Agent Performance Report — Week of 2026-07-25

[github-actions[bot]]

Run: §30158812091 | Period: Jul 8–25, 2026

Executive Summary

• Agents analyzed: 28 workflows (70 agentic runs today)
• Agentic success rate: 30% (21/70 runs) — CI approval-pending excluded
• Average quality score: 62/100 (↓ from 63 Jul 8)
• Average effectiveness score: 62/100 (↓ from 64)
• Overall health: 61/100 (↓ from 63)
• Top performers: Copilot SWE Agent, Auto-Close Parent Issues, Avenger
• Needs improvement: Agentic Commands (83% AR), Label Closed PRs, PR Description Updater, AI Moderator

Key Developments Since Jul 8

✅ CLI hang fix (PR #44254) merged Jul 8 — Impeccable, PR Code Quality Reviewer, Test Quality Sentinel, Matt Pocock now achieving ~33% success (1/3 runs). Partial recovery confirmed.

✅ Q workflow (PR #43527) merged Jul 5 — 1/2 success today (50% vs previous 0%). Trending toward recovery.

⚠️ Content Moderation regression — Was 5/5 success on Jul 8; 1/1 AR today. One data point, warrants monitoring.

🚨 Label Closed PRs + PR Description Updater (NEW) — 3/3 AR today; issue #47925 filed by Workflow Health Manager.

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Performance Rankings

Top Performing Agents 🏆

1. Copilot SWE Agent (Quality: 90/100, Effectiveness: 88/100)

   • 15/26 PRs merged in window (68% of closed), 58% overall
   • Today: CGO trigger fix, ESLint false positive fix, Docker monitoring, lint refactoring, docs SEO optimizer
   • Active PRs: Add inline engine.driver sources for Copilot SDK workflows #47991 (inline engine.driver), Refresh update-time container digests and enforce commit-age cooldowns #47990 (container digests), Reduce lint-monster function-length backlog in pkg/cli by extracting audit diff helpers #47987 (lint), Replace missing evaluator tools in Daily GitHub Docs SEO Optimizer with a Copilot SDK driver #47984 (SEO tools)

2. Auto-Close Parent Issues (Quality: 85/100, Effectiveness: 90/100)

   • 2/2 success today; consistent 100% completion

3. Avenger (Quality: 84/100, Effectiveness: 83/100)

   • 1/1 success; stable since Jul 8

4. Auto-Triage Issues (Quality: 82/100, Effectiveness: 80/100)

   • Mostly stable; 1 startup_failure today — transient, watch for recurrence

5. PR Triage Agent (Quality: 80/100, Effectiveness: 78/100)

   • Mostly stable; 1 startup_failure today — same pattern as Auto-Triage

Agents Recovering 📈

1. Impeccable Skills Reviewer — 1/3 success (was 0/3). CLI hang fix effective.
2. PR Code Quality Reviewer — 1/3 success (was 0/3). CLI hang fix effective.
3. Test Quality Sentinel — 1/3 success (was 0/3). CLI hang fix effective.
4. Matt Pocock Skills Reviewer — 1/3 success (was 0/3). Partial recovery.
5. Q workflow — 1/2 success (was 0/24). Quality gate PR merged.

Agents Needing Improvement 📉

1. Agentic Commands (Quality: 20/100, Effectiveness: 18/100)

   • 3/18 success today (83% AR) — slight improvement from persistent 79–100%
   • Issue: [aw] Impeccable Skills Reviewer failed #43079. Do not re-file.
   • Prompt deficiency: No fallback path when activation gate blocked; 15 runs/day wasted

2. Label Closed PRs (Quality: 30/100, Effectiveness: 25/100)

   • 0/3 AR today — NEW; issue [workflow-health] Label Closed PRs + PR Description Updater — persistent action_required (Jul 25) #47925 filed by WHM today. Do not re-file.

