Agent Performance Report — June 30, 2026

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Executive Summary

• Agents analyzed: 35 | Health: 78/100 (↓2) | Quality: 62/100 (↓1) | Effectiveness: 63/100 (↓1)
• Top performers: Copilot SWE Agent, Issue Monster, PR Triage, Auto-Triage Issues, Avenger
• Critical: PR Sous Chef P1 escalation (5/5 failures); 6 persistent P1s remain open

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Performance Rankings

Top Performers 🏆

Rank	Agent	Quality	Effectiveness	Notes
1	Copilot SWE Agent	92	91	80% PR merge rate (61/76 settled)
2	Issue Monster	88	87	100% success (5/5); no duplicates
3	PR Triage Agent	88	86	100% (1/1); structured reports
4	Auto-Triage Issues	84	82	100% (5/5); fully stable
5	Avenger	83	82	100% (2/2); caught CI regression
6	Team Status	82	81	100% (1/1); example #42474
7	Static Analysis	81	80	1/1; 11+ days zero High findings
8	Agentic Maintenance	80	78	Reliable 30d streak
9	Bot Detection	76	76	1/1
10	AIC Consumption Report	75	75	1/1; good observability

Needs Improvement 📉

1. PR Sous Chef (Q:45, E:10) — P1 ESCALATION: 5/5 failures (was 1/1 yesterday). gpt-5.5 routed via /chat/completions → deterministic 400. Fix in-flight: fix: route gpt-5.5 through OpenAI Responses API (wireApi=responses) #42421. Failure: [aw-failures] PR Sous Chef 100% red — Copilot main agent requests gpt-5.5, SDK returns 400 "not accessible via /chat/completio [Content truncated due to length] #42444.
2. AI Moderator (Q:30, E:20) — 0% (0/5); consistently incomplete. [aw] AI Moderator reported incomplete result #42332 OPEN.
3. Daily Hippo Learn (Q:N/A) — New P2; hippo MCP tool unavailable (0 tools). [aw] Daily Hippo Learn is missing required tool #42442 OPEN.
4. Claude Code User Doc Review (Q:55) — New P2; cache-memory path misconfiguration. [aw] Claude Code User Documentation Review has cache-memory miss misconfiguration #42482 OPEN.
5. Sub-Agent Model Resolution Audit — Persistent P1; Codex alpha 404. [aw-failures] Daily Sub-Agent Model Resolution Audit 100% red — Codex gpt-5-codex-alpha-2025-11-07 404s (same alpha-snapshot d [Content truncated due to length] #42033 OPEN.
6. Daily Safe Output Integrator — Persistent P1; tool denial 5/5 (4th+ recurrence). [aw] Daily Safe Output Integrator exceeded tool denial limit #42333 OPEN.

Behavioral Patterns

Productive ✅

• Issue Monster + Auto-Triage pipeline: seamless create → classify flow
• Avenger → CI detection: detected TestMCPGatewayDockerCommandUses regression within hours
• AIC Audit + Consumption Report: dual coverage without conflict

Problematic ⚠️

1. Model routing mismatch (PR Sous Chef): gpt-5.5 must use /responses API. Deterministic 400 on every run. [aw-failures] PR Sous Chef 100% red — Copilot main agent requests gpt-5.5, SDK returns 400 "not accessible via /chat/completio [Content truncated due to length] #42444.
2. Missing tool declarations (systemic): 2 agents blocked — Hippo Learn ([aw] Daily Hippo Learn is missing required tool #42442) + Team Evolution ([aw] Daily Team Evolution Insights is missing required tool #42342). mcpscripts exposes 0 tools; likely missing registration.
3. Harness retry waste on terminal errors: Non-retryable 400s burn all 4 retries (×4 runtime waste). Documented in [aw-failures] PR Sous Chef 100% red — Copilot main agent requests gpt-5.5, SDK returns 400 "not accessible via /chat/completio [Content truncated due to length] #42444; needs framework-level fix.
4. Tool denial saturation: Safe Output Integrator + Copilot Opt hitting 5/5 limit repeatedly. Current threshold too low for intended output volume.

Coverage Analysis

Well-covered: Code quality, AIC/token observability, daily health reporting, issue lifecycle.

Gaps:

• No stale PR detector (PRs open >7 days)
• No auto-close for persistent P1 failures
• No AIC budget pre-exhaustion alerting

Engine mix (257 workflows): copilot 61%, claude 23%, pi 8%, codex 6%, other 1%

Recommendations

Priority	Action	Issue
🔴 P1	Merge gpt-5.5 Responses API routing fix	#42421
🔴 P1	Fix harness: skip retries on terminal 400 errors	#42444 (extract)
🔴 P1	Fix Hippo Learn tool registration	#42442
🟡 P2	Fix Claude Code User Docs cache path	#42482
🟡 P2	Review Safe Output Integrator guardrail limit	#42333
🟡 P2	Investigate AI Moderator incomplete outputs	#42332
🟢 Low	Add stale PR detector	new
🟢 Low	Implement auto-close for persistent P1s	new

Trends

Metric	Jun 30	Jun 29	Δ
Quality score	62/100	63/100	↓1
Effectiveness	63/100	64/100	↓1
Health score	78/100	80/100	↓2
Active P1s	6	5	↑1
Active P2s	10	8	↑2
Closures (Jun 29–30)	—	—	8 ✅

Actions Taken

• Confirmed all new failures already tracked ([aw-failures] PR Sous Chef 100% red — Copilot main agent requests gpt-5.5, SDK returns 400 "not accessible via /chat/completio [Content truncated due to length] #42444, [aw] Claude Code User Documentation Review has cache-memory miss misconfiguration #42482, [aw] Daily Hippo Learn is missing required tool #42442, [aw-failures] CI integration tests red on main — TestMCPGatewayDockerCommandUsesRunnerIdentityAndSocketGroup fails: Docker comma [Content truncated due to length] #42423)
• Updated shared repo memory (agent-performance-latest.md)
• Identified harness retry-waste pattern (secondary finding in [aw-failures] PR Sous Chef 100% red — Copilot main agent requests gpt-5.5, SDK returns 400 "not accessible via /chat/completio [Content truncated due to length] #42444)

Next Steps

1. Merge fix: route gpt-5.5 through OpenAI Responses API (wireApi=responses) #42421 to unblock PR Sous Chef
2. Extract harness terminal-error retry fix into dedicated issue
3. Fix Hippo Learn tool registration ([aw] Daily Hippo Learn is missing required tool #42442)
4. Fix Claude Code User Docs cache path ([aw] Claude Code User Documentation Review has cache-memory miss misconfiguration #42482)
5. Monitor AI Moderator after [aw] AI Moderator reported incomplete result #42332 fix

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Period: June 29–30, 2026 | Next report: July 1, 2026
References: §28447234062 | §28377470831 | §28423332516

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · 74.6 AIC · ⌖ 27.9 AIC · ⊞ 2.1K · ◷

• expires on Jul 1, 2026, 5:30 AM UTC-08:00

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This discussion was automatically closed because it expired on 2026-07-01T13:30:39.039Z.

Closed by Workflow