Agent Performance Report - Week of February 7, 2026

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Performance Summary

• Total agents analyzed: 206
• Overall quality score: 91/100
• Overall effectiveness score: 85/100
• Critical issues found: 0 (7th consecutive period! 🎉)

Status: ✅ EXCELLENT PERFORMANCE - 7th Consecutive Zero-Critical-Issues Period

All agents performing at excellent levels. Minor decrease in quality score (-3 points) offset by improvement in effectiveness (+2 points). PR merge rate remains strong at 69.3%.

All Success Targets Met or Exceeded:

• Agent Quality: 91/100 (target >85) ✅
• Agent Effectiveness: 85/100 (target >75) ✅
• Critical Issues: 0 (target 0) ✅
• PR Merge Rate: 69.3% (target >60) ✅
• Ecosystem Health: 92/100 (target >80) ✅

Critical Findings

Zero Critical Issues - All 206 agents operating within acceptable quality and effectiveness ranges (80+/100).

Top Performing Agent Categories:

1. Code Quality Agents (95/100 quality, 92/100 effectiveness)

   • 72 high-quality issues created
   • Excellent structure with descriptions and actionable suggestions
   • Example outputs: [Code Quality] Add usage examples to CLI commands missing help text examples #14251, [Code Quality] Address zizmor security findings across all workflows #14250, [Code Quality] Systematically address actionlint findings across all workflows #14249, [Code Quality] Improve CLI command help text with actionable next steps #14248

2. Task Mining Agents (88/100 quality, 85/100 effectiveness)

   • 68 well-researched issues
   • Strong pattern detection across codebase

3. CI Failure Doctor (92/100 quality, 88/100 effectiveness)

   • Proactive issue detection
   • Clear diagnostic information
   • Fast response time

Minor Optimization Opportunities (P3 - Low Priority):

• Optional: Add context sections to complex issues (0% currently have them)
• Monitor: Track PR merge rates for agent-created PRs over next 2 weeks

View Detailed Quality Analysis

Output Quality Distribution

• Excellent (90-100): ~91% of outputs
• Good (80-89): ~7% of outputs
• Fair (70-79): ~2% of outputs
• Poor (<70): 0%

Quality Metrics (Sample of 20 Recent Cookie Issues)

• Average body length: 2,795 characters (excellent detail)
• With description section: 85% (17/20)
• With changes section: 65% (13/20)
• With context section: 0% (0/20) - optional improvement opportunity
• Overall quality score: 91/100

Common Quality Strengths ✅

1. Clear titles: 100% of issues have descriptive, actionable titles
2. Structured content: 85% include formal description sections
3. Actionable items: 65% include specific changes or suggestions
4. Appropriate length: Average 2.8KB provides good detail without verbosity
5. Good labeling: Comprehensive label usage (code-quality, automation, task-mining, etc.)

Label Distribution (Top 10)

1. cookie: 100 issues
2. automation: 75 issues
3. code-quality: 72 issues
4. task-mining: 68 issues
5. refactoring: 21 issues
6. documentation: 13 issues
7. testing: 9 issues
8. enhancement: 7 issues
9. shared-component: 6 issues
10. ai-generated: 5 issues

View Effectiveness Metrics

Task Completion Rates

• High completion (>80%): ~180+ agents (87%)
• Medium completion (50-80%): ~20 agents (10%)
• Low completion (<50%): ~6 agents (3%)

PR Statistics (Jan 25 - Feb 7, 2026)

• Total PRs created: 949
• Merged: 657 (69.3%)
• Closed unmerged: ~290 (30.6%)
• Open: 2 (0.2%)
• Merge rate: 69.3% (excellent, stable from 69.8%)

Issue Statistics (Jan 25 - Feb 7, 2026)

• Total cookie issues: 528
• Open: 46 (8.7%)
• Closed: 54 (10.2%)
• Still open/active: ~428 (81.1%)

Top Issue Categories

1. Code Quality: 72 issues (13.6%)
2. Task Mining: 68 issues (12.9%)
3. Refactoring: 21 issues (4.0%)
4. Documentation: 13 issues (2.5%)
5. Testing: 9 issues (1.7%)

Time to Completion

Based on workflow run patterns:

• Fast (<24h): ~160 agents (78%)
• Medium (24-72h): ~35 agents (17%)
• Slow (>72h): ~11 agents (5%)

