🔍 Agentic Workflow Audit Report - November 1, 2025

[github-actions[bot]]

🔍 Agentic Workflow Audit Report - November 1, 2025

Executive Summary

Over the past 24 hours, the gh-aw repository executed 138 workflow runs across 29 different workflows, with a 63.04% success rate. The system processed over 37.2 million tokens at a cost of $18.04, demonstrating significant activity. While the majority of workflows performed well, several concerning patterns emerged requiring attention.

**Key (redacted)

• 34 failed runs (24.6% failure rate)
• 11 cancelled runs (8.0%)
• 6 runs still in progress
• Zero missing tool requests (excellent tool coverage)
• 2 MCP server failures detected
• 18 errors and 1 warning logged across all runs

Full Audit Report

Audit Statistics

Overall Metrics

• Period Analyzed: Last 24 hours (October 31 - November 1, 2025)
• Total Workflow Runs: 138
• Successful Runs: 87 (63.04%)
• Failed Runs: 34 (24.64%)
• Cancelled Runs: 11 (7.97%)
• In Progress: 6 (4.35%)

Resource Consumption

• Total Tokens Used: 37,223,771 tokens
• Total Cost: $18.04
• Average Tokens per Run: 269,737 tokens
• Average Cost per Run: $0.13

Quality Metrics

• Total Errors: 18
• Total Warnings: 1
• Missing Tools Reported: 0
• MCP Server Failures: 2

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Problem Workflows

🚨 Critical: Smoke OpenCode (100% Failure Rate)

Status: 7 runs, 0 successes, 7 failures

The Smoke OpenCode workflow has a 100% failure rate, with all 7 runs in the past 24 hours failing. This is the most critical issue requiring immediate attention.

Affected Runs:

• §18907474764
• §18917831537
• §18931623375
• §18977550974
• 3 additional failures

Recommendation: Investigate the OpenCode engine configuration and smoke test implementation. This may indicate a configuration issue or incompatibility with recent changes.

⚠️ High Priority: Changeset Generator (54.5% Failure Rate)

Status: 22 runs, 9 successes, 12 failures (40.9% success rate)

The Changeset Generator workflow shows inconsistent behavior with more failures than successes.

Sample Failed Runs:

• §18960099202 - Error: push_to_pull_request_branch
• §18961225232
• §18962463108
• §18974517275

Common Error Pattern: Multiple failures show push_to_pull_request_branch errors, suggesting permission or authentication issues when pushing to PR branches.

Recommendation: Review branch push permissions and PR update logic in the Changeset Generator workflow.

⚠️ Moderate: Smoke Codex (50% Failure Rate)

Status: 8 runs, 4 successes, 4 failures

The Smoke Codex workflow has a 50% failure rate, indicating intermittent issues.

Failed Runs:

• §18975512058
• §18977321431
• 2 additional failures

Recommendation: Investigate Codex engine stability and identify patterns in successful vs. failed runs.

⚠️ Moderate: Tidy Workflow (21.4% Failure Rate, 35.7% Cancellation Rate)

Status: 28 runs, 12 successes, 6 failures, 10 cancelled

The Tidy workflow has both failures and a high cancellation rate, suggesting timeout or resource issues.

Sample Failed Runs:

• §18930187378
• §18949153916 - Errors related to test failures
• §18956517360

Recommendation: Review Tidy workflow timeout settings and investigate why runs are being cancelled.

⚠️ Single Failures Requiring Investigation

Scout Workflow: §18907420842

• Error: MCP tool "tavily_search" response exceeded maximum tokens (94,947 tokens vs 25,000 limit)
• Additional Issues: Network access blocked for web-search, MCP server failures (deepwiki, context7)

The Daily Repository Chronicle: §18978112276

• Single failure, needs investigation

Duplicate Code Detector: 1 run, 1 failure (100% failure rate on limited data)

Q Workflow: 4 runs, 2 successes, 2 failures (50% failure rate)

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MCP Server Issues

Failed MCP Servers

Two MCP servers failed during workflow execution:

1. deepwiki - Failed in Scout workflow (§18907420842)
2. context7 - Failed in Scout workflow (§18907420842)

Recommendation: Verify MCP server configurations and connectivity for deepwiki and context7 servers.

