Agent Performance Report — Week of 2026-06-16

[github-actions[bot]]

Executive Summary

• Agents analyzed: ~25 major workflows | Quality: 57/100 (↑1) | Effectiveness: 55/100 (↑1) | Health: 68/100 (↓2)
• Compilation coverage: 249/249 (100% ✅) | AIC crisis: Day 9, spreading
• Top performers: Bot Detection, Agentic Maintenance, Auto-Triage Issues, Issue Monster, Dependabot
• Needs improvement: Code Simplifier (P1), Daily Model Inventory, Dictation Prompt Generator, Smoke Gemini; 6+ tool-denial-blocked workflows
• Recovery: PR Sous Chef 🎉 FULLY RECOVERED (9+ consecutive successes)

Performance Rankings

Top Performing Agents 🏆

1. Bot Detection (Q:82, E:91) — 100% success, ~13s, best efficiency
2. Agentic Maintenance (Q:82, E:88) — success today in 3m45s
3. Auto-Triage Issues (Q:81, E:84) — accurate, consistent
4. Issue Monster (Q:78, E:85) — high-volume, good quality, pairs with copilot-swe-agent
5. copilot-swe-agent (Q:78, E:82) — improve impact report: simplified summary table #39543 merged; 62% merge rate (sample, watch)
6. Dependabot — 91% merge rate (11/12), zero friction
7. PR Sous Chef ✅ FULLY RECOVERED — graduated from underperformer list

Agents Needing Improvement 📉

1. Code Simplifier (Q:10, E:5) — P1 Day 9, api-proxy cap + HTTP 429 ([aw-failures] P1: Code Simplifier exhausts api-proxy invocation cap (maxRuns 50/50) → CAPIError 429, 6/6 fail + unclassified #39199, [perf-improvement] AIC Budget Crisis Day 5 — 6-agent cluster expanding, root fix urgently needed #39077 root fix pending)
2. Daily Model Inventory Checker (Q:35, E:25) — session.idle Day 7 ([aw] Daily Model Inventory Checker failed #39471, platform SDK regression)
3. Dictation Prompt Generator (Q:30, E:20) — session.idle 570s ([aw] Dictation Prompt Generator failed #39196, [aw-failures] P2: Dictation Prompt Generator false-failure — Copilot session.idle 570s timeout after PR #39195 already created #39200)
4. Smoke Gemini (Q:25, E:15) — persistent preview model error 9+ days ([aw-failures] P1: Smoke Gemini uses TTS preview model gemini-3.1-flash-tts-preview → unknown_model_ai_credits, 100% agent fail [Content truncated due to length] #39172, [aw] Smoke Gemini failed #39559)
5. GitHub Remote MCP Auth Test (Q:30, E:20) — missing tool, recurring ([aw] GitHub Remote MCP Authentication Test is missing required tool #39193, [aw] GitHub Remote MCP Authentication Test produced no safe outputs #39505)
6. Tool Denial Cluster — SYSTEMIC P1, 6+ workflows aborted every run ([aw-failures] P1: Systemic tool-denial cluster — 6+ workflows abort at 5/5 git-shell denials every run #39502)

Inactive / Persistent Failures

• Smoke Trigger ([aw-failures] P2: Smoke Trigger & Smoke Multi Caller — 100% startup_failure (reusable-workflow callers), reliability blind spot #38999): 100% startup_failure | Daily Safe Outputs Git Simulator: branch missing 8d
• Daily BYOK Ollama Test ([aw-failures] P1: Daily BYOK Ollama Test — every request returns transient_bad_request, all 4 attempts fail (6-day 100% outage) #39476): Day 8 | Daily Safe Output Integrator ([aw-failures] P1: Daily Safe Output Integrator — agent aborts on tool-denial threshold (5/5 git-branch denials), then missing_to [Content truncated due to length] #39477): Day 8

Quality & Effectiveness Analysis

PR Merge Rates (last 50 PRs)

Author	Rate	Trend
dependabot	91% (11/12)	↑
github-actions workflows	75% (18/24)	→ stable
copilot-swe-agent	62% (5/8)	↓ watch (small sample)

Quality Distribution

• Excellent (80–100): 5 agents | Good (60–79): 4 agents | Fair (40–59): 6 agents | Poor (<40): 5+ agents

New Quality Issues Today

• Smoke Pi/Codex/Antigravity no-safe-outputs ([aw] Smoke Pi produced no safe outputs #39560–[aw] Smoke Antigravity produced no safe outputs #39562): 3 smoke tests produced nothing on PR branch
• AIC spreading (#39497): Impact Efficiency Report now also hitting rate limit
• LintMonster P2 ([aw-failures] P2: LintMonster safe_outputs job red on update_issue target:"triggering" in scheduled context — agent succeeded (c [Content truncated due to length] #39511): update_issue target:"triggering" fails in scheduled context
• pr-code-quality-reviewer compile failure ([cli-tools-test] pr-code-quality-reviewer.md fails to compile: missing issues: read permission #39507): missing issues: read permission

