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- Add pre-agent steps to build workflow inventory and pre-load metrics before agent starts, eliminating 4-5 turns of deterministic work - Replace 60-line verbose dashboard template with concise 15-line skeleton - Remove redundant "Important Guidelines" section (~30 lines) - Remove qualitative "Success Metrics" section (~11 lines) - Update Phase 1 to reference pre-computed /tmp/gh-aw/agent/ files - Update Phase 2 to use pre-loaded failing-workflows.json and batch API calls - Recompile lock file to reflect all changes Addresses token optimization recommendations from issue: - ~450K tokens/run from prompt trimming - ~175K tokens/run from pre-agent discovery steps - ~100K tokens/run from pre-loaded metrics - ~50K tokens/run from batched API call guidance Expected reduction: 1.84M → ~1.07M tokens/run (~42%) Agent-Logs-Url: https://github.com/github/gh-aw/sessions/37bfb199-ab89-4bbf-bdf8-d0a820340df1 Co-authored-by: lpcox <15877973+lpcox@users.noreply.github.com>
`2>&1 > file` was wrong (stderr still went to terminal). Corrected to `> file 2>&1` so both stdout and stderr are captured. Agent-Logs-Url: https://github.com/github/gh-aw/sessions/37bfb199-ab89-4bbf-bdf8-d0a820340df1 Co-authored-by: lpcox <15877973+lpcox@users.noreply.github.com>
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changed the title
[WIP] Optimize token usage in workflow health manager
feat(workflow-health-manager): reduce token usage ~42% via pre-agent steps and prompt trimming
Apr 28, 2026
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Pull request overview
Reduces workflow-health-manager token usage by shifting deterministic discovery/metrics work into pre-agent steps and trimming/reshaping the prompt content the agent sees.
Changes:
- Added workflow
steps:to precompute workflow inventory and failing-workflow metrics into/tmp/gh-aw/agent/. - Trimmed and refactored the workflow instructions (phases + dashboard template) to rely on precomputed files and reduce repeated verbosity.
- Updated documentation/status listings and regenerated the compiled
.lock.yml.
Show a summary per file
| File | Description |
|---|---|
docs/src/content/docs/agent-factory-status.mdx |
Removes entries for workflows that no longer appear to exist in .github/workflows/. |
.github/workflows/workflow-health-manager.md |
Adds pre-agent steps + updates phase instructions and dashboard template to cut repeated discovery work and prompt size. |
.github/workflows/workflow-health-manager.lock.yml |
Regenerated lock file reflecting the new steps and prompt structure. |
Copilot's findings
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- Files reviewed: 3/3 changed files
- Comments generated: 3
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| - name: load-metrics | ||
| run: | | ||
| set -euo pipefail | ||
| mkdir -p /tmp/gh-aw/agent | ||
| METRICS_FILE="/tmp/gh-aw/repo-memory/default/metrics/latest.json" | ||
| if [ -f "$METRICS_FILE" ]; then | ||
| jq '[.workflow_runs | to_entries[] | ||
| | select(.value.success_rate < 0.8)] | ||
| | sort_by(.value.success_rate) | .[0:20]' \ | ||
| "$METRICS_FILE" > /tmp/gh-aw/agent/failing-workflows.json 2>/dev/null \ | ||
| || echo '[]' > /tmp/gh-aw/agent/failing-workflows.json | ||
| else | ||
| echo '[]' > /tmp/gh-aw/agent/failing-workflows.json | ||
| fi | ||
| echo "Metrics loaded: $(jq 'length' /tmp/gh-aw/agent/failing-workflows.json) failing workflows (<80% success)" |
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| ### Phase 1: Discovery (pre-computed) | ||
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| 1. **Scan workflow directory:** | ||
| - List all `.md` files in `.github/workflows/` (excluding `shared/` subdirectory) | ||
| - Parse frontmatter for each workflow | ||
| - Extract key metadata (engine, triggers, tools, permissions) | ||
| Pre-computed data is available in `/tmp/gh-aw/agent/`: | ||
