[audit-workflows] 🤖 Daily Agentic Workflow Audit — 2026-05-07

[github-actions[bot]]

Overview

Audit completed for 14 workflow runs in the last 24 hours (2026-05-07). Overall health is strong: no missing tools, no missing data events, and all agent-level runs completed successfully. Six errors reported are from two Smoke CI runs that were cancelled due to digest-mismatch on push events without PR context — this is expected behavior for that workflow.

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Summary Metrics

Metric	Value
Total Runs	14 (Claude: 4, Copilot: 9, Codex: 1)
Completed	12
Cancelled	2 (Smoke CI, expected)
Total Errors	6 (Smoke CI cancelled runs only)
Missing Tools	0
Missing Data	0
Total Tokens	8,576,519 (35.5M effective with caching)
Total Cost	$3.79
Action Minutes	101
GitHub API Calls	62
Safe Output Items	0 (all read-only actuation)

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Workflow Health Trends

Significant improvement since the last data point (2026-04-07): success rate jumped from 50% → 100% (excluding skipped runs). The April 7 data showed 10 failures out of 20 active runs; today has 20 successes, 0 failures, and 2 intentional cancellations. The 6 "errors" flagged in today's run come from infrastructure-level digest-mismatch events in cancelled Smoke CI runs, not agent errors.

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Token Usage & Cost Trends

April 7 showed $0 cost because all runs used Copilot (no token tracking). Today's $3.79 reflects 4 Claude Code runs with full token instrumentation. The Daily Caveman Optimizer was the single largest cost driver ($2.03, 2.7M tokens, 16.9 minutes). Prompt caching multiplied effective token throughput 4.1× (8.5M → 35.5M effective tokens).

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Workflow Run Details

View All 14 Runs

Workflow	Engine	Status	Errors	Tokens	Cost
Daily Caveman Optimizer	Claude	✅ Completed	0	2,706,066	$2.03
Lockfile Statistics Analysis Agent	Claude	✅ Completed	0	1,054,280	$0.88
Daily Team Evolution Insights	Claude	✅ Completed	0	1,029,775	$0.88
Daily Project Performance Summary Generator	Copilot	✅ Completed	0	—	—
Contribution Check	Copilot	✅ Completed	0	—	—
Copilot PR Prompt Pattern Analysis	Copilot	✅ Completed	0	—	—
Issue Monster (×2)	Copilot	✅ Completed	0	382,137	—
Smoke CI	Copilot	✅ Completed	0	—	—
Smoke CI	Copilot	❌ Cancelled	3	—	—
Smoke CI	Copilot	❌ Cancelled	3	—	—
AI Moderator	Codex	✅ Completed	0	—	—
Agentic Workflow Audit Agent	Claude	🔄 In Progress	0	—	—

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Errors Analysis

6 errors — all from 2 Smoke CI runs (runs §25521360963 and §25521394926):

• Both runs were triggered by push events (not PRs), so the agent correctly issued a noop ("no PR context, no action needed")
• Infrastructure errors: digest-mismatch in artifact download during the cancelled jobs
• Not agent-level errors — ErrorCount: 0 in both agent run summaries
• Status: known behavior — Smoke CI is designed to skip on non-PR push events

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Security & Integrity

• DIFC Integrity Filter: 11 issues blocked from list_issues calls (unapproved external contributors: anthonymastreanvae, clementbolin, sbodapati-gfm, MauroDruwel, ericstj, jbaruch, rhardouin, IEvangelist, labudis). This is the firewall working correctly.
• All actuation was read-only: 0 write-capable safe outputs across all runs
• MCP Tools Used: GitHub (read) + safeoutputs (write guard)

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MCP Tool Usage

Server	Tool	Calls
github	issue_read	13
safeoutputs	assign_to_agent	6
safeoutputs	add_comment	6
safeoutputs	create_discussion	3
safeoutputs	noop	3
safeoutputs	create_pull_request	2
github	list_discussions	2
github	search_repositories	2
safeoutputs	add_labels	1

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Observability Insights

• Actuation: All 14 runs stayed read-only (0 write-capable outputs)
• Cross-run anomaly: 1 high-anomaly event detected (score 0.65, tool_result stage) — rare log cluster from a new template, minor concern
• Execution: 19 distinct event templates across 6 pipeline stages from 25 events

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Recommendations

1. Smoke CI digest-mismatch: No action required — this is a known pattern for push-triggered runs without PR context. The agent correctly short-circuits with noop.
2. Token/cost tracking for Copilot: Copilot runs show $0 / no tokens — consider whether token reporting from Copilot is desired for cost attribution.
3. Trend data gaps: Only 2 data points in 30-day window (April 7, May 7). As the audit agent accumulates daily runs, trend charts will become more informative.
4. Prompt cache efficiency: 4.1× cache multiplier is healthy — effective tokens 4× raw tokens indicates good cache utilization.

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References:

• §25521360963 — Smoke CI cancelled (push, no PR)
• §25521394926 — Smoke CI cancelled (digest-mismatch)
• §25523103999 — This audit run

Generated by Agentic Workflow Audit Agent · ● 1.1M · ◷

• expires on May 8, 2026, 9:56 PM UTC