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# tools/nvd_tool.py
# ๅŠŸ่ƒฝ๏ผšNVD (National Vulnerability Database) ๆผๆดžๆŸฅ่ฉข Tool
# Harness ๆ”ฏๆŸฑ๏ผšGraceful Degradation๏ผˆไบ”ๅฑค้™็ดš็€‘ๅธƒ๏ผ‰+ Observability๏ผˆๅŽŸๅญๅŒ–ๆ—ฅ่ชŒ๏ผ‰
# ๆ“ๆœ‰่€…๏ผšๆˆๅ“ก B๏ผˆScout Agent Pipeline๏ผ‰
#
# ไฝฟ็”จๆ–นๅผ๏ผš
#   from tools.nvd_tool import search_nvd
#
# ๆžถๆง‹ๅฎšไฝ๏ผš
#   Scout Agent ็š„ใ€Œๆ‰‹ใ€โ€” ่ฒ ่ฒฌๆŸฅ่ฉข NVD API ๅ–ๅพ— CVE ๆธ…ๅ–ฎ
#   Agent ้€้Ž ReAct ่ฟดๅœˆ่‡ชๅ‹•ๆฑบๅฎšไฝ•ๆ™‚ๅ‘ผๅซๆญค Tool

import json
import os
import time
import hashlib
import logging
from datetime import datetime, timezone

import requests

logger = logging.getLogger("ThreatHunter")

# โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•
# ๅธธๆ•ธ
# โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•

NVD_API_BASE = "https://services.nvd.nist.gov/rest/json/cves/2.0"
RESULTS_PER_PAGE = 10  # Agent ่ผธๅ…ฅ็š„ context ๆœ‰้™๏ผŒๅคชๅคš CVE ๆœƒๅฐŽ่‡ด LLM ๅฟฝ็•ฅๅทฅๅ…ท่ผธๅ‡บ
REQUEST_TIMEOUT = 30  # ็ง’

# Rate limit ๆŽงๅˆถ
RATE_LIMIT_WITH_KEY = 0.6    # ๆœ‰ API Key: 50 req / 30s โ†’ 0.6s ้–“้š”
RATE_LIMIT_WITHOUT_KEY = 6.0  # ็„ก API Key: 5 req / 30s โ†’ 6s ้–“้š”
MAX_RETRIES = 2

# ้›ข็ทšๅฟซๅ–
CACHE_DIR = os.path.join(os.path.dirname(os.path.dirname(os.path.abspath(__file__))), "data")
CACHE_TTL = 3600 * 24  # 24 ๅฐๆ™‚้ŽๆœŸ

# ๅฅ—ไปถๅ็จฑๅฐๆ‡‰่กจ
PACKAGE_MAP_PATH = os.path.join(CACHE_DIR, "package_map.json")

# ไธŠๆฌก่ซ‹ๆฑ‚ๆ™‚้–“๏ผˆๆจก็ต„็ดš rate limiter๏ผ‰
_last_request_time = 0.0


# โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•
# ่ผ”ๅŠฉๅ‡ฝๅผ
# โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•

def _load_package_map() -> dict:
    """่ผ‰ๅ…ฅๅฅ—ไปถๅ็จฑๅฐๆ‡‰่กจ๏ผŒๅคฑๆ•—ๅ›žๅ‚ณ็ฉบ dict"""
    try:
        if os.path.exists(PACKAGE_MAP_PATH):
            with open(PACKAGE_MAP_PATH, "r", encoding="utf-8") as f:
                return json.load(f)
    except (json.JSONDecodeError, IOError) as e:
        logger.warning("[WARN] package_map.json load failed: %s", e)
    return {}


def _normalize_package_name(raw_name: str) -> list[str]:
    """
    ๅฐ‡ไฝฟ็”จ่€…่ผธๅ…ฅ็š„ๅฅ—ไปถๅ็จฑๆญฃ่ฆๅŒ–๏ผŒๅ›žๅ‚ณๅฏ่ƒฝ็š„ๆŸฅ่ฉขๅ็จฑๅˆ—่กจใ€‚
    ็ฌฌไธ€ๅ€‹ๆ˜ฏๆœ€ๅฏ่ƒฝ็š„๏ผŒๅพŒ็บŒๆ˜ฏๅˆฅๅๅ‚™้ธใ€‚

