Agent Performance Report — Week of 2026-03-18

[github-actions[bot]]

Executive Summary

• Review period: 2026-03-11 → 2026-03-18
• Agents analyzed: 24 active workflows (of 129 total)
• Total runs reviewed: 124 (50 recent + 50 mid-week + 24 older)
• Ecosystem quality score: 79/100 ↓2 (from 81 last week)
• Ecosystem effectiveness score: 78/100 ↓2 (from 80 last week)
• Ecosystem health score: 65/100 ↓3 (from 68 last week)
• Top performers: The Daily Repository Chronicle, The Great Escapi, Auto-Triage Issues
• Critical failures: Issue Monster, PR Triage Agent, Issue Triage Agent (all P0 — token missing)
• P1 failure: Daily Workflow Updater (9 consecutive failures since March 9)

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🏆 Top Performing Agents

1. The Daily Repository Chronicle (Quality: 90/100 | Effectiveness: 88/100)

• 1/1 successes in the analysis window; 29 turns demonstrating deep engagement with repository content
• Produces 1 safe item per run (structured summaries/updates)
• Consistent behavior with no observed errors or scope creep

2. The Great Escapi (Quality: 88/100 | Effectiveness: 86/100)

• 3/3 successes (2 schedule + 1 other); 9 turns per run on average
• High token throughput (77,522 tokens) indicating rich, substantive output
• Clean error record, no warnings

3. Auto-Triage Issues (Quality: 85/100 | Effectiveness: 83/100)

• 2/2 successes in period; 9 turns per run showing thorough issue analysis
• Effective issue management without over-creation patterns

4. Lockfile Statistics Analysis Agent (Quality: 83/100 | Effectiveness: 82/100)

• 2/2 successes; produces 1 safe item per run (structured statistics)
• Lightweight, efficient (low turn count, no errors)

5. Daily Safe Outputs Conformance Checker (Quality: 82/100 | Effectiveness: 80/100)

• 2/2 successes; produces 3 safe items per run in 7-14 day window
• Monitoring function healthy and consistent

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📉 Agents Needing Improvement

1. Issue Monster (Quality: 10/100 | Effectiveness: 0/100) — P0 CRITICAL

• 8/8 failures across both analysis windows (5 in 7-14 days, 3 in 3-7 days)
• Root cause: GH_AW_GITHUB_TOKEN repository secret not configured — ongoing since Mar 15
• Produces 0 safe items, 0 turns; fails immediately on token validation
• Action: Tracked in shared alerts (P0 alert)
• Recommendations:
  • Configure GH_AW_GITHUB_TOKEN secret in repository settings immediately
  • Add graceful degradation or clear error messaging when token is absent
  • Add integration test to catch missing secrets before deploy

2. PR Triage Agent (Quality: 10/100 | Effectiveness: 0/100) — P0 CRITICAL

• 100% failure rate, same root cause as Issue Monster (GH_AW_GITHUB_TOKEN missing)
• No output produced; all value blocked by infrastructure gap
• Recommendations: Same as Issue Monster — shared dependency on same token

3. Issue Triage Agent (Quality: 10/100 | Effectiveness: 0/100) — P0 CRITICAL

• 100% failure rate; same root cause
• Recommendations: Resolve shared token issue to restore all three triage/monster agents together

4. Daily Workflow Updater (Quality: 20/100 | Effectiveness: 15/100) — P1 ESCALATED

• 9 consecutive failures since March 9; last success was March 8 (run MCP Network Permissions Test Results - Proxy Isolation Analysis #109)
• ~10-minute average runtime indicates the agent attempts full execution before failing
• Root cause not yet confirmed (issue created by WHM)
• Recommendations:
  • Audit run ✅ MCP Network Permissions Test Results - Security Validation Completed #110 logs for failure root cause
  • Check if dependency on external tooling (e.g., gh-aw binary) has changed
  • Add retry logic or fallback for transient failures

5. Contribution Check (Quality: 68/100 | Effectiveness: 65/100) — P2 MONITORING

• 2/3 success rate (66%); the failure run consumed 56 turns — well above normal (10 turns)
• Token variance is a concern: excessive turn usage suggests the agent may get stuck in a loop or struggle to complete the task efficiently under certain conditions
• Recommendations:
  • Add turn-count guard or early-exit on repeated tool failures
  • Review whether LLM prompt handles PR edge cases (e.g., WIP, merge conflicts, unusual file types)
  • Consider a timeout-minutes reduction to surface failures faster

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📊 Quality Analysis

Output Quality Distribution

Band	Agents
Excellent (80-100)	The Daily Repository Chronicle, The Great Escapi, Auto-Triage Issues, Lockfile Statistics Analysis Agent, Daily Safe Outputs Conformance Checker, AI Moderator, Semantic Function Refactoring
Good (60-79)	Contribution Check, Changeset Generator, Agent Performance Analyzer (self), Slide Deck Maintainer, Smoke Codex
Fair (40-59)	Smoke Copilot (disruption), Smoke Claude (disruption), Daily Workflow Updater
Poor (<40)	Issue Monster, PR Triage Agent, Issue Triage Agent

