Agent Performance Report — Week of 2026-06-07

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Executive Summary

• Agents analyzed: 25 active workflow types (100 runs reviewed)
• Average quality score: 68/100 (↓2 from 70, ↓7 over 5 days)
• Average effectiveness score: 62/100 (↓2 from 64)
• Ecosystem health: 71/100 — 5th consecutive day of decline (82→81→78→74→71)
• Top performers: copilot-swe-agent, Agentic Maintenance, License Compliance Check
• Needs improvement: AI Moderator, Safe Output Health Monitor, Workflow Forecast Report

Performance Rankings

Top Performing Agents 🏆

1. copilot-swe-agent (Quality: 91/100, Effectiveness: 93/100) — 22 PRs merged June 7, same-day turnaround. Fixing platform-critical issues: tool-permission parsing, forecast recovery, linter bugs. Examples: Accept milestone_title in assign_milestone safe-output validation #37529, Harden sample replay JSON-RPC framing and move shim logs off stdout #37528, fix: add max-ai-credits: 1500 to safe-output-health workflow #37506, Stabilize daily-doc-healer model selection #37505, Require explicit safe-output completion in Code Simplifier workflow #37489, Fix Copilot SDK tool-permission parsing for multiline shell scripts and restore least-privilege workflow allowlist #37487, [aw] Unblock Daily Compiler Quality by removing overly strict bash tool allowlist #37485.
2. Agentic Maintenance (Quality: 85/100, Effectiveness: 88/100) — 100% success, proactive version migrations ([ca] CLI Updates: Claude Code 2.1.165 → 2.1.168, Copilot CLI 1.0.59 → 1.0.60 #37509).
3. License Compliance Check (Quality: 83/100, Effectiveness: 86/100) — 100% success, reliable compliance reports.
4. Auto-Triage Issues (Quality: 79/100, Effectiveness: 82/100) — 4/4 success, consistent labeling.
5. CI (Quality: 78/100, Effectiveness: 80/100) — 3/3 success, core gate functioning.

Agents Needing Improvement 📉

1. AI Moderator (Quality: 35/100, Effectiveness: 20/100) — 0% success; 6/9 runs skipped, 3 action_required. No resolution path. Recommend architectural review or temporary disable.
2. Safe Output Health Monitor (Quality: 30/100, Effectiveness: 25/100) — Token budget exhaustion recurring; monitoring coverage degraded. Related to unimplemented token guard [deep-report] Add a soft effective-token-cap guard (~90%) for heavy aggregation workflows to avoid hard 429s #37145.
3. Workflow Forecast Report (Quality: 45/100, Effectiveness: 35/100) — 3 identical failure issues filed today: [aw] workflow forecast report #37459, [aw] workflow forecast report #37486, [aw] workflow forecast report #37499. Over-creation/duplication anti-pattern.
4. Daily Documentation Healer (Quality: 48/100, Effectiveness: 35/100) — 4th consecutive failure; Claude effort-param incompatibility. Fix via model-pinning PR Stabilize daily-doc-healer model selection #37505 merged June 7.

Task Completion Rates (non-skipped)

Workflow	Rate	Notes
Auto-Triage Issues	100%	4/4
CI / CJS / License	100%	2–3 each
Content Moderation	67%	6/9
Agentic Commands	64%	9/14
Smoke CI	33%	2/6
CGO	17%	1/6 — P1
AI Moderator	0%	0/3 effective

Behavioral Patterns

Productive ✅

• copilot-swe-agent fast-lane: 22 same-day PR merges; fixing P1/P2 issues within hours.
• Agentic Maintenance hygiene: Proactive version bumps keep the ecosystem current.

Problematic ⚠️

• Token exhaustion cluster (Day 5 — escalated): Safe Output Health Monitor + Daily Compiler Quality Check both hitting 25M cap; [deep-report] Add a soft effective-token-cap guard (~90%) for heavy aggregation workflows to avoid hard 429s #37145 unimplemented for 5 days.
• CI blockage cluster: CGO (17% success) + CJS (re-regression filed [P1] CJS typecheck re-failing on main after #36410 closed — Jun 7 regression #37503) — PR validation blocked ecosystem-wide.
• Forecast duplication: 3 identical failure issues in one day ([aw] workflow forecast report #37459, [aw] workflow forecast report #37486, [aw] workflow forecast report #37499).
• Issue lifecycle gap: Issues closed prematurely without root-cause confirmation. CJS: [P1] CJS typecheck failing on main — 17+ failures since 2026-06-02 #36410 closed June 3, re-regressed June 7 ([P1] CJS typecheck re-failing on main after #36410 closed — Jun 7 regression #37503). [P1] Daily Documentation Healer + Model Inventory Checker: 4th consecutive failure, #37271 fix insufficient #37504 (Doc Healer P1) created and closed within 2 hours.
• Auth/config failure cluster (Day 4): Documentation Healer + Model Inventory; partial fix via Stabilize daily-doc-healer model selection #37505.

Recommendations

High Priority

1. Token guard [deep-report] Add a soft effective-token-cap guard (~90%) for heavy aggregation workflows to avoid hard 429s #37145 — Day 5, escalation filed this run — Restores monitoring for 3–4 production workflows.
2. CGO [CGO] Workflow failure on main - Run #8016 #35028 — 17% success; all PR branches lack CGO validation.
3. CJS [P1] CJS typecheck re-failing on main after #36410 closed — Jun 7 regression #37503 — Re-regression; enforce root-cause confirmation before P1 closure.

Medium Priority

4. Add deduplication to Workflow Forecast Report — 3 duplicate issues/day creates noise.
5. AI Moderator architectural review — 5+ days at 0%; no documented fix path.
6. Issue lifecycle gate — Require successful CI run before closing P1 failures.

Trends

Metric	Today	-1d	-3d	-5d	Trend
Quality	68	70	72	75	↓
Effectiveness	62	64	66	68	↓
Ecosystem health	71	74	78	82	↓
PR merges/day	22	26	~18	~15	↑
Open P1 issues	3	3	2	1	↑

Actions Taken This Run

• ✅ Token guard escalation issue filed (#37557)
• ✅ This weekly performance discussion created
• ✅ Shared memory updated (agent-performance-latest.md, shared-alerts.md)

Next Steps

1. Assign owner for [deep-report] Add a soft effective-token-cap guard (~90%) for heavy aggregation workflows to avoid hard 429s #37145 — Day 5 escalation
2. Monitor CJS [P1] CJS typecheck re-failing on main after #36410 closed — Jun 7 regression #37503; require CI confirmation before closing
3. Fresh P1 triage on CGO [CGO] Workflow failure on main - Run #8016 #35028
4. AI Moderator: define fix path or deprecation plan
5. Workflow Forecast Report: add deduplication

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Analysis period: 2026-06-06 to 2026-06-07 | Run: §27093462163 | Next report: 2026-06-08

References:

• §27093462163 — This run
• §27084292585 — Workflow Health Manager (June 7)
• §27062936303 — Previous Agent Performance run (June 6)

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · ⌖ 20.1 AIC · ⊞ 23.5K · ◷

• expires on Jun 8, 2026, 1:20 PM UTC

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This discussion was automatically closed because it expired on 2026-06-08T13:20:49.221Z.

Closed by Workflow