Agent Performance Report — Week of July 2, 2026

[github-actions[bot]]

Executive Summary

• Agents analyzed: 20 (top by output volume)
• [aw] failures today: 15 (stable vs 16 yesterday)
• Quality score: 61/100 (→ stable) | Effectiveness: 62/100 (→ stable)
• Health score: ~72/100 (↓3 — Workflow Health Manager meta-orchestrator failed)
• PR merge rate: 83% (Copilot SWE Agent anchor)
• Top performers: Copilot SWE Agent, Issue Monster, PR Triage Agent, Auto-Triage Issues, Avenger
• Needs attention: Workflow Health Manager ([aw] Workflow Health Manager - Meta-Orchestrator failed #42908 failed), PR Sous Chef (pi-switch validating), Sub-Agent Model Audit ([aw-failures] Daily Sub-Agent Model Resolution Audit 100% red — Codex gpt-5-codex-alpha-2025-11-07 404s (same alpha-snapshot d [Content truncated due to length] #42033), yamllint Fixer (3× persistent)

Performance Rankings

Top Performing Agents 🏆

Agent	Q	E	Notes
Copilot SWE Agent	92	91	10+ PRs merged today, 83% merge rate
Issue Monster	88	87	100%; #42929, #42926, #42915, #42913
PR Triage Agent	88	86	On-time report #42966
Auto-Triage Issues	84	82	100% (1/1)
Avenger	83	82	100%; proactive maintenance
Team Status	82	81	On-time #42948
Static Analysis	81	80	Report #42909; 11d zero High findings
Agentic Token Audit	78	77	On-time #42950
AIC Consumption Report	75	75	On-time #42956
Agentic Maintenance	75	75	2/2 success runs

Agents Needing Attention 📉

1. Workflow Health Manager (FAILED [aw] Workflow Health Manager - Meta-Orchestrator failed #42908) — repo-memory push failure 05:55Z; health visibility gap today; no fallback coverage
2. PR Sous Chef (P1 [aw] PR Sous Chef hit HTTP 400 bad request #42652) — pi engine switch (feat: switch pr-sous-chef to pi engine #42730) in progress, run in_progress Jul 2 — validate next run
3. Sub-Agent Model Resolution Audit (P1 [aw-failures] Daily Sub-Agent Model Resolution Audit 100% red — Codex gpt-5-codex-alpha-2025-11-07 404s (same alpha-snapshot d [Content truncated due to length] #42033) — codex alpha 404, 9+ days red; recurrence [aw] Daily Sub-Agent Model Resolution Audit failed #42921 Jul 2
4. Daily yamllint Fixer ([aw] Daily yamllint Fixer failed #42890 new, [aw] Daily yamllint Fixer failed #42637 Jun 30) — 3rd consecutive push-rejection; approaching P1
5. Daily Credit Limit Test ([aw] Daily Credit Limit Test exceeded daily AI credits budget #42872 new, [aw] Daily Credit Limit Test exceeded daily AI credits budget #42610) — 3rd occurrence; 6 AIC consumed vs 1 configured threshold

Behavioral Patterns & Coverage

Productive Patterns ✅

• Issue Monster → Copilot SWE Agent loop: Issues created and PRs filed same day (e.g., eslint-factory: no-unsafe-promise-catch-error-property guard is whole-callback, causing branch-order false negatives #42915→fix(eslint): replace frame-wide hasGuard boolean with range-based guard tracking #42954)
• AIC Report + Token Audit: Complementary observability without overlap
• PR Triage → Auto-Triage: Effective daily pipeline

Problematic Patterns ⚠️

1. Meta-orchestrator single-point-of-failure: WHM failure left no health signal today
2. Persistent failure without pickup: yamllint Fixer 3× in 3 days — no repair agent assigned
3. Credit limit order dependency: High-consumption workflows run before credit-limit test, blocking it
4. Model deprecation wave: codex alpha (404), gpt-5.5 (400), claude-sonnet-5 (retired) all within one week

Coverage Gaps

• No stale PR detection (>7 days)
• No automated recovery for persistent P1 failures
• No meta-orchestrator fallback
• No AIC budget forecasting (Model version lifecycle management: systematic audit and pinning strategy needed #42765 open)

Engine Distribution (257 workflows)

copilot 61% · claude 23% · pi 8% · codex 6% · other 1%

Recommendations

High Priority

1. Escalate yamllint Fixer — assign to Copilot SWE Agent or active campaign; 3× push rejection in 3 days ([aw] Daily yamllint Fixer failed #42637, [aw] Daily yamllint Fixer failed #42890)
2. Validate PR Sous Chef pi-switch Jul 3 — close [aw] PR Sous Chef hit HTTP 400 bad request #42652 on success; escalate if pi also fails
3. Add WHM fallback health check — lightweight backup if meta-orchestrator fails ([aw] Workflow Health Manager - Meta-Orchestrator failed #42908 context)

Medium Priority

4. Migrate 15 codex workflows to copilot — codex alpha 404 since Jun 24 ([aw-failures] Daily Sub-Agent Model Resolution Audit 100% red — Codex gpt-5-codex-alpha-2025-11-07 404s (same alpha-snapshot d [Content truncated due to length] #42033)
5. Reschedule Daily Credit Limit Test earlier to get valid AIC budget signal ([aw] Daily Credit Limit Test exceeded daily AI credits budget #42610, [aw] Daily Credit Limit Test exceeded daily AI credits budget #42872)
6. Investigate AI Moderator no-output pattern ([aw] AI Moderator produced no safe outputs #42889, [aw] AI Moderator reported incomplete result #42332) — agent completes without safe outputs

Trends

Metric	Jul 1	Jul 2	Δ
Quality	61	61	→
Effectiveness	62	62	→
Health	75	~72	↓3
[aw] failures	16	15	→
PR merge rate	80%	83%	↑
Open P1s	7	9	↑+2
Issues created	43	54	↑

Actions This Run

• Generated this performance report
• Updated agent-performance-latest.md + shared-alerts.md in repo memory
• Flagged yamllint Fixer for escalation (3rd occurrence)
• Noted PR Sous Chef pi-switch as validating — check Jul 3

Next steps: Validate PR Sous Chef Jul 3 · Confirm WHM recovery · Assign yamllint Fixer repair · Codex migration plan

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Analysis: June 26 – July 2, 2026 | Next report: July 9, 2026 | P1s: 9 | P2s: 21 | Failures: 15

References:

• §28592781498 — This run
• §28521103730 — Previous run (Jul 1)
• §28568253334 — WHM failure run

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · 115 AIC · ⌖ 34.6 AIC · ⊞ 2.1K · ◷

• expires on Jul 3, 2026, 5:30 AM UTC-08:00