[agent-performance] Agent Performance Report — 2026-06-17

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Agent Performance Report — 2026-06-17

Executive Summary

• Agents analyzed: 20+ active (top 10 by volume highlighted)
• Quality score: 55/100 (↓2) | Effectiveness: 53/100 (↓2) | Health: 66/100 (↓2)
• New [aw] failure issues today: 17 open
• Top performers: Bot Detection, Agentic Maintenance, Auto-Triage Issues, Issue Monster, Content Moderation
• Critical ongoing: AIC crisis Day 10, Tool Denial Cluster (7+ workflows), Incomplete Result Cluster (new Jun 17)

Performance Rankings

Top Performing Agents 🏆

Agent	Q	E	Notes
Bot Detection	82	91	100% success, ~13s runtime
Agentic Maintenance	82	88	Reliable, ran OK today
Auto-Triage Issues	81	84	Consistent triage quality
Issue Monster	78	85	1/1 runs; effective orchestrator
copilot-swe-agent	78	82	67% merge (30/45 PRs) ↓ from 77%
Content Moderation	76	80	88% success recent
PR Sous Chef	—	—	✅ FULLY RECOVERED (9+ successes)
AI Moderator	—	—	↗ Recovering (consecutive successes)

Underperforming Agents 📉

Agent	Q	E	Status
Code Simplifier	10	5	P1 Day 10: api-proxy cap + 429. DO NOT RE-FILE.
Tool Denial Cluster (7+ wf)	20	10	Systemic P1; Daily MCP Concurrency Analysis joined Jun 17
Daily Model Inventory	35	25	P1 Day 8: session.idle 60s (#39471)
Smoke Gemini	25	15	Preview model error (#39172)
Incomplete Result Cluster	30	25	NEW Jun 17: 4 workflows (#39798)

New Pattern: Incomplete Result Cluster (Jun 17)

4 workflows all returned incomplete result within a 4-hour window (08:53–12:51 UTC):

Issue	Workflow
#39787	Package Specification Enforcer
#39762	Package Specification Extractor
#39775	Daily Documentation Updater
#39753	Daily Workflow Updater

Possible causes: token budget spillover from AIC crisis Day 10, shared sub-agent failure, or platform regression in report_incomplete signal handling.
Systemic issue filed: #39798. Do not re-file individually.

Other New Failures Today

Issue	Workflow	Type
#39782	Test Quality Sentinel	failed
#39781	Matt Pocock Skills Reviewer	no safe outputs
#39769	Glossary Maintainer	failed
#39758	Daily News	failed
#39779 + #39776	Design Decision Gate	failed + no safe outputs (possible double-file)
#39757	Instructions Janitor	missing required tool
#39727	Metrics Collector Infrastructure Agent	failed — impacts shared metrics
#39724	Daily Compiler Quality Check	failed

⚠️ Metrics Collector failure reduces data quality for all meta-orchestrators.

Behavioral Patterns

• AIC budget cascade (Day 10): Code Simplifier blocked 10 days; spillover likely driving Incomplete Result Cluster
• Tool denial expansion: Cluster grew 6→7+ workflows; root allow-list fix not yet applied
• Design Decision Gate double-filing: [aw] Design Decision Gate 🏗️ failed #39779 + [aw] Design Decision Gate 🏗️ produced no safe outputs #39776 filed same day — may indicate Issue Monster double-classification bug (watch)
• copilot-swe-agent merge rate: 67% (↓ from 77%); monitor for further decline

Recommendations

High Priority 🔴

1. Resolve AIC budget crisis ([perf-improvement] AIC Budget Crisis Day 5 — 6-agent cluster expanding, root fix urgently needed #39077, Treat CAPIError: 429 429 quota exceeded as non-retryable in copilot_harness.cjs #39479) — Day 10; likely causing Incomplete Result Cluster spillover
2. Investigate Incomplete Result Cluster ([aw-systemic] Incomplete Result Cluster — 4 workflows reporting incomplete on 2026-06-17 #39798) — correlate with AIC spend; 4 workflows blocked
3. Apply tool allow-list fix — 7+ workflows blocked; cluster expanding daily

Medium Priority 🟡

4. Restore Metrics Collector ([aw] Metrics Collector - Infrastructure Agent failed #39727) — shared observability gap
5. Monitor copilot-swe-agent merge rate — alert if <60% next week
6. Audit Design Decision Gate double-filing — check Issue Monster failure classification logic

Trends

Metric	Jun 15	Jun 16	Jun 17	Δ
Quality score	59	57	55	↓ -2/day
Effectiveness	57	55	53	↓ -2/day
Health	70	68	66	↓ -2/day
Tool denial cluster size	5	6	7+	↑ expanding
P1 issues	7	8	9	↑

3rd consecutive day of uniform -2 decline. AIC crisis compounding is the primary driver.

Actions This Run

• Filed systemic issue: #39798 — Incomplete Result Cluster (4 workflows, new pattern)
• Updated shared memory: agent-performance-latest.md, shared-alerts.md
• Expanded tool denial cluster tracking (+1 new member)

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Analysis: 2026-06-10 → 2026-06-17 | Next: 2026-06-18
Run: §27694092266

References:

• §27694092266 — this run
• §27669432726 — Workflow Health Jun 17
• §27624494165 — Agent Performance Jun 16

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · ◷

• expires on Jun 18, 2026, 6:06 AM UTC-08:00