Agent Performance Report — 2026-06-24

[github-actions[bot]]

Agent Performance Report — Week of 2026-06-24

Run: §28101831130

Executive Summary

• Agents analyzed: 54 active (80-run window)
• Total outputs reviewed: ~80 runs + 40 open issues sampled
• Quality score: 60/100 (→ stable from Jun 23)
• Effectiveness score: 60/100 (→ stable)
• Ecosystem health: 72/100 (↑ +2 — LintMonster confirmed recovered)
• Top performers: Static Analysis Suite, Team Status, Copilot SWE Agent, Agentic Maintenance, PR Sous Chef
• Needs improvement: Code Simplifier (P1), Tool Denial Cluster (P1, systemic), Daily Safe Output Integrator (P1)
• New recoveries since Jun 23: LintMonster ✅

Performance Rankings

Top Performing Agents 🏆

1. Static Analysis Suite (Q:95, E:92)

   • 250+ workflows scanned daily, deduplication clean
   • Consistent report quality, actionable findings
   • 100% success rate across all runs

2. Team Status (Q:92, E:85)

   • Daily summaries well-structured and high-value
   • Stable operation, no failures
   • Example outputs: [team-status] Daily Status — 2026-06-24 #41217

3. Copilot SWE Agent (Q:88, E:90)

   • 89% PR merge rate (33/37 settled) — highest in ecosystem
   • 12 open PRs today, 20+ recently merged
   • Complex, production-quality fixes (autofix correctness, compiler improvements, docs)
   • No stale PRs in open queue (all <1d old)
   • Example PRs: Support ready_for_review for pull_request_target triggers #41161, feat: daily sub-agent model resolution audit workflow #41130, Default threat detection to Copilot when engine is pi #41098

4. Agentic Maintenance (Q:85, E:88)

   • 3/3 runs success, reliable operations
   • Consistent, predictable behavior

5. Issue Monster + Avenger (Q:82, E:85)

   • Issue Monster: 4/4 success runs
   • Avenger: 4/4 success runs, confirmed stable

6. PR Sous Chef (Q:80, E:83)

   • 5/5 success runs — highest run-volume success streak
   • Confirmed stable after Jun 21 recovery

7. Auto-Triage Issues (Q:80, E:85)

   • Confirmed stable, 5+ consecutive successes

8. github-actions (automation PRs) (Q:85, E:91)

   • 91% merge rate (10/11 settled)
   • Reliable docs, dependency, and cleanup PRs

Agents Needing Improvement 📉

1. Code Simplifier (Q:20, E:10) — P1 OPEN ([aw] Code Simplifier: regression failure Jun 23 (intermittent post-fix) #40969)

   • Fails ~9/10 days; new error Jun 24: HTTP 403 at 172.30.0.30:10002
   • Pattern: COPILOT_PROVIDER_API_KEY rejection — credential/proxy rotation suspected
   • DO NOT RE-FILE — tracked in [aw] Code Simplifier: regression failure Jun 23 (intermittent post-fix) #40969

2. Tool Denial Cluster (Q:20, E:15) — P1 SYSTEMIC

   • 7+ workflows affected (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, BYOK Ollama [aw-failures] P1: Daily BYOK Ollama Test — every request returns transient_bad_request, all 4 attempts fail (6-day 100% outage) #39476/[aw-failures] [aw] Daily BYOK Ollama Test fails with 0 turns — api-proxy /v1/models returns HTTP 503 during model discovery #40417, etc.)
   • Structural tool access issue; infra-level fix required
   • DO NOT RE-FILE any of these

3. Daily BYOK Ollama Test (Q:30, E:20)

   • Day 15+ failures; api-proxy cap not resolved
   • Tracked in [aw-failures] P1: Daily BYOK Ollama Test — every request returns transient_bad_request, all 4 attempts fail (6-day 100% outage) #39476/[aw-failures] [aw] Daily BYOK Ollama Test fails with 0 turns — api-proxy /v1/models returns HTTP 503 during model discovery #40417

4. Smoke CI (Q:30, E:30)

   • 3/4 runs action_required; upload_artifact malformed 400 ([aw-failures] P1: upload_artifact safe-output sends malformed CreateArtifact request → 400, fails safe_outputs job #38998)
   • 75-95% failure rate persisting

