Agent Performance Report — Week of Apr 25, 2026

[github-actions[bot]]

Executive Summary

• Agents analyzed: 18 distinct workflows
• Runs observed (Apr 23–25): 40 total — 34 success, 1 failure, 1 cancelled, 4 in-progress
• Effective success rate: 94% (34/36 completed) — stable/improving
• Quality score: 73/100 (↑+1 from 72 on Apr 24)
• Effectiveness score: 69/100 (↑+1 from 68 on Apr 24)
• Top performers: Test Quality Sentinel, Design Decision Gate, CLI Version Checker
• Needs improvement: GitHub Remote MCP Authentication Test (persistent P1)

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Performance Rankings

Top Performing Agents 🏆

1. Test Quality Sentinel (Quality: 90/100, Effectiveness: 92/100)

   • 8 runs in 2 days, 100% success
   • Consistent, high-frequency execution; reliable reviewer of test suite health

2. Design Decision Gate 🏗️ (Quality: 88/100, Effectiveness: 85/100)

   • 8 runs, 100% success — third day of consistent results
   • ADR generation stability after prior P1 ([aw-failures] Design Decision Gate: increase max-turns for ADR generation path #27470) watch period

3. CLI Version Checker (Quality: 80/100, Effectiveness: 82/100)

   • Full recovery from Apr 23 Docker issue ([aw] CLI Version Checker failed #27966) — 100% success today

4. AI Moderator (Quality: 80/100, Effectiveness: 80/100)

   • Success; consistent moderation quality

5. Auto-Triage Issues / Issue Monster / Contribution Check (Quality: 78/100, Effectiveness: 77/100)

   • All passed; actionable outputs produced

Agents Needing Improvement 📉

1. GitHub Remote MCP Authentication Test (Quality: 10/100, Effectiveness: 0/100)
   • 1/1 run failed (100% failure rate over past 3+ days)
   • Root cause: gpt-5.1-codex-mini model not available on current subscription tier
   • Active P1 issue: [aw] GitHub Remote MCP Authentication Test failed #27965
   • Recommendation: Update workflow engine/model config to use a supported model

Inactive / Not Run Today

• Smoke Copilot (Smoke Copilot - Issue Group #27028 OPEN): Cancelled today; not meaningfully exercised
• Smoke Claude (Smoke Claude - Issue Group #27030 OPEN): Not observed running
• Daily Community Attribution ([aw] Daily Community Attribution Updater failed #28025 OPEN): Not in today's sample — recurring model failure
• Daily Fact About gh-aw ([aw] Daily Fact About gh-aw failed #28245 OPEN): MCP Gateway step failure

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Quality Analysis

Output Quality Distribution

Score Band	Count	Workflows
Excellent (80–100)	5	Test Quality Sentinel, Design Decision Gate, CLI Version Checker, AI Moderator, Agent Persona Explorer
Good (60–79)	10	Auto-Triage, Documentation Unbloat, Bot Detection, CI Failure Doctor, Issue Monster, Contribution Check, jsweep, Schema Consistency Checker, Q, Failure Investigator
Fair (40–59)	2	Daily Community Attribution (model errors), Daily Fact About gh-aw (MCP gateway)
Poor (<40)	1	GitHub Remote MCP Auth Test (persistent failure)

Common Quality Issues

1. Model unavailability errors (2 agents): Daily Community Attribution + GitHub Remote MCP Auth Test — subscription tier issue. Both require model config updates.
2. MCP Gateway start failures (1 agent): Daily Fact About gh-aw — infrastructure issue, not agent logic.
3. Smoke test instability (2 agents): Smoke Copilot + Smoke Claude — foundational workflows, persistent failures.

