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[agentic-token-audit] Token Usage Audit β 2026-05-29Β #35698
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Description
π Executive Summary
- Period: last 30 days (2026-04-29 to 2026-05-29)
- Total runs: 95 (of 100 raw; 5 non-completed excluded)
- Total tokens: 138,000,015
- Total cost: $0.00 (cost data not populated in this dataset)
- Total Actions minutes: 945.0 min
- Active workflows: 66
π Top 5 Workflows by Token Usage
| Workflow | Runs | Total Tokens | Avg Tokens | Total Cost | Avg Cost |
|---|---|---|---|---|---|
| PR Sous Chef | 5 | 15,695,443 | 3,139,089 | $0.0000 | $0.0000 |
| Safe Output Health Monitor | 1 | 8,701,066 | 8,701,066 | $0.0000 | $0.0000 |
| Go Logger Enhancement | 1 | 8,521,113 | 8,521,113 | $0.0000 | $0.0000 |
| Static Analysis Report | 1 | 5,832,354 | 5,832,354 | $0.0000 | $0.0000 |
| Daily Rendering Scripts Verifier | 1 | 5,737,530 | 5,737,530 | $0.0000 | $0.0000 |
π Trends
Token usage increased by 20,629,841 (+17.6%) vs the previous day (2026-05-28). This is the rolling 30-entry historical record across 30 days of data.
Full Per-Workflow Breakdown
| Workflow | Runs | Total Tokens | Avg Tokens | Total Cost | Avg Cost | Errors | Warnings |
|---|---|---|---|---|---|---|---|
| PR Sous Chef | 5 | 15,695,443 | 3,139,089 | $0.0000 | $0.0000 | 3 | 0 |
| Safe Output Health Monitor | 1 | 8,701,066 | 8,701,066 | $0.0000 | $0.0000 | 1 | 0 |
| Go Logger Enhancement | 1 | 8,521,113 | 8,521,113 | $0.0000 | $0.0000 | 1 | 0 |
| Static Analysis Report | 1 | 5,832,354 | 5,832,354 | $0.0000 | $0.0000 | 0 | 0 |
| Daily Rendering Scripts Verifier | 1 | 5,737,530 | 5,737,530 | $0.0000 | $0.0000 | 0 | 0 |
| Daily OTel Instrumentation Advisor | 1 | 5,510,217 | 5,510,217 | $0.0000 | $0.0000 | 0 | 0 |
| Sergo - Serena Go Expert | 1 | 5,479,611 | 5,479,611 | $0.0000 | $0.0000 | 0 | 0 |
| Daily AgentRx Trace Optimizer | 1 | 5,188,636 | 5,188,636 | $0.0000 | $0.0000 | 0 | 0 |
| Instructions Janitor | 1 | 3,702,789 | 3,702,789 | $0.0000 | $0.0000 | 0 | 0 |
| Copilot Agent Prompt Clustering Analysis | 1 | 3,681,770 | 3,681,770 | $0.0000 | $0.0000 | 0 | 0 |
| GitHub API Consumption Report Agent | 1 | 3,662,632 | 3,662,632 | $0.0000 | $0.0000 | 0 | 0 |
| Daily Documentation Updater | 1 | 3,340,878 | 3,340,878 | $0.0000 | $0.0000 | 0 | 0 |
| Matt Pocock Skills Reviewer | 5 | 3,188,126 | 637,625 | $0.0000 | $0.0000 | 0 | 0 |
| Go Fan | 1 | 3,169,406 | 3,169,406 | $0.0000 | $0.0000 | 0 | 0 |
| PR Code Quality Reviewer | 5 | 2,902,456 | 580,491 | $0.0000 | $0.0000 | 0 | 0 |
| CLI Version Checker | 1 | 2,699,637 | 2,699,637 | $0.0000 | $0.0000 | 0 | 0 |
| Copilot Session Insights | 1 | 2,687,282 | 2,687,282 | $0.0000 | $0.0000 | 0 | 0 |
