📊 Daily Copilot Token Consumption Report - 2026-02-10

[github-actions[bot]]

Executive Summary

Over the last 30 days, Copilot-powered agentic workflows consumed 220,651,611 tokens at an estimated cost of $220.65, across 437 workflow runs covering 59 unique workflows.

Key Highlights:

• Highest consuming workflow: CI Failure Doctor (60,338,988 tokens, $60.34)
• Most active workflow: Test Dispatcher Workflow (154 runs)
• Average cost per run: $0.5049
• Trend: This is the first daily report - trend analysis will be available after multiple days of data collection

📈 Token Usage Trends

Overall Trends

The chart above shows daily token consumption. This is the first data point in our historical tracking - future reports will show trends over time as we collect more data.

Cost Trends

Daily cost trends are now being tracked. As we collect more data points, we'll be able to identify patterns, efficiency improvements, and optimization opportunities.

🏆 Top Workflows by Token Consumption

Top 10 Most Expensive Workflows

Rank	Workflow	Total Tokens	Total Cost	Runs	Avg Tokens/Run	Avg Cost/Run
1	CI Failure Doctor	60,338,988	$60.34	20	3,016,949	$3.0169
2	Chroma Issue Indexer	34,995,061	$35.00	13	2,691,928	$2.6919
3	Security Guard Agent 🛡️	13,510,107	$13.51	24	562,921	$0.5629
4	Test Dispatcher Workflow	10,377,461	$10.38	154	67,386	$0.0674
5	Test Workflow	9,941,342	$9.94	63	157,799	$0.1578
6	The Great Escapi	9,245,642	$9.25	3	3,081,881	$3.0819
7	jsweep - JavaScript Unbloater	7,363,312	$7.36	4	1,840,828	$1.8408
8	PR Triage Agent	5,608,727	$5.61	9	623,192	$0.6232
9	Agent Container Smoke Test	5,325,983	$5.33	17	313,293	$0.3133
10	Documentation Noob Tester	5,164,331	$5.16	3	1,721,444	$1.7214

Per-Workflow Detailed Statistics (All Workflows)

