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feat(p46): Agent 編排矩陣新頁 — OpenClaw/Hermes/NemoTron/EA × Ollama × Gemini × MCP × RAG
統帥要求:「好好把 OpenClaw/Hermes/NemoTron/ElephantAlpha + Ollama 多模型
+ 外部付費 Gemini + 內外 MCP + RAG 組合發揮出 AI 自動化新境界」

新頁面 /observability/agent_orchestration 一頁式呈現 4 Agent × 5 維度全景:

J-1: caller 自動分組
- OpenClaw: openclaw_qa/daily/meta/monthly/weekly/bot_main/bot_gemini/bot_nim
            + sales_copy + code_review_openclaw
- Hermes: hermes_analyst + hermes_intent + code_review_hermes
- NemoTron: nemotron_dispatch
- ElephantAlpha: ea_engine + code_review_elephant

J-2/3: 跨表 SQL JOIN(ai_calls × mcp_calls × rag_query_log)
每個 agent 顯示:
- 24h 呼叫 + Token + 成本
- 本地 Ollama 比例(細分 GCP-A/GCP-B/111)
- 付費 LLM 比例(細分 Gemini / 其他)
- MCP 編排率(透過 request_id 跨表 JOIN mcp_calls)
- RAG 命中率
- 錯誤率 + 平均耗時
- MCP server × caller 工作量明細

自動編排建議(5 條 rule-based):
1. 付費比例 > 50% 且 ollama < 20% → 改 Hermes-first 短路
2. 錯誤率 > 10% → 觸發 Code Review Pipeline
3. MCP 編排率 < 5% 但 calls > 50 → 擴大 MCP omnisearch/firecrawl
4. RAG 命中率 ≥ 40% → 推 Telegram 收 feedback 強化 promotion gate
5. 111 fallback 比例 > 20% → GCP 兩台異常,查 host_health AIOps

J-4: 入口
- sidebar AI 觀測 group 加「Agent 編排矩陣」(07b)
- /observability/overview 入口卡升級為 7 項,Agent 編排矩陣放第一

整體 KPI 卡片:
- 總呼叫 / 本地 Ollama 比例 / 付費 LLM 成本 / RAG 命中率
- 「組合發揮」一目瞭然

8 表跨 JOIN:ai_calls × mcp_calls × rag_query_log × ai_insights ×
learning_episodes × incidents × heal_logs × host_health_probes