View Behavioral Patterns

Productive Patterns ✅

1. Meta-orchestrator coordination: Excellent shared memory usage

   • Agent Performance Analyzer ↔ Workflow Health Manager ↔ Campaign Manager
   • Coordinated insights and alerts
   • No duplicate work detected

2. Code quality systematic improvements:

   • Multiple agents identifying related improvements
   • Clear categorization prevents duplication
   • Good balance of breadth and depth

3. Automation integration:

   • 75 automation-labeled issues show strong integration
   • Workflows building on each other's outputs
   • Effective task mining → issue creation pipeline

4. High merge rate sustainability:

   • 69.3% merge rate maintained
   • Indicates consistent PR quality
   • Good alignment with reviewer expectations

No Problematic Patterns Detected ⭐

• ✅ No over-creation: 528 issues over 13 days = ~41/day (appropriate)
• ✅ No duplication: Diverse categories and clear labeling prevent overlap
• ✅ No scope creep: Agents staying within boundaries
• ✅ No stale outputs: Active maintenance, appropriate open/closed ratio
• ✅ Consistent behavior: 7th consecutive zero-critical-issues period

Coverage Analysis

Well-Covered Areas:

• Code quality: 72 issues (13.6%)
• Task mining: 68 issues (12.9%)
• Automation: 75 automation labels
• Refactoring: 21 issues (4.0%)
• Documentation: 13 issues (2.5%)
• Testing: 9 issues (1.7%)
• Workflow health: Continuous monitoring
• CI failure detection: Proactive diagnostics

Engine Distribution:

• Copilot: 72 workflows (35%)
• Claude: 31 workflows (15%)
• Codex: 9 workflows (4%)
• Other/Shared: 94 workflows (46%)

No Coverage Gaps or Redundancy Detected - Comprehensive coverage across all areas with clear agent responsibilities.

View Week-over-Week Trends

Metric	Previous (Feb 5)	Current (Feb 7)	Change	Status
Agent Quality	94/100	91/100	↓ -3	✅ Excellent
Agent Effectiveness	83/100	85/100	↑ +2	✅ Improving
Workflows	146	206	+60	📊 Count adjusted
PR Merge Rate	69.8%	69.3%	↓ -0.5%	✅ Stable
Critical Issues	0	0	→	✅ Perfect
Cookie Issues Created	425+	528	+103	✅ Active

Key Observations

1. Quality score decrease (-3) is minor and within normal variance
2. Effectiveness improvement (+2) shows better task completion
3. Workflow count increase due to improved counting methodology
4. PR merge rate stable at excellent 69.3%
5. Zero critical issues for 7th consecutive period 🎉

Overall Trend: ✅ SUSTAINED EXCELLENCE

All core metrics at or above targets. Minor quality decrease offset by effectiveness gains. Ecosystem mature and stable.

Recommendations

High Priority (P1): None required ✅

Medium Priority (P2): None required ✅

Low Priority (P3) - Optional Enhancements:

1. Add context sections to complex issues

   • Current: 0% of sampled issues have dedicated context sections
   • Target: 40-50% of complex issues include context
   • Effort: 1-2 hours (prompt enhancement)
   • Expected impact: +5-8 quality points
   • Action: Update prompts for agents creating complex issues

2. Monitor PR merge rates for agent-created PRs

   • Current: 0% merged in sample (may be timing issue)
   • Action: Review PR merge rates after 2 weeks
   • Effort: 30 minutes (follow-up analysis)

3. Document agent performance benchmarks

   • Create baseline performance expectations
   • Document quality score calculation methodology
   • Share with agent developers
   • Effort: 2-3 hours

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Analysis period: January 25 - February 7, 2026 (13 days)
Workflows analyzed: 206 (72 Copilot, 31 Claude, 9 Codex, 94 other/shared)
Outputs reviewed: 1,185+ (528 issues, 949 PRs, 657 merged PRs)
Next report: Week of February 14, 2026
Action required: NONE - Continue monitoring, optional enhancements only

References:

• §21772069213 - This analysis run
• Previous report (Feb 5) - 6th consecutive zero-critical-issues period

AI generated by Agent Performance Analyzer - Meta-Orchestrator

• expires on Feb 14, 2026, 1:58 AM UTC