Agent Performance Report - Week of 2026-03-03

[github-actions[bot]]

Executive Summary

• Agents analyzed: 165 workflows (100% compiled, 97% healthy)
• Total outputs reviewed: Mixed quality across ecosystem
• Average quality score: 84/100 (↓1 from 85 — Smoke Codex NEW failure)
• Average effectiveness score: 84/100 (↓1 from 85)
• Top performers: The Great Escapi (95), Daily Safe Outputs Conformance Checker (93), Contribution Check (92)
• Critical issues: 7 workflows in P1 failure state (OpenAI cybersec restriction + lockdown token missing)

Status: ⚠️ DEGRADED

Primary drivers:

1. OpenAI cybersecurity restriction EXPANDING (AI Moderator day 7+, Smoke Codex NEW)
2. Lockdown token missing - 4 workflows with 1,100+ cumulative failures
3. Metrics collection offline since 2026-01-18 (47+ days stale)

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Performance Rankings

Top Performing Agents 🏆

1. The Great Escapi (Quality: 95/100, Effectiveness: 92/100)

   • Ultra-efficient agent (75K tokens, 4.1m runtime)
   • Consistently produces high-quality outputs
   • Excellent task completion rate (95%+)
   • Example: Core utility workflow, always passing

2. Daily Safe Outputs Conformance Checker (Quality: 93/100, Effectiveness: 90/100)

   • Reliable quality validation
   • 164K tokens per run
   • Excellent conformance checking
   • Clean pass record

3. Contribution Check (Quality: 92/100, Effectiveness: 88/100)

   • Solid PR quality checks
   • 301K tokens
   • Consistent pass rate
   • Good collaboration with development workflows

4. Smoke Claude/Copilot Tests (Quality: 90/100, Effectiveness: 88/100)

   • Reliable regression detection
   • Multiple engine validation
   • Consistently passing (both Claude and Copilot engines)
   • Early detection of agent failures

5. Agent Container Smoke Test (Quality: 88/100, Effectiveness: 86/100)

   • Container health validation
   • 139K tokens, 1S/0F
   • Reliable container testing

Agents in CRITICAL FAILURE State 🚨

View Detailed Critical Issues (7 workflows at 0/100)

Issue 1: OpenAI Cybersecurity Restriction (EXPANDING SCOPE)

• AI Moderator (0/100, day 7+ failure)

  • Root cause: OpenAI cybersec restriction on gpt-5.3-codex model
  • Error: "access temporarily limited for potentially suspicious activity related to cybersecurity"
  • Affected function: Reactive GitHub moderation
  • Issue [aw] AI Moderator failed #18922 OPEN (expires 2026-03-07 ⚠️ 3 DAYS AWAY)
  • Duration: 7+ days offline
  • Impact: Reactive moderation not functioning

• Smoke Codex (0/100, NEW FAILURE as of 2026-03-04)

  • Root cause: SAME OpenAI cybersec restriction as AI Moderator
  • Scope EXPANDING: Both codex-engine workflows now blocked
  • Smoke test suite failing
  • Pattern: Restriction is not improving over time
  • May indicate systemic issue with codex model restrictions

Issue 2: Lockdown Token Missing (GH_AW_GITHUB_TOKEN)

• Issue Monster (0/100)

  • Failures: ~50+ per day (runs every 30 min, 1,100+ cumulative)
  • Issue [aw] Issue Monster failed #18919 OPEN (expires 2026-03-07 ⚠️)
  • Root cause: GH_AW_GITHUB_TOKEN not available
  • Status: NO PROGRAMMATIC FIX PATH ([P1] Lockdown mode failing: GH_AW_GITHUB_TOKEN not configured — 5 workflows affected #17414, [q] fix(workflows): remove explicit lockdown:true to stop recurring failures #17807 both closed "not_planned")

• PR Triage Agent (0/100)

  • Failures: Multiple per day
  • Issue [aw] PR Triage Agent failed #18952 OPEN (expires 2026-03-08 ⚠️)
  • Same root cause as Issue Monster

• Daily Issues Report (0/100)

  • Failures: Daily
  • NEW issue created this run (aw_DirP1)
  • Same lockdown token root cause

• Org Health Report (0/100)

  • Failures: Weekly
  • No active issue (recommend creating)
  • Same lockdown token root cause

Agents Needing Improvement 📉

View Agents Requiring Attention (High Cost / Resource Usage)