| Copilot CLI Deep Research Agent | 1 | 2,565,968 | 2,565,968 | $0.0000 | $0.0000 | 1 | 0 |
| Documentation Noob Tester | 1 | 2,547,111 | 2,547,111 | $0.0000 | $0.0000 | 0 | 0 |
| Daily Syntax Error Quality Check | 1 | 2,540,820 | 2,540,820 | $0.0000 | $0.0000 | 1 | 0 |
| Package Specification Extractor | 1 | 2,538,163 | 2,538,163 | $0.0000 | $0.0000 | 0 | 0 |
| daily-experiment-report | 1 | 2,519,866 | 2,519,866 | $0.0000 | $0.0000 | 1 | 0 |
| [aw] Failure Investigator (6h) | 1 | 2,449,310 | 2,449,310 | $0.0000 | $0.0000 | 0 | 0 |
| jsweep - JavaScript Unbloater | 1 | 2,291,801 | 2,291,801 | $0.0000 | $0.0000 | 0 | 0 |
| Daily AstroStyleLite Markdown Spellcheck | 1 | 2,052,718 | 2,052,718 | $0.0000 | $0.0000 | 0 | 0 |
| Workflow Health Manager - Meta-Orchestrator | 1 | 1,978,817 | 1,978,817 | $0.0000 | $0.0000 | 0 | 0 |
| Code Simplifier | 1 | 1,927,640 | 1,927,640 | $0.0000 | $0.0000 | 0 | 0 |
| Test Quality Sentinel | 4 | 1,785,912 | 446,478 | $0.0000 | $0.0000 | 0 | 0 |
| Contribution Check | 2 | 1,723,678 | 861,839 | $0.0000 | $0.0000 | 0 | 0 |
| Chaos PR Bundle Fuzzer | 2 | 1,633,187 | 816,594 | $0.0000 | $0.0000 | 1 | 0 |
| Outcome Collector | 4 | 1,545,302 | 386,326 | $0.0000 | $0.0000 | 0 | 0 |
| Daily CLI Tools Exploratory Tester | 1 | 1,511,638 | 1,511,638 | $0.0000 | $0.0000 | 0 | 0 |
| Daily MCP Tool Concurrency Analysis | 1 | 1,255,527 | 1,255,527 | $0.0000 | $0.0000 | 0 | 0 |
| Schema Consistency Checker | 1 | 1,234,072 | 1,234,072 | $0.0000 | $0.0000 | 0 | 0 |
| Copilot PR Conversation NLP Analysis | 1 | 1,137,587 | 1,137,587 | $0.0000 | $0.0000 | 0 | 0 |
| Glossary Maintainer | 1 | 1,085,046 | 1,085,046 | $0.0000 | $0.0000 | 0 | 0 |
| Design Decision Gate ποΈ | 4 | 938,826 | 234,706 | $0.0000 | $0.0000 | 0 | 0 |
| PR Description Updater | 3 | 914,959 | 304,986 | $0.0000 | $0.0000 | 0 | 0 |
| Daily A/B Testing Advisor | 1 | 816,741 | 816,741 | $0.0000 | $0.0000 | 0 | 0 |
| Multi-Device Docs Tester | 1 | 759,713 | 759,713 | $0.0000 | $0.0000 | 0 | 0 |
| GPL Dependency Cleaner (gpclean) | 1 | 710,860 | 710,860 | $0.0000 | $0.0000 | 0 | 0 |
| Issue Monster | 1 | 705,610 | 705,610 | $0.0000 | $0.0000 | 0 | 0 |
| Daily Semgrep Scan | 1 | 691,777 | 691,777 | $0.0000 | $0.0000 | 0 | 0 |
| Refactoring Cadence | 1 | 590,368 | 590,368 | $0.0000 | $0.0000 | 0 | 0 |
| Terminal Stylist | 1 | 589,232 | 589,232 | $0.0000 | $0.0000 | 0 | 0 |
| OTLP Data Quality Validator | 1 | 572,855 | 572,855 | $0.0000 | $0.0000 | 0 | 0 |
| PR Triage Agent | 1 | 539,794 | 539,794 | $0.0000 | $0.0000 | 0 | 0 |
| Daily Hippo Learn | 1 | 536,939 | 536,939 | $0.0000 | $0.0000 | 1 | 0 |
| Daily Workflow Updater | 1 | 523,664 | 523,664 | $0.0000 | $0.0000 | 0 | 0 |
| Dependabot Dependency Checker | 1 | 485,392 | 485,392 | $0.0000 | $0.0000 | 0 | 0 |