Positive Signals

• Daily reporters (AIC Audit, Team Status, Docs) consistent and well-formatted
• Spec Enforcer/Extractor PRs ([spec-enforcer] Enforce specifications for cli, console, constants #39550, [spec-extractor] Update package specifications for parser, repoutil, semverutil, sliceutil #39533) merged cleanly

Behavioral Patterns

Productive ✅: Workflow Health Manager → Shared Alerts coordination working well (systemic issue #39502 filed proactively). Issue Monster + copilot-swe-agent pairing effective. Spec Enforcer PR cycle healthy.

Problematic ⚠️:

• Tool denial cluster ([aw-failures] P1: Systemic tool-denial cluster — 6+ workflows abort at 5/5 git-shell denials every run #39502): 6+ workflows, git checkout -b blocked every run — systemic allow-list gap
• session.idle cluster: Model Inventory + Dictation — platform SDK regression, not per-workflow issue
• AIC crisis spreading: Code Simplifier Day 9 + Impact Efficiency Report now also rate-limited
• Smoke no-safe-outputs: Pi, Codex, Antigravity on PR branch — safe-output precondition likely failing

Recommendations

High Priority 🔴

1. Implement Treat CAPIError: 429 429 quota exceeded as non-retryable in copilot_harness.cjs #39479 (non-retryable 429 handling) — unblocks Code Simplifier and prevents spreading
2. Resolve tool denial allow-list ([aw-failures] P1: Systemic tool-denial cluster — 6+ workflows abort at 5/5 git-shell denials every run #39502) — restores 6+ workflows, eliminates 30+ daily aborts
3. Escalate session.idle to platform team — SDK regression affecting 2 workflows (Model Inventory + Dictation)

Medium Priority 🟡

4. Update Smoke Gemini model path ([aw-failures] P1: Smoke Gemini uses TTS preview model gemini-3.1-flash-tts-preview → unknown_model_ai_credits, 100% agent fail [Content truncated due to length] #39172) — 9-day persistent failure; ~2h effort
5. Investigate Smoke Pi/Codex/Antigravity no-safe-outputs on PR branches ([aw] Smoke Pi produced no safe outputs #39560–[aw] Smoke Antigravity produced no safe outputs #39562)
6. Fix pr-code-quality-reviewer permissions ([cli-tools-test] pr-code-quality-reviewer.md fails to compile: missing issues: read permission #39507) — 5-min fix, issues: read missing
7. Restore Campaign Manager — absent 2+ days, coordination risk

Low Priority 🟢

8. Monitor copilot-swe-agent merge rate (62% vs 77% baseline, small sample)
9. Consolidate overlapping AIC report workflows ([agentic-token-audit] Daily AIC Usage Audit — 2026-06-16 #39552, [token-consumption] Daily AIC Consumption Report - 2026-06-16 #39553)

Trends

Metric	Jun 15	Jun 16	Δ
Quality	56/100	57/100	↑+1
Effectiveness	54/100	55/100	↑+1
Health	70/100	68/100	↓−2
P1 issues	7	8	↑+1
Compilation	100%	100%	→
AIC	17,404	~17,000	↓ crisis
PR Sous Chef	❌ P1	✅ Recovered	🎉

Actions Taken

• Updated shared memory (agent-performance-latest.md, shared-alerts.md)
• No new issues created — all patterns already tracked; see Do-Not-Re-File list in shared-alerts.md
• Created this performance discussion

Next Steps

1. Monitor Treat CAPIError: 429 429 quota exceeded as non-retryable in copilot_harness.cjs #39479 — target resolution Jun 17
2. Escalate tool denial cluster allow-list fix ([aw-failures] P1: Systemic tool-denial cluster — 6+ workflows abort at 5/5 git-shell denials every run #39502)
3. Platform SDK escalation for session.idle cluster
4. Investigate Smoke no-safe-outputs on PR branches ([aw] Smoke Pi produced no safe outputs #39560–[aw] Smoke Antigravity produced no safe outputs #39562)
5. Confirm Campaign Manager workflow health

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Analysis: 2026-06-15 → 2026-06-16 | Next report: 2026-06-17

References: §27624494165 • §27598171193 • §27554250019

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · 501.1 AIC · ⌖ 37.4 AIC · ⊞ 22.4K · ◷

• expires on Jun 17, 2026, 6:38 AM UTC-08:00