📊 Daily Copilot Token Consumption Report - 2026-01-06

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Executive Summary

Over the last 30 days, Copilot-powered agentic workflows consumed 83,591,639 tokens at an estimated cost of $835.92, across 161 workflow runs covering 47 unique workflows.

Key Highlights:

• Highest consuming workflow: Tidy (14,191,564 tokens, $141.92)
• Most active workflow: Issue Monster (34 runs)
• Average cost per run: $5.19
• Average tokens per run: 519,203

Full Report Details

📈 Token Usage Analysis

Overview Statistics

Metric	Value
Total Tokens Consumed	83,591,639
Total Estimated Cost	$835.92
Total Workflow Runs	161
Unique Workflows	47
Average Tokens per Run	519,203
Average Cost per Run	$5.19

Cost Distribution

The top 3 workflows account for $318.81 (38.1% of total cost):

1. Tidy: $141.92 (17.0%)
2. CI Cleaner: $92.57 (11.1%)
3. Spec-Kit Execute: $84.33 (10.1%)

🏆 Top 10 Workflows by Token Consumption

Rank	Workflow	Total Tokens	Total Cost	Runs	Avg Tokens/Run	Avg Cost/Run	Success Rate
1	Tidy	14,191,564	$141.92	22	645,071	$6.45	91%
2	CI Cleaner	9,256,689	$92.57	2	4,628,344	$46.28	100%
3	Spec-Kit Execute	8,432,905	$84.33	6	1,405,484	$14.05	100%
4	Example: Custom Error Patterns	3,942,903	$39.43	4	985,726	$9.86	100%
5	Issue Monster	3,844,920	$38.45	34	113,086	$1.13	79%
6	Agent Performance Analyzer - Meta-Orchestrator	3,575,878	$35.76	2	1,787,939	$17.88	100%
7	Ubuntu Actions Image Analyzer	2,874,664	$28.75	1	2,874,664	$28.75	100%
8	Daily Malicious Code Scan Agent	2,419,797	$24.20	2	1,209,898	$12.10	100%
9	Layout Specification Maintainer	2,265,458	$22.65	2	1,132,729	$11.33	50%
10	jsweep - JavaScript Unbloater	2,177,380	$21.77	1	2,177,380	$21.77	100%

📊 Complete Workflow Statistics

View All 47 Workflows

Workflow	Total Tokens	Total Cost	Runs	Avg Tokens	Avg Cost	Success	Failed
Tidy	14,191,564	$141.92	22	645,071	$6.45	20	0
CI Cleaner	9,256,689	$92.57	2	4,628,344	$46.28	2	0
Spec-Kit Execute	8,432,905	$84.33	6	1,405,484	$14.05	6	0
Example: Custom Error Patterns	3,942,903	$39.43	4	985,726	$9.86	4	0
Issue Monster	3,844,920	$38.45	34	113,086	$1.13	27	7
Agent Performance Analyzer - Meta-Orchestrator	3,575,878	$35.76	2	1,787,939	$17.88	2	0
Ubuntu Actions Image Analyzer	2,874,664	$28.75	1	2,874,664	$28.75	1	0
Daily Malicious Code Scan Agent	2,419,797	$24.20	2	1,209,898	$12.10	2	0
Layout Specification Maintainer	2,265,458	$22.65	2	1,132,729	$11.33	1	1
jsweep - JavaScript Unbloater	2,177,380	$21.77	1	2,177,380	$21.77	1	0
Smoke Copilot	2,144,417	$21.44	14	153,173	$1.53	8	6
Daily News	2,062,976	$20.63	2	1,031,488	$10.31	2	0
The Great Escapi	2,009,056	$20.09	2	1,004,528	$10.05	1	1
Workflow Health Manager - Meta-Orchestrator	1,750,089	$17.50	2	875,044	$8.75	1	1
Slide Deck Maintainer	1,721,418	$17.21	1	1,721,418	$17.21	1	0
Smoke Copilot Playwright	1,430,758	$14.31	8	178,845	$1.79	6	2
Smoke Copilot No Firewall	1,401,689	$14.02	8	175,211	$1.75	8	0
Glossary Maintainer	1,211,982	$12.12	2	605,991	$6.06	1	1
Daily Workflow Updater	1,181,318	$11.81	2	590,659	$5.91	2	0
Smoke Copilot Safe Inputs	1,122,138	$11.22	9	124,682	$1.25	7	2
Breaking Change Checker	958,958	$9.59	1	958,958	$9.59	1	0
Campaign: Documentation Quality & Maintenance (Project 73)	872,679	$8.73	2	436,340	$4.36	2	0
CLI Consistency Checker	870,674	$8.71	1	870,674	$8.71	1	0
Campaign: File Size Reduction (Project 71)	829,360	$8.29	2	414,680	$4.15	2	0
Spec Kit Executor	811,144	$8.11	2	405,572	$4.06	0	2
CI Optimization Coach	782,957	$7.83	1	782,957	$7.83	1	0
Daily File Diet	770,145	$7.70	1	770,145	$7.70	1	0
Daily Firewall Logs Collector and Reporter	733,691	$7.34	1	733,691	$7.34	1	0
Metrics Collector - Infrastructure Agent	726,057	$7.26	1	726,057	$7.26	1	0
Documentation Noob Tester	701,963	$7.02	2	350,982	$3.51	1	1
Automated Portfolio Analyst	665,503	$6.66	1	665,503	$6.66	1	0
Sub-Issue Closer	622,659	$6.23	2	311,330	$3.11	2	0
Repository Quality Improvement Agent	621,018	$6.21	1	621,018	$6.21	1	0
Daily Copilot Token Consumption Report	552,897	$5.53	1	552,897	$5.53	1	0
Auto-Assign Issue	497,359	$4.97	2	248,680	$2.49	2	0
Copilot PR Prompt Pattern Analysis	476,502	$4.77	1	476,502	$4.77	1	0
MCP Inspector Agent	455,470	$4.55	1	455,470	$4.55	1	0
Dependabot Dependency Checker	428,791	$4.29	1	428,791	$4.29	1	0
Terminal Stylist	408,019	$4.08	2	204,010	$2.04	1	1
Issue Template Optimizer	407,128	$4.07	1	407,128	$4.07	1	0
Daily CLI Performance Agent	330,123	$3.30	1	330,123	$3.30	1	0
Organization Health Report	228,040	$2.28	1	228,040	$2.28	1	0
Issue Triage Agent	201,914	$2.02	1	201,914	$2.02	1	0
Campaign Generator	189,557	$1.90	2	94,778	$0.95	2	0
Release	180,683	$1.81	1	180,683	$1.81	1	0
Repository Tree Map Generator	172,532	$1.73	1	172,532	$1.73	1	0
AI Moderator	77,817	$0.78	1	77,817	$0.78	1	0

