Agent Performance Report — 2026-06-10

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Agent Performance Report — Week of 2026-06-10

Analysis period: 2026-06-09 → 2026-06-10 · Run: §27280947818

Executive Summary

Metric	Score	Trend
Ecosystem Health	87/100	↑4 from 83 ✅
Avg Quality Score	68/100	↑1 — stable
Avg Effectiveness	64/100	↑1 — recovering
Agents analyzed	22 active	—
[aw] failure issues (Jun 10)	~24 open	1 intentional
Unresolved P0/P1	2	↓6 from yesterday

Top performers: copilot-swe-agent, Agentic Maintenance, Bot Detection, Avenger, Daily File Diet
Needs improvement: AI Credits Cluster (8 workflows), Auto-Triage Issues, Sub-Issue Closer

Performance Rankings

Top Performing Agents 🏆

1. copilot-swe-agent (Q: 90/100, E: 88/100)

   • 8 active PRs created Jun 10, addressing real user-filed bugs same day
   • Highlights: safe_outputs timeout fix (feat: raise safe_outputs default timeout to 45m and add safe-outputs.timeout-minutes frontmatter #38361), SHA-pin runtime (fix: SHA-pin the runtime setup-cli step emitted for custom steps: workflows #38344), context propagation (execcommandwithoutcontext enforce-readiness: propagate context in connectStdioMCPServer (2 sites), add nolint support, then enfo [Content truncated due to length] #38282, execcommandwithoutcontext precision: false positive on nil-guarded exec.Command fallback — autofix injects a nil context that pa [Content truncated due to length] #38281), OTLP span wiring (Tests for gh-aw.aic OTLP span wiring #38330, Record agent failure categories as OTLP attribute for counting #38331)
   • Strong throughput; all PRs well-described and code-complete

2. Agentic Maintenance (Q: 82/100, E: 85/100)

   • 2/2 successful runs; consistent automated CLI version update PRs with full changelogs
   • Example: [ca] chore: CLI version updates — Claude 2.1.170, Copilot 1.0.61, Codex 0.139.0, GitHub MCP v1.2.0, Playwright MCP 0.0.76 / CLI 0.1.1 [Content truncated due to length] #38298 (Claude 2.1.170, Copilot 1.0.61, Codex 0.139.0, GitHub MCP v1.2.0)

3. Bot Detection / Avenger (Q: 80/100, E: 82/100)

   • 100% success on scheduled runs; clean, focused scope

4. Daily File Diet (Q: 80/100, E: 80/100)

   • 100% success; consistent repository hygiene

5. Content Moderation (Q: 78/100, E: 75/100)

   • 66% success rate (4/6 runs) — within acceptable range for reactive moderation

6. AI Moderator (Q: 75/100, E: 72/100)

   • action_required rate is EXPECTED behavior (requesting human review, not a failure)
   • Should not count against effectiveness score in dashboards

7. Daily AIC Consumption Report (Q: 78/100, E: 78/100)

   • 100% success; good observability output for token tracking

8. Issue Monster (Q: 72/100, E: 65/100)

   • Mixed today: 1 success + 1 failure issue ([aw] Issue Monster failed #38335); cause under investigation

Agents Needing Improvement 📉

1. AI Credits Cluster — 8 workflows (Q: 35–45/100, E: 20–30/100)

   • Affected: Safe Output Health Monitor, Test Quality Sentinel, Matt Pocock Skills Reviewer, Code Simplifier, Daily AgentRx Trace Optimizer, Impact Efficiency Report, Daily Hippo Learn, Daily Ambient Context Optimizer
   • Root cause: max-ai-credits budget exhaustion — config fix not applied after Day 2
   • New failure issues today: [aw] Safe Output Health Monitor failed #38288, [aw] Test Quality Sentinel failed #38259, [aw] Test Quality Sentinel failed #38329, [aw] Matt Pocock Skills Reviewer failed #38260, [aw] Daily AgentRx Trace Optimizer failed #38300, [aw] Impact Efficiency Report failed #38302, [aw] Code Simplifier failed #38278 — all duplicative noise
   • Track via #aw_aic_exp9 — do not re-file individual failures

2. Auto-Triage Issues / Sub-Issue Closer (Q: 40/100, E: 25/100)

   • Both failed today ([aw] Auto-Triage Issues failed #38308, [aw] Sub-Issue Closer failed #38305); transient incident
   • Covered by composite aw-failures issue [aw-failures] [aw] Harden DIFC awf-cli-proxy startup — one transient incident failed Auto-Triage + Sub-Issue Closer (runs 27261698585, 2726137 [Content truncated due to length] #38309

3. Daily News / Glossary Maintainer / Daily MCP Tool Concurrency Analysis (Q: 45/100, E: 35/100)

   • Each failed once today; issues: [aw] Daily News failed #38318, [aw] Glossary Maintainer failed #38346, [aw] Daily MCP Tool Concurrency Analysis failed #38338

Inactive / Persistently Failing

• Daily Windows Terminal Integration Builder ([aw] Daily Windows Terminal Integration Builder failed #38291): infrastructure failure
• GitHub Remote MCP Authentication Test ([aw] GitHub Remote MCP Authentication Test failed #38297): auth failure
• Daily AW Cross-Repo Compile Check ([aw] Daily AW Cross-Repo Compile Check failed #38324): under investigation

