📊 Daily Copilot Token Consumption Report - 2025-12-24

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Executive Summary

Over the last 30 days, Copilot-powered agentic workflows consumed 98,822,207 tokens across 256 workflow runs covering 44 unique workflows.

Key Highlights:

• Highest consuming workflow: CI Cleaner (29,940,067 tokens)
• Most active workflow: AI Moderator (75 runs)
• Average tokens per run: 386,024
• Total workflow executions: 256

Note: Cost data is currently $0.00 across all runs, suggesting token costs may not be tracked in the current metrics or workflows are running under a free tier.

Full Report Details

🏆 Top 10 Workflows by Token Consumption

Detailed Breakdown

Rank	Workflow	Total Tokens	Total Cost	Runs	Avg Tokens/Run	Avg Cost/Run	% of Total
1	CI Cleaner	29,940,067	$0.00	17	1,761,180	$0.0000	30.3%
2	Issue Monster	7,526,158	$0.00	27	278,746	$0.0000	7.6%
3	Smoke Copilot No Firewall	6,227,267	$0.00	16	389,204	$0.0000	6.3%
4	Dev Hawk	6,210,938	$0.00	11	564,630	$0.0000	6.3%
5	Tidy	5,340,444	$0.00	16	333,777	$0.0000	5.4%
6	Spec-Kit Execute	4,123,050	$0.00	7	589,007	$0.0000	4.2%
7	Layout Specification Maintainer	3,191,999	$0.00	2	1,595,999	$0.0000	3.2%
8	Artifacts Summary	2,636,698	$0.00	2	1,318,349	$0.0000	2.7%
9	The Great Escapi	2,586,996	$0.00	2	1,293,498	$0.0000	2.6%
10	AI Moderator	2,426,951	$0.00	75	32,359	$0.0000	2.5%

Key Observations

CI Cleaner dominates token consumption with nearly 30 million tokens (30.3% of total), suggesting this workflow performs extensive operations. With 17 runs, it averages ~1.76M tokens per execution.

Issue Monster is the second highest consumer with 7.5M tokens across 27 runs (~278K per run), indicating moderate complexity per execution but high frequency.

AI Moderator is the most active workflow with 75 runs but relatively low token consumption (2.4M total, ~32K per run), suggesting it handles quick, focused tasks.

📊 Complete Workflow Statistics

All 44 workflows ranked by total token consumption:

View All Workflows

Rank	Workflow	Total Tokens	Total Cost	Runs	Avg Tokens	Avg Cost	Errors	Warnings	Avg Duration
1	CI Cleaner	29,940,067	$0.00	17	1,761,180	$0.0000	72	34	9.2m
2	Issue Monster	7,526,158	$0.00	27	278,746	$0.0000	61	61	3.2m
3	Smoke Copilot No Firewall	6,227,267	$0.00	16	389,204	$0.0000	90	4	2.8m
4	Dev Hawk	6,210,938	$0.00	11	564,630	$0.0000	438	363	10.3m
5	Tidy	5,340,444	$0.00	16	333,777	$0.0000	58	63	3.4m
6	Spec-Kit Execute	4,123,050	$0.00	7	589,007	$0.0000	81	112	4.3m
7	Layout Specification Maintainer	3,191,999	$0.00	2	1,595,999	$0.0000	16	13	7.0m
8	Artifacts Summary	2,636,698	$0.00	2	1,318,349	$0.0000	36	8	5.8m
9	The Great Escapi	2,586,996	$0.00	2	1,293,498	$0.0000	22	13	7.8m
10	AI Moderator	2,426,951	$0.00	75	32,359	$0.0000	4	150	2.1m
11	Daily News	1,958,577	$0.00	3	652,859	$0.0000	12	9	6.8m
12	Dev	1,791,481	$0.00	16	111,967	$0.0000	28	36	2.4m
13	Documentation Noob Tester	1,675,015	$0.00	2	837,507	$0.0000	7	7	7.2m
14	CLI Consistency Checker	1,664,442	$0.00	1	1,664,442	$0.0000	1	2	6.8m
15	Glossary Maintainer	1,418,771	$0.00	2	709,385	$0.0000	21	22	4.8m
16	Smoke Copilot Playwright	1,392,358	$0.00	10	139,235	$0.0000	99	30	2.9m
17	CI Optimization Coach	1,351,735	$0.00	1	1,351,735	$0.0000	1	5	11.9m
18	Q	1,342,616	$0.00	1	1,342,616	$0.0000	6	3	11.8m
19	Sub-Issue Closer	1,287,395	$0.00	2	643,697	$0.0000	12	12	2.9m
20	Slide Deck Maintainer	1,081,512	$0.00	2	540,756	$0.0000	14	12	5.0m
21	Spec Kit Executor	1,005,558	$0.00	2	502,779	$0.0000	9	14	4.2m
22	Agent Performance Analyzer - Meta-Orchestrator	995,828	$0.00	1	995,828	$0.0000	40	52	5.4m
23	The Daily Repository Chronicle	972,125	$0.00	1	972,125	$0.00	82	95	8.6m
24	Daily Malicious Code Scan Agent	922,978	$0.00	1	922,978	$0.0000	6	12	5.3m
25	Go File Size Reduction Campaign (Project 64)	855,195	$0.00	2	427,597	$0.0000	3	7	3.8m
26	Auto-Assign Issue	760,085	$0.00	2	380,042	$0.0000	7	8	2.5m
27	jsweep - JavaScript Unbloater	747,322	$0.00	1	747,322	$0.0000	9	8	5.0m
28	Workflow Health Manager - Meta-Orchestrator	713,518	$0.00	1	713,518	$0.0000	17	21	5.8m
29	Smoke Copilot Safe Inputs	682,388	$0.00	10	68,238	$0.0000	45	30	2.3m
30	Breaking Change Checker	675,649	$0.00	1	675,649	$0.0000	0	2	4.7m
31	Daily File Diet	585,226	$0.00	1	585,226	$0.0000	5	2	5.4m
32	Daily Copilot Token Consumption Report	556,962	$0.00	1	556,962	$0.0000	2	2	29.0m
33	Playground: Org project update issue	522,415	$0.00	2	261,207	$0.0000	1	5	2.5m
34	MCP Inspector Agent	506,799	$0.00	1	506,799	$0.0000	6	6	8.7m
35	Plan Command	503,109	$0.00	4	125,777	$0.0000	3	11	4.0m
36	Smoke Copilot	421,501	$0.00	2	210,750	$0.0000	16	6	2.2m
37	Daily Firewall Logs Collector and Reporter	403,676	$0.00	1	403,676	$0.0000	2	3	6.2m
38	Copilot PR Prompt Pattern Analysis	384,702	$0.00	1	384,702	$0.0000	1	2	5.9m
39	Daily Workflow Updater	349,468	$0.00	1	349,468	$0.0000	5	8	2.8m
40	Release	293,451	$0.00	1	293,451	$0.0000	0	2	10.3m
41	Daily Team Status	274,405	$0.00	1	274,405	$0.0000	3	6	3.3m
42	Dependabot Dependency Checker	200,453	$0.00	1	200,453	$0.0000	6	2	2.7m
43	Campaign Manager - Meta-Orchestrator	164,764	$0.00	1	164,764	$0.0000	9	9	3.6m
44	Daily Copilot PR Merged Report	150,160	$0.00	1	150,160	$0.0000	2	3	2.4m