| Dependabot Campaign | 1 | 405,507 | 405,507 | $0.0000 | $0.0000 | 0 | 0 |
| Sub-Issue Closer | 1 | 387,940 | 387,940 | $0.0000 | $0.0000 | 0 | 0 |
| Daily Safe Outputs Conformance Checker | 1 | 378,325 | 378,325 | $0.0000 | $0.0000 | 0 | 0 |
| Constraint Solving β Problem of the Day | 1 | 313,768 | 313,768 | $0.0000 | $0.0000 | 0 | 0 |
| Draft PR Cleanup | 1 | 297,222 | 297,222 | $0.0000 | $0.0000 | 0 | 0 |
| Dependabot Burner | 1 | 284,751 | 284,751 | $0.0000 | $0.0000 | 0 | 0 |
| Auto-Triage Issues | 1 | 230,347 | 230,347 | $0.0000 | $0.0000 | 0 | 0 |
| Daily Choice Type Test | 1 | 163,035 | 163,035 | $0.0000 | $0.0000 | 0 | 0 |
| GitHub Remote MCP Authentication Test | 1 | 137,281 | 137,281 | $0.0000 | $0.0000 | 0 | 0 |
| AI Moderator | 3 | 0 | 0 | $0.0000 | $0.0000 | 0 | 0 |
| Dev | 1 | 0 | 0 | $0.0000 | $0.0000 | 0 | 0 |
| Daily AW Cross-Repo Compile Check | 1 | 0 | 0 | $0.0000 | $0.0000 | 1 | 0 |
| Smoke CI | 3 | 0 | 0 | $0.0000 | $0.0000 | 0 | 0 |
| Daily News | 1 | 0 | 0 | $0.0000 | $0.0000 | 1 | 0 |
| Duplicate Code Detector | 1 | 0 | 0 | $0.0000 | $0.0000 | 0 | 0 |
| Step Name Alignment | 1 | 0 | 0 | $0.0000 | $0.0000 | 1 | 0 |
π‘ Observations
- No single heavy hitter (>30% of total tokens): PR Sous Chef leads at ~11.4% of total β a healthy distribution across 66 active workflows.
- All 59 token-consuming workflows exceed 100k avg tokens/run, indicating context-heavy sessions throughout. Top single-run consumer: Safe Output Health Monitor at 8.7M tokens/run.
- PR Sous Chef has an elevated error rate: 3 errors across 5 runs (60%). Worth investigating for reliability.
- +17.6% day-over-day token growth β the largest daily increase in the 30-day window. Monitor for continued acceleration.
- Cost data is $0.00 across all runs:
estimated_costis not populated in this dataset; cost analysis pending backfill.
References: Β§26634549353
Data snapshot: memory/token-audit/2026-05-29.json
Warning
Firewall blocked 1 domain
The following domain was blocked by the firewall during workflow execution:
pypi.org
To allow these domains, add them to the
network.allowedlist in your workflow frontmatter:
network:
allowed:
- defaults
- "pypi.org"See Network Configuration for more information.
Generated by Daily Agentic Workflow Token Usage Audit Β· sonnet46 2.6M Β· β·
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gh aw add githubnext/agentic-ops/workflows/agentic-token-audit.md@e10687ae8f19a5b37b061db524be27948568c411
- expires on Jun 1, 2026, 12:52 PM UTC
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github-actions commentedon Jun 1, 2026
This issue is being closed as outdated. A newer issue has been created: #36240
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