Quality Distribution & Effectiveness

Output Quality Distribution

• Excellent (80–100): 5 agents — copilot-swe-agent, Agentic Maintenance, Bot Detection, Avenger, Daily File Diet
• Good (60–79): 4 agents — Content Moderation, AI Moderator, Issue Monster, Daily AIC Consumption
• Fair (40–59): 5 agents — Auto-Triage Issues, Sub-Issue Closer, Daily News, Glossary Maintainer, Agentic Workflow Audit
• Poor (<40): 8 agents — AI Credits cluster

Key Notes

• Failure Investigator working: [aw-failures] [aw] Harden DIFC awf-cli-proxy startup — one transient incident failed Auto-Triage + Sub-Issue Closer (runs 27261698585, 2726137 [Content truncated due to length] #38309 correctly composites related failures
• AI Moderator action_required is correct behavior — not a quality failure
• copilot-swe-agent merge rate: All 8 PRs <4h old; merge rate evaluation needs 24h lag

Behavioral Patterns

Productive Patterns ✅

• copilot-swe-agent bug responsiveness: 8 PRs in <4h responding to community-reported bugs — healthy triage-to-fix pipeline
• Failure Investigator compositing: [aw-failures] [aw] Harden DIFC awf-cli-proxy startup — one transient incident failed Auto-Triage + Sub-Issue Closer (runs 27261698585, 2726137 [Content truncated due to length] #38309 aggregates Auto-Triage + Sub-Issue Closer into one issue, reducing noise
• Agentic Maintenance automation: CLI bump PRs are low-friction, well-structured — model for dep automation

Problematic Patterns ⚠️

• AI Credits Day-2 churn: 8 workflows generating daily [aw] X failed issues because budget fix (#aw_aic_exp9) hasn't been applied — rejig docs #1 source of issue churn today
• memory/ bootstrap gap:* New repo-memory branches require a manually seeded signed commit; any new memory-enabled workflow will fail first run until seeded
• Action-required misclassification risk: AI Moderator and Q emit action_required at high frequency — monitoring should not count these as failures

Coverage Analysis

Well-Covered ✅

• PR review and code quality (copilot-swe-agent, Running Copilot Code Review)
• Dependency/version management (Agentic Maintenance)
• Security and content moderation (Content Moderation, Bot Detection)
• Repository hygiene (Daily File Diet, Avenger)
• Token/AIC observability (Daily AIC Consumption, static-analysis)

Coverage Gaps ⚠️

• Daily external content (Daily News): Failing with no redundancy
• Health monitoring blind spot: WH Manager is in the AI Credits cluster — meta-orchestrator affected
• memory/ lifecycle:* No automated initialization runbook

Recommendations

High Priority 🔴

1. Apply AI Credits budget config fix — 8 workflows blocked Day 2, generating daily churn

   • Review/increase max-ai-credits config or distribute budget across longer windows
   • Expected impact: Restore 8 workflows, eliminate ~8 daily duplicate failure issues
   • Escalate #aw_aic_exp9 this sprint

2. Seed memory/git-simulator orphan branch — One-time manual signed-commit

   • Expected impact: Immediately unblocks Daily Safe Outputs Git Simulator
   • See #aw_gitsim10

Medium Priority 🟡

3. Create memory/* branch initialization runbook — Document signed-commit seed requirement so future memory-enabled workflows don't fail first-run silently

4. Add retry/resilience to Auto-Triage + Sub-Issue Closer — Both failed on a single transient incident; simple retry would prevent cascading failure noise

Low Priority 🟢

5. Investigate persistent daily failures — Windows Terminal, GitHub Remote MCP Auth, Cross-Repo Compile Check — consider deprecation if not maintained
6. Document AI Moderator action_required as expected — Clarify in monitoring dashboards

Trends

Metric	Jun 8	Jun 9	Jun 10	Direction
Ecosystem Health	83	83	87	↑ Improving
Quality Score	66	67	68	→ Stable
Effectiveness	60	63	64	↑ Recovering
P0/P1 Issues	8	2	2	→ Stable
copilot-swe-agent PRs	11	~5	8	↑ Active
AI Credits blocked	3	8	8	→ Persistent

Actions Taken This Run

• Updated agent-performance-latest.md and shared-alerts.md in shared memory
• No new improvement issues created — all active failures already tracked (see shared-alerts.md Do Not Re-File)
• Generated this performance report discussion

Next Steps

1. 🔴 Apply AI Credits budget fix (#aw_aic_exp9) — unblocks 8 workflows
2. 🔴 Seed memory/git-simulator branch (#aw_gitsim10) — one-time manual fix
3. 🟡 Monitor Auto-Triage + Sub-Issue Closer resilience
4. 🟡 Check copilot-swe-agent PR merge rate in next run (all PRs <4h old at analysis time)
5. 🟢 Review persistently failing daily workflows for deprecation

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References:
§27280947818 · §27209785615 (prior run) · §27256327956 (workflow health)

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · ⌖ 30.6 AIC · ⊞ 22.2K · ◷

• expires on Jun 11, 2026, 6:07 AM UTC-08:00