[copilot-token-audit] Daily Token Usage Audit — 2026-04-27

[github-actions[bot]]

📊 Executive Summary

• Period: 2026-04-27 (last 30-day window, 95 completed runs)
• Total runs: 95 completed (of 100 total)
• Total tokens: 51,931,312
• Total cost: $0.00 (Copilot subscription)
• Total Actions minutes: 627 min
• Active workflows: 50
• vs. prior snapshot (2026-04-24): −5.3% tokens | 7-day avg: 76,372,184 tokens/day

---

🏆 Top 5 Workflows by Token Usage

Workflow	Runs	Total Tokens	Avg Tokens/Run	Total Cost	Avg Cost
Contribution Check	5	4,653,568	930,713	$0.00	$0.00
Test Quality Sentinel	14	3,513,157	250,939	$0.00	$0.00
Daily Syntax Error Quality Check	1	3,399,393	3,399,393	$0.00	$0.00
Daily Community Attribution Updater	1	3,239,894	3,239,894	$0.00	$0.00
Package Specification Extractor	1	3,003,796	3,003,796	$0.00	$0.00

---

📈 Trends

Today's 51.9M tokens is notably below the 7-day rolling average (76.4M), and down 5.3% from the last snapshot (Apr 24). This may reflect weekend/off-peak scheduling.

---

Full Per-Workflow Breakdown

Workflow	Runs	Total Tokens	Avg Tokens	Errors	Warnings
Contribution Check	5	4,653,568	930,713	0	0
Test Quality Sentinel	14	3,513,157	250,939	0	0
Daily Syntax Error Quality Check	1	3,399,393	3,399,393	0	0
Daily Community Attribution Updater	1	3,239,894	3,239,894	0	0
Package Specification Extractor	1	3,003,796	3,003,796	0	0
Daily DIFC Integrity-Filtered Events Analyzer	1	2,682,489	2,682,489	0	0
Agentic Observability Kit	1	1,986,286	1,986,286	0	0
Copilot PR Conversation NLP Analysis	1	1,902,834	1,902,834	1	0
Copilot CLI Deep Research Agent	1	1,828,354	1,828,354	0	0
Layout Specification Maintainer	1	1,574,855	1,574,855	0	0
Daily Project Performance Summary Generator	1	1,468,298	1,468,298	0	0
Organization Health Report	1	1,301,614	1,301,614	0	0
Issue Monster	7	1,238,213	176,887	0	0
Daily MCP Tool Concurrency Analysis	1	1,216,157	1,216,157	0	0
Glossary Maintainer	1	1,054,882	1,054,882	0	0
Daily Compiler Quality Check	1	1,021,501	1,021,501	0	0
Draft PR Cleanup	1	1,016,517	1,016,517	0	0
Copilot PR Prompt Pattern Analysis	1	981,721	981,721	0	0
jsweep - JavaScript Unbloater	1	974,246	974,246	0	0
Workflow Normalizer	1	969,746	969,746	0	0
PR Triage Agent	3	856,630	285,543	0	0
Copilot Opt	1	853,663	853,663	0	0
Metrics Collector - Infrastructure Agent	1	797,910	797,910	0	0
Daily CLI Performance Agent	1	759,592	759,592	0	0
Daily CLI Tools Exploratory Tester	1	721,404	721,404	1	0
Package Specification Librarian	1	717,693	717,693	0	0
Architecture Diagram Generator	1	664,842	664,842	0	0
Daily Malicious Code Scan Agent	1	664,050	664,050	0	0
Agent Persona Explorer	1	660,888	660,888	0	0
GPL Dependency Cleaner (gpclean)	1	656,472	656,472	0	0
Daily Safe Output Integrator	1	622,033	622,033	0	0
Sub-Issue Closer	1	543,610	543,610	0	0
Dev	1	459,439	459,439	0	0
Auto-Triage Issues	3	454,896	151,632	0	0
Agent Performance Analyzer - Meta-Orchestrator	1	447,592	447,592	0	0
Code Simplifier	1	427,198	427,198	0	0
Refactoring Cadence	1	406,306	406,306	0	0
Dependabot Dependency Checker	1	404,617	404,617	0	0
Weekly Safe Outputs Specification Review	1	373,772	373,772	0	0
Daily Hippo Learn	1	323,618	323,618	0	0
Daily Semgrep Scan	1	318,611	318,611	0	0
Daily Workflow Updater	1	310,853	310,853	0	0
Daily Secrets Analysis Agent	1	168,053	168,053	0	0
Daily Skill Optimizer Improvements	1	151,335	151,335	0	0
Daily Regulatory Report Generator	1	138,714	138,714	0	0
Daily Issues Report Generator	1	0	0	1	0
Smoke CI	17	0	0	16	0
Visual Regression Checker	3	0	0	5	0
Daily News	1	0	0	1	0
GitHub Remote MCP Authentication Test	1	0	0	1	0

---

💡 Observations

• No single workflow dominates: Top workflow (Contribution Check) accounts for 9.0% of total tokens — no "heavy hitter" (>30% threshold) today.
• All workflows exceed 100K avg tokens/run: Every workflow with token data used >100K tokens per run on average, reflecting the complexity of Copilot-powered tasks.
• High-error workflows to watch:
  • Smoke CI: 16 errors across 17 runs (94% error rate) — likely a systemic infrastructure issue
  • Visual Regression Checker: 5 errors across 3 runs — worth investigating
  • GitHub Remote MCP Authentication Test: 1 error / 1 run — authentication test may be failing
  • Daily Issues Report Generator, Daily News: single-run errors
• Token-efficient multi-run workflows: Test Quality Sentinel (14 runs, 250K avg) and Issue Monster (7 runs, 177K avg) are efficient repeated workflows.

Data snapshot: memory/token-audit/2026-04-27.json

References:

• Workflow run §24993628147

Generated by Daily Copilot Token Usage Audit · ● 1.6M · ◷

• expires on Apr 30, 2026, 12:20 PM UTC

[github-actions[bot]]

This discussion has been marked as outdated by Daily Copilot Token Usage Audit.

A newer discussion is available at Discussion #28940.