1. Changeset Generator (Quality: Active but HIGH COST)

   • Issues:
     • Token usage: 10.4M tokens in single run (HIGHEST consumer by far)
     • Cost: ~$4.27/run when executing
     • Pattern: Extreme resource consumption for code generation task
     • Trend: Highest cost agent in entire ecosystem
   • Root causes:
     • Long semantic analysis operations
     • Possible inefficient prompt or chunking strategy
   • Recommendations:
     • Profile token usage by operation
     • Optimize semantic queries (reduce verbosity, better chunking)
     • Consider splitting into multiple smaller generators
     • Evaluate caching strategies
   • Action: Issue [refactor] Semantic Function Clustering Analysis: Misplaced Functions and Duplicate Patterns in pkg/workflow #18388 already created

2. Chroma Issue Indexer (Quality: Active but HIGH RESOURCE USAGE)

   • Issues:
     • Token usage: 3.3M tokens per run
     • Firewall blocks: 102 blocked requests observed
     • Pattern: Extreme resource usage for indexing
     • Trend: High token consumption continuing
   • Root causes:
     • Full index rebuild on each run (inefficient?)
     • Possible excessive domain access attempts
   • Recommendations:
     • Investigate firewall blocks (expected or excessive?)
     • Profile indexing operations
     • Consider incremental indexing vs. full rebuild
     • Optimize batch processing
   • Expected impact: 20-30% token reduction if optimized

3. Semantic Function Refactoring (Quality: Active but was $4.82/run)

   • Status: Improving (↓ $1.46 from $4.82 to $3.36 recently)
   • Token usage: 2.96M tokens
   • Trend: Cost declining, monitor for continued improvement

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Quality Analysis

Output Quality Distribution

• Excellent (80-100): 10+ agents (Great Escapi, Conformance Checker, Contribution Check, all smoke tests, etc.)
• Good (60-79): ~30 agents (healthy, passing, routine outputs)
• Fair (40-59): ~15 agents (degraded due to external factors like firewall blocks)
• Critical Failure (0): 7 agents (P1 infrastructure/external issues, NOT quality)

Common Quality Issues

1. External Infrastructure Failures (NOT agent quality):

   • 7 workflows failing due to infrastructure issues:
     • OpenAI model restrictions (2 workflows)
     • Lockdown token missing (4 workflows)
   • These are environmental/permission issues, not code quality problems

2. High Resource Consumption (needs optimization):

   • Changeset Generator: 10.4M tokens (excessive)
   • Chroma Issue Indexer: 3.3M tokens (high)
   • Both are legitimate use cases but could benefit from optimization

3. Firewall Block Patterns (watching):

   • Semantic Function Refactoring: 87 blocked firewall requests
   • Chroma Issue Indexer: 102 blocked firewall requests
   • Pattern emerging but unclear if expected vs. excessive

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Effectiveness Analysis

Task Completion Rates

• High completion (>80%): ~140 agents (healthy, completing intended tasks)
• Medium completion (50-80%): ~15 agents (degraded by infrastructure issues)
• Low completion (<50%): 7 agents (P1 failures — infrastructure blocked, not agent capability)
• Workflow health: 97% (165/165 executable, 160 healthy, 5 P1 failures)

Reliability Metrics

• Ecosystem stability: ✅ 97% healthy (outside P1 issues)
• Compilation coverage: ✅ 100% (all 165 workflows compile cleanly)
• Outdated lock files: ✅ 0 (all current and up-to-date)
• Smoke test suite: ✅ Copilot/Claude passing (Codex NEW failure)

Time to Completion

Data NOT available (Metrics Collector offline since 2026-01-18)

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Behavioral Pattern Analysis

Productive Patterns ✅

1. Smoke Test Suite Effectiveness

   • Copilot/Claude smoke tests: Consistently passing
   • Early detection of failures (caught Codex regression immediately)
   • Multi-engine validation strategy working well

2. High Performers Consistency

   • Great Escapi: Always passing, ultra-efficient
   • Daily Conformance Checker: Reliable quality metrics
   • Contribution Check: Stable code quality validation

3. Ecosystem Stability

   • 165 workflows, 97% healthy (outside P1 infrastructure issues)
   • 100% compilation coverage maintained
   • Clean dependency graph (no circular issues)

Problematic Patterns ⚠️

1. Over-Repetition Noise (Issue Monster + lockdown-blocked workflows)

   • Issue Monster: ~50+ failures per day (every 30 min)
   • Lockdown-blocked workflows: ~100+ combined failures per day
   • Total: ~1,100+ failures per day from infrastructure, filling error logs
   • Impact: Makes meaningful error detection harder; noise obscures real issues
   • Recommendation: Address P0 lockdown token issue to eliminate this noise

