47bd67eb97
- Tool gibt strukturierten Report zurueck (kein verschachtelter LLM-Aufruf mehr) - Klare Hervorhebung: KRITISCH (>=100 Fehler), Erhoeht (>=20), Disk-Trend - Proxmox: korrekte Passwort/Token-Ermittlung, nur echte pve-Hosts im Fehler-Log - daily_forecast: LLM analysiert den Report bevor er gesendet wird
232 lines
8.1 KiB
Python
232 lines
8.1 KiB
Python
"""KI-gestützte Systemvorhersage — sammelt Metriken, Logs und Container-Status."""
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import re
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import requests
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from datetime import datetime, timezone, timedelta
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from core import prometheus_client, loki_client, config
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from core import proxmox_client
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TOOLS = [
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{
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"type": "function",
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"function": {
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"name": "get_health_forecast",
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"description": (
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"Sammelt Systemdaten (Disk-Trends, Log-Fehler, Container-Status, CPU/RAM) "
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"und gibt einen strukturierten Report zurück. Analysiere den Report und gib "
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"eine Prognose, ob sich Probleme anbahnen. Trigger: 'vorhersage', "
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"'was bahnt sich an', 'prognose', 'health forecast', 'system check', "
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"'systemstatus', 'wie geht es dem system'."
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),
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"parameters": {"type": "object", "properties": {}, "required": []},
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},
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},
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]
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def _gather_prometheus() -> dict:
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result = {}
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try:
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result["warnings"] = prometheus_client.get_warnings()
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disk = prometheus_client.get_disk()
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result["disk_current"] = [
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{"host": r["host"], "used_pct": round(r["value"], 1)} for r in disk
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]
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trend = prometheus_client.range_query(
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'max by (host) ((1 - node_filesystem_avail_bytes{mountpoint="/"} '
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'/ node_filesystem_size_bytes{mountpoint="/"}) * 100)',
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hours=24,
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step="2h",
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)
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trends = {}
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if trend.get("status") == "success":
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for r in trend.get("data", {}).get("result", []):
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h = r.get("metric", {}).get("host", "?")
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vals = [float(v[1]) for v in r.get("values", []) if v[1] != "NaN"]
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if len(vals) >= 2:
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delta = vals[-1] - vals[0]
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trends[h] = {
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"start_pct": round(vals[0], 1),
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"end_pct": round(vals[-1], 1),
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"delta_24h": round(delta, 2),
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}
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result["disk_trend_24h"] = trends
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mem = prometheus_client.get_memory()
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result["memory"] = [
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{"host": r["host"], "used_pct": round(r["value"], 1)} for r in mem
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]
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load = prometheus_client.get_load()
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result["load5"] = [
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{"host": r["host"], "load5": round(r["value"], 2)} for r in load
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]
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except Exception as e:
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result["prometheus_error"] = str(e)
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return result
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def _gather_loki() -> dict:
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result = {}
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try:
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hosts = loki_client.get_labels()
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error_counts = {}
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for host in hosts[:20]:
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errors = loki_client.get_errors(container=host, hours=24, limit=300)
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count = 0 if (len(errors) == 1 and "error" in errors[0]) else len(errors)
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if count > 0:
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error_counts[host] = count
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result["errors_24h"] = error_counts
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silent = loki_client.check_silence(minutes=60)
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result["silent_hosts"] = [s["host"] for s in silent if "host" in s]
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except Exception as e:
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result["loki_error"] = str(e)
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return result
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def _gather_proxmox() -> dict:
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result = {}
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try:
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cfg = config.parse_config()
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pw_default = cfg.passwords.get("default", "")
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pw_hetzner = cfg.passwords.get("hetzner", pw_default)
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passwords = {"default": pw_default, "pve-hetzner": pw_hetzner}
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for host in proxmox_client.PROXMOX_HOSTS:
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if host not in passwords:
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passwords[host] = pw_default
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tokens = {}
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tn = cfg.raw.get("PVE_TOKEN_HETZNER_NAME", "")
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tv = cfg.raw.get("PVE_TOKEN_HETZNER_VALUE", "")
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if tn and tv:
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tokens["pve-hetzner"] = {"name": tn, "value": tv}
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containers = proxmox_client.get_all_containers(passwords=passwords, tokens=tokens)
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stopped = [
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{"id": c.get("vmid"), "name": c.get("name", "?")}
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for c in containers
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if c.get("status") == "stopped" and "error" not in c
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]
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running = len([c for c in containers if c.get("status") == "running"])