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-04 19:38:10 +08:00

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{% extends "ewoooc_base.html" %}
{% block title %}觀測台總覽{% endblock %}
{% block ewooo_content %}
<div class="container-fluid mt-3">
<h2 class="mb-3"><i class="fas fa-satellite-dish me-2"></i>AI 觀測台總覽
<small class="text-muted">{{ today }} · 全景一頁看(資料來源 8 表跨 JOIN</small>
</h2>
<!-- 三主機健康卡片 -->
<div class="row g-3 mb-3">
{% if summary.hosts %}
{% for h in summary.hosts %}
<div class="col-lg-4 col-md-6">
<div class="card h-100" style="border-left: 4px solid
{% if h.uptime_pct >= 99 %}#198754
{% elif h.uptime_pct >= 90 %}#ffc107
{% else %}#dc3545{% endif %};">
<div class="card-body">
<div class="d-flex justify-content-between align-items-start">
<div>
<small class="text-muted d-block">{{ h.label }}</small>
<h3 class="mb-0">{{ "%.1f"|format(h.uptime_pct) }}<small class="text-muted">%</small></h3>
<small class="text-muted">24h 在線率({{ h.up }}/{{ h.total }} probe</small>
</div>
<div class="text-end">
<i class="fas fa-server" style="font-size: 1.8em; color: #ddd;"></i>
<div class="mt-2"><small class="text-muted">{{ h.avg_ms }} ms</small></div>
</div>
</div>
</div>
</div>
</div>
{% endfor %}
{% else %}
<div class="col-12">
<div class="alert alert-warning">
<i class="fas fa-exclamation-triangle me-1"></i>
host_health_probes 表無資料migration 029 是否已跑scheduler probe job 是否已啟動?)
</div>
</div>
{% endif %}
</div>
<!-- AI 呼叫 + 成本卡片 -->
<div class="row g-3 mb-3">
{% if summary.ai_calls %}
<div class="col-lg-3 col-md-6">
<div class="card h-100">
<div class="card-body">
<small class="text-muted d-block"><i class="fas fa-chart-bar me-1"></i>24h AI 呼叫</small>
<h3 class="mb-0">{{ "{:,}".format(summary.ai_calls.total) }}</h3>
<small class="text-muted">Token{{ "{:,}".format(summary.ai_calls.tokens) }}</small>
</div>
</div>
</div>
<div class="col-lg-3 col-md-6">
<div class="card h-100">
<div class="card-body">
<small class="text-muted d-block"><i class="fas fa-coins me-1"></i>成本</small>
<h3 class="mb-0">${{ "%.2f"|format(summary.ai_calls.cost_24h) }}<small class="text-muted">/24h</small></h3>
<small class="text-muted">當月累計 ${{ "%.2f"|format(summary.month_cost) }}</small>
</div>
</div>
</div>
<div class="col-lg-3 col-md-6">
<div class="card h-100">
<div class="card-body">
<small class="text-muted d-block"><i class="fas fa-exclamation-triangle me-1"></i>錯誤率</small>
<h3 class="mb-0
{% if summary.ai_calls.error_rate >= 15 %}text-danger
{% elif summary.ai_calls.error_rate >= 5 %}text-warning
{% else %}text-success{% endif %}">{{ "%.1f"|format(summary.ai_calls.error_rate) }}<small>%</small></h3>
<small class="text-muted">{{ summary.ai_calls.errors }} 次失敗</small>
</div>
</div>
</div>
<div class="col-lg-3 col-md-6">
<div class="card h-100">
<div class="card-body">
<small class="text-muted d-block"><i class="fas fa-magnifying-glass-chart me-1"></i>RAG 命中率</small>
<h3 class="mb-0 text-success">{{ "%.1f"|format(summary.ai_calls.rag_rate) }}<small>%</small></h3>
<small class="text-muted">{{ summary.ai_calls.rag_hits }} hits · cache {{ "%.0f"|format(summary.ai_calls.cache_rate) }}%</small>
</div>
</div>
</div>
{% endif %}
</div>
<!-- 預算告警 -->
{% if summary.budget_alerts %}
<div class="card mb-3" style="border-left: 4px solid #ffc107;">
<div class="card-header bg-warning bg-opacity-25">
<strong><i class="fas fa-wallet me-1"></i>預算告警 — 共 {{ summary.budget_alerts|length }} 項超出閾值</strong>
</div>
<div class="card-body p-0">
<table class="table table-sm mb-0">
<thead class="table-light">
<tr><th>週期</th><th>供應商</th><th class="text-end">已花費</th><th class="text-end">預算</th><th class="text-end">使用率</th></tr>
</thead>
<tbody>
{% for b in summary.budget_alerts %}
<tr>
<td><span class="badge bg-secondary">{{ b.period }}</span></td>
