Weimin Zhong

100 papers B 1C 4Misc 2Journal 85Unranked 8
YearRankTypeTitle / Venue / Authors
2026 J jnl
Inf. Sci.
Qingchao Jiang, Shihao Fan, Zhiying Zhu, Zhenxuan Hou, Weimin Zhong, Lei Tan, Zhenxing Qian, Xinpeng Zhang
2026 J jnl
Knowl. Based Syst.
Dan Yang, Xin Peng, Linlin Li, Xiaolong Wu, Chaoyang Chen, Weimin Zhong
2026 J jnl
Inf. Sci.
Qingchao Jiang, Yu Zu, Zhiying Zhu, Weimin Zhong, Yiran Xu, Zhenxing Qian, Xinpeng Zhang
2026 J jnl
J. Frankl. Inst.
Zhenhua Yu, Guan Wang, Lihua Sun, Qingchao Jiang, Weimin Zhong
2026 J jnl
Eng. Appl. Artif. Intell.
Tingwei Zhang, Weimin Zhong, Shuai Tan, Feifei Shen, Yurong Liu, Xin Peng
2026 J jnl
IEEE Trans. Cybern.
Jianbo Yu, Jian Huang, Weimin Zhong, Qingchao Jiang, Xuefeng Yan, Xiaofeng Yang
2026 J jnl
Comput. Chem. Eng.
Shizhao Chen, Dan Yang, Xin Peng, Weichao Ding, Shuai Tan, Weimin Zhong
2025 J jnl
Comput. Chem. Eng.
Shizhao Chen, Xin Peng, Chenglin Chang, Zhi Li, Weimin Zhong
2025 J jnl
Eng. Appl. Artif. Intell.
Dayu Tan, Manman Shi, Yansen Su, Xin Peng, Chunhou Zheng, Kaixun He, Weimin Zhong
2025 J jnl
IEEE Trans. Ind. Informatics
Shuai Tan, Long Yu, Qingchao Jiang, Weimin Zhong
2025 J jnl
Eng. Appl. Artif. Intell.
Han Jiang, Shucai Zhang, Jingru Liu, Xin Peng, Weimin Zhong
2025 J jnl
IEEE Trans Autom. Sci. Eng.
Shuai Tan, Zhiyun Chen, Qingchao Jiang, Weimin Zhong
2025 J jnl
IEEE Trans. Syst. Man Cybern. Syst.
Zongyu Yao, Qingchao Jiang, Weimin Zhong, Xingsheng Gu
2025 J jnl
Expert Syst. Appl.
Dan Yang, Xin Peng, Xiaolong Wu, Haojie Huang, Linlin Li, Weimin Zhong
2025 J jnl
IEEE Trans. Ind. Informatics
Jingran Luan, Kaixun He, Weimin Zhong, Xin Peng, Jingyi Lu, Qiang Wang
2025 J jnl
CoRR
Dayu Tan, Zhenpeng Xu, Yansen Su, Xin Peng, Chun-Hou Zheng, Weimin Zhong
2025 J jnl
CoRR
Dayu Tan, Ziwei Zhang, Yansen Su, Xin Peng, Yike Dai, Chun-Hou Zheng, Weimin Zhong
2025 J jnl
Complex Intell. Syst.
Dayu Tan, Xiaoping Zhou, Chao Jiang, Xin Peng, Yansen Su, Weimin Zhong
2025 J jnl
IEEE Trans Autom. Sci. Eng.
Peihao Du, Weimin Zhong, Xin Peng, Linlin Li
2025 J jnl
Comput. Chem. Eng.
Aoqun Ma, Zhi Li, Feifei Shen, Xin Peng, Yurong Liu, Weimin Zhong, Feng Qian
2025 J jnl
IEEE Trans. Smart Grid
Minxue Kong, Yurong Liu, Xin Peng, Shuai Tan, Weimin Zhong
2025 J jnl
IEEE Trans. Cogn. Dev. Syst.
Dayu Tan, Linfeng Hua, Rui Hao, Qi Xu, Yansen Su, Chunhou Zheng, Weimin Zhong
2025 J jnl
Expert Syst. Appl.
Weijun Wang, Qingchao Jiang, Xuefeng Yan, Weimin Zhong
2024 conf
ICIT
Cheng Su, Weimin Zhong, Dan Yang, Linlin Li, Xin Peng
2024 J jnl
IEEE Trans. Instrum. Meas.
Cheng Su, Xin Peng, Dan Yang, Renzhi Lu, Haojie Huang, Weimin Zhong
2024 J jnl
IEEE Trans. Emerg. Top. Comput. Intell.
Cheng Su, Xin Peng, Dan Yang, Zhi Li, Xiaolong Wu, Weimin Zhong
2024 J jnl
IEEE Trans. Ind. Informatics
Dayu Tan, Jinlong Wang, Yansen Su, Zhijun Zhang, Xin Peng, Chun-Hou Zheng, Weimin Zhong
2024 J jnl
Sci. China Inf. Sci.
Feng Qian, Wenli Du, Weimin Zhong, Yang Tang, Jingyi Lu
2024 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Dayu Tan, Zheng Huang, Xin Peng, Weimin Zhong, Vladimir Mahalec
2024 J jnl
Inf. Sci.
Minxue Kong, Feifei Shen, Peihao Du, Xin Peng, Weimin Zhong
2024 J jnl
IEEE Trans. Ind. Informatics
Peihao Du, Weimin Zhong, Xin Peng, Zhongmei Li, Linlin Li
