feat(compliance_scanner): Gap 3.2 LLM 升級 — 合規態勢分析 + Telegram 摘要
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朝 AI 自主化方向 — 9 新 scanner 從 2/9 LLM 提升到 3/9.
compliance_scanner 原本每次 scan 273 snapshots 寫 DB,無任何人可見摘要.
新增:
1. _write_compliance_for_asset_v2 (wrapper):
原 _write_compliance_for_asset 保持不變,v2 版加回傳 asset_warning dict
供上層 LLM 分析用,只有 violations/warnings > 0 才傳回
2. _llm_analyze_compliance_posture (~50 行):
有 warning 時用 OpenClaw 分析整體 posture
輸出 JSON:
- posture_grade: A/B/C/D/F
- posture_summary: 3 句繁中整體態勢敘述
- top_priorities[3]: priority + action + rationale
- risk_level: low/medium/high/critical
- confidence: 0-1
3-path JSON parse fallback (直接 / NemoTron wrapper / description 巢狀)
3. _send_telegram_posture (~40 行):
推每日合規摘要到 SRE group
含評級 emoji (🟢A / 🟡B / 🟠C / 🔴D / ⛔F)
顯示 asset_type 分布 (Top 5 種問題類型統計)
含 AI top 3 priority 動作 + rationale
scan_once 流程:
掃 assets × 7 維 → 收集 warning_assets → LLM 分析 → Telegram 推送
統帥鐵律對齊:
✅ AI 分析 + 人工決策 (Telegram 末行: '人工評估各項修復優先')
✅ 不寫死優先順序 (LLM 根據 warnings 實際分布推)
✅ asset_type 分布統計幫統帥快速定位
Gap 3 進度: 3/8 service 升級 LLM (Hermes + capacity_forecaster + compliance_scanner)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This commit is contained in:
@@ -76,20 +76,39 @@ async def run_compliance_scanner_loop() -> None:
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async def scan_once(triggered_by: str = "cron") -> dict[str, int]:
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"""遍歷 asset_inventory 為每個 active asset 寫 7 維 compliance snapshot."""
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"""遍歷 asset_inventory 為每個 active asset 寫 7 維 compliance snapshot.
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2026-04-19 Gap 3.2 LLM 升級: scan 完後若有 warnings/violations,
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用 LLM 分析整體 compliance posture + top 3 優先建議.
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"""
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started_ms = _time.time()
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stats = {"assets_scanned": 0, "snapshots_written": 0, "violations": 0, "warnings": 0}
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stats: dict[str, Any] = {
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"assets_scanned": 0, "snapshots_written": 0, "violations": 0, "warnings": 0,
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"llm_analyzed": False,
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}
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error_msg: str | None = None
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warning_assets: list[dict[str, Any]] = []
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try:
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assets = await _fetch_active_assets()
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stats["assets_scanned"] = len(assets)
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for asset in assets:
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s, v, w = await _write_compliance_for_asset(asset)
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s, v, w, asset_warnings = await _write_compliance_for_asset_v2(asset)
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stats["snapshots_written"] += s
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stats["violations"] += v
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stats["warnings"] += w
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if asset_warnings:
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warning_assets.append(asset_warnings)
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# Gap 3.2: 有 warning 時 LLM 分析整體 posture
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if warning_assets and (stats["warnings"] > 0 or stats["violations"] > 0):
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analysis = await _llm_analyze_compliance_posture(warning_assets, stats)
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if analysis:
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stats["llm_analyzed"] = True
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stats["llm_summary"] = analysis
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await _send_telegram_posture(warning_assets, stats, analysis)
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except Exception as e:
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error_msg = f"{type(e).__name__}: {e}"[:1000]
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logger.exception("compliance_scan_once_failed", error=error_msg)
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@@ -103,6 +122,7 @@ async def scan_once(triggered_by: str = "cron") -> dict[str, int]:
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snapshots=stats["snapshots_written"],
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warnings=stats["warnings"],
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violations=stats["violations"],
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llm_analyzed=stats["llm_analyzed"],
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duration_ms=duration_ms,
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)
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return stats
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@@ -142,6 +162,25 @@ async def _fetch_active_assets() -> list[dict[str, Any]]:
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return []
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async def _write_compliance_for_asset_v2(asset: dict[str, Any]) -> tuple[int, int, int, dict[str, Any] | None]:
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"""
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v2: 回傳 warnings detail 給上層做 LLM 分析.
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Returns: (snapshots_written, violations_count, warnings_count, asset_warning_dict | None)
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"""
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s, v, w = await _write_compliance_for_asset(asset)
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if v == 0 and w == 0:
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return s, v, w, None
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# 建構 warning summary (供 LLM 分析用)
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warning_detail = {
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"asset_key": asset.get("asset_key"),
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"asset_type": asset.get("asset_type"),
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"violations_count": v,
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"warnings_count": w,
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}
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return s, v, w, warning_detail
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async def _write_compliance_for_asset(asset: dict[str, Any]) -> tuple[int, int, int]:
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"""
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為單一 asset 寫 7 維 compliance snapshot.
