcp__github__list_releases,mcp__github__list_secret_scanning_alerts,mcp__github__list_starred_repositories,mcp__github__list_tags,mcp__github__list_workflow_jobs,mcp__github__list_workflow_run_artifacts,mcp__github__list_workflow_runs,mcp__github__list_workflows,mcp__github__pull_request_read,mcp__github__search_code,mcp__github__search_issues,mcp__github__search_orgs,mcp__github__search_pull_requests,mcp__github__search_repositories,mcp__github__search_users,mcp__playwright__browser_click,mcp__playwright__browser_close,mcp__playwright__browser_console_messages,mcp__playwright__browser_drag,mcp__playwright__browser_evaluate,mcp__playwright__browser_file_upload,mcp__playwright__browser_fill_form,mcp__playwright__browser_handle_dialog,mcp__playwright__browser_hover,mcp__playwright__browser_install,mcp__playwright__browser_navigate,mcp__playwright__browser_navigate_back,mcp__playwright__browser_network_requests,mcp__playwright__browser_press_key,mcp__playwright__browser_resize,mcp__playwright__browser_select_option,mcp__playwright__browser_snapshot,mcp__playwright__browser_tabs,mcp__playwright__browser_take_screenshot,mcp__playwright__browser_type,mcp__playwright__browser_wait_for,mcp__safeoutputs --debug-file /tmp/gh-aw/agent-stdio.log --verbose --permission-mode bypassPermissions --output-format stream-json --prompt-file /tmp/gh-aw/aw-prompts/prompt.txt' 2>&1 | tee -a /tmp/gh-aw/agent-stdio.log
  • Files reviewed: 2/2 changed files
  • Comments generated: 1

Comment on lines +257 to +259
GH_AW_PROMPT_79d5280c95226aae_EOF
cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
cat << 'GH_AW_PROMPT_79d5280c95226aae_EOF'
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🏗️ Build Test Suite Results

Ecosystem Project Build/Install Tests Status
Bun elysia 1/1 passed ✅ PASS
Bun hono 1/1 passed ✅ PASS
C++ fmt N/A ✅ PASS
C++ json N/A ✅ PASS
Deno oak N/A 1/1 passed ✅ PASS
Deno std N/A 1/1 passed ✅ PASS
.NET hello-world N/A ✅ PASS
.NET json-parse N/A ✅ PASS
Go color 1/1 passed ✅ PASS
Go env 1/1 passed ✅ PASS
Go uuid 1/1 passed ✅ PASS
Java gson 1/1 passed ✅ PASS
Java caffeine 1/1 passed ✅ PASS
Node.js clsx All passed ✅ PASS
Node.js execa All passed ✅ PASS
Node.js p-limit All passed ✅ PASS
Rust fd 1/1 passed ✅ PASS
Rust zoxide 1/1 passed ✅ PASS

Overall: 8/8 ecosystems passed — ✅ PASS

Generated by Build Test Suite for issue #3321 · ● 6.7M ·

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Smoke Test: GitHub Actions Services Connectivity

Check Result
Redis PING ❌ No response (timeout)
PostgreSQL pg_isready no response
PostgreSQL SELECT 1 ❌ No response (timeout)

Overall: FAILhost.docker.internal is not reachable from this runner environment. Service containers may not be running or the host alias is not available.

🔌 Service connectivity validated by Smoke Services

@lpcox lpcox merged commit fa1f55a into main May 18, 2026
65 of 72 checks passed
@lpcox lpcox deleted the copilot/optimize-claude-token-performance branch May 18, 2026 15:21
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⚡ Claude Token Optimization2026-05-18 — Smoke Claude

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