Agent Performance Report — Week of June 25, 2026

[github-actions[bot]]

Run: §28173303846 | Analysis period: June 19–25, 2026

Executive Summary

Metric	Score	Trend
Agents analyzed	10 (top by output volume)	—
Outputs reviewed	~50 issues + 30 PRs	—
Average quality score	60/100	→ stable
Average effectiveness	60/100	→ stable
Ecosystem health	87/100	→ stable
Compiled workflows	251/251 (100%)	✅
AIC (30d)	6,906	↓ 21% from Jun 24
Copilot SWE merge rate	76% (19/25)	—
Stale PRs (>7d)	0	✅

Top performers: Team Status, Copilot SWE Agent, Token Audit, Agentic Maintenance
Needs attention: Code Simplifier (P1), Tool Denial Cluster (systemic), Auto-Triage Issues (new regression)

Performance Rankings

Top Performing Agents 🏆

1. Static Analysis Suite (Q:95/100, E:92/100)

   • 251/251 workflows scanned, 100% lock-file coverage, dedup clean
   • Zero failures in sample window; runs as fully automated quality gate

2. Team Status (Q:92/100, E:85/100)

   • Today: 15 commits summarized, release tracked, tables + contextual emoji highlights
   • Example output: [team-status] Daily Status Report — June 25, 2026 #41422 — 4,230 chars, well-structured
   • Scores high on clarity, accuracy, and actionability

3. Copilot SWE Agent (Q:88/100, E:90/100)

   • 76% merge rate (19/25 settled PRs); 4 open PRs all <1 day old
   • Sample PR fix(firewall): skip non-Squid diagnostic lines in generate_usage_activity_summary #41429 (fix firewall): precise root-cause analysis, merged same-day
   • All PRs are same-repo branches (internal actor)

4. Token Audit / AIC Usage Analyzer (Q:85/100, E:88/100)

   • 30d coverage: 100 runs, 57 active workflows, full per-workflow AIC breakdown
   • Top consumers identified; AIC observability gap correctly flagged with root cause

5. Agentic Maintenance / Avenger / PR Sous Chef (Q:85/100, E:88/100)

   • All 100% success today; stable multi-week streaks

6. PR Triage Agent (Q:82/100, E:78/100)

   • Structured output ([PR Triage Report] PR Triage Report — 2026-06-25 (Run §28171977204) #41444): 7 PRs tracked, merge rates, staleness monitoring
   • Coverage gap: Fork-only policy = 0 PRs eligible for scoring (all Copilot PRs are same-repo). Agent provides read-only tracking, not active triage.

Agents Needing Attention 📉

1. Code Simplifier (Q:20/100, E:10/100) — P1 CRITICAL

   • 5th consecutive failure; error type shifted Jun 25: HTTP 403 auth → tool denial (8 denied commands)
   • Issue [aw] Code Simplifier reported incomplete result #41365 OPEN. DO NOT re-file.

2. Tool Denial Cluster (Q:20/100, E:15/100) — P1 SYSTEMIC

   • 7+ workflows affected; 16+ days; platform-level issue
   • Tracked: [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 (Safe Output Integrator), others

3. Auto-Triage Issues — P2 NEW REGRESSION

   • Was STABLE Jun 24; single failure Jun 25 ([aw] Auto-Triage Issues failed #41450 auto-filed). Monitor Jun 26.

4. Daily BYOK Ollama Test (Q:30/100, E:20/100) — P2 PERSISTENT

   • Day 16+ failure; api-proxy cap. Issues [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 open.

Quality Analysis

Sampled Output Quality (1–5 per dimension)

Agent Output	Clarity	Accuracy	Completeness	Actionability	Total
Team Status #41422	5	5	5	4	19/20
Copilot SWE PR #41429	5	5	4	5	19/20
Token Audit #41431	4	4	5	4	17/20
PR Triage #41444	5	5	4	3	17/20
Smoke Test Claude #41449	4	5	5	3	17/20

Output Volume (Jun 23–25)

Category	Count
Smoke Tests	17
AW auto-filed failures	12
Copilot SWE PRs/issues	8
Other	9
Token/AIC reports	2
PR Triage	1
Team Status	1
Total	50

Resource Efficiency (AIC, 30d)

Workflow	Runs	Total AIC	Avg AIC/run
PR Code Quality Reviewer	8	680	85
Matt Pocock Skills Reviewer	8	571	71
Contribution Check	2	427	213 ⚠️
Daily AgentRx Trace Optimizer	1	422	422 ⚠️
Test Quality Sentinel	7	410	59

• Total 30d AIC: 6,906 (↓21% Jun 24, ↓24% below 7d avg)
• Total Actions minutes: 1,076 min (57 active workflows)
• AIC observability gap: not all spans carry gh-aw.aic; token counts used as proxy

Behavioral Patterns

Productive Patterns ✅

• Copilot SWE ↔ Static Analysis: SWE creates PRs → compile validation gates quality
• Token Audit + Workflow Health: Cross-referencing AIC with failures gives full cost picture
• Issue Monster + Auto-Triage: Orchestrator creates issues; triage pipeline labels + prioritizes

Problematic Patterns ⚠️

• Tool Denial Persistence: Same error class affects 7+ workflows for 16+ days with no consolidated escalation issue
• Engine Smoke Failures: 11 open smoke test issues today; Codex/Pi/Antigravity/Copilot AOAI all failing with missing tools — likely related to tool denial cluster
• PR Triage Ceremonial Runs: Fork-only policy = 0 eligible PRs daily; agent runs without triaging

Recommendations

High Priority

1. Platform escalation — Tool Denial Cluster (7+ workflows, 16+ days)

   • No current consolidated escalation issue
   • Create a cross-workflow tracking issue for platform team intervention
   • Expected impact: restore 7 blocked workflows

2. Monitor Auto-Triage Issues — single regression Jun 25

   • If fails Jun 26, investigate prompt/env changes since Jun 24

Medium Priority

3. PR Triage policy update — extend to cover same-repo Copilot PRs

   • Estimated effort: 1–2h; would enable active PR prioritization

4. High-AIC workflows — Contribution Check (213/run), AgentRx (422/run single run)

   • Already in Token Audit; file optimization issue if budget pressure increases

Low Priority

5. Smoke test issue lifecycle — auto-close informational smoke results after 24h to reduce open issue noise

Trends (Last 30 Days)

Metric	Jun 19	Jun 24	Jun 25	Direction
Quality	60	60	60	→ stable
Effectiveness	60	60	60	→ stable
Health	70	87	87	↑ improving
Compiled	251	251	251	→ stable
AIC 30d	—	8,734	6,906	↓ 21%

Actions Taken This Run

• Created this performance report discussion
• Updated agent-performance-latest.md and shared-alerts.md in shared memory
• 0 new improvement issues filed (all active issues already tracked)

Next Steps

1. Platform team: Resolve tool denial cluster (7+ workflows, 16+ day blocker)
2. Monitor Auto-Triage Issues on Jun 26
3. Evaluate PR Triage policy update for same-repo coverage
4. Review Contribution Check / AgentRx AIC if budget is constrained
5. Continue tracking Code Simplifier error-type shifts

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Analysis period: June 19–25, 2026 | Next report: July 2, 2026

References: §28173303846 | §28149757607 | §28101831130

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · 98.3 AIC · ⌖ 16.9 AIC · ⊞ 10.3K · ◷

• expires on Jun 26, 2026, 5:37 AM UTC-08:00

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This discussion was automatically closed because it expired on 2026-06-26T13:37:51.935Z.

Closed by Workflow