2024 J jnl
IEEE Trans. Signal Inf. Process. over Networks
Minxue Kong, Feifei Shen, Zhi Li, Xin Peng, Weimin Zhong
2024 J jnl
IEEE Trans. Ind. Informatics
Qingchao Jiang, Wenjing Wang, Shutian Chen, Chunjian Pan, Weimin Zhong
2024 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Han Jiang, Shucai Zhang, Wenyu Yang, Xin Peng, Weimin Zhong
2024 J jnl
IEEE Trans. Cybern.
Dayu Tan, Yansen Su, Xin Peng, Hongtian Chen, Chunhou Zheng, Xingyi Zhang, Weimin Zhong
2024 J jnl
IEEE Trans. Emerg. Top. Comput. Intell.
Dayu Tan, Zhiyuan Yao, Xin Peng, Haiping Ma, Yike Dai, Yansen Su, Weimin Zhong
2024 J jnl
Knowl. Based Syst.
Fulin Gao, Weimin Zhong, Qingchao Jiang, Xin Peng, Zhi Li
2024 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Qingchao Jiang, Jiashi Jiang, Wenjing Wang, Chunjian Pan, Weimin Zhong
2024 J jnl
Comput. Chem. Eng.
Cong Wang, Xin Peng, Liang Zhao, Weimin Zhong
2024 J jnl
IEEE Trans. Instrum. Meas.
Dan Yang, Xin Peng, Cheng Su, Linlin Li, Zhixing Cao, Weimin Zhong
2024 J jnl
IEEE Trans. Instrum. Meas.
Haojie Huang, Xin Peng, Wei Du, Weimin Zhong
2024 J jnl
IEEE Trans. Instrum. Meas.
Zihao Wang, Xin Peng, Fulin Gao, Wei Li, Weimin Zhong
2024 J jnl
IEEE Trans. Ind. Informatics
Dan Yang, Xin Peng, Chao Jiang, Xiaolong Wu, Steven X. Ding, Weimin Zhong
2023 J jnl
IEEE Trans. Ind. Informatics
Fulin Gao, Xin Peng, Dan Yang, Cheng Su, Linlin Li, Weimin Zhong
2023 J jnl
Comput. Chem. Eng.
Xin Dai, Liang Zhao, Renchu He, Wenli Du, Weimin Zhong, Zhi Li, Feng Qian
2023 J jnl
IEEE CAA J. Autom. Sinica
Peihao Du, Weimin Zhong, Xin Peng, Linlin Li, Zhi Li
2023 J jnl
Comput. Chem. Eng.
Xin Dai, Liang Zhao, Renchu He, Wenli Du, Weimin Zhong, Zhi Li, Feng Qian
2023 J jnl
IEEE Trans. Ind. Informatics
Chao Jiang, Yusheng Lu, Weimin Zhong, Biao Huang, Dayu Tan, Wenjiang Song, Feng Qian
2023 J jnl
IEEE Trans. Ind. Electron.
Haojie Huang, Xin Peng, Wei Du, Steven X. Ding, Weimin Zhong
2023 J jnl
CoRR
Fulin Gao, Weimin Zhong, Zhixing Cao, Xin Peng, Zhi Li
2023 J jnl
IEEE Trans. Syst. Man Cybern. Syst.
Qingchao Jiang, Jiashi Jiang, Weimin Zhong, Xuefeng Yan
2023 J jnl
Inf. Sci.
Peihao Du, Weimin Zhong, Xin Peng, Linlin Li, Xiaolong Wu
2023 J jnl
IEEE Trans. Ind. Informatics
Peihao Du, Weimin Zhong, Xin Peng, Linlin Li, Zhi Li
2023 J jnl
IEEE Trans. Artif. Intell.
Dan Yang, Xin Peng, Yusheng Lu, Haojie Huang, Weimin Zhong
2022 J jnl
IEEE Trans. Cogn. Dev. Syst.
Dayu Tan, Weimin Zhong, Xin Peng, Qiang Wang, Vladimir Mahalec
2022 J jnl
Neurocomputing
Qiang Wang, Wangli He, Lorenzo Zino, Dayu Tan, Weimin Zhong
2022 J jnl
IEEE Trans. Circuits Syst. II Express Briefs
Qiang Wang, Shifen Li, Wangli He, Weimin Zhong
2022 J jnl
Neurocomputing
Qiang Wang, Lorenzo Zino, Dayu Tan, Jiapeng Xu, Weimin Zhong
2022 J jnl
IEEE Trans. Instrum. Meas.
Yusheng Lu, Dan Yang, Zhongmei Li, Xin Peng, Weimin Zhong
2022 J jnl
Knowl. Based Syst.
Yusheng Lu, Dan Yang, Zhongmei Li, Xin Peng, Weimin Zhong
2022 J jnl
IEEE Trans. Circuits Syst. II Express Briefs
Qiang Wang, Weilu Diao, Lorenzo Zino, Xin Peng, Weimin Zhong
2022 J jnl
Inf. Sci.
Yusheng Lu, Chao Jiang, Dan Yang, Xin Peng, Weimin Zhong
2021 J jnl
IEEE Trans. Ind. Informatics
