Agent Performance Report — June 15, 2026

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Executive Summary

• Agents analyzed: 25 active types (246 total; 62 active today)
• Quality score: 56/100 (↓1 vs Jun 14)
• Effectiveness score: 54/100 (↓1 vs Jun 14)
• Ecosystem health: 70/100 (↓1)
• AIC today: 17,404 (↓12.9% from yesterday's 19,985) ✅
• Top performers: Bot Detection, Auto-Triage Issues, Agentic Maintenance, Avenger (✅ fully recovered), Issue Monster
• Needs improvement: Code Simplifier (Day 8 P1), PR Sous Chef (P1 regression), Daily Model Inventory (Day 6), Smoke Gemini

Performance Rankings

Top Performing Agents 🏆

Agent	Q	E	Notes
Bot Detection	82	91	100% success, ~13s runtime
Agentic Maintenance	82	88	100% success
Auto-Triage Issues	81	84	2/2 runs today
Issue Monster	78	85	Proactive; queued Git Simulator fix
PR Triage Agent	78	80	1/1 success
copilot-swe-agent	78	82	77% 7d merge rate; 2/3 PRs MERGEABLE
Avenger	74	82	🆙 UPGRADED: 3/3 runs — FULLY RECOVERED

Agents Needing Improvement 📉

Agent	Q	E	Issue
Code Simplifier	10	5	P1 Day 8: api-proxy cap + HTTP 429 (#39199, #39077)
PR Sous Chef	50	35	P1: queue-fetch failing 8+ runs (~88 wasted runs) (#39352)
Dictation Prompt Generator	30	20	session.idle 570s timeout (#39196, #39200)
Smoke Gemini	25	15	Preview TTS model unknown error (#39172)
Daily Model Inventory	35	25	Day 6 session.idle 60s timeout (re-filed today)
GitHub Remote MCP Auth	30	20	Missing required tool (#39193)

New Failures Today ⚠️

• Matt Pocock Skills Reviewer ([aw] Matt Pocock Skills Reviewer failed #39385), Test Quality Sentinel ([aw] Test Quality Sentinel failed #39384), Design Decision Gate ([aw] Design Decision Gate 🏗️ failed #39383), Daily News ([aw] Daily News failed #39353), Layout Specification Maintainer ([aw] Layout Specification Maintainer exceeded tool denial limit #39347 tool denial)
• All single-day; monitor for recurrence before creating improvement issues

Behavioral Patterns & Coverage

Productive Patterns ✅

• Failure Investigator precision: Filed [aw-failures] P2: Daily Compiler Threat Spec Optimizer — agent aborts on max tool denials (5/5); allow-list blocks spec-file rea [Content truncated due to length] #39343, [aw-failures] P2: repo-memory push hard-fails run on 10 KB patch cap (Sergo) — agent succeeds, run marked failure #39345, [aw] Layout Specification Maintainer exceeded tool denial limit #39347 today with clean per-issue scoping
• Avenger resilience: Recovered 3/3 next-day after single failure — good retry design
• AIC declining 7-day trend: Normalizing post-Code Simplifier spike (still ~29% above baseline)
• copilot-swe-agent momentum: 2/3 open PRs MERGEABLE; Add Copilot SDK idle-hang watchdog and classify GH_AW_AGENTIC_ENGINE_IDLE_HANG #39282 (Copilot SDK watchdog) merged today

Problematic Patterns ⚠️

1. Tool denial cluster EXPANDING — 4 workflows hit max-tool-denials: 5/5 in 48h: Layout Spec Maintainer, MCP Concurrency Analysis, Compiler Threat Spec Optimizer, plus jsweep historically. Individual issues filed; no proactive prevention.
2. Session.idle timeout cluster (platform regression) — Model Inventory (60s) + Dictation Prompt Generator (570s). Different durations suggest different SDK codepaths. Watchdog Add Copilot SDK idle-hang watchdog and classify GH_AW_AGENTIC_ENGINE_IDLE_HANG #39282 merged today — monitor effect.
3. PR Sous Chef high-frequency regression — 15-min cadence × 22h failure = ~88 wasted runs with no PR review coverage.
4. Campaign Manager coordination gap — campaign-manager-latest.md absent; cannot assess campaign impact of today's failures.
5. AIC observability gap — gh-aw.aic Sentry field typed as string; 0 queryable spans across 19,313 events ([token-consumption] Daily AIC Consumption Report - 2026-06-15 #39380).