5. AI Moderator (Q:55, E:50) — Monitor

   • Single "no safe outputs" event Jun 24 (run §28073081040)
   • [aw] AI Moderator produced no safe outputs #41156 auto-filed; previous issue [aw-failures] P1: AI Moderator pre_activation "Check user rate limit" times out — unbounded run-history pagination (page 205+) c [Content truncated due to length] #39452 closed
   • Monitor Jun 25 before any escalation

Confirmed Recovered ✅ (since Jun 23)

• LintMonster — Jun 24 success; [aw] LintMonster failed #40936 resolved
• Daily News — Stable (Jun 23 success, was previously failing)
• Daily Safe Outputs Git Simulator — Continuing stable

Inactive / Unobserved

• Cache Strategy Analyzer ([aw-failures] P1: Daily Cache Strategy Analyzer — Codex model gpt-5-codex-alpha-2025-11-07 returns 404 (fallback gpt-5-codex als [Content truncated due to length] #39451): Alternating pass/fail pattern; skipped this run
• Daily Compiler Threat Spec Optimizer ([aw-failures] P2: Daily Compiler Threat Spec Optimizer — agent aborts on max tool denials (5/5); allow-list blocks spec-file rea [Content truncated due to length] #39343): Fails every ~7 days; next ~Jun 29

Quality & Effectiveness Analysis

Quality Distribution (Jun 24)

• Excellent (80-100): 8 agents — Static Analysis, Team Status, Copilot SWE, Agentic Maintenance, Issue Monster, Avenger, PR Sous Chef, Auto-Triage
• Good (60-79): ~35 agents — majority of daily specialized workflows running cleanly
• Fair (40-59): 2 agents — AI Moderator, Daily Cache Strategy Analyzer
• Poor (<40): 4 agents — Code Simplifier, Tool Denial Cluster, Daily Safe Output Integrator, BYOK Ollama

PR Merge Rates (Jun 23–24 window, 60+ PRs)

• app/copilot-swe-agent: 89% (33/37 settled) ↑ from 60% historical baseline
• app/github-actions: 91% (10/11 settled)
• app/dependabot: 4 open (normal, awaiting review)
• PR staleness: 0 PRs older than 1 day currently open ✅

Task Completion Rates (current 80-run window)

• High (>80% success): 40+ workflows
• Medium (50-80%): ~6 workflows (AI Moderator, Content Moderation, Agentic Commands)
• Low (<50%): 4 workflows (Smoke CI, Code Simplifier, Tool Denial cluster, BYOK Ollama)

Behavioral Patterns

Productive Patterns ✅

• Copilot SWE Agent throughput: 12 active PRs simultaneously today, each targeting distinct issues — clean parallel work, no conflicts
• Issue filing hygiene: Auto-filed agents (Failure Investigator, Static Analysis) are correctly using DO-NOT-RE-FILE discipline; deduplication is working
• Recovery detection: Workflow Health Manager correctly identified LintMonster recovery and updated shared-alerts; cross-orchestrator coordination is functioning well

Problematic Patterns ⚠️

• HTTP 403 auth rotation (Code Simplifier): New error signature Jun 24 — points to a credential/proxy rotation issue upstream, not a workflow bug. Needs infra investigation.
• Tool denial cluster (systemic): 7+ workflows blocked on same infra issue; not improving without platform-level fix.
• Smoke CI false-negatives: Persistent upload_artifact 400 errors create noise in the run logs, masking real signal. Unified smoke dashboard ([aw-failures] P1: upload_artifact safe-output sends malformed CreateArtifact request → 400, fails safe_outputs job #38998 follow-up) still needed.
• action_required workflows (AI Moderator, Content Moderation, CGO, CWI, Q, CJS, Agentic Commands): These are approval-gate workflows — behavior is expected, not a bug — but they inflate the "not success" count in summary metrics.

Collaboration Quality

• Agent Performance → Workflow Health → Campaign Manager chain: functioning correctly via shared-alerts.md
• No agents found creating conflicting outputs
• No duplication detected in issues filed Jun 24

Coverage Analysis

Well-Covered Areas ✅

• Code quality & linting (Static Analysis, LintMonster, Go Function Namer, Typist)
• PR lifecycle (PR Sous Chef, Auto-Triage, PR Triage Agent, Draft PR Cleanup, Copilot SWE Agent)
• Documentation (Documentation Updater, Glossary Maintainer, Claude Code User Docs)
• Daily reporting (Team Status, AIC Consumption, AIC Usage Audit, GitHub API Report)
• Dependency management (Dependabot, Package Specification Enforcer)

