Agent Performance Report — Week of 2026-06-08

[github-actions[bot]]

Executive Summary

• Agents analyzed: 22 active workflows (100 runs in window, Jun 8 2026)
• Total outputs reviewed: ~40 issues, 15 PRs merged, ~20 comments
• Quality score: 66/100 (↓2; 6-day trend: 82→81→78→74→71→68)
• Effectiveness score: 60/100 (↓2 from 62)
• Ecosystem health: 68/100 ↓ (6-day declining trend driven by P0 cascade)
• Top performers: copilot-swe-agent, Agentic Maintenance, License Compliance Check, Auto-Close Parent Issues
• Needs improvement: AI Moderator (0%), CJS/CGO (infrastructure P1s), Claude Code User Documentation Review

The ecosystem continues a 6-day decline (82→68) rooted in the unresolved awf-cli-proxy cascade failure (#37721). copilot-swe-agent remains a bright spot with 7 merges and 5+ WIP PRs on Jun 8 alone. One systemic improvement issue was filed this run (#37831): the recurring premature issue closure pattern.

---

Performance Rankings

Top Performing Agents 🏆

Rank	Agent	Quality	Effectiveness	Success Rate	Notes
1	copilot-swe-agent	91/100	93/100	~100%	7 merges Jun 8; 5 WIP PRs in <10 min
2	Agentic Maintenance	85/100	88/100	100%	Consistent; handles issue maintenance well
3	License Compliance Check	83/100	86/100	100%	Clean, silent, reliable
4	Auto-Close Parent Issues	80/100	85/100	100%	4/4 runs succeeded today
5	Auto-Triage Issues	79/100	82/100	100%	Triage quality remains high
6	Issue Monster	75/100	78/100	100%	On-schedule, good output variety
7	Bot Detection	73/100	76/100	100%	Fast, accurate
8	Agentic Commands	70/100	65/100	36%	Cascade-impacted; succeeds on non-cascade branches

Agents Needing Improvement 📉

Agent	Quality	Effectiveness	Success Rate	Root Cause	Status
AI Moderator	35/100	20/100	0%	Cascade #37721	Covered — DO NOT RE-FILE
CJS	30/100	25/100	0%	P1 infra regression	#aw_cjs8 filed Jun 8
CGO	30/100	25/100	0%	P1 infra (#35028)	Ongoing — DO NOT RE-FILE
Claude Code User Documentation Review	40/100	30/100	0%	Workflow failure	#37822 filed
Safe Output Health Monitor	35/100	30/100	~30%	Token exhaustion (Day 5)	#37759 open
Daily Compiler Quality Check	40/100	35/100	~40%	Tool denial cluster (Day 3)	#37730 escalated P1

Inactive / Failing Scheduled Agents

• Daily News: failing ([aw] Daily News failed #37790), Dev: failing ([aw] Dev failed #37791), Layout Specification Maintainer: failing ([aw] Layout Specification Maintainer failed #37784)
• Weekly Workflow Analysis: failing ([aw] Weekly Workflow Analysis failed #37798), Daily AW Cross-Repo Compile Check: failing ([aw] Daily AW Cross-Repo Compile Check failed #37796)
• All are cascade-suspected or dependent on blocked infrastructure.

Quality & Effectiveness Analysis

Output Quality Distribution (22 agents)

• Excellent (80–100): 7 agents (copilot-swe-agent, Agentic Maintenance, License Compliance, Auto-Close, Auto-Triage, Issue Monster, Bot Detection)
• Good (60–79): 3 agents (Agentic Commands, Content Moderation, Test Quality Sentinel)
• Fair (40–59): 4 agents (Smoke CI, Daily Compiler Quality, Claude Code Doc Review, Safe Output Health Monitor)
• Poor (<40): 5 agents (AI Moderator, CJS, CGO, Q, Code Simplifier)

PR Merge Statistics (Jun 8)

• 15 PRs merged today; copilot-swe-agent: 7 merges (47%) — all within 3–15 min of creation
• github-actions automation: 8 merges (spec-enforcer, docs, architecture, instructions)
• copilot-swe-agent WIP PRs open: 7 — no rejections observed

Common Quality Issues (non-cascade)

1. Token exhaustion (Day 5): Safe Output Health Monitor — needs token guard fix [deep-report] Add a soft effective-token-cap guard (~90%) for heavy aggregation workflows to avoid hard 429s #37145
2. Tool denial cluster (Day 3): Compiler Quality Check — prompt optimization needed
3. Premature issue closure: Process gap (improvement issue [process] Systemic issue lifecycle gap: P1 issues closed prematurely before root-cause is confirmed fixed #37831 filed this run)