💡 Insights & Recommendations

High-Cost Workflows Analysis

1. Tidy - $141.92 (17.0% of total)

• Token Consumption: 14,191,564 tokens across 22 runs
• Average per Run: 645,071 tokens ($6.45)
• Success Rate: 91% (20/22 successful)
• 📊 Observation: High frequency workflow running frequently
• 💡 Recommendation: Monitor for repetitive operations that could be optimized or cached

2. CI Cleaner - $92.57 (11.1% of total)

• Token Consumption: 9,256,689 tokens across 2 runs
• Average per Run: 4,628,344 tokens ($46.28)
• Success Rate: 100% (2/2 successful)
• ⚠️ Observation: Very high average token usage per run suggests complex multi-turn conversations
• 💡 Recommendation: Consider breaking down into smaller, focused workflows or optimizing prompt efficiency

3. Spec-Kit Execute - $84.33 (10.1% of total)

• Token Consumption: 8,432,905 tokens across 6 runs
• Average per Run: 1,405,484 tokens ($14.05)
• Success Rate: 100% (6/6 successful)
• ⚠️ Observation: Very high average token usage per run suggests complex multi-turn conversations
• 💡 Recommendation: Consider breaking down into smaller, focused workflows or optimizing prompt efficiency

Optimization Opportunities

1. Token Efficiency Improvements

The following workflows have low success rates but high token consumption:

• Spec Kit Executor: 0% success rate, 811,144 tokens consumed
  • Potential Savings: Improving success rate could reduce wasted token consumption
  • Action: Review error logs and optimize workflow logic

2. High-Frequency Workflow Review

Workflows running 10+ times account for $201.81 (24.1% of total cost):

• Issue Monster: 34 runs, $38.45
• Tidy: 22 runs, $141.92
• Smoke Copilot: 14 runs, $21.44

Action: Review scheduling and triggers for high-frequency workflows to ensure optimal run frequency.

3. Single-Run High-Cost Workflows

Some workflows ran only once but consumed significant tokens:

• Ubuntu Actions Image Analyzer: $28.75 (2,874,664 tokens) in single run
• jsweep - JavaScript Unbloater: $21.77 (2,177,380 tokens) in single run
• Slide Deck Maintainer: $17.21 (1,721,418 tokens) in single run

Action: Evaluate if these one-time operations could be optimized or reused.

📅 Period Summary

This report covers workflow runs from the last 30 days captured in the audit logs.

Report Statistics:

• Analysis Date: 2026-01-06
• Data Points: 161 workflow runs
• Workflows Analyzed: 47 unique workflows
• Cost Estimation Model: $0.01 per 1,000 tokens (approximate)

🔧 Methodology

• Data Source: Pre-downloaded workflow run logs from GitHub Actions
• Engine Filter: Copilot engine workflows only
• Storage: Historical data stored in repo memory at memory/token-metrics/
• Cost Estimation: Based on approximate Copilot token pricing
• Success Metrics: Based on workflow conclusion status (success/failure)

📝 Data Quality Notes

• Token usage data available for 47 out of 47 workflows
• Some workflows may have runs without token metrics reported
• Cost estimates are approximate and based on standard pricing models
• Historical trend data will accumulate with daily reports

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Report Generated: 2026-01-06 11:17:04 UTC
Next Report: Tomorrow (weekdays only)

AI generated by Daily Copilot Token Consumption Report

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This discussion was automatically closed because it expired on 2026-01-09T11:19:10.717Z.