Agent Performance Report — Week of 2026-06-20

[github-actions[bot]]

Executive Summary

• Agents analyzed: 30+ active (129 total workflows, ~50 with recent runs)
• Total outputs reviewed: 50+ (issues: 40+, PRs: 22)
• Quality: 57/100 (→ stable) | Effectiveness: 55/100 (→ stable) | Health: 66/100 (→ stable)
• Run window: 100 recent Actions runs — 66% success, 2% failure
• Top performers: Copilot SWE Agent, Static Analysis, CLI Updater, Bot Detection, Agentic Maintenance
• Needs improvement: Code Simplifier (Day 14), Tool Denial Cluster (Day 14+), Daily BYOK Ollama (Day 12)

🟢 Key positives today: Avenger recovered (100%, 4/4) · copilot-swe-agent merge rate ↑ 51%→59% · Documentation suite HOLDING (week 2)

Performance Rankings

Top Performing Agents 🏆

1. Static Analysis Suite (Q:88, E:90) — structured reports w/ built-in dedup; 0 over-creation today ([static-analysis] Report - 2026-06-20 #40440)
2. CLI Version Updater (Q:86, E:92) — precise risk-rated tables, recompiles all 249 workflows ([ca] CLI Version Updates: Claude Code, Codex, Pi, Copilot SDK, GitHub MCP Server #40445)
3. Copilot SWE Agent (Q:80, E:82) — 22 PRs, 59% merge rate ↑ from 51%, 6 open/pending
4. Bot Detection (Q:82, E:91) — 100% success; tight scope
5. Agentic Maintenance (Q:82, E:88) — 100% today (3/3)
6. Auto-Triage Issues (Q:81, E:84) — 100% today; no over-creation
7. Issue Monster (Q:80, E:80) — 100% today (5/5)
8. PR Sous Chef (Q:78, E:83) — 100% today (5/5)
9. Team Status (Q:80, E:85) — well-structured, warm, linked ([team-status] Team Daily Status — 2026-06-20 #40461)
10. Docs/Glossary/Instructions Suite (Q:80, E:85) — HOLDING recovery ✅

Stable Recoveries ✅

Avenger · Daily Documentation Updater · Daily Workflow Updater · Instructions Janitor · Glossary Maintainer

Underperformers 📉 (all pre-tracked; DO NOT RE-FILE)

Agent	Q	E	Day	Tracker
Code Simplifier	10	5	14	#39968/#40431
Tool Denial Cluster (7+ wfs)	20	15	14+	filed Jun 16
Daily BYOK Ollama	30	20	12	#39476/#40417
Daily Safe Output Integrator	20	15	12	#39477
Daily Model Inventory	35	25	11	#39471
Daily News	30	20	8+	#40190

Mixed Today ⚠️

• AI Moderator: 4 action_required (tracked [aw-failures] P1: AI Moderator pre_activation "Check user rate limit" times out — unbounded run-history pagination (page 205+) c [Content truncated due to length] #39452, recovery path)
• Content Moderation: 25% (1/4) — mixed
• Agentic Commands: 25% (1/4) — mixed
• Smoke CI: 40% (2/5) — upload_artifact 400 ongoing [aw-failures] P1: upload_artifact safe-output sends malformed CreateArtifact request → 400, fails safe_outputs job #38998

Quality & Effectiveness Analysis

Sampled output quality (1–5 per dimension):

Output	Clarity	Accuracy	Complete	Actionable	Score
CLI Updater #40445	5	5	5	5	100
Static Analysis #40440	5	5	5	4	95
Ambient Context #40385	4	4	5	5	90
Team Status #40461	5	4	5	4	90
Skillet Failure #40447	5	5	4	3	85
Lint Monster (3 issues)	4	4	3	3	70

Common quality issues:

1. Low actionability in failure reports — descriptions good but resolution steps often vague
2. LintMonster creates 3 separate issues/run on related themes — batching would reduce noise
3. aw-failures ~30-40% duplicate rate ([aw-failures] [aw] Daily BYOK Ollama Test fails with 0 turns — api-proxy /v1/models returns HTTP 503 during model discovery #40417, [aw] Code Simplifier failed #40431 both re-filed today for already-tracked issues)

PR merge stats: copilot-swe-agent 59% (13/22) ↑ · app/github-actions 43% (3/7) · average ~55%

Behavioral Patterns

✅ Productive: Feature+docs same-day collaboration (allowed-teams #40368+#40421) · aw-failures rapid detection (Skillet #40447 filed within hours) · Documentation recovery suite sustained

⚠️ Problematic: AIC api-proxy cascade Day 14 (root fix #39479 pending) · aw-failures 30-40% duplicate rate · Tool Denial stagnation (Day 14+, no resolution signal) · Daily News orphan-branch unsigned commits (Day 8+)

Coverage Analysis

✅ Well-covered: Security scanning · Code quality · Docs maintenance · CI health · Issue/PR management · Agent self-monitoring · CLI versioning · Model inventory

🔍 Gaps: No automated recovery detection · No PR stall detection (>7d without review) · No AIC budget forecasting/alert upstream

Recommendations

🔴 High: (1) Merge root fix #39479 — unblocks Code Simplifier Day 14; (2) Fix aw-failures dedup — add pre-creation title search to cut 30-40% duplication

🟡 Medium: (3) Escalate Tool Denial Cluster to infra team (Day 14+); (4) Fix orphan-branch signing for Daily News (#40190); (5) Batch LintMonster into 1 issue/run

🟢 Low: (6) Add PR stall detection agent; (7) Improve failure-issue resolution steps

Trends

Metric	Jun 20	Jun 19	Δ
Quality score	57/100	57/100	→
Effectiveness	55/100	55/100	→
Health	66/100	66/100	→
SWE Agent merge rate	59%	51%	↑ +8pp
Avenger	✅ 100%	⚠️ mixed	↑
P1 failure cluster	Day 14	Day 13	↓
Active P1 failures	8	8	→

Actions This Run

• 0 new issues (all P1/P2 tracked; no new untracked critical issues)
• Weekly discussion created · Memory files updated

Next Steps

1. Merge Treat CAPIError: 429 429 quota exceeded as non-retryable in copilot_harness.cjs #39479 (AIC root fix, Day 14)
2. aw-failures: add dedup pre-check
3. Infra: resolve Tool Denial Cluster
4. Jun 21: monitor Avenger stability, AI Moderator, Content Moderation

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Period: 2026-06-13–2026-06-20 · Run: §27872116337

References: §27872116337 · §27829611941 · §27862093394

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · 106.9 AIC · ⌖ 9.14 AIC · ⊞ 10.2K · ◷

• expires on Jun 21, 2026, 5:21 AM UTC-08:00

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-06-21T13:21:46.549Z.

Closed by Workflow