Coverage Gaps (unchanged from Jun 23)

• No automated recovery detection (requires human review of shared-alerts.md)
• No PR stall detection (PRs open >7d without review) — currently 0 stale PRs, but no automation
• No AIC budget forecasting/alerting upstream
• No unified smoke test dashboard for [aw-failures] P1: upload_artifact safe-output sends malformed CreateArtifact request → 400, fails safe_outputs job #38998 cluster noise

Recommendations

High Priority

1. Resolve Code Simplifier credential issue ([aw] Code Simplifier: regression failure Jun 23 (intermittent post-fix) #40969 OPEN)

   • New HTTP 403 error on Jun 24 suggests proxy credential rotation at 172.30.0.30:10002
   • Action: Investigate API key rotation schedule; verify COPILOT_PROVIDER_API_KEY provisioning
   • Expected impact: Restore daily successes (~10/10), recover Q:20 → Q:85

2. Platform fix for Tool Denial Cluster (systemic, 7+ workflows)

   • Affecting Daily Safe Output Integrator, BYOK Ollama, and others
   • Action: Infra team to restore tool access at platform level
   • Expected impact: Recover 7+ workflows from Q:20

Medium Priority

3. Unified Smoke Test Dashboard

   • Smoke CI 75-95% failures ([aw-failures] P1: upload_artifact safe-output sends malformed CreateArtifact request → 400, fails safe_outputs job #38998) generate persistent noise
   • Action: Create a single dashboard issue tracking smoke test health vs. individual per-run failures
   • Expected impact: Reduce issue tracker noise, clearer signal on infra health

4. Monitor AI Moderator Jun 25 ([aw] AI Moderator produced no safe outputs #41156 auto-filed Jun 24)

   • Single "no safe outputs" event; previous issue [aw-failures] P1: AI Moderator pre_activation "Check user rate limit" times out — unbounded run-history pagination (page 205+) c [Content truncated due to length] #39452 closed
   • Action: If recurs Jun 25, escalate to P2 with updated [aw] AI Moderator produced no safe outputs #41156
   • Expected impact: Early detection if pattern worsens

Low Priority

5. Clarify action_required workflows in metrics
   • CGO, CWI, CJS, Content Moderation, Agentic Commands — approval-gated by design
   • Action: Exclude from "failure" rate calculations in metrics to avoid skewing ecosystem health score
   • Expected impact: More accurate quality metrics, estimated +5 pts to health score

Trends (Jun 23 → Jun 24)

Metric	Jun 22	Jun 23	Jun 24	Direction
Quality score	57/100	60/100	60/100	→ stable
Effectiveness score	56/100	60/100	60/100	→ stable
Ecosystem health	66/100	70/100	72/100	↑ +2
Copilot SWE merge rate	~60%	89%	89%	→ stable
github-actions merge rate	~50%	91%	91%	→ stable
Compiled workflows	250/250	251/251	251/251	→ stable
Active stale PRs (>7d)	?	0	0	✅

Actions Taken This Run

• 0 new issues filed (all P1/P2 already tracked; all new failures auto-filed by other agents)
• 1 performance discussion created (this report)
• Memory files updated (agent-performance-latest.md, shared-alerts.md)

Next Steps

1. [aw] Code Simplifier: regression failure Jun 23 (intermittent post-fix) #40969 — Code Simplifier: investigate HTTP 403 proxy auth rotation
2. Monitor AI Moderator ([aw] AI Moderator produced no safe outputs #41156) Jun 25 — escalate if recurs
3. [aw-failures] P1: upload_artifact safe-output sends malformed CreateArtifact request → 400, fails safe_outputs job #38998 follow-up — consider unified smoke dashboard to reduce noise
4. Jun 29 — watch Daily Compiler Threat Spec Optimizer (7-day failure cycle)
5. Continue monitoring Tool Denial Cluster for platform-level resolution

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Analysis period: 2026-06-23 to 2026-06-24
Next report: 2026-06-25

References:

• §28101831130 — This run
• §28078071326 — Workflow Health Jun 24
• §28029988746 — Agent Performance Jun 23

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · 57.2 AIC · ⌖ 19.2 AIC · ⊞ 10.3K · ◷

• expires on Jun 25, 2026, 5:36 AM UTC-08:00

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-06-25T13:36:55.964Z.

Closed by Workflow