📊 Daily Copilot Token Consumption Report - 2025-12-26

[github-actions[bot]]

Executive Summary

Over the last 30 days, Copilot-powered agentic workflows consumed 133,075,886 tokens at an estimated cost of $2.66, across 341 workflow runs covering 42 unique workflows.

Key Highlights:

• Highest consuming workflow: CI Cleaner (22,926,413 tokens, $0.46)
• Most active workflow: AI Moderator (75 runs)
• Average cost per run: $0.0078
• Trend: Token usage is stable by 0.0% compared to previous day

Full Report Details

📈 Token Usage Trends

Historical Overview (5 days of data)

Date	Total Tokens	Total Runs	Avg Tokens/Run	Estimated Cost
2025-12-23	159,615,541	402	397,054	$3.19
2025-12-24	98,822,207	256	386,024	$1.98
2025-12-25	129,922,734	302	430,208	$2.60
2025-12-26	133,075,886	341	390,252	$2.66
2025-12-26	133,075,886	341	390,252	$2.66

Trend Analysis:

• Last 7 days average: 133,075,886 tokens/day ($2.66/day)
• Daily run volume: 341 runs/day average
• Token efficiency: Stable

🏆 Top Workflows by Token Consumption

Top 10 Workflows

Rank	Workflow	Total Tokens	Total Cost	Runs	Avg Tokens/Run	Avg Cost/Run	% of Total
1	CI Cleaner	22,926,413	$0.46	8	2,865,802	$0.0573	17.2%
2	Tidy	13,541,602	$0.27	35	386,903	$0.0077	10.2%
3	Issue Monster	11,169,176	$0.22	47	237,642	$0.0048	8.4%
4	Spec-Kit Execute	8,764,107	$0.18	10	876,411	$0.0175	6.6%
5	Smoke Copilot No Firewall	8,321,571	$0.17	25	332,863	$0.0067	6.3%
6	The Great Escapi	5,927,323	$0.12	3	1,975,774	$0.0395	4.5%
7	CLI Consistency Checker	4,693,892	$0.09	3	1,564,631	$0.0313	3.5%
8	Artifacts Summary	4,062,207	$0.08	4	1,015,552	$0.0203	3.1%
9	jsweep - JavaScript Unbloater	3,935,520	$0.08	3	1,311,840	$0.0262	3.0%
10	Smoke Copilot Playwright	3,740,327	$0.07	27	138,531	$0.0028	2.8%

📊 Per-Workflow Statistics (All 42 Workflows)