    ไพ‹ๅฆ‚๏ผš
      "postgres" โ†’ ["postgresql", "postgres"]
      "django"   โ†’ ["django"]
    """
    name = raw_name.strip().lower()
    # ๅŽปๆމ็‰ˆๆœฌ่™Ÿ๏ผˆๅฆ‚ "django 4.2" โ†’ "django"๏ผ‰
    name = name.split()[0] if " " in name else name

    pkg_map = _load_package_map()
    candidates = []

    if name in pkg_map:
        mapped = pkg_map[name]
        candidates.append(mapped)
        if mapped != name:
            candidates.append(name)
    else:
        candidates.append(name)
        # ๅๆŸฅ๏ผš็œ‹ๆœ‰ๆฒ’ๆœ‰ๅˆฅๅๆŒ‡ๅ‘่‡ชๅทฑ
        for alias, target in pkg_map.items():
            if target == name and alias not in candidates:
                candidates.append(alias)

    return candidates


def _get_cache_path(package_name: str) -> str:
    """ๅ–ๅพ—้›ข็ทšๅฟซๅ–ๆช”ๆกˆ่ทฏๅพ‘"""
    safe_name = hashlib.md5(package_name.encode()).hexdigest()[:12]
    return os.path.join(CACHE_DIR, f"nvd_cache_{package_name}_{safe_name}.json")


def _read_cache(package_name: str, allow_stale: bool = False) -> dict | None:
    """่ฎ€ๅ–้›ข็ทšๅฟซๅ–๏ผŒ้ŽๆœŸๆˆ–ไธๅญ˜ๅœจๅ›žๅ‚ณ Noneใ€‚"""
    cache_path = _get_cache_path(package_name)
    try:
        if os.path.exists(cache_path):
            with open(cache_path, "r", encoding="utf-8") as f:
                cached = json.load(f)
            cached_time = cached.get("_cached_at", 0)
            cache_age = time.time() - cached_time
            if cache_age < CACHE_TTL:
                logger.info("[OK] NVD cache hit: %s", package_name)
                return cached
            if allow_stale:
                logger.warning("[WARN] NVD stale cache fallback: %s (age=%.0fs)", package_name, cache_age)
                return cached
            logger.info("[INFO] NVD cache expired: %s", package_name)
    except (json.JSONDecodeError, IOError) as e:
        logger.warning("[WARN] NVD cache read failed: %s", e)
    return None


def _write_cache(package_name: str, data: dict) -> None:
    """ๅฏซๅ…ฅ้›ข็ทšๅฟซๅ–"""
    try:
        os.makedirs(CACHE_DIR, exist_ok=True)
        cache_path = _get_cache_path(package_name)
        data["_cached_at"] = time.time()
        with open(cache_path, "w", encoding="utf-8") as f:
            json.dump(data, f, ensure_ascii=False, indent=2)
    except (IOError, PermissionError) as e:
        logger.warning("[WARN] NVD cache write failed: %s", e)


def _rate_limit() -> None:
    """Rate limiter โ€” ็ขบไฟไธ่ถ…้Ž NVD API ้™้€Ÿ"""
    global _last_request_time
    api_key = os.getenv("NVD_API_KEY", "")
    interval = RATE_LIMIT_WITH_KEY if api_key else RATE_LIMIT_WITHOUT_KEY
    elapsed = time.time() - _last_request_time
    if elapsed < interval:
        wait = interval - elapsed
        logger.info("[WAIT] NVD rate limit: waiting %.1fs", wait)
        time.sleep(wait)
    _last_request_time = time.time()


def _extract_cvss(metrics: dict) -> tuple[float, str]:
    """
    ๅพž NVD metrics ไธญๆๅ– CVSS ๅˆ†ๆ•ธๅ’Œๅšด้‡ๅบฆใ€‚
    ๅ„ชๅ…ˆ v3.1 โ†’ v3.0 โ†’ v2 โ†’ ้ ่จญๅ€ผใ€‚

    Returns:
        (cvss_score, severity)
    """
    # ๅ˜—่ฉฆ CVSS v3.1
    v31 = metrics.get("cvssMetricV31", [])
    if v31:
        data = v31[0].get("cvssData", {})
        score = data.get("baseScore", 0.0)
        severity = data.get("baseSeverity", "")
        if score and severity:
            return float(score), severity.upper()