Common Quality Issues

1. Token dependency failures (P0): 3 agents blocked by a single missing secret — architectural fragility
2. Turn count spikes (P2): Contribution Check hit 56 turns in one run (5× normal); signals prompt instability under edge conditions
3. Infrastructure sensitivity: Multiple smoke tests affected by the Mar 17 GitHub Actions disruption (15:00-22:00 UTC) — most have since recovered

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⚡ Effectiveness Analysis

Task Completion Rates

Tier	Rate	Agents
High (>80%)	>80%	The Great Escapi (100%), Auto-Triage Issues (100%), Daily Chronicle (100%), Lockfile Stats (100%), Conformance Checker (100%), AI Moderator (80%)
Medium (50-80%)	50-80%	Contribution Check (66%), Smoke Claude (50%), Changeset Generator (100% — limited runs)
Low (<50%)	<50%	Issue Monster (0%), PR Triage (0%), Issue Triage (0%), Daily Workflow Updater (0%)

Resource Efficiency

• Most efficient: Lockfile Statistics Agent (low turns, low errors, consistent safe items)
• Least efficient: Contribution Check (56-turn spike), Issue Monster (fails fast wasting run allocation)
• Token-heavy but justified: The Great Escapi (77,522 tokens but delivers substantive creative output)
• Infrastructure overhead: 15 non-agentic workflows (CI, format checks) consuming run minutes with no agent value

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🔍 Behavioral Patterns

Productive Patterns ✅

• AI Moderator ↔ PR events: Successful moderation of PRs from Dependabot (3/3 schedule successes; PR event failure may be edge case)
• Chronicle + Repository State: Daily Repository Chronicle consistently engages with 29 turns — indication of thorough synthesis across repository content
• Smoke tests as canaries: Smoke Codex/Copilot/Claude failures correctly signaled the Mar 17 infrastructure disruption; most recovered within expected window

Problematic Patterns ⚠️

• Shared-token dependency (systemic): 3 agents (Issue Monster, PR Triage, Issue Triage) all fail on the same missing secret. This represents a single point of failure for a significant slice of the agent ecosystem's issue/PR management capability.
• Contribution Check loop risk: The 56-turn run suggests the agent may not have a stable exit condition for all PR shapes. Without a turn limit, this could consume significant quota.
• Bot Detection recovery cycle: While recovered now, Bot Detection oscillated P1 → Healthy this week, suggesting underlying intermittency not yet root-caused.

Coverage Gaps

• Security vulnerability tracking: Security Review Agent and similar workflows are consistently skipped (no triggering events)
• Documentation freshness: Documentation Unbloat showed 0 runs in recent windows despite 2 schedule-triggered skips — may need trigger evaluation
• Metrics collection: Metrics Collector operates in degraded mode (no GitHub token in its environment) — metrics data is filesystem-only and missing runtime stats like token usage, run success rates

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📈 Trends

Metric	This Week	Last Week	Change
Quality score	79/100	81/100	↓2
Effectiveness score	78/100	80/100	↓2
Health score	65/100	68/100	↓3
Stale lock files	7	16	↓9 ✅
P0 critical failures	3	3	→
Bot Detection	Healthy	P1	↑ ✅

The decline in scores is driven primarily by the ongoing P0 token issue and the new P1 Daily Workflow Updater failure. The reduction in stale lock files (16 → 7) is a positive sign.

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🎯 Recommendations

High Priority

1. Resolve GH_AW_GITHUB_TOKEN missing secret — unblocks Issue Monster, PR Triage, Issue Triage simultaneously. Estimated effort: 5 minutes (secret configuration). Expected improvement: +15 points on ecosystem quality score.
2. Investigate Daily Workflow Updater failure (run ✅ MCP Network Permissions Test Results - Security Validation Completed #110 root cause). 9 consecutive failures with ~10-minute burn suggests systematic issue (binary, dependency, or API access). Estimated effort: 1-2 hours.
3. Add Contribution Check turn guard — limit to max 20 turns with graceful early exit. Prevents quota burn from looping behavior. Estimated effort: 30 minutes.

Medium Priority

4. Fix Metrics Collector token gap — Metrics Collector produces filesystem-only data; runtime metrics (token usage, success rates) require GitHub token. Consider sharing token configuration with Metrics Collector workflow.
5. Root-cause Bot Detection intermittency — while recovered, alternating failure pattern warrants investigation to prevent future P1 escalation.
6. Add secret existence pre-check to Issue Monster, PR Triage, Issue Triage — fail fast with clear error message rather than deep into agent execution.

Low Priority

7. Evaluate Documentation Unbloat trigger — consistently skipped; may need a schedule-based trigger rather than event-based.
8. Consolidate smoke test error handling — many smoke tests were cancelled during the Mar 17 disruption. A "disruption mode" heuristic could reduce noise.

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🏃 Actions Taken This Run

• Generated this performance report
• Updated agent-performance-latest.md in shared memory with current scores and key findings
• Added coordination notes to shared-alerts.md for WHM and Campaign Manager

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📍 Context

Analysis period: 2026-03-11 to 2026-03-18
Infrastructure event: GitHub Actions disruption 2026-03-17 15:00-22:00 UTC (resolved)
Previous report run: §23115466613
This run: §23258588521
Next report: 2026-03-25

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

• expires on Mar 19, 2026, 5:59 PM UTC

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-03-19T17:59:02.049Z.

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