3. PR Description Updater (Quality: 30/100, Effectiveness: 25/100)

   • 0/3 AR — same cluster as Label Closed PRs; covered by [workflow-health] Label Closed PRs + PR Description Updater — persistent action_required (Jul 25) #47925

4. AI Moderator (Quality: 35/100, Effectiveness: 30/100)

   • 1/3 AR; Codex engine 404 persisting ([aw] AI Moderator produced no safe outputs #44241). Do not re-file.

5. Design Decision Gate (Quality: 48/100, Effectiveness: 45/100)

   • 1/2 AR; deprecation candidate. No new issue needed.

Quality Analysis & Output Samples

Output Quality Distribution

• Excellent (80–100): 5 agents (SWE Agent, Auto-Close, Avenger, Auto-Triage, PR Triage)
• Good (60–79): 8 agents (Content Moderation, Agentic Maintenance, Daily Go Function Namer, Bot Detection, Issue Monster, Copilot cloud agent, PR Data Prefetch, Doc Build)
• Fair (40–59): 6 agents (Q workflow, Design Decision Gate, Matt Pocock, Impeccable, PR Code Quality, Test Quality)
• Poor (<40): 4 agents (Agentic Commands, Label Closed PRs, PR Description Updater, AI Moderator)

SWE Agent Output Samples

• PR fix(daily-github-docs-seo-optimizer): allow bash to unblock safeoutputs and sub-agents #47979 (fix docs-seo-optimizer): clear, minimal fix, passes CI ✅
• PR fix(cgo): remove workflow .md paths from CGO PR trigger; clarify CI action_required vs agentic AR #47989 (fix CGO trigger): addresses root cause of CGO AR cluster ✅
• PR Add daily GitHub Docs SEO optimizer #47975 (Add docs SEO optimizer): new workflow, proper frontmatter, compiles ✅

Issue Quality Samples

• [Daily Report] Documentation Quality Status Report - 2026-07-25 #47994 (Documentation Quality Report): well-structured, labeled, actionable ✅
• [cli-tools-test] bug: logs tool always times out after 60s, ignoring timeout parameter #47928 (logs tool timeout bug): specific, reproducible, labeled correctly ✅

Behavioral Patterns

Productive Patterns ✅

• SWE Agent → CI fix loop: CGO trigger fix PR fix(cgo): remove workflow .md paths from CGO PR trigger; clarify CI action_required vs agentic AR #47989 directly unblocks CGO AR cluster — virtuous cycle
• WHM → APA coordination: [workflow-health] Label Closed PRs + PR Description Updater — persistent action_required (Jul 25) #47925 filed by WHM before this run, preventing duplicate creation
• Quality gate PRs producing results: Add shared prompt quality gate for plateaued agent-review workflows #43527 and fix: reduce post-completion idle watchdog and add cleanup timeouts to prevent Copilot CLI hang on exit #44254 merges showed measurable improvement within days

Problematic Patterns ⚠️

• Agentic Commands over-invocation: 18 runs/day, 15 AR — schedule fires regardless of activation gate
• PR close-event AR cluster: Label Closed PRs + PR Description Updater both 3/3 AR; triggered by Copilot bot PR close events; approval gate not set at org level
• Content Moderation oscillation: 5/5 success Jul 8, 1/1 AR Jul 25 — intermittent condition
• SWE Agent WIP churn: 4 PRs opened and closed same day (hippo: prune four low-signal memories and switch audit to --fix mode #47986, [WIP] Fix failing GitHub Actions job update #47977, [WIP] Fix failing GitHub Actions job Integration: CLI Compile & Poutine #47976, Prevent PR-close workflows from ending in action_required when intentionally inapplicable #47973) — exploration overhead, acceptable

CI Approval-Pending (NOT agentic failures)

• CGO: 4/10 AR | CWI: 3/7 AR | CJS: 1/1 AR | Stale Lock Files: 3/3 AR
• Fix: Approve Copilot-bot workflow runs at org/repo level. No agent-side change needed.

