Agent Performance Report — Week of 2026-03-21

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Executive Summary

Metric	This Week	Last Week	Trend
Quality Score	82/100	79/100	↑+3
Effectiveness Score	74/100	72/100	↑+2
Scheduled Success Rate	93.3%	91%	↑+2.3%
Unique Scheduled Workflows	39	~22 active	→ stable
Total Scheduled Runs (7d)	60	~22	↑
Ecosystem Workflows	177	176	+1
Engines	118 copilot · 40 claude · 18 codex · 1 gemini	same	→

Top performers: Issue Monster, Agentic Maintenance, The Great Escapi
Needs attention: Daily Rendering Scripts Verifier (P1 new), AI Moderator (60%), Smoke Cross-Repo PRs
Notable recoveries this week: Issue Triage Agent ✅, Smoke Gemini ✅

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Performance Rankings

Top Performing Agents 🏆

1. Issue Monster (17 runs, 100% success)
   Highest-volume scheduled workflow by far. Consistent, reliable, and demonstrably productive — today alone created well-structured issues covering performance regressions, testify improvements, semantic refactoring, and more. The backbone of the proactive issue creation ecosystem.

2. Agentic Maintenance (4 runs, 100% success)
   Reliably handles maintenance housekeeping. Consistent execution, no failures in 7 days.

3. Smoke Gemini (1 run, 100% ✅ — RECOVERED after 7 consecutive failures)
   Full recovery confirmed. P1 resolved. Prior failures appear to have been an API/key issue now resolved.

4. Issue Triage Agent (runs resumed — RECOVERED after 15+ day outage)
   Major recovery. Was P0 in last report. Fully operational again after structural fix.

5. Daily Suite (15 agents: Performance, Security, Safe Outputs, Testify, Semgrep, etc.) (1/1 each, 100%)
   The full daily scheduled suite is healthy. All 15 single-run daily agents passed today.

View All Scheduled Workflow Results (7d)

Workflow	Runs	Success Rate	Notes
Issue Monster	17	100%	Top volume
Agentic Maintenance	4	100%
Contribution Check	3	67%	Pre-existing safe_outputs infra issue
Agent Container Smoke Test	1	100%
Smoke Claude	1	100%
Smoke Gemini	1	100%	Recovered ✅
Smoke Copilot	1	100%
Smoke Codex	1	100%
Smoke Create Cross-Repo PR	1	0%	❌ Label resolution failure
Smoke Update Cross-Repo PR	1	0%	❌ Related failure
Daily Rendering Scripts Verifier	1	0%	❌ 43/43 lifetime failures (NEW P1)
PR Triage Agent	1	100%
Auto-Triage Issues	1	100%
Daily CLI Performance Agent	1	100%
Daily Security Red Team Agent	1	100%
Daily Safe Outputs Conformance Checker	1	100%
Daily Semgrep Scan	1	100%
Lockfile Statistics Analysis Agent	1	100%
The Great Escapi	1	100%
Semantic Function Refactoring	1	100%
Workflow Normalizer	1	100%
Architecture Diagram Generator	1	100%
Constraint Solving — Problem of the Day	1	100%
Daily Team Evolution Insights	1	100%
Daily Testify Uber Super Expert	1	100%
Draft PR Cleanup	1	100%
Sub-Issue Closer	1	100%
CLI Version Checker	1	100%
Daily Workflow Updater	1	100%
Copilot Agent Prompt Clustering Analysis	1	100%
Bot Detection	1	100%
Step Name Alignment	1	100%
Schema Consistency Checker	1	100%
Daily Safe Output Integrator	1	100%
Daily Safe Output Tool Optimizer	1	100%
Dev	1	100%
Update Astro	1	100%
Delight	1	100%
Daily Code Metrics and Trend Tracking Agent	1	100%

Agents Needing Attention 📉

1. Daily Rendering Scripts Verifier (0% — 43/43 lifetime failures) 🆕

   • Never successfully run since creation
   • Activation job fails with exit code 1 before agent executes
   • Issue created: [health] Daily Rendering Scripts Verifier: 43 consecutive activation failures #22168
   • Action: Investigate activation failure (missing secret, config error, or dependency)

2. AI Moderator (60% last 7 days — 18/30 success)

   • 40% action_required conclusions (pre-existing: PR branch checkout race on closed PRs)
   • Not a full failure — action_required is GitHub's approval gate, not agent logic error
   • Rate has dropped from 83% (prior report) to 60% — warrants monitoring
   • Recommendation: Track weekly trend; consider adding closed-PR detection earlier in workflow

3. Smoke Create/Update Cross-Repo PR (0% latest runs)

   • Label resolution failure: create_pull_request — "Could not resolve to a node with the given global id"
   • An existing issue already tracks this failure
   • Pre-existing; linked to label data / cross-repo permissions

4. Contribution Check (67% last 7 days)

   • Pre-existing: pr-filter-results.json not available in schedule-triggered runs
   • Agent itself works correctly; infrastructure gap
   • Lower priority (2 of 3 runs succeeded)

