Agent Performance Report - Week of December 23, 2025 (Limited Data)

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⚠️ Limited Analysis - API Access Required

This Agent Performance Report is severely constrained by API rate limiting. Full agent assessment requires GitHub API authentication.

What We Know

Agent Ecosystem:

• 121 compiled workflows across 4 engines
• 3 meta-orchestrators operational
• 100% workflow compilation health
• Strong safe-output adoption (75%+)

Recent Activity (Partial Sample):

• Plan Command: Very active (10+ issues)
• Workflow Health Manager: Establishing monitoring
• Meta-orchestration: Functional but limited

What We Cannot Assess

Due to API rate limits (Issue #7208):

• ❌ Agent PR merge rates
• ❌ Comment quality and engagement
• ❌ Task completion rates
• ❌ Workflow success rates
• ❌ Historical performance trends
• ❌ Agent rankings/scores
• ❌ Top/bottom performers
• ❌ Behavioral pattern analysis

Critical Blocker

Secondary Rate Limit Exceeded:

403 You have exceeded a secondary rate limit. 
Please wait a few minutes before you try again.

Impact: Meta-orchestrator operating at ~10% capability

Recommendations

Immediate (P0):

1. Implement API rate limit handling (Issue 🚨 Agent Performance Analyzer: Fix API Rate Limit Handling #7208)

   • Add pagination delays
   • Exponential backoff
   • Request budgeting
   • Caching layer

2. Enable GitHub API access (Issue Enable GitHub API Access for Workflow Health Manager #7339)

   • Configure GitHub MCP with auth
   • Enable workflow run queries
   • Access historical data

Once Resolved:

• Collect comprehensive agent output data
• Calculate quality and effectiveness metrics
• Generate actionable recommendations
• Provide agent rankings

Coordination with Other Meta-Orchestrators

Workflow Health Manager:

• Static analysis complete ✅
• Runtime analysis blocked by same issue ❌
• Recommend coordinated API access

Campaign Manager:

• Cannot assess campaign worker performance
• Recommend waiting for API fix before decisions

Next Full Report

After API access is configured and rate limiting is handled, expect:

• Complete agent performance rankings
• Quality scores (0-100) for all agents
• Effectiveness percentages
• Behavioral pattern detection
• Specific improvement recommendations
• Historical trend analysis

Current Status: Analysis infrastructure functional, data access insufficient

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Full Report: See attached in shared memory at memory/default/agent-performance-latest.md

Related Issues:

• 🚨 Agent Performance Analyzer: Fix API Rate Limit Handling #7208: Fix API rate limit handling
• Enable GitHub API Access for Workflow Health Manager #7339: Enable GitHub API access for Workflow Health Manager

Next Run: After API access enabled

AI generated by Agent Performance Analyzer - Meta-Orchestrator

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This discussion was automatically closed because it was created by an agentic workflow more than 3 days ago.