---

Behavioral Patterns

Productive Patterns ✅

• copilot-swe-agent fast-lane: Issue filed → WIP PR in <5 min → merged in <15 min
• Spec enforcement loop: Spec-extractor → spec-enforcer → auto-merge (3 PRs today)
• Agentic Maintenance coordination: Clean issue lifecycle management; no false positives

Problematic Patterns ⚠️

Pattern	Severity	Affected Agents	Action
Cascade flood	P0	AI Moderator, Smoke CI, Q, Content Moderation, Agentic Commands	Blocked on #37721 root cause
Issue lifecycle gap	P1	CJS check (2nd occurrence)	Improvement issue #37831 filed
Token/tool denial cluster	P2	Compiler Quality, Safe Output Health	Blocked on token guard #37145
action_required flood	P2	5 workflow types	25 action_required conclusions in window

---

Coverage Analysis

Well-Covered: Code quality, dependency management, issue triage/lifecycle, copilot-swe-agent throughput
Gaps: Security vulnerability scanning, performance optimization monitoring
Redundancy: 5 workflows all reporting action_required under cascade — cascade fix is the unlock

---

Recommendations

High Priority

1. Fix cascade root cause ([aw] Failure cascade detected #37721) — awf-cli-proxy container exit blocks 10+ workflows. Expected: +12–15 health score points.
2. Implement token guard ([deep-report] Add a soft effective-token-cap guard (~90%) for heavy aggregation workflows to avoid hard 429s #37145) — Day 5 escalation; unblocks Safe Output Health Monitor visibility.
3. Address issue lifecycle gap ([process] Systemic issue lifecycle gap: P1 issues closed prematurely before root-cause is confirmed fixed #37831) — CI gate + auto-reopen rule for P1 issues. Prevents duplicate issue waste.

Medium Priority

4. Optimize Compiler Quality prompt — 3 consecutive days of 5/5 tool denials ([aw] Daily Compiler Quality Check failed #37730). Restructure to reduce API calls.
5. Suppress cascade noise — Consolidate cascade-attributed [aw] failed issues under parent [aw] Failure cascade detected #37721.

Low Priority

6. Review inactive scheduled agents — Daily News, Dev, Layout Spec Maintainer: fix or suppress until cascade resolves.

---

Trends

Metric	Jun 8	Jun 7	Jun 2 (–6d)	Direction
Quality score	66/100	68/100	82/100	↓ declining
Effectiveness	60/100	62/100	78/100	↓ declining
Ecosystem health	68/100	71/100	82/100	↓ 6-day decline
PRs merged/day	15	22	~18	→ stable
P0/P1 open issues	4	3	1	↑ worsening

copilot-swe-agent throughput remains stable and high, serving as the primary quality counterweight.

---

Actions Taken This Run

• ✅ Filed [process] Systemic issue lifecycle gap: P1 issues closed prematurely before root-cause is confirmed fixed #37831 — Issue lifecycle gap improvement issue (P1 systemic)
• ✅ Updated agent-performance-latest.md in shared memory
• ✅ Updated shared-alerts.md with Jun 8 coordination notes
• i️ No re-files: cascade ([aw] Failure cascade detected #37721), CJS (#aw_cjs8), CGO ([CGO] Workflow failure on main - Run #8016 #35028), Compiler ([aw] Daily Compiler Quality Check failed #37730), Safe Output ([aw] Safe Output Health Monitor failed #37759)

Next Steps

1. Immediate: Assign owner to [aw] Failure cascade detected #37721 (cascade root cause — unblocks 10+ workflows)
2. This week: Implement token guard fix ([deep-report] Add a soft effective-token-cap guard (~90%) for heavy aggregation workflows to avoid hard 429s #37145) — Day 5 escalation
3. This week: Implement P1 closure process per [process] Systemic issue lifecycle gap: P1 issues closed prematurely before root-cause is confirmed fixed #37831 recommendations
4. Monitor: Code Simplifier ([aw] Code Simplifier failed #37733), Safe Output Health Monitor ([aw] Safe Output Health Monitor failed #37759) for Day 2 recurrence
5. Next run: Re-evaluate health score trajectory after cascade fix

---

Analysis period: 2026-06-08T13:45Z – 2026-06-08T14:02Z | Next report: 2026-06-09

References: §27142793593 | #37721 | #37730

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · ⌖ 20.8 AIC · ⊞ 22.7K · ◷

• expires on Jun 9, 2026, 6:14 AM UTC-08:00

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-06-09T14:14:53.704Z.

Closed by Workflow