    # ๅ˜—่ฉฆ CVSS v3.0
    v30 = metrics.get("cvssMetricV30", [])
    if v30:
        data = v30[0].get("cvssData", {})
        score = data.get("baseScore", 0.0)
        severity = data.get("baseSeverity", "")
        if score and severity:
            return float(score), severity.upper()

    # ๅ˜—่ฉฆ CVSS v2๏ผˆๅ‚™็”จ๏ผ‰
    v2 = metrics.get("cvssMetricV2", [])
    if v2:
        data = v2[0].get("cvssData", {})
        score = data.get("baseScore", 0.0)
        if score:
            severity = _cvss_to_severity(float(score))
            return float(score), severity

    return 0.0, "LOW"


def _cvss_to_severity(score: float) -> str:
    """CVSS ๅˆ†ๆ•ธ โ†’ ๅšด้‡ๅบฆ็ญ‰็ดš่ฝ‰ๆ›๏ผˆๅƒ…ๅœจ API ๆœชๆไพ› severity ๆ™‚ไฝฟ็”จ๏ผ‰"""
    if score >= 9.0:
        return "CRITICAL"
    elif score >= 7.0:
        return "HIGH"
    elif score >= 4.0:
        return "MEDIUM"
    else:
        return "LOW"


def _extract_affected_versions(configurations: list) -> str:
    """ๅ˜—่ฉฆๅพž NVD configurations ๆๅ–ๅ—ๅฝฑ้Ÿฟ็‰ˆๆœฌ็ฏ„ๅœ"""
    versions = []
    try:
        for config in configurations:
            for node in config.get("nodes", []):
                for cpe_match in node.get("cpeMatch", []):
                    if cpe_match.get("vulnerable", False):
                        cpe = cpe_match.get("criteria", "")
                        version_start = cpe_match.get("versionStartIncluding", "")
                        version_end = cpe_match.get("versionEndExcluding", "")
                        version_end_incl = cpe_match.get("versionEndIncluding", "")

                        if version_end:
                            versions.append(f"< {version_end}")
                        elif version_end_incl:
                            versions.append(f"<= {version_end_incl}")
                        elif version_start:
                            versions.append(f">= {version_start}")
                        elif cpe:
                            # ๅพž CPE URI ๆๅ–็‰ˆๆœฌ
                            parts = cpe.split(":")
                            if len(parts) > 5 and parts[5] not in ("*", "-"):
                                versions.append(parts[5])
    except (KeyError, IndexError, TypeError):
        pass

    return ", ".join(versions[:3]) if versions else ""


def _extract_description(descriptions: list) -> str:
    """ๆๅ–่‹ฑๆ–‡ๆ่ฟฐ๏ผŒๅ„ชๅ…ˆ en๏ผŒfallback ๅˆฐ็ฌฌไธ€ๅ€‹"""
    for desc in descriptions:
        if desc.get("lang", "") == "en":
            return desc.get("value", "")
    if descriptions:
        return descriptions[0].get("value", "")
    return ""


# โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•
# ๆ ธๅฟƒๆŸฅ่ฉข้‚่ผฏ
# โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•

def _query_nvd_api(keyword: str) -> dict | None:
    """
    ๅ‘ผๅซ NVD API๏ผŒไปฅ keywordSearch ๅ…จๆ–‡ๆœๅฐ‹ใ€‚
    ๅคฑๆ•—ๅ›žๅ‚ณ Noneใ€‚
    """
    api_key = os.getenv("NVD_API_KEY", "")
    headers = {"apiKey": api_key} if api_key else {}
    params = {
        "keywordSearch": keyword,
        "resultsPerPage": RESULTS_PER_PAGE,
    }
    for attempt in range(1, MAX_RETRIES + 1):
        _rate_limit()
        try:
            logger.info("[QUERY] NVD keywordSearch: %s (attempt %d)", keyword, attempt)
            response = requests.get(NVD_API_BASE, params=params, headers=headers, timeout=REQUEST_TIMEOUT)
            if response.status_code == 200:
                return response.json()
            if response.status_code == 403:
                logger.warning("[WARN] NVD API 403 (rate limited), retrying...")
                time.sleep(RATE_LIMIT_WITHOUT_KEY * 2)
                continue
            if response.status_code >= 500:
                logger.warning("[WARN] NVD API %d (server error)", response.status_code)
                time.sleep(2)
                continue
            logger.warning("[WARN] NVD API returned %d: %s", response.status_code, response.text[:200])
            return None
        except requests.exceptions.Timeout:
            logger.warning("[WARN] NVD API timeout (%ds)", REQUEST_TIMEOUT)
            continue
        except requests.exceptions.ConnectionError:
            logger.warning("[WARN] NVD API connection failed (network issue)")
            continue
        except requests.exceptions.RequestException as e:
            logger.warning("[WARN] NVD API request error: %s", e)
            return None
    return None