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errors = [c for c in containers if "error" in c]
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result["total"] = len(containers)
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result["running"] = running
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result["stopped"] = stopped
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result["host_errors"] = [
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f"{e.get('_host', '?')}: {e['error'][:80]}" for e in errors
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]
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except Exception as e:
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result["proxmox_error"] = str(e)
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return result
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def handle_get_health_forecast(**kw) -> str:
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prom = _gather_prometheus()
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loki = _gather_loki()
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pve = _gather_proxmox()
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now_str = datetime.now().strftime("%d.%m.%Y %H:%M")
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lines = [f"📊 Systemdaten-Report ({now_str})", ""]
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# --- Prometheus Warnungen ---
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if prom.get("warnings"):
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lines.append("⚠️ AKTIVE SCHWELLWERT-WARNUNGEN:")
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for w in prom["warnings"]:
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lines.append(f" {w}")
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else:
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lines.append("✅ Keine Prometheus-Schwellwert-Warnungen")
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# --- Disk-Trends ---
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disk_issues = []
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for h, t in prom.get("disk_trend_24h", {}).items():
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if t["delta_24h"] >= 2.0:
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disk_issues.append(
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f" 📈 {h}: {t['start_pct']}% → {t['end_pct']}% (+{t['delta_24h']:.1f}% in 24h)"
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)
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elif t["delta_24h"] >= 1.0:
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disk_issues.append(
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f" ↗ {h}: {t['start_pct']}% → {t['end_pct']}% (+{t['delta_24h']:.1f}% in 24h)"
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)
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# Auch hohe absolute Werte hervorheben
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for d in prom.get("disk_current", []):
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if d["used_pct"] >= 70:
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disk_issues.append(f" 💾 {d['host']}: aktuell {d['used_pct']}% belegt")
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if disk_issues:
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lines.append("")
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lines.append("🗄️ Disk-Auffälligkeiten:")
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lines.extend(disk_issues)
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else:
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# Kurze Übersicht
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disk_summary = ", ".join(
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f"{d['host']}: {d['used_pct']}%"
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for d in sorted(prom.get("disk_current", []), key=lambda x: -x["used_pct"])[:5]
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)
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if disk_summary:
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lines.append(f"💾 Disk (Top-5): {disk_summary}")
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# --- RAM ---
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high_mem = [m for m in prom.get("memory", []) if m["used_pct"] > 70]
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if high_mem:
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lines.append("")
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lines.append("🧠 RAM > 70%:")
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for m in sorted(high_mem, key=lambda x: -x["used_pct"]):
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lines.append(f" {m['host']}: {m['used_pct']}%")
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# --- Load ---
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high_load = [l for l in prom.get("load5", []) if l["load5"] > 2.0]
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if high_load:
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lines.append("")
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lines.append("⚡ Hohe Last (load5 > 2):")
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for l in sorted(high_load, key=lambda x: -x["load5"]):
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lines.append(f" {l['host']}: {l['load5']}")
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# --- Loki Fehler ---
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errors = loki.get("errors_24h", {})
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lines.append("")
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if errors:
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lines.append("🔴 Log-Fehler letzte 24h:")
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for h, c in sorted(errors.items(), key=lambda x: -x[1])[:10]:
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level = "🔴 KRITISCH" if c >= 100 else "🟠 Erhöht" if c >= 20 else "🟡"
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lines.append(f" {level} {h}: {c} Fehler")
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else:
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lines.append("✅ Keine Log-Fehler in den letzten 24h")
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if loki.get("silent_hosts"):
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lines.append(f"🔇 Stille Hosts (>60min kein Log): {', '.join(loki['silent_hosts'])}")
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if loki.get("loki_error"):
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lines.append(f"⚠️ Loki nicht erreichbar: {loki['loki_error'][:60]}")
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# --- Proxmox ---
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lines.append("")
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if pve.get("stopped"):
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lines.append(f"🛑 Gestoppte Container ({len(pve['stopped'])}):")
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for c in pve["stopped"]:
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lines.append(f" CT{c['id']} {c['name']}")
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elif "proxmox_error" not in pve:
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lines.append(
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f"🟢 Proxmox: {pve.get('running', 0)}/{pve.get('total', 0)} Container laufen"
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)
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if pve.get("host_errors"):
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# Nur echte Proxmox-Hosts (pve-* oder pbs-*)
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real_errors = [e for e in pve["host_errors"] if e.startswith(("pve-", "pbs-"))]
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if real_errors:
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lines.append("⚠️ Proxmox-Host-Fehler: " + "; ".join(real_errors[:3]))
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if pve.get("proxmox_error"):
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lines.append(f"⚠️ Proxmox-Fehler: {pve['proxmox_error'][:80]}")
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return "\n".join(lines)
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HANDLERS = {
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"get_health_forecast": handle_get_health_forecast,
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}
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