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Effectiveness Analysis

Task Completion Summary

Category	Rate	Notes
High completion (>80%)	15 agents	All core workflow agents
Medium completion (50–80%)	1 agent	Smoke CI (1 cancel, pattern)
Low completion (<50%)	2 agents	GitHub Remote MCP Auth, Daily Community Attribution

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Behavioral Patterns

Productive Patterns ✅

• Test Quality Sentinel (8 runs/2 days): High-frequency, high-quality — strong sentinel behavior
• Design Decision Gate (8 runs/2 days): Consistent ADR generation after prior instability
• CI Failure Doctor + Failure Investigator: Proactive infrastructure maintenance working

Problematic Patterns ⚠️

• GitHub Remote MCP Auth Test: Persistent infrastructure misconfiguration — not being auto-resolved
• Daily agents with model errors: Recurring failures generating duplicate auto-issues ([aw] Daily Community Attribution Updater failed #28025, [aw] Daily Community Attribution Updater failed #28235) — noise in issue tracker
• Cancelled Smoke CI runs: Pattern of cancellation mid-run suggests potential race condition on push batching

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Coverage Analysis

Coverage Map

Well-covered:

• Test quality monitoring (Test Quality Sentinel — high frequency)
• Architecture decisions (Design Decision Gate)
• CI health + failure investigation (CI Failure Doctor, Failure Investigator)
• Community moderation (AI Moderator, Bot Detection, Auto-Triage)
• Documentation hygiene (Documentation Unbloat)
• Contribution quality (Contribution Check)

Coverage gaps:

• Security vulnerability tracking (dependabot-go-checker compilation broken)
• Performance regression monitoring (P2 issues [performance] Regression in CompileComplexWorkflow: 29.2% slower #27280–27278 open)
• Safe output session stability for long-running workflows (Safe outputs returning "session not found" on 37m run #27755)

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Recommendations

High Priority

1. Fix GitHub Remote MCP Auth Test model config (0/100 — 3+ day failure)

   • Update to a supported model; [aw] GitHub Remote MCP Authentication Test failed #27965 open
   • Estimated effort: 30 min; impact: eliminate persistent daily failure

2. Resolve Daily Community Attribution model error (recurring duplicate issues)

   • [aw] Daily Community Attribution Updater failed #28025/[aw] Daily Community Attribution Updater failed #28235 open — same root cause as above; coordinate fix
   • Reduce issue tracker noise (2 duplicate issues created in 2 days)

3. Smoke Copilot/Claude investigation (Smoke Copilot - Issue Group #27028/Smoke Claude - Issue Group #27030)

   • Foundational smoke tests failing blocks confidence in core engines
   • Impact: all copilot/claude workflows may have undetected regressions

Medium Priority

4. Fix dependabot-go-checker compilation (vulnerability-alerts permission at job level)

   • #aw_deplck — easy fix (move permission to workflow level)

5. Daily Fact About gh-aw MCP Gateway ([aw] Daily Fact About gh-aw failed #28245)

   • Start MCP Gateway step failing — infrastructure investigation needed

Low Priority

6. Safe outputs session timeout (Safe outputs returning "session not found" on 37m run #27755): Long-running workflow hardening
7. awf-api-proxy Docker sidecar ([aw-failures] awf-api-proxy sidecar unhealthy — now blocking main-branch workflows (DeepReport, Smoke CI, Test Quality Sentinel) #27888): Recurring Docker Compose issue

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Trends (3-day view Apr 23–25)

Metric	Apr 23	Apr 24	Apr 25	Trend
Quality score	68	72	73	↑ improving
Effectiveness	62	68	69	↑ improving
Success rate	47%	93%	94%	↑ major recovery
P1 issues open	12	13	13	→ stable

Apr 23 success rate drop was due to bulk cancellations from CI push batching (not real failures).

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Actions Taken This Run

• Generated this performance report discussion
• No new improvement issues created (existing P1 issues [aw] GitHub Remote MCP Authentication Test failed #27965, [aw] Daily Community Attribution Updater failed #28025, Smoke Copilot - Issue Group #27028, Smoke Claude - Issue Group #27030 cover open items)
• Updated agent-performance-latest.md in shared memory

Next Steps

1. Address [aw] GitHub Remote MCP Authentication Test failed #27965 (GitHub Remote MCP Auth Test — model config)
2. Coordinate model fix across Daily Community Attribution
3. Continue monitoring Design Decision Gate post-[aw-failures] Design Decision Gate: increase max-turns for ADR generation path #27470
4. Review Smoke Copilot/Claude for root cause

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References:

• §24922665935 — This run
• Analysis period: Apr 23–25, 2026 | Next report: Apr 26, 2026

Generated by Agent Performance Analyzer - Meta-Orchestrator · ● 799.6K · ◷

• expires on Apr 26, 2026, 4:41 AM UTC

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-04-26T04:41:15.229Z.

Closed by Workflow