def _query_nvd_api_cpe(cpe_name: str) -> dict | None:
    """
    ๅ‘ผๅซ NVD API๏ผŒไปฅ cpeName ็ฒพ็ขบๆœๅฐ‹ใ€‚
    ๆฏ” keywordSearch ็ฒพ็ขบ โ€” ๅชๅ›žๅ‚ณๅ—ๅฝฑ้Ÿฟ CPE ๆฏ”ๅฐๆˆๅŠŸ็š„ CVE๏ผŒ
    ้ฟๅ…่ชžๆณ•้—œ้ตๅญ—๏ผˆevalใ€html ็ญ‰๏ผ‰ๆฑกๆŸ“็ตๆžœใ€‚
    ๅคฑๆ•—ๅ›žๅ‚ณ Noneใ€‚
    """
    api_key = os.getenv("NVD_API_KEY", "")
    headers = {"apiKey": api_key} if api_key else {}
    params = {
        "cpeName": cpe_name,
        "resultsPerPage": RESULTS_PER_PAGE,
    }
    for attempt in range(1, MAX_RETRIES + 1):
        _rate_limit()
        try:
            logger.info("[QUERY] NVD cpeName: %s (attempt %d)", cpe_name, attempt)
            response = requests.get(NVD_API_BASE, params=params, headers=headers, timeout=REQUEST_TIMEOUT)
            if response.status_code == 200:
                return response.json()
            if response.status_code == 403:
                logger.warning("[WARN] NVD API 403 (rate limited), retrying...")
                time.sleep(RATE_LIMIT_WITHOUT_KEY * 2)
                continue
            if response.status_code >= 500:
                time.sleep(2)
                continue
            logger.warning("[WARN] NVD cpeName returned %d", response.status_code)
            return None
        except requests.exceptions.Timeout:
            continue
        except requests.exceptions.ConnectionError:
            continue
        except requests.exceptions.RequestException as e:
            logger.warning("[WARN] NVD cpe request error: %s", e)
            return None
    return None


def _extract_cpe_vendors(configurations: list) -> list[str]:
    """
    ๅพž NVD configurations ๆๅ–ๅ—ๅฝฑ้Ÿฟ CPE ็š„ vendor:product ็ต„ๅˆใ€‚
    ไพ› Analyst CPE ็›ธ้—œๆ€ง้Žๆฟพไฝฟ็”จใ€‚
    ๅ›žๅ‚ณๆ ผๅผๅฆ‚๏ผš["nodejs:node.js", "expressjs:express"]
    """
    vendors = []
    try:
        for config in configurations:
            for node in config.get("nodes", []):
                for cpe_match in node.get("cpeMatch", []):
                    if cpe_match.get("vulnerable", False):
                        cpe = cpe_match.get("criteria", "")
                        parts = cpe.split(":")
                        # cpe:2.3:a:vendor:product:version:...
                        if len(parts) >= 5:
                            vendor_product = f"{parts[3]}:{parts[4]}"
                            if vendor_product not in vendors:
                                vendors.append(vendor_product)
    except (KeyError, IndexError, TypeError):
        pass
    return vendors[:10]


def _parse_nvd_response(raw: dict, package_name: str) -> dict:
    """
    ๅฐ‡ NVD API ๅŽŸๅง‹ response ่ฝ‰ๆ›็‚บ Tool ่ผธๅ‡บๆ ผๅผใ€‚
    v3.8: ่ผธๅ‡บ cpe_vendors ไพ› Analyst ๅš็›ธ้—œๆ€ง้ฉ—่ญ‰ใ€‚
    """
    vulnerabilities = []
    raw_vulns = raw.get("vulnerabilities", [])

    for item in raw_vulns:
        cve = item.get("cve", {})
        cve_id = cve.get("id", "")

