Agentic Workflow Audit Report - December 4, 2025

[github-actions[bot]]

Executive Summary

Analyzed 60 workflow runs from the last 24 hours. The repository's agentic workflows show excellent health with a 96.2% success rate and strong operational efficiency.

Key Highlights:

• ✅ 96.2% Success Rate - 51 successful runs out of 53 completed
• 💰 $8.65 Total Cost - Moderate daily spend with efficient token usage
• 🎯 Zero MCP Failures - All MCP server integrations functioning correctly
• ⚠️ 2 Missing Tool Reports - Minor issues with network access and permissions
• 📊 9.3M Tokens Used - Average of 155K tokens per run

📈 Workflow Health Trends

Success/Failure Patterns

Analysis: The workflow health chart shows consistently strong performance over the past 15 days. Success rates have remained above 90%, with only occasional failures. The trend indicates stable and reliable workflow execution with no signs of systemic degradation.

Token Usage & Costs

Analysis: Token consumption shows expected variability based on workflow complexity. The 7-day moving average indicates stable resource utilization. Daily costs fluctuate between $2-$15 depending on the workflows scheduled, with the current 24-hour period at $8.65 representing moderate activity.

📊 Detailed Statistics

Period Analyzed

Last 24 Hours (December 3-4, 2025)

Workflow Execution Summary

Metric	Count	Percentage
Total Runs	60	100%
Successful	51	96.2%
Failed	2	3.8%
In Progress	3	5.0%
Completed	53	88.3%

Resource Consumption

Metric	Value
Total Tokens Used	9,323,281
Total Estimated Cost	$8.65
Average Tokens/Run	155,388
Average Cost/Run	$0.144

Top Resource-Intensive Workflows

Highest Cost Runs

1. Go Logger Enhancement - $1.97 (§19893306675)

   • 2.76M tokens, 55 turns
   • Enhanced 5 Go files with debug logging

2. Semantic Function Refactoring - $1.15 (§19886794300)

   • 1.07M tokens, 39 turns

3. Documentation Unbloat - $1.10 (§19910382281)

   • 1.86M tokens, 56 turns
   • Reduced safe-inputs.md by 21.4%

4. Copilot Agent Prompt Clustering Analysis - $0.90 (§19905552784)

   • 737K tokens, 29 turns

5. Copilot Agent PR Analysis - $0.85 (§19903978892)

   • 817K tokens, 28 turns

Failed Workflow Analysis

Failed Runs

1. The Daily Repository Chronicle (§19900283074)

   • Status: Failed
   • Tokens: 0 (early failure)
   • Investigation needed for root cause

2. Smoke Copilot (§19901167308)

   • Status: Failed
   • Tokens: 0 (early failure)
   • Smoke test failure requires investigation

Recommendation: Both failures occurred without any token usage, suggesting they failed during initialization or pre-execution validation. Review workflow logs to identify startup issues.

Missing Tools Report

Tool 1: GitHub Safe-Input Query Tools

• Occurrences: 1
• Affected Workflow: Daily Project Performance Summary Generator
• Reason: Cannot reach GitHub API due to network restrictions and no authenticated endpoints/GH_TOKEN
• Run ID: §19886768923

Impact: Low - Affects only one workflow
Recommendation: Enable network access for safe-inputs or provide authenticated GitHub API access

Tool 2: Shell Command Execution

• Occurrences: 1
• Affected Workflow: Tidy
• Reason: Permission denied errors for go fmt, make commands, and git operations
• Run ID: §19911905338

Impact: Low - Affects only code tidying workflow
Recommendation: Review and adjust file system permissions for go/make toolchain

MCP Server Status

✅ All MCP Servers Operating Normally

No MCP server failures detected in the last 24 hours. All configured MCP servers (GitHub, safeoutputs, playwright, etc.) are functioning correctly.

Successful Operations (Noops)

The following workflows completed successfully with no changes needed:

• Security Fix PR (2 instances) - No open security alerts found
• Issue Monster (2 instances) - All issues already have open PRs or are tracking issues
• Tidy (5 instances) - Codebase already properly formatted and tested
• Go Logger Enhancement - Successfully enhanced 5 files, all tests passed
• Smoke Copilot - All smoke tests passed

🔍 Recommendations

Priority Actions

1. Investigate Failed Workflows (Priority: High)

• Action: Review logs for §19900283074 and §19901167308
• Reason: Early failures (0 tokens) suggest initialization issues
• Next Steps: Check workflow compilation, environment setup, and activation jobs

2. Address Missing Tool Access (Priority: Medium)

• Action: Enable GitHub API access for safe-inputs workflow
• Reason: One workflow cannot access GitHub data due to network restrictions
• Solution: Configure safe-inputs endpoints or provide GH_TOKEN

3. Review High-Cost Workflows (Priority: Low)

• Action: Analyze workflows consuming >$1.00 per run
• Reason: Optimize for cost efficiency while maintaining quality
• Focus Areas:
  • Go Logger Enhancement (55 turns)
  • Documentation Unbloat (56 turns)
  • Consider if these can be optimized without losing effectiveness

4. Monitor Success Rate Trends (Priority: Low)

• Action: Continue daily audits to track success rate over time
• Target: Maintain >95% success rate
• Current: 96.2% - Excellent performance

Performance Observations

✅ Strengths:

• Very high success rate (96.2%)
• Zero MCP failures
• Effective workflow execution with meaningful outputs
• Good balance between cost and utility

⚠️ Areas for Monitoring:

• Token usage spikes in refactoring/enhancement workflows
• Early-stage failures that don't progress to agent execution
• Permission issues in specific environments

📈 Historical Context

15-Day Trend Analysis

Based on historical audit data from November 22 to December 4:

Success Rate Trends

• Average Success Rate: ~95-97%
• Trend: Stable with slight improvements
• Best Period: Last 3 days (96-98% success)

Cost Trends

• Daily Range: $2.00 - $15.00
• Average: ~$6-8 per day
• Current: $8.65 (within normal range)

Token Usage Patterns

• Baseline: 3-5M tokens/day for routine operations
• Peak Days: 8-12M tokens when refactoring/analysis workflows run
• Current: 9.3M tokens (above baseline, expected for audit day)

Key Insights

1. Workflow reliability has remained consistently high
2. Cost variation driven by scheduled workflow mix, not inefficiency
3. No concerning degradation patterns observed
4. System scales well with increased load

Next Audit

This audit will run again tomorrow at 00:00 UTC. Check back for updated trends and any new issues.

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References:

• §19893306675 (Go Logger Enhancement - Highest Cost)
• §19910382281 (Documentation Unbloat - Highest Tokens)
• §19900283074 (Failed Run 1)

AI generated by Agentic Workflow Audit Agent

[github-actions[bot]]

This discussion was automatically closed because it was created by an agentic workflow more than 3 days ago.