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@@ -155,8 +194,8 @@ async def _write_compliance_for_asset(asset: dict[str, Any]) -> tuple[int, int,
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violations = 0
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warnings = 0
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# 為每個 dimension 評估 status (目前多數 'unknown',secret_rotated 有基礎邏輯)
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dimension_results = _evaluate_all_dimensions(asset)
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# 2026-04-19 v2: SSL check 是同步阻塞 (socket.connect),用 to_thread 避免卡 event loop
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dimension_results = await asyncio.to_thread(_evaluate_all_dimensions, asset)
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try:
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async with get_db_context() as db:
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@@ -195,29 +234,132 @@ def _evaluate_all_dimensions(asset: dict[str, Any]) -> dict[str, tuple[str, dict
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"""
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為 asset 評估所有 7 維,回傳 {dimension: (status, detail)}.
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MVP 策略:
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- secret_rotated: 對 asset_type='secret' 檢查 metadata.creationTimestamp
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- 其他 6 維: status='unknown' + detail 標註 TODO
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v2 實作 (2026-04-19):
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- secret_rotated: asset_type='secret' 檢查 metadata.creationTimestamp
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- ssl_cert_valid: third_party_service 的 scrape_url=https:// 檢查 cert expiry
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- backup_tested: 從 K8s CronJob 'backup-restore-test' 的 lastSuccessfulTime
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- 其他 4 維仍 unknown (cve_scan/audit_log_enabled/access_reviewed/encryption_at_rest)
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"""
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results: dict[str, tuple[str, dict]] = {}
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# secret_rotated: 只對 secret 類型 asset 做真實檢查
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# secret_rotated
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if asset["asset_type"] == "secret":
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results["secret_rotated"] = _check_secret_rotation(asset)
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else:
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results["secret_rotated"] = ("unknown", {"reason": "asset_type is not 'secret', N/A"})
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# 其他 6 維佔位
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results["ssl_cert_valid"] = ("unknown", {"todo": "openssl s_client check (Phase 7.2)"})
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results["cve_scan"] = ("unknown", {"todo": "trivy image scan (Phase 7.3)"})
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results["backup_tested"] = ("unknown", {"todo": "pg-backup-restore-test cronjob 結果 (Phase 7.4)"})
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results["audit_log_enabled"] = ("unknown", {"todo": "audit_logs table 對應查詢 (Phase 7.5)"})
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results["access_reviewed"] = ("unknown", {"todo": "RBAC quarterly review (Phase 7.6)"})
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results["encryption_at_rest"] = ("unknown", {"todo": "PG TDE / K8s Secret encryption check (Phase 7.7)"})
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# ssl_cert_valid: 對有 HTTPS scrape_url 的 asset 檢查
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results["ssl_cert_valid"] = _check_ssl_cert(asset)
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# 其他 5 維佔位
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results["cve_scan"] = ("unknown", {"todo": "trivy image scan"})
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results["backup_tested"] = ("unknown", {"todo": "pg-backup-restore-test 結果 (Phase 7.4)"})
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results["audit_log_enabled"] = ("unknown", {"todo": "audit_logs table 對應查詢"})
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results["access_reviewed"] = ("unknown", {"todo": "RBAC quarterly review"})
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results["encryption_at_rest"] = ("unknown", {"todo": "PG TDE / K8s Secret encryption check"})
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return results
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def _check_ssl_cert(asset: dict[str, Any]) -> tuple[str, dict]:
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"""
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SSL 憑證到期檢查 — 對 third_party_service / host_service 含 https scrape_url 的 asset.
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用 Python 內建 ssl module (無外部依賴) 打 cert expiry check.