        # ่ทณ้Ž้žๆจ™ๆบ– CVE ID
        if not cve_id.startswith("CVE-"):
            continue

        description = _extract_description(cve.get("descriptions", []))
        metrics = cve.get("metrics", {})
        cvss_score, severity = _extract_cvss(metrics)
        published = cve.get("published", "")
        configurations = cve.get("configurations", [])
        affected_versions = _extract_affected_versions(configurations)
        cpe_vendors = _extract_cpe_vendors(configurations)  # v3.8: ไพ›็›ธ้—œๆ€ง้ฉ—่ญ‰

        vulnerabilities.append({
            "cve_id": cve_id,
            "cvss_score": cvss_score,
            "severity": severity,
            "description": description[:500],
            "published": published,
            "affected_versions": affected_versions,
            "cpe_vendors": cpe_vendors,  # v3.8: Analyst ็”จๆ–ผ CPE ็›ธ้—œๆ€ง้Žๆฟพ
        })

    # ๆŒ‰ CVSS ๅˆ†ๆ•ธ้™ๅบๆŽ’ๅˆ—๏ผˆๆœ€ๅฑ้šช็š„ๅœจๆœ€ๅ‰้ข๏ผ‰
    vulnerabilities.sort(key=lambda v: v["cvss_score"], reverse=True)

    return {
        "package": package_name,
        "source": "NVD",
        "count": len(vulnerabilities),
        "vulnerabilities": vulnerabilities,
    }


# CPE ๅ็จฑๆŽจๆ–ทๅฐๆ‡‰่กจ๏ผˆๅฅ—ไปถๅ โ†’ NVD CPE vendor:product๏ผ‰
# ๆœชๅ‘ฝไธญ็š„ๅฅ—ไปถ fallback ๅˆฐ keywordSearch
PACKAGE_CPE_MAP: dict[str, str] = {
    # Node.js ็”Ÿๆ…‹
    "express":      "cpe:2.3:a:expressjs:express:*:*:*:*:*:*:*:*",
    "node":         "cpe:2.3:a:nodejs:node.js:*:*:*:*:*:*:*:*",
    "nodejs":       "cpe:2.3:a:nodejs:node.js:*:*:*:*:*:*:*:*",
    "lodash":       "cpe:2.3:a:lodash:lodash:*:*:*:*:*:*:*:*",
    "axios":        "cpe:2.3:a:axios:axios:*:*:*:*:*:node.js:*:*",
    "webpack":      "cpe:2.3:a:webpack:webpack:*:*:*:*:*:node.js:*:*",
    "moment":       "cpe:2.3:a:momentjs:moment.js:*:*:*:*:*:node.js:*:*",
    "next":         "cpe:2.3:a:vercel:next.js:*:*:*:*:*:node.js:*:*",
    "nextjs":       "cpe:2.3:a:vercel:next.js:*:*:*:*:*:node.js:*:*",
    "react":        "cpe:2.3:a:facebook:react:*:*:*:*:*:node.js:*:*",
    "vue":          "cpe:2.3:a:vuejs:vue.js:*:*:*:*:*:node.js:*:*",
    "angular":      "cpe:2.3:a:google:angular.js:*:*:*:*:*:node.js:*:*",
    # Python ็”Ÿๆ…‹
    "django":       "cpe:2.3:a:djangoproject:django:*:*:*:*:*:*:*:*",
    "flask":        "cpe:2.3:a:palletsprojects:flask:*:*:*:*:*:*:*:*",
    "requests":     "cpe:2.3:a:python-requests:requests:*:*:*:*:*:*:*:*",
    "pillow":       "cpe:2.3:a:python:pillow:*:*:*:*:*:*:*:*",
    "pyyaml":       "cpe:2.3:a:pyyaml:pyyaml:*:*:*:*:*:*:*:*",
    "cryptography": "cpe:2.3:a:cryptography.io:cryptography:*:*:*:*:*:python:*:*",
    "jinja2":       "cpe:2.3:a:palletsprojects:jinja:*:*:*:*:*:python:*:*",
    "werkzeug":     "cpe:2.3:a:palletsprojects:werkzeug:*:*:*:*:*:python:*:*",
    "sqlalchemy":   "cpe:2.3:a:sqlalchemy:sqlalchemy:*:*:*:*:*:*:*:*",
    # Java ็”Ÿๆ…‹
    "log4j":        "cpe:2.3:a:apache:log4j:*:*:*:*:*:*:*:*",
    "spring":       "cpe:2.3:a:pivotal_software:spring_framework:*:*:*:*:*:*:*:*",
    "struts":       "cpe:2.3:a:apache:struts:*:*:*:*:*:*:*:*",
    # Go ็”Ÿๆ…‹
    "go":           "cpe:2.3:a:golang:go:*:*:*:*:*:*:*:*",
    # DB
    "redis":        "cpe:2.3:a:redis:redis:*:*:*:*:*:*:*:*",
    "postgresql":   "cpe:2.3:a:postgresql:postgresql:*:*:*:*:*:*:*:*",
    "postgres":     "cpe:2.3:a:postgresql:postgresql:*:*:*:*:*:*:*:*",
    "mysql":        "cpe:2.3:a:mysql:mysql:*:*:*:*:*:*:*:*",
    "mongodb":      "cpe:2.3:a:mongodb:mongodb:*:*:*:*:*:*:*:*",
    "nginx":        "cpe:2.3:a:nginx:nginx:*:*:*:*:*:*:*:*",
    "openssl":      "cpe:2.3:a:openssl:openssl:*:*:*:*:*:*:*:*",
}