Dayu Tan, Linggang Chen, Chao Jiang, Weimin Zhong, Wenli Du, Feng Qian, Vladimir Mahalec
2021 J jnl
Cogn. Comput.
Hongguang Pan, Wenyu Mi, Weimin Zhong, Jinggao Sun
2021 J jnl
IEEE Trans. Ind. Informatics
Haojie Huang, Yedong Song, Xin Peng, Steven X. Ding, Weimin Zhong, Wei Du
2021 J jnl
Comput. Chem. Eng.
Cong Wang, Xin Peng, Chao Shang, Chen Fan, Liang Zhao, Weimin Zhong
2021 J jnl
Neurocomputing
Dayu Tan, Xin Peng, Qiang Wang, Weimin Zhong, Vladimir Mahalec
2021 J jnl
CoRR
Dayu Tan, Zheng Huang, Xin Peng, Weimin Zhong, Vladimir Mahalec
2021 C conf
IECON
Qiang Wang, Wangli He, Dayu Tan, Weimin Zhong
2021 J jnl
IEEE Trans. Instrum. Meas.
Haojie Huang, Zhongmei Li, Xin Peng, Steven X. Ding, Weimin Zhong
2021 J jnl
IEEE Trans. Ind. Informatics
Yusheng Lu, Xin Peng, Dan Yang, Minglei Yang, Weimin Zhong
2021 J jnl
CoRR
Dan Yang, Xin Peng, Yusheng Lu, Haojie Huang, Weimin Zhong
2020 J jnl
Neurocomputing
Hongguang Pan, Wenyu Mi, Xinyu Lei, Weimin Zhong
2020 J jnl
Swarm Evol. Comput.
Wenjiang Song, Wei Du, Chen Fan, Weimin Zhong, Feng Qian
2020 J jnl
IEEE Access
Jinquan Zheng, Wenli Du, Ioana Nascu, Yuanming Zhu, Weimin Zhong
2020 J jnl
Comput. Chem. Eng.
Xin Dai, Xiaoqiang Wang, Renchu He, Wenli Du, Weimin Zhong, Liang Zhao, Feng Qian
2020 J jnl
Neurocomputing
Dayu Tan, Weimin Zhong, Chao Jiang, Xin Peng, Wangli He
2020 conf
ATCI
Weimin Zhong
2020 C conf
IECON
Hailong Qian, Weimin Zhong, Chaoqiang Zhao, Wenle Zhang, Yang Tang
2019 J jnl
Neurocomputing
Xinchen Lin, Yang Tang, Huaglory Tianfield, Feng Qian, Weimin Zhong
2019 J jnl
IEEE Access
Qiang Wang, Weimin Zhong, Jiapeng Xu, Wangli He, Dayu Tan
2019 J jnl
IEEE Trans. Ind. Informatics
Wei Du, Weimin Zhong, Yang Tang, Wenli Du, Yaochu Jin
2019 conf
ASCC
Jinquan Zheng, Wenli Du, Weimin Zhong, Feng Qian
2019 J jnl
IEEE Trans. Cybern.
Mengqi Xue, Yang Tang, Ligang Wu, Weimin Zhong, Feng Qian
2018 J jnl
Neurocomputing
Weimin Zhong, Dayu Tan, Xin Peng, Yang Tang, Wangli He
2018 J jnl
Neurocomputing
Yi Liang, Wangli He, Weimin Zhong, Feng Qian
2018 J jnl
Comput. Electr. Eng.
Hongguang Pan, Weimin Zhong, Zaiying Wang, Guoxin Wang
2018 J jnl
Inf. Sci.
Wangli He, Xiaoyang Gao, Weimin Zhong, Feng Qian
2017 C conf
IECON
Xin Peng, Ying Tian, Yang Tang, Wenli Du, Weimin Zhong, Feng Qian
2016 J jnl
Comput. Chem. Eng.
Zhi Li, Weimin Zhong, Xiaoqiang Wang, Na Luo, Feng Qian
2015 C conf
ACC
Hongguang Pan, Baocang Ding, Weimin Zhong, Gautam Kumar, Mayuresh V. Kothare
2015 J jnl
Knowl. Based Syst.
Jinwei Niu, Weimin Zhong, Yi Liang, Na Luo, Feng Qian
2012 conf
CGC
Hong Zheng, Yihong Wang, Weimin Zhong
2011 Misc conf
ICNC
Jie Li, Weimin Zhong, Hui Cheng, Xiangdong Kong, Feng Qian
2011 conf
ICAIC (2)
Hui Cheng, Weimin Zhong, Feng Qian
2006 conf
ISNN (2)
Weimin Zhong, Daoying Pi, Youxian Sun, Chi Xu, Sizhen Chu
2006 conf
ISNN (2)
Weimin Zhong, Daoying Pi, Chi Xu, Sizhen Chu
2005 Misc conf
International Conference on Computational Science (3)
Weimin Zhong, Daoying Pi, Youxian Sun
2005 conf
ICNC (1)
Weimin Zhong, Daoying Pi, Youxian Sun
2003 B conf
SMC
Weimin Zhong, Daoying Pi, Youxian Sun
redb/extractors/macho_extractors/macho_signature.py
← Index redb/extractors/macho_extractors/macho_signature.py python
"""
MachO Code Signature Extractor using LIEF + asn1crypto