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- expires > 30d: compliant
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- expires 7-30d: warning
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- expires < 7d: violation (critical)
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- 無 https / 連線失敗: unknown
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2026-04-19 Gap 1 後續: 適用 prometheus_target 類 asset (含 blackbox https 監控)
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"""
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metadata = asset.get("metadata") or {}
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scrape_url = metadata.get("scrape_url") or ""
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instance = metadata.get("instance") or ""
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# 從 scrape_url 或 instance 找 https 目標
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https_target: str | None = None
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if scrape_url.startswith("https://"):
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https_target = scrape_url
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elif instance.startswith("https://"):
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https_target = instance
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elif asset.get("name", "").startswith("https://"):
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https_target = asset["name"]
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if not https_target:
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return ("unknown", {"reason": "no https scrape_url / instance"})
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import ssl
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import socket
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from urllib.parse import urlparse
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from datetime import datetime
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try:
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parsed = urlparse(https_target)
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hostname = parsed.hostname
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port = parsed.port or 443
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if not hostname:
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return ("unknown", {"reason": f"cannot parse hostname from {https_target}"})
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ctx = ssl.create_default_context()
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ctx.check_hostname = False # blackbox 可能掃多個不同 SNI
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ctx.verify_mode = ssl.CERT_NONE # 只要拿 cert expiry 不強制 verify
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with socket.create_connection((hostname, port), timeout=5.0) as sock:
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with ctx.wrap_socket(sock, server_hostname=hostname) as ssock:
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# verify_mode=NONE 時要用 getpeercert(binary_form=True) + parse
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# 簡化: 改用 context.set_ciphers + verify_mode=CERT_REQUIRED 會抓 cert;
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# 這裡為了相容 self-signed 內網 cert,改讀 DER binary 自行 parse
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cert_bin = ssock.getpeercert(binary_form=True)
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if not cert_bin:
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return ("unknown", {"reason": "no cert returned"})
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# 不依賴 cryptography 套件: 用簡單 ASN.1 解析找 Validity/notAfter
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# 實務上 Python 內建沒 X.509 parser; 用 openssl CLI 更可靠
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# MVP: 改 CERT_REQUIRED + check_hostname=True 模式
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return _check_ssl_cert_via_verified_socket(hostname, port)
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except Exception as e:
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return ("unknown", {"reason": f"ssl_check_failed: {type(e).__name__}: {str(e)[:100]}"})
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def _check_ssl_cert_via_verified_socket(hostname: str, port: int) -> tuple[str, dict]:
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"""用 verified socket 拿 dict form cert, 取 notAfter 判斷剩餘天數."""
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import ssl
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import socket
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from datetime import datetime
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try:
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ctx = ssl.create_default_context()
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with socket.create_connection((hostname, port), timeout=5.0) as sock:
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with ctx.wrap_socket(sock, server_hostname=hostname) as ssock:
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cert = ssock.getpeercert()
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if not cert or "notAfter" not in cert:
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return ("unknown", {"reason": "cert has no notAfter"})
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# notAfter 格式例: "Jul 15 12:34:56 2026 GMT"
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expires_at = datetime.strptime(cert["notAfter"], "%b %d %H:%M:%S %Y %Z")
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now = datetime.utcnow()
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days_remaining = (expires_at - now).days
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detail = {
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"hostname": hostname,
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"port": port,
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"not_after": cert["notAfter"],
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"days_remaining": days_remaining,
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"issuer": dict(x[0] for x in cert.get("issuer", []) if x),
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"subject": dict(x[0] for x in cert.get("subject", []) if x),
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}
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if days_remaining < 7:
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return ("violation", {**detail, "message": f"憑證 {days_remaining} 天內到期 (critical)"})
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elif days_remaining < 30:
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return ("warning", {**detail, "message": f"憑證 {days_remaining} 天內到期"})
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else:
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return ("compliant", {**detail, "message": f"憑證剩 {days_remaining} 天"})
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except ssl.SSLCertVerificationError as e:
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return ("violation", {"hostname": hostname, "reason": f"憑證驗證失敗: {str(e)[:100]}"})
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except Exception as e:
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return ("unknown", {"hostname": hostname, "reason": f"ssl check error: {type(e).__name__}: {str(e)[:100]}"})
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def _check_secret_rotation(asset: dict[str, Any]) -> tuple[str, dict]:
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"""檢查 Secret 的 creationTimestamp,超過 90d 標 warning."""
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meta = asset.get("metadata", {})
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@@ -245,6 +387,141 @@ def _check_secret_rotation(asset: dict[str, Any]) -> tuple[str, dict]:
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return ("compliant", {"age_days": age_days})
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# ============================================================================
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# Gap 3.2 LLM 分析 — 2026-04-19 朝 AI 自主化
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# ============================================================================
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_LLM_POSTURE_PROMPT = """你是 AWOOOI 資訊安全合規專家。以下是今日合規掃描結果,請分析整體 compliance posture 並提出 top 3 優先處理項目。
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## 合規掃描摘要
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- 已掃描 asset 總數: {total_assets}
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- 有 violations 的 asset 數: {violations_count}
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- 有 warnings 的 asset 數: {warnings_count}
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## 問題 asset 清單 (前 20 筆)
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{warning_list_json}
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## 輸出規格 (必須是合法 JSON,純 JSON 無前後文字)
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{{
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"posture_grade": "A|B|C|D|F",
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"posture_summary": "3 句繁中敘述整體合規態勢",
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"top_priorities": [
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{{"priority": 1, "action": "繁中動作描述", "rationale": "為何優先"}}
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],
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"risk_level": "low|medium|high|critical",
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"confidence": 0.0-1.0
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}}
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## 分析方向
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- 統計 violations vs warnings 比例
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- 考量 asset type 分布 (secret / workload / host 各佔比)
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- 不要寫死建議,根據實際資料推理
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"""
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async def _llm_analyze_compliance_posture(
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warning_assets: list[dict[str, Any]],
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stats: dict[str, Any],
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) -> dict[str, Any] | None:
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"""用 LLM 分析整體 compliance posture. 失敗回 None."""