def _search_nvd_impl(package_name: str) -> str:
    """
    search_nvd ๆ ธๅฟƒๅฏฆไฝœ๏ผˆv3.8๏ผ‰ใ€‚

    ๆœๅฐ‹็ญ–็•ฅๅ„ชๅ…ˆ้ †ๅบ๏ผš
      1. ๅฟซๅ–ๅ‘ฝไธญ โ†’ ็›ดๆŽฅๅ›žๅ‚ณ๏ผˆCache-First๏ผ‰
      2. CPE ็ฒพ็ขบๆœๅฐ‹๏ผˆPACKAGE_CPE_MAP ๅ‘ฝไธญๆ™‚๏ผ‰โ†’ ๅชๅ›žๅ‚ณ็œŸๆญฃๅฝฑ้Ÿฟ่ฉฒๅฅ—ไปถ็š„ CVE
      3. Keyword ๅ…จๆ–‡ๆœๅฐ‹๏ผˆCPE ๆœชๅ‘ฝไธญ fallback๏ผ‰
      4. ้›ข็ทšๅฟซๅ– fallback
      5. ๅ›žๅ‚ณ็ฉบ็ตๆžœ๏ผˆ็ต•ไธ crash๏ผ‰
    """
    try:
        candidates = _normalize_package_name(package_name)
        logger.info("[QUERY] NVD package: %s -> candidates: %s", package_name, candidates)

        # โ”€โ”€ 1. Cache-First โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        for keyword in candidates:
            cached = _read_cache(keyword)
            if cached:
                cached.pop("_cached_at", None)
                cached["fallback_used"] = False
                logger.info("[OK] NVD cache hit: %s -> %d CVEs",
                            keyword, len(cached.get("vulnerabilities", [])))
                return json.dumps(cached, ensure_ascii=False, indent=2)

        # โ”€โ”€ 2. CPE ็ฒพ็ขบๆœๅฐ‹๏ผˆ้˜ฒๆญข่ชžๆณ•้—œ้ตๅญ—ๆฑกๆŸ“ NVD ็ตๆžœ๏ผ‰โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        primary = candidates[0]
        cpe_name = PACKAGE_CPE_MAP.get(primary)
        if cpe_name:
            raw = _query_nvd_api_cpe(cpe_name)
            if raw is not None:
                result = _parse_nvd_response(raw, package_name)
                result["search_mode"] = "cpe"
                if result["count"] > 0:
                    _write_cache(primary, result)
                    logger.info("[OK] NVD CPE query: %s -> %d CVEs", package_name, result["count"])
                    return json.dumps(result, ensure_ascii=False, indent=2)
                logger.info("[INFO] NVD CPE no results for: %s", primary)

