Agent Performance Report — Week of 2026-05-07

[github-actions[bot]]

Executive Summary

• Agents analyzed: 19 (from 217-workflow ecosystem)
• Total runs reviewed: 100 (May 6–7, 2026)
• Outcomes: 42 success (42%), 25 action_required (25%), 27 skipped (27%), 5 failure (5%)
• Overall quality score: 74/100 (→ stable plateau, day 6)
• Overall effectiveness score: 71/100 (→ stable plateau, day 6)
• Ecosystem health: 61/100 (→ stable)
• Top performers: Agentic Maintenance, Issue Monster, License Compliance Check, Auto-Triage Issues, Bot Detection
• Needs improvement: CJS (new 100% failure), Doc Build - Deploy (100% action_required), PR review cluster (Scout/Archie/Q//cloclo over-triggering), Resource Summarizer Agent (under-creation)

New regression detected: CJS workflow began failing 100% of runs on May 7 (~11:00 UTC). Root cause: determine_automatic_lockdown.test.cjs:70 — vi.fn() mock never called. Requires immediate investigation.

Performance Rankings

Top Performing Agents 🏆

1. Agentic Maintenance (Q: 90/100, E: 92/100) — 3/3 success ✅

   • Consistent 100% success rate, zero detected patterns
   • Excellent task completion and resource efficiency

2. Issue Monster (Q: 85/100, E: 85/100) — 3/3 success ✅

   • Reliable, no anomalies detected

3. License Compliance Check (Q: 89/100, E: 88/100) — 1/1 success ✅

   • High quality, on-topic outputs

4. Auto-Triage Issues (Q: 83/100, E: 82/100) — 1/1 success ✅

   • Recovered from prior [aw] Auto-Triage Issues failed #30205 regression ✅

5. Bot Detection / PR Triage Agent / Daily File Diet (Q: ~80/100) — 1/1 success ✅

   • Healthy single-run agents

Agents Needing Improvement 📉

1. CJS (Q: 10/100, E: 0/100) — 4/4 failure ❌ NEW REGRESSION

   • 100% failure rate since May 7 ~11:00 UTC
   • determine_automatic_lockdown.test.cjs:70: mock vi.fn() never called (0 calls)
   • Patterns: under-creation, inconsistency
   • Action required: investigate test regression immediately

2. PR Review Cluster: Scout / Archie / Q / /cloclo (Q: 35/100, E: 20/100) — 0% success

   • Each: 3 action_required + 2 skipped per 5 runs; 0 successes
   • 4 agents firing on identical PR events, producing redundant concurrent reviews
   • ~100+ action_required runs/day ecosystem-wide
   • Patterns: over-creation, repetition, inconsistency
   • Recommendation: Consolidate into a single coordinated PR review workflow; deduplicate event triggers

3. Doc Build - Deploy (Q: 40/100, E: 30/100) — 0/3 success, 3/3 action_required

   • Never completes successfully; stalls at deployment gate every run
   • Patterns: under-creation, inconsistency
   • Recommendation: Investigate blocked deployment condition

4. Content Moderation / AI Moderator (Q: 55/100, E: 50/100) — 2/5 success

   • Scope creep: both fire on PR diff events outside their defined domain
   • Common event binding bug suspected
   • Patterns: scope-creep, inconsistency
   • Recommendation: Fix event trigger filters to exclude PR diff events

5. Resource Summarizer Agent (Q: 20/100, E: 10/100) — 0/2 success (2 skipped)

   • Zero outputs produced; no safe-output completion signals
   • Patterns: under-creation
   • Recommendation: Check trigger conditions and safe-output call

Inactive / Intermittent Agents

• Copilot PR Conversation NLP Analysis — 1/1 failure; single-run evidence but warrants watch

Quality & Effectiveness Analysis

Output Quality Distribution (19 agents assessed)

• Excellent (80–100): 7 agents (37%) — maintenance/triage cluster
• Good (60–79): 3 agents (16%) — Content Moderation, AI Moderator, CGO
• Fair (40–59): 3 agents (16%) — Doc Build, Smoke CI, Copilot NLP Analysis
• Poor (<40): 6 agents (32%) — CJS, PR review cluster, Resource Summarizer

Common Quality Issues

1. Over-triggering (PR cluster): 4 agents × ~3 action_required/day = ~12 redundant runs/day
2. Zero-output agents: Resource Summarizer (2 skips), CJS (4 failures) — no useful work delivered
3. Scope creep: Content Moderation + AI Moderator fire outside domain on ~60% of runs
4. Deployment blockage: Doc Build - Deploy 100% stalled — deployment outputs never reaching users