<td><code>{{ b.provider }}</code></td>
<td class="text-end">${{ "%.2f"|format(b.spent) }}</td>
<td class="text-end">${{ "%.2f"|format(b.budget) }}</td>
<td class="text-end">
<strong class="{% if b.ratio >= 1.0 %}text-danger{% else %}text-warning{% endif %}">
{{ "%.0f"|format(b.ratio * 100) }}%
</strong>
</td>
</tr>
{% endfor %}
</tbody>
</table>
</div>
<div class="card-footer text-end">
<a href="/observability/budget" class="btn btn-sm btn-outline-warning">
<i class="fas fa-arrow-right me-1"></i>進預算控管處理
</a>
</div>
</div>
{% endif %}
<!-- AIOps + MCP + RAG 學習 -->
<div class="row g-3 mb-3">
{% if summary.aiops %}
<div class="col-lg-4 col-md-6">
<div class="card h-100">
<div class="card-header"><strong><i class="fas fa-shield-virus me-1"></i>AIOps 自癒 7d</strong></div>
<div class="card-body">
<div class="row g-2">
<div class="col-6"><small class="text-muted d-block">事件總數</small><h4 class="mb-0">{{ summary.aiops.incidents_total }}</h4></div>
<div class="col-6"><small class="text-muted d-block">未解決</small><h4 class="mb-0 {% if summary.aiops.incidents_open > 0 %}text-danger{% endif %}">{{ summary.aiops.incidents_open }}</h4></div>
<div class="col-6"><small class="text-muted d-block">P0/P1</small><h4 class="mb-0 {% if summary.aiops.incidents_p0_p1 > 0 %}text-danger{% endif %}">{{ summary.aiops.incidents_p0_p1 }}</h4></div>
<div class="col-6"><small class="text-muted d-block">自癒成功率</small><h4 class="mb-0
{% if summary.aiops.heal_rate >= 80 %}text-success
{% elif summary.aiops.heal_rate >= 50 %}text-warning
{% else %}text-danger{% endif %}">{{ "%.0f"|format(summary.aiops.heal_rate) }}%</h4></div>
</div>
</div>
<div class="card-footer text-end p-2">
<a href="/observability/host_health" class="btn btn-sm btn-outline-secondary">
<i class="fas fa-arrow-right me-1"></i>主機健康
</a>
</div>
</div>
</div>
{% endif %}
{% if summary.mcp %}
<div class="col-lg-4 col-md-6">
<div class="card h-100">
<div class="card-header"><strong><i class="fas fa-bolt me-1"></i>MCP 24h</strong></div>
<div class="card-body">
<div class="row g-2">
<div class="col-6"><small class="text-muted d-block">tool 呼叫</small><h4 class="mb-0">{{ "{:,}".format(summary.mcp.total) }}</h4></div>
<div class="col-6"><small class="text-muted d-block">使用 server</small><h4 class="mb-0">{{ summary.mcp.servers }}</h4></div>
<div class="col-6"><small class="text-muted d-block">cache 命中</small><h4 class="mb-0">{{ summary.mcp.cache_hits }}</h4></div>
<div class="col-6"><small class="text-muted d-block">成本</small><h4 class="mb-0">${{ "%.4f"|format(summary.mcp.cost) }}</h4></div>
</div>
</div>
<div class="card-footer text-end p-2">
<a href="/observability/host_health" class="btn btn-sm btn-outline-secondary">
<i class="fas fa-arrow-right me-1"></i>查 MCP 健康
</a>
</div>
</div>
</div>
{% endif %}
{% if summary.episodes %}
<div class="col-lg-4 col-md-6">
<div class="card h-100">
<div class="card-header"><strong><i class="fas fa-brain me-1"></i>RAG 學習鏈路 30d</strong></div>
<div class="card-body">
<div class="row g-2">
<div class="col-6"><small class="text-muted d-block">待審核</small><h4 class="mb-0 {% if summary.episodes.pending > 0 %}text-warning{% endif %}">{{ summary.episodes.pending }}</h4></div>
<div class="col-6"><small class="text-muted d-block">總 episodes</small><h4 class="mb-0">{{ summary.episodes.total_30d }}</h4></div>
<div class="col-6"><small class="text-muted d-block">已晉升</small><h4 class="mb-0 text-success">{{ summary.episodes.approved_30d }}</h4></div>
<div class="col-6"><small class="text-muted d-block">晉升率</small><h4 class="mb-0">{{ "%.0f"|format(summary.episodes.approval_rate) }}%</h4></div>
</div>
</div>
<div class="card-footer text-end p-2">
{% if summary.episodes.pending > 0 %}
