🔍 Agentic Workflow Audit Report - 2026-02-09

[github-actions[bot]]

Audit Summary

• Period: Last 24 hours (2026-02-09, ~2 hours of actual run data)
• Runs Analyzed: 51
• Workflows Active: 18 unique workflows
• Success Rate: 90.2% (46 successful, 1 failed, 4 cancelled)
• Total Tokens Used: 44,286,614 (~44.3M)
• Total Cost: $4.03
• Total Errors: 1
• Total Warnings: 0
• Missing Tools: 0
• Missing Data: 0

📊 Trend Analysis

Workflow Health Trends

Analysis: The workflow health chart shows consistent performance with a 90.2% success rate. Today's data shows 46 successful runs, 1 failure, and 4 cancelled runs. The high success rate indicates stable workflow execution with minimal disruptions.

Token Usage & Cost Trends

Analysis: Token usage reached 44.3M today with a total cost of $4.03. The Smoke Codex workflow alone consumed 24.5M tokens (55% of total), indicating it's the primary cost driver. The 7-day moving average will become more meaningful as we accumulate historical data over the coming days.

Critical Issues

❌ Workflow Failure

Security Guard Agent 🛡️ failed on run §21825775479

• Event: pull_request
• Branch: copilot/update-troubleshooting-link
• Duration: 1.0m
• Failed Job: agent
• Error Count: 1
• Created: 2026-02-09T12:50:41Z

The agent job completed with failure status after 18 seconds. No specific error details were captured in the artifacts, suggesting the failure may be in job execution or environment setup rather than agent logic.

Performance Metrics

View Agent Distribution

Agent	Runs	Percentage
Copilot	46	90.2%
Claude	2	3.9%
Codex	1	2.0%
Unknown	2	3.9%

View Top Token Consumers

Workflow	Tokens	Cost	Agent	Percentage
Smoke Codex	24,531,038	N/A	codex	55.4%
Chroma Issue Indexer	4,838,760	N/A	copilot	10.9%
CI Failure Doctor	2,146,612	N/A	copilot	4.8%
Daily File Diet	663,215	N/A	copilot	1.5%
CI Optimization Coach	665,432	N/A	copilot	1.5%

Note: The Smoke Codex workflow's single run consumed over half of all tokens, making it a significant cost driver.

View Event Trigger Distribution

Event Type	Count
schedule	14
issues	14
workflow_dispatch	4
pull_request	1
workflow_run	1
cancelled	2
queued	15

View Average Metrics per Agent

Agent	Avg Tokens	Avg Turns	Avg Duration
Codex	24,531,038	11.0	5.7m
Claude	177,041	8.5	2.7m
Copilot	344,686	0.04	4.4m

Note: Codex shows significantly higher token usage per run, while Copilot runs are more token-efficient but lower turn count suggests simpler tasks.

Missing Tools & Data

✅ No missing tools reported - All tool requests were successfully satisfied by available MCP servers.

✅ No missing data reported - All workflows had access to required data and context.

MCP Server Health

✅ No MCP server failures detected - All MCP servers operated without interruption.

Tool Usage Statistics

View Most Used Tools

Tool	Total Calls	Runs Using	Max Output Size	Max Duration
Read	7	2	9,746 bytes	48.6s
serena_write_memory	5	1	37 bytes	-
bash_curl	3	1	502 bytes	48.6s
bash_npm view	5	1	502 bytes	48.6s
github_search_pull_requests	1	1	-	8.7s
playwright_browser_navigate	1	1	495,490 bytes	-
safeoutputs_*	5	3	20 bytes	12.3s

Affected Workflows

The following workflow experienced issues during the audit period:

1. Security Guard Agent 🛡️ - Failed on pull_request event (run §21825775479)

Recommendations

1. Investigate Security Guard Agent Failure

   • Review the agent job logs for run 21825775479
   • Check if the failure is related to the PR changes in copilot/update-troubleshooting-link
   • Verify the agent job has proper permissions and environment setup
   • Priority: High

2. Monitor Codex Token Usage

   • The Smoke Codex workflow consumed 24.5M tokens in a single 5.7-minute run
   • Consider implementing token budgets or alerts for high-consumption workflows
   • Review if this level of token usage is expected for the workflow's purpose
   • Priority: Medium

3. Implement Cost Alerts

   • Set up automated alerts when daily costs exceed thresholds
   • Track cost trends to identify anomalies early
   • Consider implementing per-workflow cost budgets
   • Priority: Medium

4. Expand Historical Data Collection

   • Continue daily audits to build 30-day trend baselines
   • Track success rates and costs over time to identify patterns
   • Establish normal operating ranges for each workflow
   • Priority: Low

Historical Context

This is the first automated audit report. Historical comparison will be available once we accumulate more daily audits. The repo memory has been initialized with today's findings at:

• /tmp/gh-aw/repo-memory/default/audits/2026-02-09.json
• /tmp/gh-aw/repo-memory/default/audits/index.json

Future audits will include trend comparisons and pattern analysis based on historical data.

Next Steps

• Audit completed for 2026-02-09
• Investigate Security Guard Agent failure
• Review Codex token usage patterns
• Set up cost monitoring alerts
• Run next audit tomorrow to build historical trends

References:

• §21825775479 - Security Guard Agent failure
• §21825674261 - Smoke Codex high token usage
• §21827349683 - Current audit workflow run

AI generated by Agentic Workflow Audit Agent

• expires on Feb 16, 2026, 1:51 PM UTC

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-02-16T13:51:01.871Z.

Closed by Workflow