💡 Insights & Recommendations

High-Cost Workflows

The top 3 workflows account for 43.7M tokens (44.2% of total consumption):

1. CI Cleaner - 29.9M tokens (30.3%)

   • Observation: Extremely high per-run consumption (~1.76M tokens)
   • Recommendation: Investigate if CI cleanup operations can be optimized or batched differently. Consider if the scope of each run can be reduced.

2. Issue Monster - 7.5M tokens (7.6%)

   • Observation: High frequency (27 runs) with moderate per-run cost (278K tokens)
   • Recommendation: Review if issue processing can be more targeted or if certain operations can be cached.

3. Smoke Copilot No Firewall - 6.2M tokens (6.3%)

   • Observation: Test/smoke workflow consuming significant resources (16 runs, 389K avg)
   • Recommendation: Ensure smoke tests are not more comprehensive than necessary. Consider if test scope can be reduced.

Optimization Opportunities

1. Reduce CI Cleaner token usage

   • Affected Workflows: CI Cleaner
   • Current: ~1.76M tokens per run
   • Potential Savings: If reduced by 25%, could save ~7.5M tokens over 17 runs
   • Action: Profile the workflow to identify token-intensive operations; consider breaking into smaller, more focused tasks

2. Batch similar operations

   • Affected Workflows: Issue Monster, AI Moderator, Dependabot Dependency Checker
   • Observation: Multiple high-frequency workflows that might benefit from batching
   • Potential Savings: 10-15% reduction through better context reuse
   • Action: Explore batching related issues/PRs in single workflow runs

3. Cache common responses

   • Affected Workflows: All workflows
   • Observation: Many workflows may repeat similar analysis patterns
   • Potential Savings: 5-10% across all workflows
   • Action: Implement response caching for common queries/patterns

Efficiency Metrics

• Token efficiency: Average of 386,024 tokens per workflow run
• High-efficiency workflows: AI Moderator (32K/run), Smoke Copilot Safe Inputs (68K/run)
• Resource-intensive workflows: CI Cleaner (1.76M/run), Layout Specification Maintainer (1.6M/run)
• Run frequency: Ranges from 1 run (many workflows) to 75 runs (AI Moderator)

Activity Patterns

Most Active Workflows (by run count):

1. AI Moderator - 75 runs
2. Issue Monster - 27 runs
3. CI Cleaner - 17 runs
4. Tidy - 16 runs (tie)
5. Smoke Copilot No Firewall - 16 runs (tie)

High-Impact Single Runs:
Several workflows run infrequently but consume significant tokens per execution, suggesting complex, thorough analysis tasks.

📅 Historical Tracking

This report represents a snapshot of the last 30 days of Copilot workflow activity. Historical trend data is now being collected in /tmp/gh-aw/cache-memory/token-metrics/history.jsonl for future comparative analysis.

Future reports will include:

• Week-over-week token consumption trends
• Cost trajectory analysis
• Workflow efficiency improvements over time
• Seasonal patterns in workflow activity

🔧 Methodology

• Data Source: Pre-downloaded workflow logs from last 30 days
• Engine Filter: Copilot engine workflows only
• Total Workflows Analyzed: 44
• Total Runs Analyzed: 256
• Analysis Date: 2025-12-24
• Cache Storage: /tmp/gh-aw/cache-memory/token-metrics/

📊 Data Quality Notes

• Cost Tracking: All workflows show $0.00 cost. This may indicate:
  • Workflows running under free tier or organizational credits
  • Cost tracking not yet implemented in metrics
  • Token costs absorbed at organizational level
• Complete Data: All 256 workflow runs include token usage metrics
• Time Period: Last 30 days of activity
• Workflow Coverage: All 44 active Copilot workflows included

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Report generated on 2025-12-24 | Data: Last 30 days | Total: 98,822,207 tokens across 256 runs

AI generated by Daily Copilot Token Consumption Report

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This discussion was automatically closed because it was created by an agentic workflow more than 3 days ago.