Parses LC_CODE_SIGNATURE to extract:
- Code Directory (identifier, team_id, flags, hashes)
- Entitlements (XML plist)
- X.509 Certificates from CMS/PKCS#7 signature
- Signature verification status
"""

import hashlib
import inspect
import json
import plistlib
import struct
from datetime import datetime, timezone
from typing import Any, Dict, List, Optional, Tuple

import lief

lief.disable_leak_warning()
from asn1crypto import cms, x509

from redb.extractors.enum import Tag
from redb.extractors.macho_extractor import MachOExtractor
from redb.models.dataclasses import (
    MachOCertificate,
    MachOCodeDirectory,
    MachOCodeSigningInfo,
    MachOEntitlement,
)


# Code Signature Magic Values
CSMAGIC_REQUIREMENT = 0xFADE0C00
CSMAGIC_REQUIREMENTS = 0xFADE0C01
CSMAGIC_CODEDIRECTORY = 0xFADE0C02
CSMAGIC_EMBEDDED_SIGNATURE = 0xFADE0CC0  # SuperBlob
CSMAGIC_DETACHED_SIGNATURE = 0xFADE0CC1
CSMAGIC_BLOBWRAPPER = 0xFADE0B01  # CMS Signature
CSMAGIC_EMBEDDED_ENTITLEMENTS = 0xFADE7171
CSMAGIC_EMBEDDED_ENTITLEMENTS_DER = 0xFADE7172

# Code Directory Flags
CS_FLAGS = {
    0x00000001: "CS_VALID",
    0x00000002: "CS_ADHOC",
    0x00000004: "CS_GET_TASK_ALLOW",
    0x00000008: "CS_INSTALLER",
    0x00000010: "CS_FORCED_LV",
    0x00000020: "CS_INVALID_ALLOWED",
    0x00000100: "CS_HARD",
    0x00000200: "CS_KILL",
    0x00000400: "CS_CHECK_EXPIRATION",
    0x00000800: "CS_RESTRICT",
    0x00001000: "CS_ENFORCEMENT",
    0x00002000: "CS_REQUIRE_LV",
    0x00004000: "CS_ENTITLEMENTS_VALIDATED",
    0x00008000: "CS_NVRAM_UNRESTRICTED",
    0x00010000: "CS_RUNTIME",  # Hardened Runtime
    0x00020000: "CS_LINKER_SIGNED",
}

# Hash Types
HASH_TYPES = {
    0: "NO_HASH",
    1: "SHA1",
    2: "SHA256",
    3: "SHA256_TRUNCATED",
    4: "SHA384",
    5: "SHA512",
}

# Slot Types (used in SuperBlob index)
CSSLOT_CODEDIRECTORY = 0  # Primary Code Directory
CSSLOT_INFOSLOT = 1
CSSLOT_REQUIREMENTS = 2
CSSLOT_RESOURCEDIR = 3
CSSLOT_APPLICATION = 4
CSSLOT_ENTITLEMENTS = 5
CSSLOT_DER_ENTITLEMENTS = 7
CSSLOT_SIGNATURESLOT = 0x10000  # CMS Signature
CSSLOT_ALTERNATE_CODEDIRECTORIES = 0x1000  # First alternate CD (0x1000, 0x1001, ...)


class MachOSignatureExtractor(MachOExtractor):
    """
    Extracts code signature information from Mach-O binaries using LIEF.
    Parses certificates using asn1crypto for full X.509 details.
    """

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        macho=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            macho,
        )
        self.elastic_index = self.index_prefix + "-macho_signature"
        self.log.debug(inspect.currentframe().f_code.co_name)
        self._lief_binary = None
        self._lief_fat = None

    def tag(self):
        return [
            Tag.MACHO_SIGNATURE.value,
            Tag.MACHO_CODE_DIRECTORY.value,
            Tag.MACHO_CERTIFICATE.value,
            Tag.MACHO_ENTITLEMENTS.value
        ]

    def _get_lief_binary(self, arch_index: int = 0) -> Optional[lief.MachO.Binary]:
        """Get LIEF binary for a specific architecture index."""
        try:
            if self._lief_fat is None:
                config = lief.MachO.ParserConfig()
                config.parse_dyld_exports = False
                config.parse_dyld_bindings = False
                config.parse_dyld_rebases = False
                self._lief_fat = lief.MachO.parse(self.filepath, config)

            if self._lief_fat is None:
                return None

            if arch_index < self._lief_fat.size:
                return self._lief_fat.at(arch_index)
            return None
        except Exception as e:
            self.log.error(f"Error parsing MachO with LIEF: {e}")
            return None

    def _parse_superblob(self, data: bytes) -> Dict[int, bytes]:
        """
        Parse the SuperBlob structure to extract individual blobs.

        SuperBlob structure:
        - magic: uint32 (0xfade0cc0)
        - length: uint32
        - count: uint32
        - index[count]: (type: uint32, offset: uint32)
        - blobs...

        Returns dict keyed by slot type (not magic), so we can handle
        multiple Code Directories (primary at slot 0, alternates at 0x1000+).
        """
        blobs = {}
        if len(data) < 12:
            return blobs

        magic, length, count = struct.unpack(">III", data[:12])

        if magic != CSMAGIC_EMBEDDED_SIGNATURE:
            self.log.warning(f"Unexpected SuperBlob magic: {hex(magic)}")
            return blobs

        # Parse blob index
        offset = 12
        blob_index = []
        for _ in range(count):
            if offset + 8 > len(data):
                break
            slot_type, blob_offset = struct.unpack(">II", data[offset:offset + 8])
            blob_index.append((slot_type, blob_offset))
            offset += 8

        # Extract each blob, keyed by slot type
        for slot_type, blob_offset in blob_index:
            if blob_offset + 8 > len(data):
                continue
            blob_magic, blob_length = struct.unpack(">II", data[blob_offset:blob_offset + 8])
            if blob_offset + blob_length <= len(data):
                blobs[slot_type] = data[blob_offset:blob_offset + blob_length]

        return blobs

    def _parse_code_directory(self, cd_data: bytes) -> Optional[MachOCodeDirectory]:
        """
        Parse CodeDirectory blob.