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Ecosystem Health

Agent Ecosystem Overview

• 177 workflows total (all have compiled lock files — 0 stale ✅)
• Engine distribution: 67% copilot, 23% claude, 10% codex, 1% gemini
• 35 workflows with confirmed active status

Coverage Analysis

✅ Well-Covered: Issue triage/management, PR review, daily performance/security/code quality, smoke testing (all engines), workflow maintenance
⚠️ Moderate: Cross-repo operations (Smoke Create/Update Cross-Repo PR failures), rendering verification
❌ Gap: Rendering script verification has 0% lifetime success rate — the area is theoretically covered but practically unmonitored

Engine Distribution Notes

• Copilot dominates (118 workflows) — most stable engine this week
• Claude (40 workflows) — healthy, Smoke Claude 100%
• Codex (18 workflows) — healthy, Smoke Codex 100%
• Gemini (1 workflow, The Great Escapi) — recovered and healthy ✅

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Quality Analysis

Output Quality Observations

Agent-created issues today show strong quality indicators:

• Structured format: All recent issues use proper headers, clear problem statements, evidence sections
• Labeled correctly: Performance, testify, security, step-names labels applied appropriately
• Actionable: Issues include specific file paths, reproduction steps, or measurements (e.g., "40.4% slower regression")
• Appropriate scope: Issues cover focused, bounded work items rather than vague requests

Sample Agent Outputs (Today)

Issue	Type	Quality Indicator
#22167 Semantic Function Clustering: Refactoring Opportunities	refactor	Comprehensive analysis with 597 files
#22148 Add engine feature parity unit tests	plan	Clear scope, linked to existing work
#22139 Improve Test Quality: json_path_locator_test.go	testify	Specific file, actionable
#22137 Regression in Validation: 10.9% slower	performance	Quantified, reproducible
#22136 Daily CLI Performance Agent - Issue Group	performance	Parent issue grouping pattern
#22123 Align step name in daily-cli-performance	step-names	Small, precise, scoped

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Behavioral Patterns

Productive Patterns ✅

• Issue Monster → Daily Workers: Issue Monster creates grouped parent issues, daily agents file specific sub-issues — complementary pipeline working well
• Meta-Orchestrators coordination: Workflow Health, Campaign Manager, and this agent sharing memory without duplication — coordination effective
• Recoveries tracking: Shared alerts correctly tracked Issue Triage Agent (15d outage) and Smoke Gemini (7 failures) recoveries with confirmation

Patterns to Monitor ⚠️

• AI Moderator decline: 83% → 60% in one week. The action_required gate is structural but the volume is increasing. Monitor next run.
• Activation failures going undetected: Daily Rendering Scripts Verifier ran 43 times (since ~2026-03-13) before being caught. The pattern suggests no alerting on repeated activation failures. Consider adding detection for "workflow that never reached agent" pattern.

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Recommendations

High Priority

1. Fix Daily Rendering Scripts Verifier activation (P1)

   • Issue filed: [health] Daily Rendering Scripts Verifier: 43 consecutive activation failures #22168
   • Root cause likely in activation job: missing env var, wrong token, or dependency error
   • Estimated effort: 1-2 hours investigation + fix

2. Add alerting for repeated activation failures

   • Any workflow failing activation N+ consecutive times without reaching agent should trigger an alert
   • This prevents silent, long-running structural failures going undetected
   • Estimated effort: 2-4 hours (workflow health monitor enhancement)

Medium Priority

3. Monitor AI Moderator weekly — if 7-day rate drops below 50%, investigate race condition fix
4. Smoke Cross-Repo PRs — existing issue tracked; ensure label resolution issue has active owner

Low Priority

5. Engine diversity — Gemini at 1 workflow (The Great Escapi). Consider expanding Gemini to 2-3 more workflows to improve coverage and stress-testing of the engine

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Trends

Metric	Mar 14	Mar 20	Mar 21	Direction
Quality Score	~76	79	82	↑ improving
Effectiveness Score	~55	72	74	↑ recovering strongly
Health Score	~40	66	74	↑↑ recovering strongly
Scheduled success rate	~85%	91%	93.3%	↑
P0 Issues	1	1	0	✅ resolved
Stale lock files	~14	14	0	✅ all compiled

Overall trajectory: Strong positive recovery week. The P0 (Issue Triage Agent) and P1 (Smoke Gemini) issues both resolved. Stale lock files cleared. A new P1 found (Daily Rendering Scripts Verifier) but it's structural and bounded.

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Actions Taken This Run

• 🆕 Filed [health] Daily Rendering Scripts Verifier: 43 consecutive activation failures #22168: Daily Rendering Scripts Verifier — 43 consecutive activation failures (P1)
• 📊 Generated this weekly performance discussion
• 💾 Updated shared memory: agent-performance-latest.md, shared-alerts.md

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References:
§23384814635 (this run) · §23374688097 (workflow health) · §23378548245 (rendering verifier failure sample)

AI generated by Agent Performance Analyzer - Meta-Orchestrator · history

• expires on Mar 22, 2026, 5:41 PM UTC

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This discussion was automatically closed because it expired on 2026-03-22T17:41:56.196Z.

Closed by Workflow