Workflow	Total Tokens	Total Cost	Runs	Avg Tokens	Avg Cost	Avg Duration
CI Failure Doctor	60,338,988	$60.34	20	3,016,949	$3.0169	9.0m
Chroma Issue Indexer	34,995,061	$35.00	13	2,691,928	$2.6919	8.5m
Security Guard Agent 🛡️	13,510,107	$13.51	24	562,921	$0.5629	4.5m
Test Dispatcher Workflow	10,377,461	$10.38	154	67,386	$0.0674	3.7m
Test Workflow	9,941,342	$9.94	63	157,799	$0.1578	2.3m
The Great Escapi	9,245,642	$9.25	3	3,081,881	$3.0819	13.2m
jsweep - JavaScript Unbloater	7,363,312	$7.36	4	1,840,828	$1.8408	10.2m
PR Triage Agent	5,608,727	$5.61	9	623,192	$0.6232	4.8m
Agent Container Smoke Test	5,325,983	$5.33	17	313,293	$0.3133	3.4m
Documentation Noob Tester	5,164,331	$5.16	3	1,721,444	$1.7214	8.5m
Auto-Triage Issues	4,501,172	$4.50	14	321,512	$0.3215	3.4m
Discussion Task Miner - Code Quality Improvement Agent	4,051,612	$4.05	9	450,179	$0.4502	4.5m
CI Cleaner	3,934,100	$3.93	2	1,967,050	$1.9670	15.8m
Code Simplifier	2,961,620	$2.96	2	1,480,810	$1.4808	5.7m
Issue Monster	2,887,938	$2.89	15	192,529	$0.1925	3.5m
Daily Syntax Error Quality Check	2,867,802	$2.87	2	1,433,901	$1.4339	4.8m
Daily Regulatory Report Generator	2,734,696	$2.73	3	911,565	$0.9116	6.3m
Functional Pragmatist	2,578,604	$2.58	1	2,578,604	$2.5786	9.1m
Smoke Project	1,937,726	$1.94	14	138,409	$0.1384	3.4m
Daily Copilot PR Merged Report	1,922,147	$1.92	1	1,922,147	$1.9221	8.5m
Auto-Assign Issue	1,870,945	$1.87	2	935,472	$0.9355	4.5m
Copilot CLI Deep Research Agent	1,737,246	$1.74	2	868,623	$0.8686	7.7m
Glossary Maintainer	1,732,395	$1.73	2	866,198	$0.8662	4.1m
Daily News	1,644,336	$1.64	2	822,168	$0.8222	7.5m
Daily Semgrep Scan	1,606,001	$1.61	2	803,000	$0.8030	4.5m
Daily Malicious Code Scan Agent	1,554,490	$1.55	2	777,245	$0.7772	5.7m
Delight	1,380,735	$1.38	2	690,368	$0.6904	5.1m
Daily MCP Tool Concurrency Analysis	1,351,159	$1.35	2	675,580	$0.6756	5.0m
Layout Specification Maintainer	1,276,625	$1.28	2	638,312	$0.6383	5.7m
Dictation Prompt Generator	1,191,872	$1.19	1	1,191,872	$1.1919	6.9m
Daily Testify Uber Super Expert	1,161,210	$1.16	1	1,161,210	$1.1612	6.5m
Copilot PR Conversation NLP Analysis	908,348	$0.91	2	454,174	$0.4542	14.6m
Breaking Change Checker	872,092	$0.87	1	872,092	$0.8721	4.8m
Dependabot Burner	840,979	$0.84	2	420,490	$0.4205	3.9m
Workflow Health Manager - Meta-Orchestrator	834,926	$0.83	2	417,463	$0.4175	4.7m
Daily CLI Performance Agent	789,607	$0.79	2	394,804	$0.3948	5.6m
Daily Compiler Quality Check	753,976	$0.75	2	376,988	$0.3770	4.3m
Daily Secrets Analysis Agent	718,687	$0.72	2	359,344	$0.3593	3.8m
CI Optimization Coach	665,432	$0.67	1	665,432	$0.6654	10.0m
Daily File Diet	663,215	$0.66	1	663,215	$0.6632	4.8m
Daily Workflow Updater	631,974	$0.63	2	315,987	$0.3160	3.6m
Terminal Stylist	553,234	$0.55	2	276,617	$0.2766	4.4m
Repository Quality Improvement Agent	513,644	$0.51	1	513,644	$0.5136	5.9m
Example: Custom Error Patterns	461,073	$0.46	5	92,215	$0.0922	1.8m
Weekly Issue Summary	425,736	$0.43	1	425,736	$0.4257	7.7m
GitHub Remote MCP Authentication Test	410,926	$0.41	2	205,463	$0.2055	4.8m
Issue Triage Agent	398,290	$0.40	1	398,290	$0.3983	3.4m
Dependabot Dependency Checker	337,706	$0.34	1	337,706	$0.3377	3.2m
Plan Command	202,668	$0.20	1	202,668	$0.2027	3.6m
Copilot PR Prompt Pattern Analysis	193,924	$0.19	2	96,962	$0.0970	3.5m
Draft PR Cleanup	132,099	$0.13	2	66,050	$0.0660	2.8m
Sub-Issue Closer	126,758	$0.13	2	63,379	$0.0634	2.7m
Daily Copilot Token Consumption Report	88,319	$0.09	1	88,319	$0.0883	22.4m
Organization Health Report	84,721	$0.08	1	84,721	$0.0847	3.0m
Slide Deck Maintainer	78,129	$0.08	1	78,129	$0.0781	3.4m
CLI Consistency Checker	72,277	$0.07	1	72,277	$0.0723	2.5m
Repository Tree Map Generator	70,911	$0.07	1	70,911	$0.0709	2.6m
Artifacts Summary	66,575	$0.07	1	66,575	$0.0666	2.3m
The Daily Repository Chronicle	0	$0.00	1	0	$0.0000	1.4m

💡 Insights & Recommendations

High-Cost Workflows

The following workflows account for the majority of token consumption:

1. CI Failure Doctor - $60.34 (27.3% of total)

   • Observation: Consumed 60,338,988 tokens across 20 runs (avg 3016.9K tokens/run)
   • Recommendation: This workflow appears to be high-value but consider reviewing for optimization opportunities if runtime or complexity can be reduced.

2. Chroma Issue Indexer - $35.00 (15.9% of total)

   • Observation: Consumed 34,995,061 tokens across 13 runs (avg 2691.9K tokens/run)
   • Recommendation: This workflow appears to be high-value but consider reviewing for optimization opportunities if runtime or complexity can be reduced.

3. Security Guard Agent 🛡️ - $13.51 (6.1% of total)

   • Observation: Consumed 13,510,107 tokens across 24 runs (avg 562.9K tokens/run)
   • Recommendation: This workflow has reasonable per-run costs. Monitor for efficiency trends as we collect more data.