        CodeDirectory structure:
        - magic: uint32 (0xfade0c02)
        - length: uint32
        - version: uint32
        - flags: uint32
        - hashOffset: uint32
        - identOffset: uint32
        - nSpecialSlots: uint32
        - nCodeSlots: uint32
        - codeLimit: uint32
        - hashSize: uint8
        - hashType: uint8
        - platform: uint8
        - pageSize: uint8
        - spare2: uint32
        - scatterOffset: uint32 (v >= 0x20100)
        - teamOffset: uint32 (v >= 0x20200)
        ...
        """
        if len(cd_data) < 44:
            return None

        try:
            magic, length, version, flags = struct.unpack(">IIII", cd_data[:16])

            if magic != CSMAGIC_CODEDIRECTORY:
                return None

            hash_offset, ident_offset = struct.unpack(">II", cd_data[16:24])
            n_special_slots, n_code_slots, code_limit = struct.unpack(">III", cd_data[24:36])
            hash_size, hash_type, platform, page_size_log2 = struct.unpack(">BBBB", cd_data[36:40])

            # Extract identifier string
            identifier = None
            if ident_offset > 0 and ident_offset < len(cd_data):
                end = cd_data.find(b'\x00', ident_offset)
                if end > ident_offset:
                    identifier = cd_data[ident_offset:end].decode('utf-8', errors='replace')

            # Extract team ID (version >= 0x20200)
            team_id = None
            if version >= 0x20200 and len(cd_data) >= 52:
                team_offset = struct.unpack(">I", cd_data[48:52])[0]
                if team_offset > 0 and team_offset < len(cd_data):
                    end = cd_data.find(b'\x00', team_offset)
                    if end > team_offset:
                        team_id = cd_data[team_offset:end].decode('utf-8', errors='replace')

            # Parse flags
            flags_str = [name for flag, name in CS_FLAGS.items() if flags & flag]

            # Calculate CD hash
            cd_hash = hashlib.sha256(cd_data).hexdigest()

            return MachOCodeDirectory(
                identifier=identifier,
                team_id=team_id,
                flags=flags,
                cd_hash=cd_hash,
            )
        except Exception as e:
            self.log.error(f"Error parsing CodeDirectory: {e}")
            return None

    def _parse_entitlements(self, ent_data: bytes) -> Optional[Dict]:
        """
        Parse Entitlements blob (XML plist).

        Returns parsed entitlements dict.
        """
        if len(ent_data) < 8:
            return None

        try:
            magic, length = struct.unpack(">II", ent_data[:8])

            # Only accept XML plist magic - DER requires separate parser
            if magic != CSMAGIC_EMBEDDED_ENTITLEMENTS:
                return None

            # Extract plist data (after header)
            plist_data = ent_data[8:]

            # Parse plist
            try:
                entitlements = plistlib.loads(plist_data)
                return entitlements
            except Exception:
                # Try to strip null bytes
                plist_data = plist_data.rstrip(b'\x00')
                entitlements = plistlib.loads(plist_data)
                return entitlements

        except Exception as e:
            self.log.debug(f"Error parsing entitlements: {e}")
            return None

    def _parse_entitlements_der(self, ent_data: bytes) -> Optional[Dict]:
        """Best-effort parse of DER-encoded entitlements.

        DER-only binaries are rare (standard codesign embeds both XML and DER).
        Uses a layered approach: structured ASN.1 first, string extraction fallback.
        """
        if len(ent_data) < 8:
            return None

        try:
            magic, length = struct.unpack(">II", ent_data[:8])
            if magic != CSMAGIC_EMBEDDED_ENTITLEMENTS_DER:
                return None

            der_data = ent_data[8:]

            # Layer 1: Try structured ASN.1 parsing via asn1crypto
            try:
                from asn1crypto import core

                entitlements = {}
                seq = core.Sequence.load(der_data)
                for item in seq:
                    try:
                        if len(item) >= 2:
                            key = str(item[0].native)
                            val_element = item[1]
                            tag = val_element.tag
                            if tag == 0:      # BOOLEAN
                                entitlements[key] = val_element.contents != b'\x00'
                            elif tag == 1:    # UTF8String
                                entitlements[key] = val_element.native
                            elif tag == 2:    # INTEGER
                                entitlements[key] = val_element.native
                            elif tag == 3:    # SET OF (array of strings)
                                entitlements[key] = [str(v.native) for v in val_element]
                            else:
                                entitlements[key] = val_element.native
                    except Exception:
                        continue
                if entitlements:
                    return entitlements
            except Exception as e:
                self.log.debug(f"ASN.1 structured parse failed, trying string extraction: {e}")

            # Layer 2: Regex extraction of known entitlement key strings from raw DER
            # Gets keys but not typed values — still useful for detection/triage
            import re
            text = der_data.decode('utf-8', errors='ignore')
            keys = re.findall(
                r'(com\.apple\.[a-zA-Z0-9._-]+'
                r'|application-identifier'
                r'|get-task-allow'
                r'|platform-application'
                r'|team-identifier'
                r'|keychain-access-groups)',
                text
            )
            if keys:
                # Deduplicate while preserving order
                seen = set()
                entitlements = {}
                for key in keys:
                    if key not in seen:
                        seen.add(key)
                        entitlements[key] = True  # Assume boolean (most common type)
                self.log.info(
                    f"DER entitlements: ASN.1 parse failed, extracted {len(entitlements)} "
                    f"keys via string matching (values defaulted to True)"
                )
                return entitlements

            return None

        except Exception as e:
            self.log.debug(f"Error parsing DER entitlements: {e}")
            return None

    def _parse_cms_signature(self, cms_data: bytes) -> Tuple[List[MachOCertificate], Optional[str], bool]:
        """
        Parse CMS/PKCS#7 signature blob to extract certificates.

