Overview
Period: 2026-06-29 to 2026-06-30
Runs analyzed: 15 (15/15 had AIC data, 0 had token-level data)
Total AIC: 719.7 units across all workflows
Total Actions minutes: 82 min
Total GitHub API calls: 66
i️ This report uses aic (Agent Inference Cost) as the cost metric. USD cost estimates and token-level data are not available in the current data format — token_usage is null for all runs. AIC is a normalized inference cost unit reported by the AWF api-proxy.
Workflow Summary
| Workflow |
Runs |
Total AIC |
Avg AIC |
Actions Min |
GH API Calls |
Errors |
| Smoke Claude |
15 |
719.7 |
48.0 |
82 |
66 |
0 |
15/15 runs concluded success. No failures recorded this period.
🔍 Optimization Opportunities
-
Bimodal AIC pattern continues — distribution shifted toward high group — two stable clusters persist
- 5 PR runs averaged 36.3 AIC (low group — all
copilot/export-audit-* and upgrade-gh-aw-pre-release branches)
- 10 runs averaged 53.8 AIC (high group — all other PRs + 2 schedule runs)
- Yesterday had 7 low + 7 high; today has 5 low + 10 high
- The low group is consistent: copilot-generated export-related branches consistently exit earlier (simpler task)
- Recommendation: Instrument Smoke Claude to emit turn count and tool call count per run — this would clarify whether low-AIC runs exit early due to simpler scope or hit a different code path
-
Schedule runs use 3× more GitHub API calls than PR runs — schedule event averages 10 API calls vs. 3.5 for pull_request events
- Both schedule runs made exactly 10 GitHub API calls (vs. 3–4 for most PR runs)
- This suggests the schedule path does additional repo scanning or metric collection
- Recommendation: Review the scheduled smoke test logic to identify if any GH API calls are redundant or can be cached
-
High-AIC group clusters at two sub-levels (52–54 AIC vs. 58+ AIC)
- Mid-tier ~52 AIC:
copilot/duplicate-code-writeconfigs-setup, feat/model-api-mapping, arc-dind-build-tools-sysroot, runner-doctor-*
- Top-tier ~58 AIC:
test/ssl-key-storage-config-writer-coverage, fix/failing-test-imports, copilot/remove-securewipefile-export
- Test-coverage and fix branches consistently hit the 58 AIC ceiling — likely more complex agent tasks
- Recommendation: Review if test-coverage workflows can be scoped more narrowly to reduce agent context load
Historical Trend
| Date |
Runs |
Total AIC |
Avg AIC |
Actions Min |
Error Rate |
| 2026-06-30 |
15 |
719.7 |
48.0 |
82 |
0% ✅ |
| 2026-06-29 |
16 |
767.2 |
48.0 |
84 |
6.3% |
| 2026-06-28 |
13 |
710.8 |
54.7* |
~67 |
n/a |
* Estimated from prior reports.
Trend: Total AIC is down -6.2% from yesterday (767.2 → 719.7), driven by 1 fewer run. Per-run efficiency is flat at 48.0 AIC/run — consistent for the second day in a row. Error rate improved from 6.3% to 0% (all 15 runs succeeded). No new workflows appeared; Red-Team Benchmark workflow was not triggered in this window.
