🔍 Agentic Workflow Audit Report - October 10, 2025

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🔍 Agentic Workflow Audit Report - October 10, 2025

Audit Summary

• Period: Last 24 hours (2025-10-09 06:01:58 UTC → 2025-10-10 06:01:58 UTC)
• Runs Analyzed: 500
• Workflows Active: 18
• Success Rate: 52.8%
• Issues Found: 2 Critical, 3 High Priority, 2 Medium Priority

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🚨 Critical Issues

1. MCP Server Initialization Failure ⚠️

Status: UNRESOLVED
Severity: CRITICAL
Affected Workflow: Agentic Workflow Audit Agent

Description: The gh-aw MCP server fails to launch during audit workflow runs, making the entire audit system non-functional.

Impact:

• Prevents audit workflow from accessing workflow logs and run data
• 50% of audit workflow failures caused by this issue
• Audit system completely blocked

Occurrences: 2 in last 24h

Recommendation: Immediate action required to fix MCP server initialization in the audit workflow environment.

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2. Invalid Configuration Property ⚠️

Status: UNRESOLVED
Severity: CRITICAL
Affected Workflow: CI Build
File: .github/workflows/daily-discussion.md

Description: Invalid frontmatter property category-id should be category.

Impact: Blocks CI builds with configuration validation error

Error Message:

Unknown property: category-id. Did you mean one of: category

Recommendation: Change category-id to category in the workflow configuration file.

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⚠️ High Priority Issues

1. Missing Agent Logs

Status: UNRESOLVED
Severity: HIGH
Affected Workflows: Agentic Workflow Audit Agent, Changeset Generator

Description: Agent completes successfully but /tmp/gh-aw/agent-stdio.log file is not created, preventing error validation and debugging.

Frequency: 22% of analyzed failures (4 of 18)

Impact:

• Prevents post-execution error validation
• Blocks debugging of workflow issues
• Affects multiple workflow types

Recommendation: Investigate why the agent stdio log file is not consistently created.

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2. Branch Deletion Race Condition

Status: UNRESOLVED
Severity: HIGH
Affected Workflow: Changeset Generator

Description: Changeset Generator attempts to push to PR branches that were already deleted after merge.

Frequency: 33% of Changeset Generator failures (3 of 9)

Affected Branches:

• copilot/create-artifacts-discussion
• copilot/refactor-safe-outputs-env-tests
• copilot/add-audit-command-cli

Error Message:

Branch does not exist on origin, can't push to it

Recommendation: Add branch existence validation before push-to-pull-request-branch operations.

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3. GitHub API Response Size Exceeds Limits

Status: UNRESOLVED
Severity: HIGH
Affected Workflow: Agentic Workflow Audit Agent

Description: When falling back to GitHub API (when MCP fails), responses are too large - returning 45k+ tokens for just 10 workflow runs.

Impact: Fallback mechanism is unusable, leaving no alternative when MCP fails

Recommendation: Implement streaming or chunked processing for large workflow data responses.

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Workflow Health Analysis

🔴 Critical Health Issues

Workflow	Success Rate	Runs	Failures	Status	Primary Issue
Agentic Workflow Audit Agent	0.0%	12	4	🔴 UNHEALTHY	MCP server init failure
Scout	3.5%	85	82	🔴 CRITICAL	Unknown - needs analysis

🟡 Workflows Needing Attention

Workflow	Success Rate	Runs	Failures	Status
Tidy	30.4%	46	14	🟡 NEEDS ATTENTION
CI	49.3%	136	42	🟡 NEEDS ATTENTION
Changeset Generator	82.0%	11	9	🟡 NEEDS ATTENTION

🟢 Healthy Workflows

Workflow	Success Rate	Runs	Status
Doc Build - Deploy	100.0%	8	🟢 HEALTHY
Integration Test Agentics	98.7%	78	🟢 HEALTHY

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Error Analysis

Error Breakdown (18 failures analyzed)

Error Type	Count	% of Failures
Missing Agent Logs	4	22.2%
Branch Not Found	3	16.7%
MCP Server Failures	2	11.1%
Configuration Errors	2	11.1%
Discussion Category Invalid	1	5.6%
GitHub API Size Limits	1	5.6%
Test Failures	1	5.6%

Error Patterns

Increasing Trends:

• Missing agent log files (seen in 22% of analyzed failures)

Stable Patterns:

• MCP server initialization failures (consistent)
• Configuration errors (sporadic)

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Performance Metrics

Average Duration by Workflow

Workflow	Avg Duration	Note
Running Copilot	16.2 min	Longest running
Tidy	4.5 min
Scout	4.2 min
Changeset Generator	2.7 min
Dev	2.6 min	Fastest agentic workflow