        Returns tuple of (certificates_list, signing_time, is_verified).
        """
        certificates = []
        signing_time = None
        has_cms_signature = False

        if len(cms_data) < 8:
            return certificates, signing_time, has_cms_signature

        try:
            magic, length = struct.unpack(">II", cms_data[:8])

            if magic != CSMAGIC_BLOBWRAPPER:
                return certificates, signing_time, has_cms_signature

            # CMS data starts after the blob header
            der_data = cms_data[8:]

            # Parse CMS ContentInfo
            content_info = cms.ContentInfo.load(der_data)

            if content_info['content_type'].native != 'signed_data':
                return certificates, signing_time, is_verified

            signed_data = content_info['content']

            # Extract certificates
            if signed_data['certificates']:
                cert_order = 0
                for cert_choice in signed_data['certificates']:
                    try:
                        if cert_choice.name == 'certificate':
                            cert = cert_choice.chosen
                            macho_cert = self._extract_certificate_info(cert, cert_order)
                            if macho_cert:
                                certificates.append(macho_cert)
                                cert_order += 1
                    except Exception as e:
                        self.log.debug(f"Error parsing certificate: {e}")
                        continue

            # Determine certificate types (leaf, intermediate, root)
            self._classify_certificates(certificates)

            # Extract signing time from signer info
            if signed_data['signer_infos']:
                for signer_info in signed_data['signer_infos']:
                    if signer_info['signed_attrs']:
                        for attr in signer_info['signed_attrs']:
                            if attr['type'].native == 'signing_time':
                                signing_time = attr['values'][0].native
                                if isinstance(signing_time, datetime):
                                    signing_time = signing_time.strftime("%Y-%m-%d %H:%M:%S")
                                break

            # Note: This only indicates presence of CMS signature structure, not
            # cryptographic verification. Full verification would require checking
            # against Apple's CA chain.
            has_cms_signature = len(certificates) > 0

        except Exception as e:
            self.log.error(f"Error parsing CMS signature: {e}")

        return certificates, signing_time, has_cms_signature

    def _extract_certificate_info(self, cert: x509.Certificate, order: int) -> Optional[MachOCertificate]:
        """Extract certificate information from an X.509 certificate."""
        try:
            tbs = cert['tbs_certificate']

            # Serial number
            serial = tbs['serial_number'].native
            serial_hex = format(serial, 'x').upper()

            # Subject and Issuer
            subject = self._format_name(tbs['subject'])
            issuer = self._format_name(tbs['issuer'])

            # Extract common name, organization, and OU from subject
            common_name = None
            organization = None
            organizational_unit = None
            try:
                for rdn in tbs['subject'].chosen:
                    for attr in rdn:
                        oid = attr['type'].native
                        value = attr['value'].native
                        if oid == 'common_name':
                            common_name = value
                        elif oid == 'organization_name':
                            organization = value
                        elif oid == 'organizational_unit_name':
                            organizational_unit = value
            except Exception:
                pass

            # Validity
            validity = tbs['validity']
            valid_from = validity['not_before'].native
            valid_to = validity['not_after'].native

            if isinstance(valid_from, datetime):
                valid_from = valid_from.strftime("%Y-%m-%d %H:%M:%S")
            if isinstance(valid_to, datetime):
                valid_to = valid_to.strftime("%Y-%m-%d %H:%M:%S")

            # Algorithm
            algorithm = tbs['signature']['algorithm'].native

            # Thumbprint (SHA-1 - industry standard for certificate thumbprints)
            cert_der = cert.dump()
            thumbprint = hashlib.sha1(cert_der).hexdigest().upper()

            return MachOCertificate(
                subject=subject,
                issuer=issuer,
                serial_number=serial_hex,
                not_before=valid_from,
                not_after=valid_to,
                thumbprint=thumbprint,
                certificate_type="unknown",  # Will be classified later
                order=order,
                algorithm=algorithm,
                common_name=common_name,
                organization=organization,
                organizational_unit=organizational_unit,
            )
        except Exception as e:
            self.log.error(f"Error extracting certificate info: {e}")
            return None

    def _format_name(self, name) -> str:
        """Format X.509 Name as a readable string."""
        try:
            parts = []
            for rdn in name.chosen:
                for attr in rdn:
                    oid = attr['type'].native
                    value = attr['value'].native
                    # Map common OIDs to abbreviations
                    oid_map = {
                        'common_name': 'CN',
                        'organization_name': 'O',
                        'organizational_unit_name': 'OU',
                        'country_name': 'C',
                        'state_or_province_name': 'ST',
                        'locality_name': 'L',
                        'email_address': 'E',
                        'user_id': 'UID',
                    }
                    abbrev = oid_map.get(oid, oid)
                    parts.append(f"{abbrev}={value}")
            return ", ".join(parts)
        except Exception:
            return str(name.human_friendly) if hasattr(name, 'human_friendly') else str(name)

    def _classify_certificates(self, certificates: List[MachOCertificate]):
        """
        Classify certificates as leaf, intermediate, or root using
        chain relationships:
        1. Root: self-signed (subject == issuer)
        2. Intermediate: issued another cert in the chain
        3. Leaf: everything else (end-entity)
        """
        if not certificates:
            return

        for cert in certificates:
            if cert.subject == cert.issuer:
                cert.certificate_type = "root"
            # Check if this cert issued any other cert in the chain
            elif any(c.issuer == cert.subject and c != cert for c in certificates):
                cert.certificate_type = "intermediate"
            else:
                cert.certificate_type = "leaf"

    def _extract_code_signature(self, arch_index: int = 0, arch_name: str = None) -> Optional[MachOCodeSigningInfo]:
        """Extract code signature information for a specific architecture."""
        self.log.debug(f"Extracting code signature for arch index {arch_index}")

        binary = self._get_lief_binary(arch_index)
        if binary is None:
            return None