Per-Run Details — Smoke Claude (15 Runs)
| Time (UTC) |
AIC |
Event |
Actions Min |
GH API Calls |
Conclusion |
Run |
| 06-29 13:53 |
53.7 |
schedule |
5 |
10 |
success |
§28377163584 · main |
| 06-29 13:58 |
36.2 |
pull_request |
5 |
4 |
success |
§28377526731 · upgrade-gh-aw-pre-release |
| 06-29 14:30 |
58.2 |
pull_request |
6 |
3 |
success |
§28379600713 · test/ssl-key-storage-config-writer-coverage |
| 06-29 15:19 |
58.2 |
pull_request |
5 |
4 |
success |
§28382840893 · copilot/remove-securewipefile-export |
| 06-29 15:20 |
36.1 |
pull_request |
7 |
4 |
success |
§28382906555 · copilot/export-audit-remove-resolveprovidersessionid |
| 06-29 15:21 |
36.1 |
pull_request |
6 |
4 |
success |
§28382949477 · copilot/export-audit-fix-satisfies |
| 06-29 15:22 |
36.1 |
pull_request |
6 |
4 |
success |
§28383032356 · copilot/remove-unused-export-buildprovidertargetenv |
| 06-29 15:24 |
36.8 |
pull_request |
5 |
4 |
success |
§28383125571 · copilot/fix-ajv-import-path |
| 06-29 16:46 |
58.2 |
pull_request |
6 |
4 |
success |
§28388248127 · fix/failing-test-imports |
| 06-29 21:30 |
52.2 |
pull_request |
5 |
3 |
success |
§28403949345 · runner-doctor-b7-eacces-chroot-home |
| 06-29 23:45 |
52.3 |
pull_request |
5 |
3 |
success |
§28410182710 · arc-dind-build-tools-sysroot |
| 06-30 01:22 |
48.7 |
schedule |
6 |
10 |
success |
§28413808937 · main |
| 06-30 01:54 |
52.2 |
pull_request |
5 |
3 |
success |
§28414958720 · copilot/duplicate-code-writeconfigs-setup |
| 06-30 03:57 |
52.3 |
pull_request |
5 |
3 |
success |
§28419204122 · copilot/duplicate-code-writeconfigs-setup |
| 06-30 04:34 |
52.3 |
pull_request |
5 |
3 |
success |
§28420538920 · feat/model-api-mapping |
Workflows Without Token Data
All 15 runs reported token_usage = null. Token-level data (input/output/cache tokens) is not yet available for the Smoke Claude workflow. AIC is the only cost signal available.
To enable token-level reporting:
- Ensure the api-proxy sidecar (
--enable-api-proxy) is active and emitting token metrics
- Verify
gh aw logs picks up token_usage_summary from the api-proxy logs path
Previous Report
📊 Claude Token Usage Report 2026-06-29
References:
Generated by Daily Claude Token Usage Analyzer · 50.8 AIC · ⊞ 8.6K · ◷
Overview
Period: 2026-06-29 to 2026-06-30
Runs analyzed: 15 (15/15 had AIC data, 0 had token-level data)
Total AIC: 719.7 units across all workflows
Total Actions minutes: 82 min
Total GitHub API calls: 66
Workflow Summary
15/15 runs concluded
success. No failures recorded this period.🔍 Optimization Opportunities
Bimodal AIC pattern continues — distribution shifted toward high group — two stable clusters persist
copilot/export-audit-*andupgrade-gh-aw-pre-releasebranches)Schedule runs use 3× more GitHub API calls than PR runs —
scheduleevent averages 10 API calls vs. 3.5 forpull_requesteventsHigh-AIC group clusters at two sub-levels (52–54 AIC vs. 58+ AIC)
copilot/duplicate-code-writeconfigs-setup,feat/model-api-mapping,arc-dind-build-tools-sysroot,runner-doctor-*test/ssl-key-storage-config-writer-coverage,fix/failing-test-imports,copilot/remove-securewipefile-exportHistorical Trend
* Estimated from prior reports.
Trend: Total AIC is down -6.2% from yesterday (767.2 → 719.7), driven by 1 fewer run. Per-run efficiency is flat at 48.0 AIC/run — consistent for the second day in a row. Error rate improved from 6.3% to 0% (all 15 runs succeeded). No new workflows appeared; Red-Team Benchmark workflow was not triggered in this window.
Per-Run Details — Smoke Claude (15 Runs)
mainupgrade-gh-aw-pre-releasetest/ssl-key-storage-config-writer-coveragecopilot/remove-securewipefile-exportcopilot/export-audit-remove-resolveprovidersessionidcopilot/export-audit-fix-satisfiescopilot/remove-unused-export-buildprovidertargetenvcopilot/fix-ajv-import-pathfix/failing-test-importsrunner-doctor-b7-eacces-chroot-homearc-dind-build-tools-sysrootmaincopilot/duplicate-code-writeconfigs-setupcopilot/duplicate-code-writeconfigs-setupfeat/model-api-mappingWorkflows Without Token Data
All 15 runs reported
token_usage = null. Token-level data (input/output/cache tokens) is not yet available for the Smoke Claude workflow. AIC is the only cost signal available.To enable token-level reporting:
--enable-api-proxy) is active and emitting token metricsgh aw logspicks uptoken_usage_summaryfrom the api-proxy logs pathPrevious Report
📊 Claude Token Usage Report 2026-06-29
References: