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 |
⚠️ 100%* |
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:
Generated by Copilot Token Usage Analyzer · ● 742.6K · ◷
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
*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.jsonlwas empty (firewall audit log artifacts not downloaded or not generated for this period).All Workflows — Full Statistics
Optimization Opportunities
References: