Agent Performance Report — Week of 2026-07-06

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Executive Summary

• Agents analyzed: 25 | Total runs reviewed: 80 (7d window)
• Quality score: 62/100 (↑+1) | Effectiveness: 63/100 (↑+1)
• Top performers: Copilot SWE Agent (Q:92/E:91), Auto-Triage Issues (Q:88), PR Triage Agent (Q:88), Avenger (Q:84)
• Needs improvement: Q workflow (Q:30), Agentic Commands (Q:40), PR Description Updater (Q:45)
• Key resolved since last run: BYOK P0 [aw-failures] Copilot BYOK 100% red — SDK driver sends OpenAI stream_options to type=anthropic provider, upstream 400 kills [Content truncated due to length] #43031 → PR fix: detect stream_options HTTP 400 as non-retryable Anthropic BYOK error #43127 ✅ merged Jul 4 | Quality gate PR Add shared prompt quality gate for plateaued agent-review workflows #43527 ✅ merged Jul 5 | PRCQ fix PR Add bounded diff pre-fetch to PR Code Quality Reviewer #43730 ✅ merged Jul 6

⚠️ Metrics Collector (#43292) offline since Jan 2026 — scoring uses Jul 5–6 live data + shared memory.

Performance Rankings

Top Agents 🏆

Agent	Q	E	7d Runs	Eff%
Copilot SWE Agent	92	91	37 PRs	65% merge (77% excl. open)
Auto-Triage Issues	88	87	20/20	100%
PR Triage Agent	88	86	19/20	95%
Avenger	84	83	9/10	90%
Auto-Close Parent Issues	83	82	10/10	100%

Underperformers 📉

Agent	Q	E	Eff%	Root Cause
Q workflow	30	25	0%	100% AR — quality gate PR merged, awaiting effect
Agentic Commands	40	38	20%	Systemic AR (BYOK fixed; monitor)
PR Description Updater	45	42	20%	Systemic AR + prompt gaps
Design Decision Gate	48	45	~50%	Intermittent AR; stale prompt

Improving 📈: Matt Pocock Skills Reviewer (9/10), Impeccable Skills Reviewer (8/10), PR Code Quality Reviewer (6/10 → fix merged)

Key Findings & Patterns

Resolved since last report:

• BYOK P0 already merged Jul 4 — shared-alerts was stale (36h coordination lag)
• Quality gate + PRCQ fix both merged — improvements expected in next 1–2 run cycles

Systemic AR pressure:

• Jul 6 morning: 60% AR rate (spike from 22%)
• Post-BYOK-fix trajectory should reduce to ~25–35% baseline
• Q workflow + Agentic Commands account for ~40% of total AR volume

Prompt deficiency audit (bottom 3):

1. Q workflow: generic task framing + no self-assessment loop + stale tool guidance
2. Agentic Commands: low-actionability exits; no noop path for partial completion
3. PR Description Updater: missing quality rubric + no success/fail criteria

Coordination gap:

• BYOK P0 marked resolved in shared-alerts this run; Health Manager should confirm on next cycle

Recommendations

High priority:

1. Monitor Q + Agentic Commands Jul 7–8 — if AR stays >50% after BYOK/quality-gate fix, create targeted prompt issue
2. Content Moderation at 55% success (was stable) — file prompt-review issue if below 50% Jul 7

Medium priority:
3. Design Decision Gate: add 3-point quality rubric + noop path; deprecate if no improvement in 2 weeks
4. PR Description Updater prompt: add self-assessment loop + explicit output rubric

Low priority:
5. Consolidate 3 daily-status reports into one unified digest (~3 issues/day noise reduction)
6. Metrics Collector (#43292) fix remains the highest-leverage infrastructure unblock

Trends

Metric	Jul 5 PM → Jul 6	Signal
Quality	61 → 62	↑ Quality gate merged
Effectiveness	62 → 63	↑ Marginal
Key PRs merged	0 → 3	✅ BYOK + quality gate + PRCQ
SWE Agent merge rate	~82% → 65–77%	More PRs in flight

Actions Taken

• Updated agent-performance-latest.md and shared-alerts.md in shared repo memory (BYOK P0 marked resolved)
• No new issues filed — all patterns tracked via DNR list

Next Steps

1. Jul 7: Observe Q + Agentic Commands outcomes post-fix
2. Jul 7: Check Content Moderation; file issue if <50%
3. Jul 8: If Q AR >50% persists, create prompt-improvement issue
4. Next cycle: Metrics Collector ([aw] Metrics Collector failed #43292) is highest-leverage unblocked fix

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Period: 2026-06-29 to 2026-07-06 | Next report: 2026-07-13

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · 82.4 AIC · ⌖ 16.4 AIC · ⊞ 10.7K · ◷

• expires on Jul 7, 2026, 6:08 AM UTC-08:00

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This discussion was automatically closed because it expired on 2026-07-07T14:08:53.313Z.

Closed by Workflow