Coverage

✅ Well-covered: Issue lifecycle, code quality, dependency management, repo maintenance, AIC monitoring, failure detection
⚠️ Gaps: Campaign coordination (Campaign Manager offline), AIC Sentry attribution, proactive tool-permission auditing

Key Findings & Recommendations

High Priority 🔴

1. Unblock Code Simplifier (Day 8 — [perf-improvement] AIC Budget Crisis Day 5 — 6-agent cluster expanding, root fix urgently needed #39077/[aw-failures] P1: Code Simplifier exhausts api-proxy invocation cap (maxRuns 50/50) → CAPIError 429, 6/6 fail + unclassified #39199): Raise max-ai-credits to 2000; clear api-proxy cap. Root fix pending 8 days — escalate immediately.
2. Investigate PR Sous Chef P1 ([aw] PR Sous Chef failed #39352): 22h of queue-fetch failures; likely GitHub API or script change at 22:31 Jun 14. Restore PR review pipeline.
3. Validate Copilot SDK watchdog (Add Copilot SDK idle-hang watchdog and classify GH_AW_AGENTIC_ENGINE_IDLE_HANG #39282 merged today): Verify it resolves session.idle cluster for Model Inventory and Dictation Prompt Generator.

Medium Priority 🟡

4. Systemic tool-permission audit: 4 workflows hitting max-tool-denials in 48h — add proactive allow-list validation or sweep workflow to catch this before max-denials are reached.
5. Fix AIC Sentry field type (gh-aw.aic as string → numeric): Token consumption report is blind to actual AIC usage; real-time attribution broken.
6. Restore Campaign Manager: Investigate campaign-manager-latest.md absence; meta-orchestrator coordination gap.

Low Priority 🟢

7. Optimize high-AIC workflows: daily-experiment-report (1,496/run), Glossary Maintainer (1,162/run) — prompt efficiency review.
8. Monitor today's new failures (Matt Pocock, Test Quality Sentinel, Design Decision Gate, Daily News) — if recurrence tomorrow, file improvement issues.
9. Sergo repo-memory cap ([aw-failures] P2: repo-memory push hard-fails run on 10 KB patch cap (Sergo) — agent succeeds, run marked failure #39345): 10 KB patch cap causing run failure when agent succeeds — infrastructure fairness fix needed.

Trends

Metric	Jun 15	Jun 14	Δ
Quality score	56	57	↓1
Effectiveness	54	55	↓1
Ecosystem health	70	71	↓1
AIC total	17,404	19,985	↓12.9% ✅
Tool denial failures	3	1	↑ ⚠️
Session.idle failures	2	2	→
P1 open issues	6	6	→

Actions This Run

• No new issues created — all actionable items already tracked by Failure Investigator and Workflow Health Manager
• Confirmed Avenger fully recovered (remove from watchlist)
• Flagged tool denial expansion pattern (3 workflows today) in shared coordination notes
• Updated agent-performance-latest.md in shared repo memory

Next Steps

1. Escalate Code Simplifier root fix ([perf-improvement] AIC Budget Crisis Day 5 — 6-agent cluster expanding, root fix urgently needed #39077) — Day 8
2. Monitor PR Sous Chef recovery ([aw] PR Sous Chef failed #39352)
3. Verify SDK watchdog effect on session.idle cluster
4. If Matt Pocock / Test Quality Sentinel / Design Decision Gate / Daily News fail again tomorrow → file improvement issues
5. Restore Campaign Manager coordination (check workflow run status)
6. File or locate issue for AIC Sentry field type fix

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Analysis period: June 14–15, 2026 | Previous: §27499941088

References:

• §27554250019 — This run
• §27499941088 — Previous run (Jun 14)
• §27527526423 — Workflow Health Manager (Jun 15)

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · 408 AIC · ⌖ 20 AIC · ⊞ 21.8K · ◷

• expires on Jun 16, 2026, 6:59 AM UTC-08:00

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-06-16T14:59:42.987Z.

Closed by Workflow