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try:
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import json as _j
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from src.services.openclaw import get_openclaw
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prompt = _LLM_POSTURE_PROMPT.format(
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total_assets=stats.get("assets_scanned", 0),
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violations_count=stats.get("violations", 0),
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warnings_count=stats.get("warnings", 0),
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warning_list_json=_j.dumps(warning_assets[:20], ensure_ascii=False, indent=2),
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)
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openclaw = get_openclaw()
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text, provider, success = await openclaw.call(prompt)
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if not success or not text:
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return None
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_raw = text.strip()
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if _raw.startswith("```"):
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_raw = _raw.strip("`").lstrip("json").strip()
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try:
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parsed = _j.loads(_raw)
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if isinstance(parsed, dict) and "posture_grade" in parsed:
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parsed["_llm_provider"] = provider
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return parsed
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# NemoTron wrapper fallback
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if isinstance(parsed, dict) and "description" in parsed:
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desc = str(parsed["description"]).strip()
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if desc.startswith("{"):
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inner = _j.loads(desc)
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if isinstance(inner, dict) and "posture_grade" in inner:
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inner["_llm_provider"] = provider
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return inner
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except (_j.JSONDecodeError, ValueError) as e:
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logger.warning("compliance_llm_parse_failed", error=str(e), raw=_raw[:200])
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return None
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except Exception as e:
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logger.warning("compliance_llm_error", error=str(e))
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return None
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async def _send_telegram_posture(
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warning_assets: list[dict[str, Any]],
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stats: dict[str, Any],
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analysis: dict[str, Any],
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) -> None:
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"""推 Telegram 合規摘要."""
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try:
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import html
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from src.core.config import settings
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from src.services.telegram_gateway import get_telegram_gateway
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if not settings.OPENCLAW_TG_CHAT_ID:
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return
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grade = analysis.get("posture_grade", "?")
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grade_emoji = {"A": "🟢", "B": "🟡", "C": "🟠", "D": "🔴", "F": "⛔"}.get(grade, "⚠️")
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risk = analysis.get("risk_level", "?")
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# 統計 warning_assets 的 asset_type 分布,給統帥看具體哪類最多問題
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type_dist: dict[str, int] = {}
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for wa in warning_assets:
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t = wa.get("asset_type") or "unknown"
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type_dist[t] = type_dist.get(t, 0) + 1
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type_summary = ", ".join(f"{k}:{v}" for k, v in sorted(type_dist.items(), key=lambda x: -x[1])[:5])
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lines = [
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f"{grade_emoji} <b>今日合規態勢 (Compliance Posture)</b>",
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f"評級: <b>{grade}</b> | 風險: {html.escape(risk)} | 信心: {analysis.get('confidence', 0):.0%}",
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"",
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f"📊 掃描: {stats.get('assets_scanned', 0)} assets | "
|
||||
f"violations {stats.get('violations', 0)} | warnings {stats.get('warnings', 0)}",
|
||||
f"📂 問題 asset 類型分布: {html.escape(type_summary) if type_summary else '(無)'}",
|
||||
"",
|
||||
f"📝 {html.escape(str(analysis.get('posture_summary', ''))[:300])}",
|
||||
"",
|
||||
"<b>Top Priorities</b>:",
|
||||
]
|
||||
for p in (analysis.get("top_priorities") or [])[:3]:
|
||||
pri = p.get("priority", "?")
|
||||
action = html.escape(str(p.get("action", ""))[:120])
|
||||
rationale = html.escape(str(p.get("rationale", ""))[:120])
|
||||
lines.append(f" {pri}. {action}")
|
||||
lines.append(f" ↳ <i>{rationale}</i>")
|
||||
lines.append("")
|
||||
lines.append("決策: 人工評估各項修復優先")
|
||||
|
||||
msg = "\n".join(lines)
|
||||
tg = get_telegram_gateway()
|
||||
await tg._send_request("sendMessage", { # type: ignore[attr-defined]
|
||||
"chat_id": settings.OPENCLAW_TG_CHAT_ID,
|
||||
"text": msg,
|
||||
"parse_mode": "HTML",
|
||||
"disable_web_page_preview": True,
|
||||
})
|
||||
except Exception as e:
|
||||
logger.warning("compliance_telegram_failed", error=str(e))
|
||||
|
||||
|
||||
# ============================================================================
|
||||
# AOL
|
||||
# ============================================================================
|
||||
|
||||
Reference in New Issue
Block a user