📊 Copilot Token Usage Report: 2026-04-03 #24352
Description
Analyzed 129 Copilot workflow runs from 2026-04-03 covering 72 unique workflows across 128 episodes. Total: 112.4M tokens (154.4M effective) across 1,922 turns and 1,074 action minutes. Cost tracking is not configured ($0 reported). 28 errors and 5 missing tool events detected.
Top Workflows by Token Consumption
| Workflow | Runs | Success | Errors | Action Min | Total Tokens | Avg Tokens/Run |
|---|---|---|---|---|---|---|
| CI Cleaner | 1 | ✅ 100% | 0 | 46 | 16,443,346 | 16,443,346 |
| Auto-Triage Issues | 12 | ✅ 100% | 1 | 85 | 10,458,940 | 871,578 |
| Daily Syntax Error Quality Check | 1 | ✅ 100% | 0 | 22 | 8,573,807 | 8,573,807 |
| Contribution Check | 6 | 3 | 45 | 6,652,731 | 1,108,789 | |
| Workflow Health Manager | 1 | ✅ 100% | 0 | 15 | 5,105,676 | 5,105,676 |
| Copilot CLI Deep Research Agent | 1 | ✅ 100% | 0 | 13 | 4,917,728 | 4,917,728 |
| Ubuntu Actions Image Analyzer | 1 | ✅ 100% | 0 | 11 | 4,753,764 | 4,753,764 |
| jsweep - JavaScript Unbloater | 2 | ✅ 100% | 1 | 24 | 3,958,089 | 1,979,045 |
| Documentation Noob Tester | 1 | ✅ 100% | 0 | 17 | 3,207,482 | 3,207,482 |
| CI Optimization Coach | 1 | ✅ 100% | 0 | 16 | 2,834,774 | 2,834,774 |
*Contribution Check: all 6 completed, but 3 runs had errors (50% error rate).
Key Insights
🔴 Reliability hotspot: Contribution Check — 3 errors across 6 runs (50% error rate). Highest error-bearing workflow by ratio.
🟡 Execution drift: Auto-Triage Issues — turns varied from 3 to 88 across 12 runs (avg 17.8). Suggests unstable prompt or changing task shape.
🟡 Capability friction: Smoke Copilot — 4 missing tool events across 10 runs; highest missing-tool count in the period.
🟠 Resource intensity: CI Cleaner — consumed 16.4M tokens in a single 46-minute run, making it the single most token-intensive workflow today. One-off runs like this are candidates for audit.
Token Breakdown by Model
Token-level data was not available — token-usage-merged.jsonl was empty (firewall audit log artifacts not downloaded or not generated for this period).
All Workflows — Full Statistics
| Workflow | Runs | Completed | Errors | Action Min | Total Tokens | Avg Tokens/Run | Success % |
|---|---|---|---|---|---|---|---|
| CI Cleaner | 1 | 1 | 0 | 46 | 16,443,346 | 16,443,346 | 100% |
| Auto-Triage Issues | 12 | 12 | 1 | 85 | 10,458,940 | 871,578 | 100% |
| Daily Syntax Error Quality Check | 1 | 1 | 0 | 22 | 8,573,807 | 8,573,807 | 100% |
| Contribution Check | 6 | 6 | 3 | 45 | 6,652,731 | 1,108,789 | 100% |
| Workflow Health Manager - Meta-Orchestrator | 1 | 1 | 0 | 15 | 5,105,676 | 5,105,676 | 100% |
| Copilot CLI Deep Research Agent | 1 | 1 | 0 | 13 | 4,917,728 | 4,917,728 | 100% |
| Ubuntu Actions Image Analyzer | 1 | 1 | 0 | 11 | 4,753,764 | 4,753,764 | 100% |
| jsweep - JavaScript Unbloater | 2 | 2 | 1 | 24 | 3,958,089 | 1,979,045 | 100% |