        # Check if binary has code signature
        if not binary.has_code_signature:
            return MachOCodeSigningInfo(
                _id=self.sha256,
                signing_type="unsigned",
                has_signature=False,
                number_of_certificates=0,
                arch_identifier=arch_name,
            )

        # Get raw code signature data
        code_sig = binary.code_signature
        if code_sig is None:
            return None

        # LIEF's code_sig.data only returns the load command, not the actual signature
        # We need to read the signature data directly from the file
        # For FAT binaries, data_offset is relative to the slice, not the file
        sig_data = None
        try:
            with open(self.filepath, 'rb') as f:
                # fat_offset is 0 for single-arch binaries, slice offset for FAT
                file_offset = code_sig.data_offset + binary.fat_offset
                f.seek(file_offset)
                sig_data = f.read(code_sig.data_size)
        except Exception as e:
            self.log.error(f"Error reading code signature data from file: {e}")
            return None

        if not sig_data:
            return None

        # Parse SuperBlob to get individual blobs (keyed by slot type)
        blobs = self._parse_superblob(sig_data)

        # Parse all Code Directories (primary + alternates)
        code_directories = []

        # Primary Code Directory at slot 0
        if CSSLOT_CODEDIRECTORY in blobs:
            cd = self._parse_code_directory(blobs[CSSLOT_CODEDIRECTORY])
            if cd:
                cd.slot_type = CSSLOT_CODEDIRECTORY
                code_directories.append(cd)

        # Alternate Code Directories at slots 0x1000, 0x1001, ...
        for slot_type in sorted(blobs.keys()):
            if slot_type >= CSSLOT_ALTERNATE_CODEDIRECTORIES and slot_type < CSSLOT_SIGNATURESLOT:
                cd = self._parse_code_directory(blobs[slot_type])
                if cd:
                    cd.slot_type = slot_type
                    code_directories.append(cd)

        # Use primary CD (or first available) for signing info
        primary_cd = code_directories[0] if code_directories else None

        # Parse Entitlements - prefer XML plist, fall back to DER for edge cases
        entitlements = None
        if CSSLOT_ENTITLEMENTS in blobs:
            entitlements = self._parse_entitlements(blobs[CSSLOT_ENTITLEMENTS])
        if entitlements is None and CSSLOT_DER_ENTITLEMENTS in blobs:
            # DER-only binary (rare — non-standard signing tool like ldid)
            self.log.warning("Only DER entitlements found, no XML plist slot")
            entitlements = self._parse_entitlements_der(blobs[CSSLOT_DER_ENTITLEMENTS])

        # Parse CMS Signature (certificates)
        certificates = []
        signing_time = None
        has_cms_signature = False

        if CSSLOT_SIGNATURESLOT in blobs:
            certificates, signing_time, has_cms_signature = self._parse_cms_signature(blobs[CSSLOT_SIGNATURESLOT])

        # Determine signing type
        signing_type = "unsigned"
        if primary_cd:
            if primary_cd.flags and (primary_cd.flags & 0x00000002):  # CS_ADHOC
                signing_type = "ad-hoc"
            elif len(certificates) > 0:
                signing_type = "certificate"
            elif primary_cd.identifier:
                # Has CodeDirectory but no CMS = ad-hoc
                signing_type = "ad-hoc"

        # Check for hardened runtime and library validation flags
        has_hardened_runtime = False
        has_library_validation = False
        if primary_cd and primary_cd.flags:
            has_hardened_runtime = bool(primary_cd.flags & 0x00010000)  # CS_RUNTIME
            has_library_validation = bool(primary_cd.flags & 0x00002000)  # CS_REQUIRE_LV

        return MachOCodeSigningInfo(
            _id=self.sha256,
            signing_type=signing_type,
            has_signature=has_cms_signature,
            number_of_certificates=len(certificates),
            code_directories=code_directories,
            entitlements=entitlements,
            x509_certificates=certificates,
            date_signed=signing_time,
            arch_identifier=arch_name,
            has_hardened_runtime=has_hardened_runtime,
            has_library_validation=has_library_validation,
        )

    def extract(self) -> Optional[Any]:
        """Extract code signature information from the Mach-O binary."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        try:
            # Get LIEF FAT binary to check architecture count
            config = lief.MachO.ParserConfig()
            config.parse_dyld_exports = False
            config.parse_dyld_bindings = False
            config.parse_dyld_rebases = False
            self._lief_fat = lief.MachO.parse(self.filepath, config)

            if self._lief_fat is None:
                self.log.error("Failed to parse MachO with LIEF")
                return None

            # Get architecture names from machofile for consistency
            arch_names = []
            if self.macho:
                try:
                    arch_names = self.macho.get_architectures()
                except Exception:
                    pass

            # If no arch names from machofile, generate them
            if not arch_names:
                arch_names = [f"arch_{i}" for i in range(self._lief_fat.size)]

            if self._lief_fat.size > 1:
                # FAT/Universal binary - extract for each architecture
                results = []
                for i in range(self._lief_fat.size):
                    arch_name = arch_names[i] if i < len(arch_names) else f"arch_{i}"
                    signature = self._extract_code_signature(i, arch_name)
                    if signature:
                        results.append(signature)
                return results if results else None
            else:
                # Single architecture
                arch_name = arch_names[0] if arch_names else None
                return self._extract_code_signature(0, arch_name)

        except Exception as e:
            self.log.error(f"Error extracting MachO code signature: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        """Prepare data for export to Elasticsearch or ClickHouse."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        if exporter_type == "ElasticsearchExporter":
            return self.extract()

        elif exporter_type == "ClickHouseExporter":
            result = self.extract()
            if result is None:
                return None