2. OpenAI Model Safety Restriction (EXPANDING SCOPE)

   • Started: AI Moderator day 1
   • Expanded: Smoke Codex day 7+ (NEW)
   • Pattern: Not improving on its own (7+ days without resolution)
   • Scope risk: May expand to other codex-engine workflows
   • Recommendation: Investigate root cause urgently; modify workflows if necessary

3. Metrics Collection Failure (Data Quality Impact)

   • Last successful collection: 2026-01-18 (47+ days ago)
   • Root cause: Lockdown token missing (same as other failures)
   • Impact: No runtime performance data available
   • Recommendation: Depends on P0 lockdown fix to resume

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Coverage Analysis

Well-Covered Areas ✅

• Campaign orchestration: Multiple campaign managers, all healthy
• Code health monitoring: Multiple smoke tests, health reporters
• Documentation updates: Chroma indexing, chronicle updates
• Development workflows: Contribution checks, PR triage (when working)

Coverage Gaps

• Security vulnerability tracking: Limited agents assigned
• Performance optimization: No dedicated agents found
• User experience monitoring: Limited direct measurement

Redundancy Observations

• 3 agents monitoring similar health metrics (opportunity to consolidate)
• 2 agents creating similar campaign coordination outputs
• Possible consolidation opportunity without losing coverage

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Immediate Actions Required (Next 72 Hours)

Critical Action Items

P0: OpenAI Cybersecurity Restriction

Issue: #18922 (AI Moderator) expires 2026-03-07 — 3 DAYS AWAY ⚠️

Actions:

1. Investigate what operations in AI Moderator prompt trigger the restriction
2. Review Smoke Codex for same pattern
3. Evaluate if prompts can be modified to avoid triggering safety checks
4. Consider alternative moderation approaches
5. Monitor for expansion to other codex-engine workflows

Timeline: Investigation today, decision by 2026-03-06

P0: Lockdown Token Missing

Issues: #18919, #18952, (expiring 2026-03-07/3/8) — 3-4 DAYS AWAY ⚠️

Status: All programmatic fix paths closed (#17414, #17807 both "not_planned")

Actions:

1. Manual intervention required (repo admin action)
2. Option A: Provision GH_AW_GITHUB_TOKEN to environment
3. Option B: Manually disable 4 workflows (Issue Monster, PR Triage, Daily Issues, Org Health)
4. Option C: Remove lockdown: true from 4 workflows (if permitted)

Timeline: Urgent — decide on action path immediately

P0: Create Issue for Smoke Codex Regression

Status: NEW failure detected (run #2142, 2026-03-04)

Action: Create issue with:

• Root cause: OpenAI cybersec restriction on gpt-5.3-codex model
• Related to [aw] AI Moderator failed #18922 (AI Moderator — same root cause)
• Recommend disabling until restriction lifted
• OR pivot to alternative model/engine

Timeline: Create today

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Recommendations

URGENT (P0 - Address ASAP) 🔴

1. [EXPIRING] AI Moderator + Smoke Codex OpenAI Restriction

   • Timeline: 3 days (expires 2026-03-07)
   • Effort: 2-4 hours investigation + 4-8 hours remediation
   • Expected Impact: Restores reactive moderation + smoke testing
   • Action Issue: [aw] AI Moderator failed #18922 (already open, auto-updated)

2. [EXPIRING] Lockdown Token Missing - GH_AW_GITHUB_TOKEN

   • Timeline: 3-4 days (expires 2026-03-07/3/8)
   • Effort: 0.5-1 hour manual action
   • Expected Impact: Eliminates 1,100+ daily failures
   • Status: NO PROGRAMMATIC FIX PATH — manual intervention required
   • Related Issues: [aw] Issue Monster failed #18919, [aw] PR Triage Agent failed #18952 (tracking)

3. Create Issue for Smoke Codex Regression

   • Timeline: Today
   • Effort: 0.5 hours
   • Status: NEW failure detected as of 2026-03-04

HIGH PRIORITY (P1 - This Week) 🟠

4. Changeset Generator Cost Optimization

   • Current Cost: 10.4M tokens/run (~$4.27/run) — HIGHEST in ecosystem
   • Action: Profile token usage bottlenecks; optimize semantic queries
   • Effort: 4-6 hours investigation + 8-12 hours optimization
   • Expected Savings: 30-50% reduction ($1-2.50/run)
   • Related Issue: [refactor] Semantic Function Clustering Analysis: Misplaced Functions and Duplicate Patterns in pkg/workflow #18388 (already created)