| Documentation Noob Tester | 1 | 1 | 0 | 17 | 3,207,482 | 3,207,482 | 100% |
| CI Optimization Coach | 1 | 1 | 0 | 16 | 2,834,774 | 2,834,774 | 100% |
| Daily Testify Uber Super Expert | 1 | 1 | 0 | 9 | 2,723,688 | 2,723,688 | 100% |
| Daily Community Attribution Updater | 1 | 1 | 0 | 10 | 2,463,772 | 2,463,772 | 100% |
| Issue Monster | 10 | 9 | 1 | 51 | 2,342,198 | 234,220 | 90% |
| CLI Consistency Checker | 1 | 1 | 0 | 11 | 2,144,195 | 2,144,195 | 100% |
| Glossary Maintainer | 1 | 1 | 0 | 11 | 1,998,099 | 1,998,099 | 100% |
| Release | 2 | 2 | 0 | 50 | 1,959,876 | 979,938 | 100% |
| Daily Compiler Quality Check | 1 | 1 | 0 | 10 | 1,716,207 | 1,716,207 | 100% |
| Daily Copilot Token Consumption Report | 1 | 1 | 0 | 23 | 1,687,482 | 1,687,482 | 100% |
| Dead Code Removal Agent | 1 | 1 | 0 | 12 | 1,660,762 | 1,660,762 | 100% |
| Daily MCP Tool Concurrency Analysis | 1 | 1 | 0 | 10 | 1,599,535 | 1,599,535 | 100% |
| Smoke Multi PR | 1 | 1 | 0 | 8 | 1,572,916 | 1,572,916 | 100% |
| PR Triage Agent | 5 | 4 | 0 | 21 | 1,531,582 | 306,316 | 80% |
| Copilot PR Conversation NLP Analysis | 1 | 1 | 0 | 21 | 1,464,512 | 1,464,512 | 100% |
| Delight | 1 | 1 | 0 | 8 | 1,399,661 | 1,399,661 | 100% |
| The Daily Repository Chronicle | 1 | 1 | 0 | 9 | 1,376,817 | 1,376,817 | 100% |
| Agent Container Smoke Test | 10 | 10 | 4 | 48 | 1,288,339 | 128,834 | 100% |
| Slide Deck Maintainer | 1 | 1 | 0 | 8 | 1,110,792 | 1,110,792 | 100% |
| Terminal Stylist | 1 | 1 | 0 | 8 | 1,049,087 | 1,049,087 | 100% |
| Dependabot Dependency Checker | 1 | 1 | 0 | 7 | 1,036,283 | 1,036,283 | 100% |
| Daily Malicious Code Scan Agent | 1 | 1 | 0 | 6 | 1,031,460 | 1,031,460 | 100% |
| Architecture Diagram Generator | 1 | 1 | 0 | 10 | 988,352 | 988,352 | 100% |
| Dev | 1 | 1 | 0 | 10 | 930,607 | 930,607 | 100% |
| Code Simplifier | 1 | 1 | 0 | 6 | 795,839 | 795,839 | 100% |
| Daily Copilot PR Merged Report | 1 | 1 | 0 | 8 | 765,677 | 765,677 | 100% |
| Daily CLI Performance Agent | 1 | 1 | 0 | 7 | 719,563 | 719,563 | 100% |
| Daily Project Performance Summary Generator (MCP Scripts) | 1 | 1 | 0 | 8 | 686,971 | 686,971 | 100% |
| Repository Quality Improvement Agent | 1 | 1 | 0 | 8 | 655,617 | 655,617 | 100% |
| Draft PR Cleanup | 1 | 1 | 0 | 5 | 528,374 | 528,374 | 100% |
| Daily Workflow Updater | 1 | 1 | 0 | 7 | 516,647 | 516,647 | 100% |
| Daily Secrets Analysis Agent | 1 | 1 | 0 | 6 | 507,358 | 507,358 | 100% |
| Daily Regulatory Report Generator | 1 | 1 | 0 | 6 | 503,087 | 503,087 | 100% |
| Daily Safe Output Integrator | 1 | 1 | 0 | 5 | 469,513 | 469,513 | 100% |
| GPL Dependency Cleaner (gpclean) | 1 | 1 | 0 | 5 | 417,598 | 417,598 | 100% |
| Sub-Issue Closer | 1 | 1 | 0 | 6 | 391,164 | 391,164 | 100% |
| Copilot PR Prompt Pattern Analysis | 1 | 1 | 0 | 6 | 387,121 | 387,121 | 100% |