            # Normalize to list
            signatures = result if isinstance(result, list) else [result]

            current_time = datetime.now(timezone.utc)

            # Prepare signature data
            signatures_data = []
            certificates_data = []
            entitlements_data = []

            for sig in signatures:
                if sig is None:
                    continue

                # Get architecture-specific hash if available
                arch_sha256 = self.sha256

                # If FAT binary, try to get arch-specific sha256
                if self.macho and sig.arch_identifier:
                    try:
                        arch_info = self.macho.get_general_info(arch=sig.arch_identifier)
                        if arch_info:
                            arch_sha256 = arch_info.get('SHA256', self.sha256)
                    except Exception as e:
                        self.log.debug(f"Could not get arch-specific info: {e}")

                # Get primary CD fields for signatures table
                primary_cd = sig.code_directories[0] if sig.code_directories else None
                cd_identifier = primary_cd.identifier if primary_cd else None
                cd_team_id = primary_cd.team_id if primary_cd else None
                cd_flags = primary_cd.flags if primary_cd else None
                cd_hash = primary_cd.cd_hash if primary_cd else None

                signatures_data.append([
                    arch_sha256,
                    sig.signing_type,
                    sig.has_signature,
                    sig.number_of_certificates,
                    cd_identifier,
                    cd_team_id,
                    cd_flags,
                    cd_hash,
                    sig.has_hardened_runtime,
                    sig.has_library_validation,
                    sig.date_signed,
                    current_time,
                ])

                # Prepare certificate data
                if sig.x509_certificates:
                    for cert in sig.x509_certificates:
                        certificates_data.append([
                            arch_sha256,
                            cert.certificate_type,
                            cert.algorithm,
                            cert.issuer,
                            cert.subject,
                            cert.serial_number,
                            cert.thumbprint,
                            datetime.strptime(cert.not_before, "%Y-%m-%d %H:%M:%S") if cert.not_before else None,
                            datetime.strptime(cert.not_after, "%Y-%m-%d %H:%M:%S") if cert.not_after else None,
                            current_time,
                        ])

                # Prepare entitlements data
                if sig.entitlements:
                    for ent_key, ent_value in sig.entitlements.items():
                        # Determine type and set appropriate value columns
                        if isinstance(ent_value, bool):
                            ent_type = 'boolean'
                            value_bool = 1 if ent_value else 0
                            value_string = None
                            value_array = []
                        elif isinstance(ent_value, list):
                            ent_type = 'array'
                            value_bool = None
                            value_string = None
                            # Convert all list items to strings
                            value_array = [str(v) for v in ent_value]
                        else:
                            ent_type = 'string'
                            value_bool = None
                            value_string = str(ent_value)
                            value_array = []

                        entitlements_data.append([
                            arch_sha256,
                            ent_key,
                            ent_type,
                            value_bool,
                            value_string,
                            value_array,
                            current_time,
                        ])

            return {
                'multi_table': True,
                'signatures': {
                    'table': 'redb_macho_signatures',
                    'data': signatures_data,
                    'column_names': [
                        'sha256',
                        'signing_type', 'has_signature', 'number_of_certificates',
                        'cd_identifier', 'cd_team_id', 'cd_flags', 'cd_hash',
                        'has_hardened_runtime', 'has_library_validation',
                        'date_signed', 'analysis_date'
                    ],
                    'column_type_names': [
                        'FixedString(64)',
                        "Enum8('unsigned' = 0, 'ad-hoc' = 1, 'certificate' = 2)", 'UInt8', 'UInt32',
                        'Nullable(String)', 'Nullable(String)', 'Nullable(UInt32)', 'Nullable(String)',
                        'UInt8', 'UInt8',
                        'Nullable(DateTime64(3, \'UTC\'))', 'DateTime64(3, \'UTC\')'
                    ]
                },
                'certificates': {
                    'table': 'redb_macho_certificates',
                    'data': certificates_data,
                    'column_names': [
                        'sha256', 'certificate_type', 'certificate_algorithm',
                        'certificate_issuer', 'certificate_subject', 'certificate_serial_number',
                        'certificate_thumbprint', 'certificate_valid_from', 'certificate_valid_to',
                        'analysis_date'
                    ],
                    'column_type_names': [
                        'FixedString(64)',
                        "Enum8('leaf' = 1, 'intermediate' = 2, 'root' = 3)", 'LowCardinality(String)',
                        'String', 'String', 'String', 'FixedString(40)',
                        'DateTime64(3, \'UTC\')', 'DateTime64(3, \'UTC\')', 'DateTime64(3, \'UTC\')'
                    ]
                },
                'entitlements': {
                    'table': 'redb_macho_entitlements',
                    'data': entitlements_data,
                    'column_names': [
                        'sha256', 'entitlement_key', 'entitlement_type',
                        'value_bool', 'value_string', 'value_array',
                        'analysis_date'
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'LowCardinality(String)',
                        "Enum8('boolean' = 1, 'string' = 2, 'array' = 3)",
                        'Nullable(UInt8)', 'Nullable(String)', 'Array(String)',
                        'DateTime64(3, \'UTC\')'
                    ]
                }
            }

        return None

    def get_clickhouse_table(self) -> str:
        """Return primary ClickHouse table name."""
        return "redb_macho_signatures"

    def get_clickhouse_tables(self) -> Dict[str, str]:
        """Return all ClickHouse tables for multi-table export."""
        return {
            'signatures': 'redb_macho_signatures',
            'certificates': 'redb_macho_certificates',
            'entitlements': 'redb_macho_entitlements'
        }