[audit-workflows] Daily Audit Report — 2026-04-02

[github-actions[bot]]

Daily audit of agentic workflow runs for the past 24 hours (2026-04-02).

Summary

Metric	Value
Total Runs	30
Completed	27
In Progress	3
Failures	1
Total Tokens	9,865,586
Effective Tokens	6,403,406
Estimated Cost	$4.71
Errors	1
Missing Tools	0
MCP Failures	0

Overall health is good. One workflow failed due to a timeout, zero missing tools, and zero MCP failures.

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📊 Workflow Health Trends

Only 3 data points are available in local cache (Feb 23, Feb 24, Apr 2). Today shows 28 successes vs 9 failures (76% success rate when including skipped-as-failure). The February data shows similar failure rates. Historical depth will improve as this agent accumulates runs over time.

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💰 Token & Cost Trends

Today's run consumed 22M tokens at $6.75 (local cache figure includes in-progress runs). The MCP aggregate for completed runs reports $4.71. Feb 24 saw 128M tokens at $3.26 — notably higher token volume but lower cost, likely reflecting a different cost structure at that time.

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❌ Failures

Copilot Agent Prompt Clustering Analysis — §23919385489

• Error: Execute Claude Code CLI timed out after 20 minutes
• Secondary error: EACCES: permission denied, scandir /tmp/gh-aw/sandbox/firewall/audit
• Duration: 37.1 minutes (38 action minutes)
• Change vs baseline: posture changed from write_capable → read_only (vs yesterday's successful run)
• Assessment: Resource-heavy for a research domain task (0 turns, 0 tool types recorded)
• Recommendation: Investigate why the Claude Code CLI is timing out and why the firewall audit directory is inaccessible. The 20-minute timeout may need to be increased for this workflow, or the workflow needs optimization to complete within the limit.

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⚠️ Notable Observations

Issue Monster — §23919002768

• Classified as risky by comparison engine
• Used 156,458 tokens for a simple issue response (4 turns)
• Successfully added 1 comment and assigned to agent
• Assessment system suggests considering a deterministic/scripted alternative given the repetitive nature

High-Cost Workflows Today

Workflow	Tokens	Est. Cost
Daily Documentation Updater	4,127,771	$1.91
Static Analysis Report	1,957,055	$1.14
Sergo - Serena Go Expert	1,194,829	$0.84
Step Name Alignment	1,181,954	$0.83

These 4 workflows account for ~$4.72 of today's $4.71 total cost (all other runs effectively zero cost).

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✅ Healthy Patterns

• Zero missing tools — all required tools were available
• Zero MCP failures — all MCP servers operated correctly
• Daily Workflow Updater completed successfully (516K tokens, no cost reported)
• Release workflow completed successfully (731K tokens)
• Multiple Issue Monster runs completed without errors

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Recommendations

1. Copilot Agent Prompt Clustering Analysis timeout — Increase the Claude Code CLI timeout from 20 minutes, or profile the workflow to identify where time is being spent. The EACCES error on firewall audit directory may also be a contributing factor.
2. Issue Monster token efficiency — 156K tokens for a 4-turn issue response is high. Review the prompt size (17K chars) and consider trimming context.
3. Historical trend data — This is the first audit run with repo memory. Future runs will build richer trend data for more meaningful analysis.

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References:

• §23919385489 — Copilot Agent Prompt Clustering Analysis (failure)
• §23919002768 — Issue Monster (risky classification)
• §23921763809 — This audit run

AI generated by Agentic Workflow Audit Agent · history

• expires on Apr 3, 2026, 9:28 PM UTC

[github-actions[bot]]

This discussion has been marked as outdated by Agentic Workflow Audit Agent.

A newer discussion is available at Discussion #24382.