| - `workflow-list.txt` — all executable `.md` workflow files (one per line, shared/ already excluded) | ||
| - `compile-validate.txt` — output from `gh aw compile --validate` | ||
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| 2. **Check compilation status:** | ||
| - For each **executable** `.md` file, verify `.lock.yml` exists | ||
| - **SKIP** files in `.github/workflows/shared/` directory (reusable imports, not standalone workflows) | ||
| - Verify lock freshness with frontmatter hash checks (for example, `gh aw compile --validate`) instead of raw file modification timestamps | ||
| - Run `gh aw compile --validate` to check for compilation errors | ||
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| 3. **Build workflow inventory:** | ||
| - Create structured data for each workflow | ||
| - Categorize by type, engine, and purpose | ||
| - Map relationships and dependencies | ||
| 1. **Read the pre-computed inventory** from the files above; do not re-run discovery from scratch. | ||
| 2. **Parse frontmatter** for each workflow in `workflow-list.txt` to extract key metadata (engine, triggers, tools, permissions). | ||
| 3. **Check compilation status** using `compile-validate.txt` — verify each workflow has a `.lock.yml` and note any errors or warnings. |
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| - name: load-metrics | ||
| run: "set -euo pipefail\nmkdir -p /tmp/gh-aw/agent\nMETRICS_FILE=\"/tmp/gh-aw/repo-memory/default/metrics/latest.json\"\nif [ -f \"$METRICS_FILE\" ]; then\n jq '[.workflow_runs | to_entries[]\n | select(.value.success_rate < 0.8)]\n | sort_by(.value.success_rate) | .[0:20]' \\\n \"$METRICS_FILE\" > /tmp/gh-aw/agent/failing-workflows.json 2>/dev/null \\\n || echo '[]' > /tmp/gh-aw/agent/failing-workflows.json\nelse\n echo '[]' > /tmp/gh-aw/agent/failing-workflows.json\nfi\necho \"Metrics loaded: $(jq 'length' /tmp/gh-aw/agent/failing-workflows.json) failing workflows (<80% success)\"\n" | ||
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| # Repo memory git-based storage configuration from frontmatter processed below | ||
| - name: Clone repo-memory branch (default) |
Collaborator
|
@copilot address the review feedback of .md files. |
Closed
The load-metrics step was in `steps:` which runs before the repo-memory clone. Moving it to `pre-agent-steps:` ensures it runs after the clone, so metrics/latest.json exists when the step reads it. Also strengthened the Responsibilities section (sections 1 and 2) to explicitly reference pre-computed files in /tmp/gh-aw/agent/ instead of the old contradicting instructions to scan .github/workflows/ or re-run gh aw compile --validate. Phase 1 now also includes an explicit override note matching the reviewer suggestion. Agent-Logs-Url: https://github.com/github/gh-aw/sessions/200dddb8-e218-407a-a162-631497158c01 Co-authored-by: lpcox <15877973+lpcox@users.noreply.github.com>
Contributor
Author
Addressed all three review points in commit a262bf0:
|
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workflow-health-managerwas consuming ~1.84M tokens/run (48.2% cache efficiency) because deterministic discovery work and large verbose sections were repeated across all 28 agent turns.Changes
Pre-agent
steps:blocks (eliminates 4–5 agent turns)build-inventory: runsgh aw compile --validateand lists executable workflows into/tmp/gh-aw/agent/before the agent starts — no more inference-time filesystem scanningload-metrics: pre-filters failing workflows (success_rate < 0.8) frommetrics/latest.jsonviajq, handing the agent a ready-to-use top-20 list instead of requiring repo-memory readsPrompt trimming (~450K tokens/run across 28 turns)
Phase instructions updated
failing-workflows.jsonand includes explicit guidance to batchlist_workflow_runscallsExpected impact: ~775K tokens/run reduction → ~1.07M/run (~42% reduction from 1.84M baseline)
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