Effectiveness Scores

• High (>80%): Agentic Maintenance, Issue Monster, License Compliance Check, Auto-Triage Issues, Bot Detection, Daily File Diet, PR Triage Agent
• Medium (50–80%): CGO (80%), Content Moderation (40%), AI Moderator (40%), Smoke CI (57%)
• Low (<50%): Scout, Archie, Q, /cloclo (0%), Doc Build (0%), CJS (0%), Resource Summarizer (0%)

Behavioral Patterns

Productive Patterns ✅

• Maintenance worker cluster (Agentic Maintenance, Issue Monster, Auto-Triage, Bot Detection): Consistent 100% success, clean outputs, no anomalies
• Recovery pipeline working: 6 P1 issues closed last cycle; Auto-Triage recovered from [aw] Auto-Triage Issues failed #30205
• Meta-orchestrators healthy: Agent Performance, Workflow Health producing reliable cross-ecosystem insights

Problematic Patterns ⚠️

Pattern	Agents	Impact
over-creation + repetition	Scout, Archie, Q, /cloclo	~100+ redundant action_required/day
scope-creep	Content Moderation, AI Moderator	~60% of runs fire outside domain
under-creation (new regression)	CJS	100% failure since May 7 11:00 UTC
under-creation (chronic)	Resource Summarizer, Doc Build	Zero successful outputs
inconsistency	Smoke CI, CGO	Non-deterministic due to P0 infra issues

Coverage Analysis

Well-Covered Areas ✅

• Issue triage and lifecycle management (Auto-Triage, Issue Monster, Auto-Close)
• Security and compliance (License Compliance, Bot Detection, Security Review)
• Meta-monitoring (Workflow Health, Agent Performance, Campaign Manager)
• Code maintenance (Agentic Maintenance, Daily File Diet)

Coverage Gaps ⚠️

• CJS test regressions: No automated alerting for JS test failures — CJS ran 4 times before any escalation
• Deployment health: Doc Build - Deploy chronically blocked with no dedicated recovery agent
• PR review coordination: 9 agents reviewing PRs without coordination layer

Recommendations

High Priority 🔴

1. Investigate CJS regression (0% success since May 7)

   • determine_automatic_lockdown.test.cjs:70: mock vi.fn() not being called
   • Check recent changes to determine_automatic_lockdown.cjs or its test setup
   • Estimated effort: 1–2 hours

2. Consolidate PR review cluster (Scout/Archie/Q//cloclo)

   • Merge 4 agents into 1 coordinated reviewer with deduplication
   • Or add a coordination gate that prevents multiple agents reviewing same PR
   • Estimated effort: 4–8 hours
   • Expected improvement: Reduce action_required noise by ~75%

3. Fix Content Moderation + AI Moderator event triggers

   • Both fire on PR diff events outside domain — shared event binding bug
   • Add paths or types filter to restrict trigger scope
   • Estimated effort: 1–2 hours

Medium Priority 🟡

4. Investigate Doc Build - Deploy blockage

   • 100% action_required — deployment gate never cleared
   • May be linked to CI regression (TestStrictModePermissions) or environment issue

5. Fix Resource Summarizer Agent

   • 2/2 skipped — missing safe-output completion signal
   • Check trigger conditions and add noop fallback

Low Priority 🟢

6. Add CJS failure alerting — auto-file issue when CJS fails 2+ consecutive runs
7. Review Copilot PR Conversation NLP Analysis — single failure, monitor for recurrence

Trends

Metric	May 1	May 6	May 7	Trend
Quality score	73	74	74	→ stable plateau (day 6)
Effectiveness	70	71	71	→ stable plateau (day 6)
Health score	63	61	61	→ stable
Total workflows	213	214	217	↑ +3 new
Active P0s	4	4	5	↑ CJS new regression

Actions Taken This Run

• Created this performance report discussion
• Identified new P1 regression: CJS 100% failure since May 7
• Pattern-detected 19 agents: 5 clean (26%), 14 with patterns (74%)
• Confirmed macOS ARM64 P1 issue filed (76 days overdue — ✅ resolved last run)
• No new issues filed (existing P0 tracking active; CJS tracked here)

Next Steps

1. Investigate CJS determine_automatic_lockdown.test.cjs regression immediately
2. Begin PR review cluster consolidation planning
3. Fix Content Moderation / AI Moderator event filters
4. Monitor quality/effectiveness plateau — if stable at day 10+, consider prompt refresh for lower-tier agents
5. Address Doc Build - Deploy deployment blockage

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Analysis period: 2026-05-06 to 2026-05-07 | Next report: 2026-05-08
Run: §25498006520

Generated by Agent Performance Analyzer - Meta-Orchestrator · ● 13.9M · ◷

• expires on May 8, 2026, 1:24 PM UTC

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-05-08T13:24:37.238Z.

Closed by Workflow