Activity Statistics

• Total Runs: 500
• Success: 264 (52.8%)
• Failures: 59 (11.8%)
• Action Required: 79 (15.8%)
• Skipped: 66 (13.2%)
• Cancelled: 28 (5.6%)

Trigger Event Distribution

• Push: 196 runs (39.2%)
• Pull Request: 153 runs (30.6%)
• Issue Comment: 59 runs (11.8%)
• Dynamic (Copilot): 43 runs (8.6%)
• PR Review Comment: 31 runs (6.2%)
• Workflow Dispatch: 12 runs (2.4%)

Most Active Workflows

1. CI: 136 runs (27.2%)
2. Scout: 85 runs (17.0%)
3. Integration Test Agentics: 78 runs (15.6%)
4. Dev: 49 runs (9.8%)
5. Tidy: 46 runs (9.2%)

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Missing Tools

✅ No missing tools detected in analyzed workflow runs.

All failures were due to:

• Infrastructure issues (MCP server)
• Configuration errors
• Race conditions (deleted branches)
• File I/O issues (missing logs)

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MCP Server Failures

Server	Failure Type	Count	Workflows Affected	Impact
gh-aw	Initialization	2	Agentic Workflow Audit Agent	Critical - blocks audit system

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Recommendations

🚨 Immediate Action Required

1. Fix gh-aw MCP server initialization in audit workflow (CRITICAL)

   • Root cause: MCP server not properly configured in workflow environment
   • Impact: Entire audit system is non-functional

2. Fix configuration error in .github/workflows/daily-discussion.md (CRITICAL)

   • Change category-id to category in frontmatter

3. Investigate Scout workflow (CRITICAL)

   • Only 3.5% success rate (3 of 85 runs succeeded)
   • Requires deep analysis to identify root cause

⚙️ Short-term Improvements

1. Investigate why /tmp/gh-aw/agent-stdio.log is not consistently created
2. Add branch existence validation in Changeset Generator before push operations
3. Use discussion category node IDs instead of string slugs
4. Add workflow configuration validation to pre-commit hooks
5. Improve test failure reporting to surface actual error messages

🔮 Long-term Enhancements

1. Implement robust MCP server initialization with retry logic
2. Add pagination/streaming for large workflow data responses
3. Create automated lock file sync verification
4. Develop workflow health monitoring dashboard
5. Add comprehensive error pattern detection

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Notable Patterns

High Automation Rate

• 42.6% of all runs were triggered by Copilot
• Indicates heavy use of AI-powered automation
• 213 of 500 runs initiated by Copilot agent

Peak Activity Hours (UTC)

• 04:00 UTC: 114 runs (highest activity)
• 05:00 UTC: 91 runs
• 20:00 UTC: 87 runs
• 21:00 UTC: 85 runs

Actor Distribution

• pelikhan: 283 runs (56.6%)
• Copilot: 213 runs (42.6%)
• dsyme: 4 runs (0.8%)

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Historical Context

This is the first automated audit conducted by the Agentic Workflow Audit Agent. Future audits will compare against this baseline to track:

• Trend changes in error rates
• Resolution of identified issues
• New patterns emerging
• Overall workflow health improvements

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Data Sources

All analysis data is stored in cache memory for historical tracking:

• Workflow Runs: /tmp/gh-aw/cache-memory/workflow-runs-24h.json
• Failure Analysis: /tmp/gh-aw/cache-memory/failure-analysis.json
• Performance Metrics: /tmp/gh-aw/cache-memory/performance-metrics.json
• Audit Summary: /tmp/gh-aw/cache-memory/audits/2025-10-10.json
• Error Patterns: /tmp/gh-aw/cache-memory/patterns/errors.json
• MCP Failures: /tmp/gh-aw/cache-memory/patterns/mcp-failures.json

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Next Steps

• Fix gh-aw MCP server initialization (CRITICAL)
• Fix configuration error in daily-discussion.md (CRITICAL)
• Investigate Scout workflow failures (CRITICAL)
• Investigate missing agent log file issue (HIGH)
• Add branch validation to Changeset Generator (HIGH)
• Implement workflow data streaming (HIGH)
• Use correct discussion category node IDs (MEDIUM)

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Next Audit Scheduled

2025-10-11 06:00:00 UTC (Daily)

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Report generated by Agentic Workflow Audit Agent v1.0
Analysis covered 500 workflow runs across 18 active workflows
18 of 59 failures analyzed in detail

AI generated by Agentic Workflow Audit Agent

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This discussion was automatically closed because it was created by an agentic workflow more than 1 month ago.