Top 3 workflows account for 49.3% of total token consumption.

Optimization Opportunities

Based on the initial analysis, here are potential optimization opportunities:

1. High Per-Run Token Usage: Workflows with >1M tokens per run

   • Affected Workflows: CI Failure Doctor, Chroma Issue Indexer, The Great Escapi, jsweep - JavaScript Unbloater, Documentation Noob Tester
   • Potential Impact: These workflows may benefit from:
     • Breaking down complex tasks into smaller subtasks
     • Optimizing prompts to reduce context size
     • Using more efficient search/filtering before processing
   • Action: Review workflow prompts and task complexity

2. High-Volume Workflows: Workflows with >20 runs

   • Affected Workflows: Security Guard Agent 🛡️, Test Dispatcher Workflow, Test Workflow
   • Potential Impact: Even small per-run improvements compound significantly
   • Action: Focus optimization efforts on these high-frequency workflows first

3. Historical Tracking: Future opportunities

   • Current State: This is day 1 of systematic tracking
   • Future Analysis: With multiple days of data, we'll be able to identify:
     • Workflows with increasing token consumption trends
     • Day-of-week or time-of-day patterns
     • Correlation between workflow changes and token usage
   • Action: Continue daily tracking and revisit this section after 7-14 days

Efficiency Metrics

Token Efficiency Analysis

• Overall average: 0.5049 per run (504924 tokens/run)

• Most efficient workflows (lowest tokens per run):

  • The Daily Repository Chronicle: 0 tokens/run ($0.0000/run)
  • Sub-Issue Closer: 63,379 tokens/run ($0.0634/run)
  • Draft PR Cleanup: 66,050 tokens/run ($0.0660/run)
  • Artifacts Summary: 66,575 tokens/run ($0.0666/run)
  • Test Dispatcher Workflow: 67,386 tokens/run ($0.0674/run)

• Least efficient workflows (highest tokens per run):

  • The Great Escapi: 3,081,881 tokens/run ($3.0819/run)
  • CI Failure Doctor: 3,016,949 tokens/run ($3.0169/run)
  • Chroma Issue Indexer: 2,691,928 tokens/run ($2.6919/run)
  • Functional Pragmatist: 2,578,604 tokens/run ($2.5786/run)
  • CI Cleaner: 1,967,050 tokens/run ($1.9670/run)

Cost Efficiency Insights

• Token consumption varies widely across workflows (10x-100x differences)
• This variance is expected and reflects different workflow complexities
• Focus optimization on high-volume workflows rather than high per-run costs

Historical Comparison

Note: This is the first daily report. Historical comparisons will be available starting tomorrow when we have multiple data points to compare.

Future reports will include:

• Week-over-week token usage changes
• Cost trend analysis (increasing/decreasing/stable)
• Per-workflow efficiency trends
• Anomaly detection for unusual consumption patterns

Current Baseline (for future reference):

Metric	Last 30 Days
Total Tokens	220,651,611
Total Cost	$220.65
Total Runs	437
Unique Workflows	59
Avg Tokens/Run	504924
Avg Cost/Run	$0.5049

Methodology & Data Quality Notes

Methodology

• Data Source: GitHub Actions workflow run logs from last 30 days
• Engine Filter: Copilot engine only
• Memory Storage: /tmp/gh-aw/repo-memory/default/history.jsonl
• Analysis Date: 2026-02-10 11:40 UTC
• Historical Data: Day 1 of systematic tracking
• Cost Model: Estimated at $0.001 per 1,000 tokens (approximate Copilot pricing)

Data Quality Notes

• Complete Coverage: Analyzed 437 workflow runs across 59 unique workflows
• Token Data: All runs include token usage metrics from Copilot agent logs
• Cost Estimation: Costs are estimates based on token counts; actual costs may vary
• Duration Data: Workflow durations parsed from run metadata
• Historical Baseline: Today's data establishes the baseline for future trend analysis

Future Enhancements

• Week-over-week and month-over-month trend analysis (available after 7+ days)
• Anomaly detection for unusual consumption spikes
• Correlation analysis between workflow changes and token usage
• Efficiency benchmarking across similar workflow types

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References:

• Workflow Run §21862780453

AI generated by Daily Copilot Token Consumption Report

• expires on Feb 13, 2026, 11:43 AM UTC