View All Workflows

Workflow	Total Tokens	Total Cost	Runs	Avg Tokens	Avg Cost	Avg Duration
CI Cleaner	22,926,413	$0.46	8	2,865,802	$0.0573	11.8m
Tidy	13,541,602	$0.27	35	386,903	$0.0077	3.7m
Issue Monster	11,169,176	$0.22	47	237,642	$0.0048	3.1m
Spec-Kit Execute	8,764,107	$0.18	10	876,411	$0.0175	5.6m
Smoke Copilot No Firewall	8,321,571	$0.17	25	332,863	$0.0067	2.8m
The Great Escapi	5,927,323	$0.12	3	1,975,774	$0.0395	7.7m
CLI Consistency Checker	4,693,892	$0.09	3	1,564,631	$0.0313	6.5m
Artifacts Summary	4,062,207	$0.08	4	1,015,552	$0.0203	5.0m
jsweep - JavaScript Unbloater	3,935,520	$0.08	3	1,311,840	$0.0262	6.0m
Smoke Copilot Playwright	3,740,327	$0.07	27	138,531	$0.0028	3.3m
Layout Specification Maintainer	3,694,190	$0.07	3	1,231,397	$0.0246	7.1m
Daily Malicious Code Scan Agent	3,437,870	$0.07	3	1,145,957	$0.0229	4.4m
Glossary Maintainer	3,173,242	$0.06	3	1,057,747	$0.0212	4.9m
Daily News	2,788,099	$0.06	4	697,025	$0.0139	6.5m
Agent Performance Analyzer - Meta-Orchestrator	2,605,752	$0.05	3	868,584	$0.0174	7.2m
Q	2,490,155	$0.05	1	2,490,155	$0.0498	10.0m
AI Moderator	2,382,631	$0.05	75	31,768	$0.0006	2.2m
Documentation Noob Tester	2,006,910	$0.04	3	668,970	$0.0134	6.8m
Smoke Copilot	1,972,260	$0.04	14	140,876	$0.0028	2.1m
Spec Kit Executor	1,853,678	$0.04	3	617,893	$0.0124	4.5m
Daily Copilot Token Consumption Report	1,822,939	$0.04	2	911,470	$0.0182	19.4m
Sub-Issue Closer	1,793,482	$0.04	3	597,827	$0.0120	3.1m
Breaking Change Checker	1,419,395	$0.03	2	709,698	$0.0142	5.2m
Slide Deck Maintainer	1,375,373	$0.03	2	687,686	$0.0138	6.1m
Daily Firewall Logs Collector and Reporter	1,374,211	$0.03	2	687,106	$0.0137	7.0m
Repository Quality Improvement Agent	1,286,299	$0.03	2	643,150	$0.0129	8.1m
Auto-Assign Issue	1,071,851	$0.02	3	357,284	$0.0071	2.5m
Smoke Copilot Safe Inputs	1,019,534	$0.02	19	53,660	$0.0011	2.2m
Workflow Health Manager - Meta-Orchestrator	993,281	$0.02	2	496,640	$0.0099	5.3m
CI Optimization Coach	966,201	$0.02	1	966,201	$0.0193	10.5m
Campaign Manager - Meta-Orchestrator	931,108	$0.02	3	310,369	$0.0062	4.7m
The Daily Repository Chronicle	875,547	$0.02	2	437,774	$0.0088	26.1m
Go File Size Reduction Campaign (Project 64)	748,670	$0.01	2	374,335	$0.0075	3.5m
Copilot PR Prompt Pattern Analysis	700,281	$0.01	2	350,140	$0.0070	5.2m
Plan Command	689,577	$0.01	5	137,915	$0.0028	3.8m
Daily Workflow Updater	500,752	$0.01	2	250,376	$0.0050	2.5m
Daily Team Status	472,892	$0.01	2	236,446	$0.0047	2.7m
Issue Triage Agent	426,134	$0.01	2	213,067	$0.0043	3.0m
Dependabot Dependency Checker	396,343	$0.01	2	198,172	$0.0040	2.9m
Daily Copilot PR Merged Report	308,289	$0.01	2	154,144	$0.0031	2.8m
Metrics Collector - Infrastructure Agent	258,178	$0.01	1	258,178	$0.0052	2.4m
Playground: Org project update issue	158,624	$0.00	1	158,624	$0.0032	2.4m

💡 Insights & Recommendations

High-Cost Workflows

The following workflows account for the majority of token consumption:

1. CI Cleaner - $0.46 (17.2% of total)

   • Runs: 8 executions
   • Avg per run: 2,865,802 tokens ($0.0573)
   • Observation: High token usage per run
   • Recommendation: Consider optimizing prompts and context to reduce token consumption

2. Tidy - $0.27 (10.2% of total)

   • Runs: 35 executions
   • Avg per run: 386,903 tokens ($0.0077)
   • Observation: Moderate token usage per run
   • Recommendation: Current usage is efficient

3. Issue Monster - $0.22 (8.4% of total)

   • Runs: 47 executions
   • Avg per run: 237,642 tokens ($0.0048)
   • Observation: Moderate token usage per run
   • Recommendation: Current usage is efficient

Top 3 workflows account for 35.8% of total consumption

Efficiency Analysis

Most Efficient Workflows (lowest tokens per run):

• AI Moderator: 31,768 tokens/run ($0.0006/run)
• Smoke Copilot Safe Inputs: 53,660 tokens/run ($0.0011/run)
• Plan Command: 137,915 tokens/run ($0.0028/run)

Least Efficient Workflows (highest tokens per run):

• CLI Consistency Checker: 1,564,631 tokens/run ($0.0313/run)
• The Great Escapi: 1,975,774 tokens/run ($0.0395/run)
• CI Cleaner: 2,865,802 tokens/run ($0.0573/run)