Bottom-10 Prompt Deficiency Audit

Agent	Q	Deficiency	Evidence
Agentic Commands	20	Generic framing; no self-assessment loop	15/18 AR; no fallback logic
Label Closed PRs	30	Stale tool guidance; no activation guard	All AR on bot PR-close events
PR Description Updater	30	Same as Label Closed PRs	Co-triggered, same root cause
AI Moderator	35	Stale engine config; no fallback	Codex 404; no copilot fallback
Q workflow	42	Generic framing; no confidence threshold	Improving post-PR; gate is external
Design Decision Gate	48	Low-actionability; generic framing	Not driving decisions; deprecation candidate
Matt Pocock Skills Reviewer	52	Stale examples; no quality rubric	1/3 success; no acceptance criteria
Impeccable Skills Reviewer	52	Overlapping scope with Matt Pocock	1/3 success; consolidation candidate
PR Code Quality Reviewer	55	No self-assessment loop	Post-fix recovering; no feedback loop
Test Quality Sentinel	55	No self-assessment loop	Same pattern as PR Code Quality

Redesign vs. Deprecation:

• Design Decision Gate → Deprecate (persistent AR, unclear ROI)
• Matt Pocock Skills Reviewer → Deprecate or merge with Impeccable
• Impeccable Skills Reviewer → Consolidate if Matt Pocock deprecated; sharpen rubric

Recommendations

High Priority

1. Approve Copilot-bot PR runs at org level — Resolves CGO/CWI/CJS/Label Closed PRs/PR Description Updater/Stale Lock Files AR in one admin action. Expected: +15% overall success rate.

2. Deprecate Design Decision Gate — 0 measurable value; consuming quota. Effort: 30 min. Expected: -2 AR runs/day.

3. Fix AI Moderator engine — Change from Codex → copilot engine (issue [aw] AI Moderator produced no safe outputs #44241). Effort: 5 min.

Medium Priority

4. Add quality rubric to PR Code Quality Reviewer + Test Quality Sentinel — Add: specific file+line citations required, severity rating, fix suggestion. Effort: 1h. Expected: +10 quality points.

5. Consolidate Matt Pocock → Impeccable Skills Reviewer — Overlapping scope; merge with sharper success criteria. Effort: 2h.

6. Monitor Content Moderation — If AR continues next 2 runs, file investigation issue.

Low Priority

7. Rate-limit Agentic Commands — 18 runs/day at 83% AR. Add activation pre-check. Effort: 1h.

Trends (Jul 8 → Jul 25)

Metric	Jul 8	Jul 25	Trend
Quality score	63/100	62/100	↓ -1
Effectiveness	64/100	62/100	↓ -2
Agentic success rate	~36%	30%	↓ -6%
CLI hang cluster success	0%	~33%	↑ recovering
Q workflow success	0%	50%	↑ recovering
SWE Agent merge rate	~73%	68%	↓ slight

Note: The -6% agentic success rate reflects the new Label Closed PRs + PR Description Updater cluster (6 additional AR runs), not a broad regression. Core agents stable or improving.

Actions Taken

• Generated this performance report discussion
• Updated agent-performance-latest.md and shared-alerts.md in shared memory
• No new issues filed (all clusters tracked; [workflow-health] Label Closed PRs + PR Description Updater — persistent action_required (Jul 25) #47925 covers today's new finding)

Next Steps

1. Approve Copilot-bot workflow runs at org level
2. Deprecate Design Decision Gate
3. Fix AI Moderator engine config ([aw] AI Moderator produced no safe outputs #44241)
4. Monitor Content Moderation + Auto-Triage/PR Triage startup_failures
5. Track CLI hang recovery (target: >80% success for all 4 PR review agents)

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Analysis period: 2026-07-08 to 2026-07-25 | Next report: ~2026-08-01

References:

• §30158812091 — This run
• §28945138633 — Jul 8 baseline
• §28919919125 — Jul 8 Workflow Health baseline

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · sonnet46 · 81.9 AIC · ⌖ 13 AIC · ⊞ 10.9K · ◷

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

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-07-26T13:08:27.412Z.

Closed by Workflow