<a href="/observability/promotion_review" class="btn btn-sm btn-warning">
<i class="fas fa-arrow-right me-1"></i>立即審核 ({{ summary.episodes.pending }})
</a>
{% else %}
<a href="/observability/promotion_review" class="btn btn-sm btn-outline-secondary">
<i class="fas fa-arrow-right me-1"></i>晉升審核
</a>
{% endif %}
</div>
</div>
</div>
{% endif %}
</div>
<!-- PPT 視覺審核 -->
{% if summary.ppt and summary.ppt.total > 0 %}
<div class="card mb-3">
<div class="card-header"><strong><i class="fas fa-search me-1"></i>PPT 視覺審核 7d</strong></div>
<div class="card-body">
<div class="row g-2">
<div class="col-md-3 col-6"><small class="text-muted d-block">總筆數</small><h4 class="mb-0">{{ summary.ppt.total }}</h4></div>
<div class="col-md-3 col-6"><small class="text-muted d-block">通過</small><h4 class="mb-0 text-success">{{ summary.ppt.passed }}</h4></div>
<div class="col-md-3 col-6"><small class="text-muted d-block">失敗</small><h4 class="mb-0 {% if summary.ppt.failed > 0 %}text-warning{% endif %}">{{ summary.ppt.failed }}</h4></div>
<div class="col-md-3 col-6"><small class="text-muted d-block">通過率</small><h4 class="mb-0">{{ "%.0f"|format(summary.ppt.pass_rate) }}%</h4></div>
</div>
</div>
<div class="card-footer text-end p-2">
<a href="/observability/ppt_audit_history" class="btn btn-sm btn-outline-secondary">
<i class="fas fa-arrow-right me-1"></i>PPT 審核歷史
</a>
</div>
</div>
{% endif %}
<!-- 7 大入口 -->
<div class="card">
<div class="card-header"><strong><i class="fas fa-th me-1"></i>7 大子頁入口</strong></div>
<div class="card-body">
<div class="row g-2">
<div class="col-lg-4 col-md-6">
<a href="/observability/agent_orchestration" class="btn btn-outline-info w-100 text-start" style="border-width: 2px;">
<i class="fas fa-network-wired me-2"></i><strong>Agent 編排矩陣</strong>
<small class="d-block text-muted ms-4">4 Agent × Ollama × Gemini × MCP × RAG 全景 + 自動建議</small>
</a>
</div>
<div class="col-lg-4 col-md-6">
<a href="/observability/host_health" class="btn btn-outline-primary w-100 text-start">
<i class="fas fa-heartbeat me-2"></i>主機健康監控
<small class="d-block text-muted ms-4">三主機 + MCP + AIOps + 24h 趨勢 + 一鍵 AutoHeal</small>
</a>
</div>
<div class="col-lg-4 col-md-6">
<a href="/observability/ai_calls" class="btn btn-outline-primary w-100 text-start">
<i class="fas fa-chart-bar me-2"></i>AI 呼叫總覽
<small class="d-block text-muted ms-4">24h 統計 + RAG×MCP 編排矩陣 + 一鍵 Code Review</small>
</a>
</div>
<div class="col-lg-4 col-md-6">
<a href="/observability/budget" class="btn btn-outline-primary w-100 text-start">
<i class="fas fa-wallet me-2"></i>預算控管
<small class="d-block text-muted ms-4">當月支出 + RAG 策略建議 + 一鍵 force-throttle</small>
</a>
</div>
<div class="col-lg-4 col-md-6">
<a href="/observability/promotion_review" class="btn btn-outline-primary w-100 text-start">
<i class="fas fa-brain me-2"></i>RAG 學習晉升審核
<small class="d-block text-muted ms-4">待審 episode + RAG Top 3 相似已晉升輔助</small>
</a>
</div>
<div class="col-lg-4 col-md-6">
<a href="/observability/quality_trend" class="btn btn-outline-primary w-100 text-start">
<i class="fas fa-comments me-2"></i>Caller 反饋趨勢
<small class="d-block text-muted ms-4">蒸餾池分布 + 最差 caller RAG 根因建議</small>
</a>
</div>
<div class="col-lg-4 col-md-6">
<a href="/observability/ppt_audit_history" class="btn btn-outline-primary w-100 text-start">
<i class="fas fa-search me-2"></i>PPT 視覺審核歷史
<small class="d-block text-muted ms-4">7d audit 紀錄 + RAG 修法 + 一鍵 AiderHeal</small>
</a>
</div>
</div>
</div>
</div>
<p class="text-muted mt-3"><small>
<i class="fas fa-robot me-1"></i>Operation Ollama-First v5.0 / Phase 45 — AI 觀測台總覽
資料來源host_health_probes / ai_calls / ai_call_budgets / learning_episodes / ai_insights /
rag_query_log / mcp_calls / incidents / heal_logs / ppt_audit_results
</small></p>
</div>
{% endblock %}