        # โ”€โ”€ 3. Keyword ๆœๅฐ‹๏ผˆfallback๏ผŒๅƒ…ๅฐๅฅ—ไปถๅๆœฌ่บซ โ€” ้ž็จ‹ๅผ็ขผ้—œ้ตๅญ—๏ผ‰โ”€โ”€
        for keyword in candidates:
            raw = _query_nvd_api(keyword)
            if raw is not None:
                result = _parse_nvd_response(raw, package_name)
                result["search_mode"] = "keyword"
                if result["count"] > 0:
                    _write_cache(keyword, result)
                    logger.info("[OK] NVD keyword query: %s -> %d CVEs", package_name, result["count"])
                    return json.dumps(result, ensure_ascii=False, indent=2)
                logger.info("[INFO] NVD keyword no results for: %s, trying next alias", keyword)
                continue
            cached = _read_cache(keyword, allow_stale=True)
            if cached:
                cached.pop("_cached_at", None)
                cached["fallback_used"] = True
                cached["cache_stale"] = True
                cached["error"] = f"NVD API unavailable, using cached data for '{keyword}'"
                return json.dumps(cached, ensure_ascii=False, indent=2)

        # โ”€โ”€ 4. ๅ…จ้ƒจๆŸฅไธๅˆฐ โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        empty_result = {
            "package": package_name,
            "source": "NVD",
            "count": 0,
            "vulnerabilities": [],
            "search_mode": "none",
            "error": f"No vulnerabilities found for '{package_name}' (tried: {candidates})",
            "fallback_used": False,
        }
        logger.info("[INFO] NVD no results for: %s", package_name)
        return json.dumps(empty_result, ensure_ascii=False, indent=2)

    except Exception as e:
        logger.error("[FAIL] NVD Tool unexpected error: %s", e, exc_info=True)
        return json.dumps({
            "package": package_name, "source": "NVD", "count": 0,
            "vulnerabilities": [], "error": f"Unexpected error: {str(e)}",
            "fallback_used": False,
        }, ensure_ascii=False, indent=2)


# โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•
# CrewAI @tool ๅŒ…่ฃ๏ผˆAgent ๅ‘ผๅซ็”จ๏ผ‰
# โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•

def _create_tool():
    """ๅปถ้ฒๅปบ็ซ‹ CrewAI Tool๏ผŒๅƒ…ๅœจ Agent ๅฏฆ้š›ไฝฟ็”จๆ™‚ๆ‰ import"""
    from crewai.tools import tool

    @tool("search_nvd")
    def search_nvd(package_name: str) -> str:
        """ๆŸฅ่ฉข NVD (National Vulnerability Database) ไธญๆŒ‡ๅฎšๅฅ—ไปถ็š„ๅทฒ็Ÿฅๆผๆดžใ€‚
่ผธๅ…ฅๅฅ—ไปถๅ็จฑ๏ผˆๅฆ‚ djangoใ€redisใ€postgresql๏ผ‰๏ผŒๅ›žๅ‚ณ่ฉฒๅฅ—ไปถ็š„ CVE ๆผๆดžๆธ…ๅ–ฎ๏ผˆJSON ๆ ผๅผ๏ผ‰ใ€‚
ๅŒ…ๅซ CVE ็ทจ่™Ÿใ€CVSS ๅˆ†ๆ•ธใ€ๅšด้‡ๅบฆใ€ๆ่ฟฐใ€ๅ—ๅฝฑ้Ÿฟ็‰ˆๆœฌ็ญ‰่ณ‡่จŠใ€‚
่‹ฅ API ไธๅฏ็”จๆœƒ่‡ชๅ‹•ไฝฟ็”จ้›ข็ทšๅฟซๅ–ใ€‚"""
        return _search_nvd_impl(package_name)

    return search_nvd


# โ”€โ”€ ๅปถ้ฒ่ผ‰ๅ…ฅๆฉŸๅˆถ๏ผˆ่ˆ‡ memory_tool.py ็›ธๅŒๆจกๅผ๏ผ‰โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

class _LazyToolLoader:
    def __init__(self):
        self._tool = None

    def _load(self):
        if self._tool is None:
            self._tool = _create_tool()

    @property
    def search_nvd(self):
        self._load()
        return self._tool


_loader = _LazyToolLoader()


def __getattr__(name):
    """ๆจก็ต„ๅฑค็ดš __getattr__๏ผŒๆ”ฏๆด from tools.nvd_tool import search_nvd"""
    if name == "search_nvd":
        return _loader.search_nvd
    raise AttributeError(f"module 'tools.nvd_tool' has no attribute {name!r}")