5. Chroma Issue Indexer Resource Audit

   • Current Usage: 3.3M tokens + 102 firewall blocks
   • Action: Investigate firewall patterns; profile indexing operations
   • Effort: 2-3 hours investigation
   • Expected Impact: Understand resource consumption; identify 20-30% optimization opportunity

6. Metrics Collector Recovery Planning

   • Status: Last successful run: 2026-01-18 (47+ days stale)
   • Blocker: Lockdown token (P0 dependency)
   • Action: Once P0 lockdown fixed, verify metrics collector resumes
   • Effort: 1-2 hours (once token available)
   • Expected Impact: Restores agent performance visibility; enables accurate trending

MEDIUM PRIORITY (P2 - Next Week) 🟡

7. Automated Agent Performance Monitoring

   • Action: Create weekly performance scoring system
   • Effort: 4-6 hours
   • Expected Impact: Better early detection of agent regressions

8. Agent Consolidation Feasibility Study

   • Opportunity: 3 agents monitoring similar metrics
   • Action: Evaluate consolidation benefits vs. separation of concerns
   • Effort: 2-4 hours analysis

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Trends & Analysis

Week-over-Week (As of 2026-03-04)

Metric	Previous (3/1)	Current (3/4)	Trend
Agent Quality	85/100	84/100	↓ 1 point
Agent Effectiveness	85/100	84/100	↓ 1 point
Workflow Health	78/100	76/100	↓ 2 points
Executable Workflows	162	165	↑ 3 new
P1 Failures	3	3	→ unchanged (but scope expanding)
Changeset Generator Cost	unknown	10.4M tokens	🔴 very high

Token Usage Leaders (7-day period)

1. Changeset Generator: 10.4M tokens (highest by far)
2. Chroma Issue Indexer: 3.3M tokens
3. Semantic Function Refactoring: 2.96M tokens
4. Slide Deck Maintainer: 1.26M tokens
5. Daily Repository Chronicle: 1.06M tokens

Total: ~20.3M tokens | Estimated Cost: $4.27/run average

Key Trends

• Quality declining slightly (↓ 1/week due to new Codex failure)
• Workflow ecosystem expanding (3 new workflows this week)
• Token costs concentrated (Changeset Generator = 51% of 7-day total)
• Infrastructure stability degraded (lockdown issue, metrics offline)
• Agent performance masked by infrastructure issues (hard to assess true quality)

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Data Quality Note ⚠️

This analysis is limited by:

• Metrics collection offline since 2026-01-18 (47+ days stale)
• No runtime performance metrics available
• Quality scores based on historical data + recent alerts
• Cannot calculate detailed trend analysis
• Unable to measure PR merge rates, time-to-completion

Recommendation: Once Metrics Collector is fixed (depends on P0 lockdown token fix), re-run this analysis with current metrics data for more accurate scoring and trend analysis.

---

Next Steps

1. TODAY: Create Smoke Codex issue; investigate OpenAI restriction options
2. THIS WEEK: Address P0 lockdown token + AI Moderator issues (expiring 2026-03-07/3/8)
3. AFTER P0 FIX: Optimize Changeset Generator and Chroma Indexer costs
4. NEXT WEEK: Resume metrics collection; build automated monitoring

---

Report Generated: 2026-03-06T17:31:03Z
Analysis Period: 2026-02-24 to 2026-03-06
Next Report: 2026-03-13
Workflow Run: §22774445782

AI generated by Agent Performance Analyzer - Meta-Orchestrator · history

• expires on Mar 7, 2026, 5:35 PM UTC

[github-actions[bot]]

🎉 The smoke test agent has landed on discussion #19878!

Beep boop. 🤖 I've analyzed 165 workflows, built the binary, reviewed PRs, browsed GitHub, and I STILL had time to drop by here.

Your weekly status: DEGRADED (7 workflows in P1 failure state). But on the bright side, Copilot smoke tests are consistently passing — which means I, your friendly neighborhood smoke test bot, am doing my job!

Now if you'll excuse me, I have more lock.yml files to version-bump. 🔧✨

📰 BREAKING: Report filed by Smoke Copilot · ◷

[github-actions[bot]]

💥 WHOOSH! The smoke test agent has arrived! 🦸

KAPOW! Claude engine validation — RUN 22777967459 — is COMPLETE!

✨ All systems are GO! Every tool tested, every MCP probed, every workflow validated. The agentic universe is safe... for now!

ZAP! 10/10 core tests PASSED! 6/7 PR review tests PASSED! The lone ⚠️ skip? No test PR to safely close — the hero knows when NOT to strike!

To be continued... 🎯

💥 [THE END] — Illustrated by Smoke Claude · ◷

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-03-07T17:35:20.640Z.

Closed by Workflow