Optimization Opportunities

1. High-volume workflows: Focus on CI Cleaner, Tidy, and Issue Monster

   • Potential Savings: Reducing consumption by 20% could save ~$0.53/period
   • Action: Review prompts, reduce unnecessary context, optimize tool usage

2. Inefficient workflows: CI Cleaner

   • Issue: High token consumption per run
   • Action: Analyze why this workflow uses more tokens and optimize accordingly

📅 Historical Comparison

Metric	Today	Previous Day	Change	Last 7 Days Avg
Total Tokens	133,075,886	133,075,886	+0.0%	133,075,886
Total Cost	$2.66	$2.66	+0.0%	$2.66
Total Runs	341	341	+0.0%	341
Avg Cost/Run	$0.0078	$0.0078	+0.0%	$0.0078

🔧 Methodology

• Data Source: GitHub Actions workflow run artifacts from last 30 days
• Engine Filter: Copilot engine only
• Cache Storage: /tmp/gh-aw/cache-memory/token-metrics/
• Analysis Date: 2025-12-26T11:21:19.980770
• Historical Data: 5 days of trend data
• Cost Model: Estimated at $0.02 per 1M tokens (actual Copilot pricing may vary)
• Total Runs Analyzed: 341 workflow executions
• Unique Workflows: 42

📊 Data Quality Notes

• Cost estimates are based on approximate Copilot token pricing
• Turn count data not available in current log format
• Some workflow runs may have incomplete metadata
• Historical data available since 2025-12-23

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Generated by Daily Copilot Token Consumption Report
Next report: Tomorrow at 11 AM UTC (weekdays only)

AI generated by Daily Copilot Token Consumption Report

[pelikhan]

/q use repo-memory instead of cache-memory

[github-actions[bot]]

🎩 Mission equipment ready! Q has optimized your workflow. Use wisely, 007! 🔫

[github-actions[bot]]

✅ Migration Complete: cache-memory → repo-memory

I've successfully migrated 8 daily reporting workflows from cache-memory (7-day retention) to repo-memory (unlimited retention) as requested.

📊 Workflows Migrated

Workflow	Memory Branch	Purpose
Daily Copilot Token Report	memory/token-metrics	Token consumption trends (2MB limit)
Audit Workflows	memory/audit-workflows	Workflow audit history (1MB)
Copilot Agent Analysis	memory/copilot-agent-analysis	Agent usage patterns (1MB)
Copilot PR NLP Analysis	memory/nlp-analysis	NLP analysis history (1MB)
Copilot PR Prompt Analysis	memory/prompt-analysis	Prompt patterns (1MB)
Copilot Session Insights	memory/session-insights	Session metrics (1MB)
Daily Code Metrics	memory/code-metrics	Code quality trends (1MB)
Daily News	memory/daily-news	News digest data (512KB)

🎯 Key Benefits

• ✅ Unlimited retention via Git branches (no more 7-day expiration)
• ✅ Version control for historical data tracking
• ✅ Better trend analysis with complete historical datasets
• ✅ No cache eviction - data persists indefinitely
• ✅ Audit trail through Git history

🔧 Technical Changes

Configuration migration:

# Before
tools:
  cache-memory: true

# After
tools:
  repo-memory:
    branch-name: memory/token-metrics
    description: "Historical Copilot token consumption data"
    file-glob: ["*.json", "*.jsonl", "*.csv"]
    max-file-size: 2097152  # 2MB

Path updates:

• Before: /tmp/gh-aw/cache-memory/
• After: /tmp/gh-aw/repo-memory-default/memory/default/

📝 Pull Request

Created PR with all changes: The pull request will automatically compile lock files and enable memory branches on first workflow run.

⏭️ Next Steps

After merge:

1. Memory branches will be auto-created on first workflow run
2. Historical data will start accumulating in Git branches
3. Workflows will have access to unlimited historical data for trend analysis

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Migration performed by Q - Agentic Workflow Optimizer

🎩 Equipped by Q fer issue #discussion #7727 🗺️