[copilot-token-audit] Daily Copilot Token Usage Audit — 2026-04-17

[github-actions[bot]]

📊 Executive Summary

• Period: Last 30 days (snapshot date: 2026-04-17)
• Total completed runs: 99
• Total tokens: 96,078,318
• Total effective tokens: 103,740,879
• Total cost: $0.00
• Total Actions minutes: 747 min
• Active workflows: 48

Week-over-week (vs. 2026-04-10): tokens −12.8%, run count unchanged (99 → 99).

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🏆 Top 5 Workflows by Token Usage

Workflow	Runs	Total Tokens	Avg Tokens/Run	Errors
Daily Community Attribution Updater	1	18,408,805	18,408,805	1
Test Quality Sentinel	24	7,999,916	333,329	1
Package Specification Librarian	1	7,206,503	7,206,503	0
Smoke Copilot	6	4,959,048	826,508	3
Daily Compiler Quality Check	1	4,793,185	4,793,185	0

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📈 Trends

Token usage is down 12.8% week-over-week (96M today vs. 110M on 2026-04-10), while run counts remain stable — a positive efficiency signal.

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💡 Observations

Heavy hitters (avg tokens/run > 100k — 45 workflows):

• Daily Community Attribution Updater consumed 18.4M tokens in a single run — the single largest run by a wide margin. It also logged 1 error, worth investigating.
• Package Specification Librarian (7.2M) and Daily Compiler Quality Check (4.8M) are one-off daily workflows with very high single-run token counts.
• Test Quality Sentinel is the highest-volume workflow (24 runs, 8M total), averaging 333k tokens per run.

Error-prone workflows (errors ≥ runs):

• Daily Community Attribution Updater — 1 error in 1 run
• Dev — 1 error in 1 run
• Daily Issues Report Generator, Daily News, Daily DIFC Integrity-Filtered Events Analyzer — all ran once and returned 0 tokens with 1 error each (likely failed before generating any LLM output)

Smoke Copilot had 3 errors across 6 runs (50% error rate) — highest ratio of any multi-run workflow.

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Full Per-Workflow Breakdown (48 workflows)

Workflow	Runs	Total Tokens	Avg Tokens	Errors	Warnings
Daily Community Attribution Updater	1	18,408,805	18,408,805	1	0
Test Quality Sentinel	24	7,999,916	333,329	1	0
Package Specification Librarian	1	7,206,503	7,206,503	0	0
Smoke Copilot	6	4,959,048	826,508	3	0
Daily Compiler Quality Check	1	4,793,185	4,793,185	0	0
Package Specification Extractor	1	4,431,604	4,431,604	0	0
Daily Syntax Error Quality Check	1	3,913,424	3,913,424	0	0
Q	3	3,397,193	1,132,397	0	0
jsweep - JavaScript Unbloater	1	2,892,276	2,892,276	0	0
Release	2	2,589,516	1,294,758	0	0
Agent Performance Analyzer - Meta-Orchestrator	1	2,537,323	2,537,323	0	0
Daily CLI Tools Exploratory Tester	1	2,237,699	2,237,699	0	0
Dev	1	2,210,382	2,210,382	1	0
Ubuntu Actions Image Analyzer	1	1,801,310	1,801,310	0	0
Workflow Normalizer	1	1,741,940	1,741,940	0	0
Agent Persona Explorer	1	1,662,161	1,662,161	0	0
Copilot CLI Deep Research Agent	1	1,643,389	1,643,389	0	0
Daily MCP Tool Concurrency Analysis	1	1,526,075	1,526,075	0	0
Copilot PR Conversation NLP Analysis	1	1,479,676	1,479,676	0	0
Architecture Diagram Generator	1	1,433,204	1,433,204	0	0
Daily CLI Performance Agent	1	1,367,762	1,367,762	0	0
Copilot PR Prompt Pattern Analysis	1	1,359,006	1,359,006	0	0
Daily Project Performance Summary Generator (Using MCP Scripts)	1	1,149,751	1,149,751	0	0
Issue Monster	5	1,144,536	228,907	1	0
Contribution Check	4	1,019,784	254,946	1	0
Glossary Maintainer	1	937,141	937,141	0	0
Metrics Collector - Infrastructure Agent	1	870,152	870,152	0	0
Auto-Triage Issues	8	849,900	106,237	1	0
Dependabot Dependency Checker	1	816,467	816,467	0	0
Daily Regulatory Report Generator	1	760,071	760,071	0	0
Daily Safe Output Integrator	1	695,797	695,797	0	0
Daily Malicious Code Scan Agent	1	676,191	676,191	0	0
PR Triage Agent	3	666,303	222,101	1	0
GPL Dependency Cleaner (gpclean)	1	664,613	664,613	0	0
Agent Container Smoke Test	5	584,892	116,978	1	0
Code Simplifier	1	560,955	560,955	0	0
Refactoring Cadence	1	490,560	490,560	0	0
Draft PR Cleanup	1	479,265	479,265	0	0
Sub-Issue Closer	1	405,749	405,749	0	0
Daily Semgrep Scan	1	364,348	364,348	0	0
Daily Workflow Updater	1	346,146	346,146	0	0
Daily Secrets Analysis Agent	1	335,111	335,111	0	0
Plan Command	1	323,437	323,437	0	0
Daily Hippo Learn	1	210,658	210,658	0	0
GitHub Remote MCP Authentication Test	1	135,094	135,094	0	0
Daily Issues Report Generator	1	0	0	1	0
Daily News	1	0	0	1	0
Daily DIFC Integrity-Filtered Events Analyzer	1	0	0	1	0

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Data snapshot: memory/token-audit/2026-04-17.json

References:

• §24563127982 — this audit run

Generated by Daily Copilot Token Usage Audit · ● 1.3M · ◷

• expires on Apr 20, 2026, 11:56 AM UTC

[github-actions[bot]]

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

A newer discussion is available at Discussion #27103.