| Daily Semgrep Scan | 1 | 1 | 0 | 5 | 349,942 | 349,942 | 100% |
| Smoke Project | 1 | 1 | 1 | 6 | 322,093 | 322,093 | 100% |
| Plan Command | 2 | 2 | 0 | 9 | 297,359 | 148,680 | 100% |
| The Great Escapi | 1 | 1 | 1 | 5 | 283,155 | 283,155 | 100% |
| Smoke Service Ports | 1 | 1 | 0 | 5 | 281,838 | 281,838 | 100% |
| Issue Triage Agent | 1 | 1 | 0 | 5 | 276,097 | 276,097 | 100% |
| Dependabot Burner | 1 | 1 | 0 | 5 | 215,293 | 215,293 | 100% |
| Constraint Solving — Problem of the Day | 1 | 1 | 0 | 5 | 193,656 | 193,656 | 100% |
| Copilot Token Optimizer | 2 | 2 | 0 | 11 | 158,721 | 79,361 | 100% |
| Claude Token Optimizer | 1 | 1 | 0 | 5 | 156,590 | 156,590 | 100% |
| Claude Token Usage Analyzer | 1 | 1 | 0 | 4 | 153,113 | 153,113 | 100% |
| Copilot Token Usage Analyzer | 3 | 2 | 1 | 19 | 151,582 | 50,527 | 67% |
| Smoke Temporary ID | 1 | 1 | 0 | 5 | 146,939 | 146,939 | 100% |
| GitHub Remote MCP Authentication Test | 1 | 1 | 1 | 4 | 98,493 | 98,493 | 100% |
| Workflow Normalizer | 1 | 1 | 0 | 8 | — | — | 100% |
| Super Linter Report | 1 | 1 | 1 | 3 | — | — | 100% |
| Smoke Update Cross-Repo PR | 2 | 2 | 2 | 5 | — | — | 100% |
| Smoke Create Cross-Repo PR | 2 | 2 | 2 | 6 | — | — | 100% |
| Smoke Copilot ARM64 | 1 | 1 | 5 | 7 | — | — | 100% |
| Smoke Copilot | 10 | 10 | 2 | 93 | — | — | 100% |
| Q | 2 | 2 | 1 | 19 | — | — | 100% |
| Metrics Collector - Infrastructure Agent | 1 | 1 | 0 | 9 | — | — | 100% |
| Daily News | 1 | 1 | 1 | 5 | — | — | 100% |
| Daily Firewall Logs Collector and Reporter | 1 | 1 | 0 | 17 | — | — | 100% |
| Daily DIFC Integrity-Filtered Events Analyzer | 1 | 1 | 0 | 28 | — | — | 100% |
| Daily CLI Tools Exploratory Tester | 1 | 1 | 0 | 11 | — | — | 100% |
| Agent Persona Explorer | 1 | 1 | 0 | 15 | — | — | 100% |
| Agent Performance Analyzer - Meta-Orchestrator | 1 | 1 | 0 | 17 | — | — | 100% |
Optimization Opportunities
- CI Cleaner — Single run consumed 16.4M tokens in 46 minutes. Audit the prompt to understand scope creep; consider adding a token budget or chunking strategy.
- Contribution Check — 50% error rate (3/6 runs). Token investment is wasted on failing runs; fix underlying reliability issue to improve ROI.
- Auto-Triage Issues — High turn variance (3–88, avg 17.8) across 12 daily runs suggests prompt instability. Investigate what drives high-turn runs to normalize cost.
- Daily Syntax Error Quality Check — 8.6M tokens in a single run; consider whether this frequency/scope is warranted or if it can be scoped more narrowly.
- Smoke Copilot — 4 missing tool events across 10 runs (highest missing-tool count); fix tool configuration to eliminate wasted retry cycles.
References:
- Triggered by: §23957178998
- Top run — CI Cleaner: §23915974830
- Top run — Daily Syntax Error QC: §23943220569
Generated by Copilot Token Usage Analyzer · ● 742.6K · ◷
- expires on Apr 5, 2026, 6:37 PM UTC