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Error Analysis

Error Patterns Detected

1. Token Limit Exceeded Errors

• Workflow: Scout
• Issue: MCP tool responses exceeding 25,000 token limit
• Example: tavily_search returned 94,947 tokens
• Impact: Workflow failures due to output size constraints

2. Network Permission Errors

• Workflow: Scout
• Issue: Network access blocked for web-search operations
• Impact: Research workflows unable to complete tasks

3. Push to Branch Errors

• Workflow: Changeset Generator
• Issue: push_to_pull_request_branch failures
• Impact: Unable to update pull requests with generated changes

4. Test Failure Errors

• Workflow: Tidy
• Issue: References to test failures in error logs
• Impact: Workflow failures when tests don't pass

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High Token Consumption Workflows

The following workflows consumed the most tokens:

1. Go Logger Enhancement - §18907343602

   • 3,826,873 tokens
   • $1.80 cost

2. Zizmor Workflow Security Analyzer - §18962963980

   • 2,254,519 tokens
   • $1.26 cost

3. Technical Doc Writer - §18949713971

   • 2,211,286 tokens
   • $1.26 cost

These workflows are functioning correctly but represent significant resource consumption. Consider monitoring for optimization opportunities.

---

Successful Workflows

The following workflows demonstrated excellent reliability (100% success rate):

• Smoke Claude: 9/9 runs successful
• Smoke Copilot Firewall: 7/7 runs successful
• Smoke Detector: 9/9 runs successful (1 in progress)
• Dev Hawk: 3/3 runs successful
• Dev: 2/2 runs successful
• Daily Documentation Updater: 1/1 successful
• Daily News: 1/1 successful
• Daily Firewall Logs Collector: 1/1 successful
• Zizmor Workflow Security Analyzer: 3/3 successful
• Documentation Unbloat: 2/2 successful

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Recommendations

Immediate Actions (Priority 1)

1. Fix Smoke OpenCode - 100% failure rate requires immediate investigation

   • Review OpenCode engine configuration
   • Check compatibility with recent platform changes
   • Verify all dependencies are correctly installed

2. Fix Changeset Generator - Address push_to_pull_request_branch errors

   • Review GitHub token permissions
   • Check branch protection rules
   • Verify PR update logic

Short-term Actions (Priority 2)

3. Investigate Smoke Codex - 50% failure rate suggests intermittent issues

   • Analyze patterns between successful and failed runs
   • Check for race conditions or timeout issues

4. Optimize Tidy Workflow - High cancellation rate

   • Review timeout settings
   • Investigate resource consumption
   • Consider splitting into smaller tasks

5. Fix MCP Server Connectivity - deepwiki and context7 failures

   • Verify MCP server configurations
   • Test connectivity and authentication
   • Update server endpoints if needed

Medium-term Actions (Priority 3)

6. Implement Token Limit Safeguards - Prevent token overflow errors

   • Add pagination support for large MCP responses
   • Implement response size validation
   • Add fallback strategies for oversized responses

7. Review Network Permissions - Web search access issues

   • Audit network permission hooks
   • Document allowed/blocked domains
   • Ensure necessary domains are whitelisted

8. Monitor High Token Workflows - Cost optimization

   • Review token usage patterns in Go Logger Enhancement
   • Optimize Zizmor and Technical Doc Writer workflows
   • Consider caching strategies where applicable

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Positive Findings

• Zero Missing Tools: No workflows requested unavailable tools, indicating excellent tool coverage
• High Overall Success Rate: 63% of workflows completed successfully
• Reliable Core Workflows: Smoke tests for Claude and Copilot show 100% reliability
• Active Development: 138 runs in 24 hours shows healthy repository activity
• Good Error Reporting: Error tracking and logging is functioning well

---

Workflow Breakdown

Workflow	Runs	Success	Failed	Cancelled	Success Rate
Smoke OpenCode	7	0	7	0	0%
Changeset Generator	22	9	12	0	40.9%
Q	4	2	2	0	50%
Smoke Codex	8	4	4	0	50%
Tidy	28	12	6	10	42.9%
Smoke Claude	9	9	0	0	100%
Smoke Copilot	10	9	0	1	90%
Smoke Copilot Firewall	7	7	0	0	100%
Smoke Detector	10	9	0	0	90%
Dev	2	2	0	0	100%
Dev Hawk	3	3	0	0	100%
All Others	28	25	3	0	89.3%

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Next Steps

1. Create issues for the failed workflows identified above
2. Investigate the Smoke OpenCode failures as highest priority
3. Fix the Changeset Generator push permissions issue
4. Monitor the Codex and Tidy workflows for pattern identification
5. Review MCP server configurations for deepwiki and context7
6. Schedule a follow-up audit in 24 hours to track improvements

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Audit Performed By: Agentic Workflow Audit Agent
CLI Version: 1b0d76e
Data Source: 138 workflow runs from October 31 - November 1, 2025
Full Report Saved: /tmp/gh-aw/cache-memory/audits/2025-11-01.json

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**(redacted)

• §18907420842 - Scout failure with MCP issues
• §18960099202 - Changeset Generator push failure
• §18978112276 - Daily Repository Chronicle failure

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 1 week ago.