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[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "Describe methodology and key techniques for From Day Zero to Zero Day — Automated Variant A... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Variant Analysis",
"cwe": "CWE-287",
"category_type": "reporting",
"chapter": "Day Zero — Automated Variant Analysis",
"difficulty": "intermediate",
"record_id": "0e86e65336... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for and exploit vulnerabilities in systems they are authorized to assess."
},
{
"role": "user",
"content": "During a bug bounty I want to try PDF Rendering for Headles... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Headless Browser",
"section": "Headless Browser > Local File Read > PDF Rendering",
"cwe": "",
"category_type": "payload",
"file": "Headless Browser/README.md",
"license": "review-upstr... | null |
[
{
"role": "system",
"content": "You are a security researcher. Explain vulnerability classes and testing techniques with concise, practical examples."
},
{
"role": "user",
"content": "A teammate flagged possible web information gathering and recon. How should I validate it (angle: technology fin... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "Information Gathering / Recon",
"cwe": "CWE-200",
"category_type": "scenario",
"chapter": "Ch 2: Information Gathering",
"difficulty": "intermediate",
"record_id": "029c37fde... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
"cwe": "CWE-287",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"edb_id": "889",
"source": "https://www.exploit-db.com/exploits/889",
"product": "phpBB 2.0.12",
"stack": "php",
"date_published": "2005-03-21",
"training_... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
"cwe": "CWE-287",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"edb_id": "889",
"source": "https://www.exploit-db.com/exploits/889",
"product": "phpBB 2.0.12",
"stack": "php",
"date_published": "2005-03-21",
"training_... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets."
},
{
"role": "user",
"content": "How do I test for Web Application Hacker's Handbook 2e — For databases that support batc... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Access Control",
"cwe": "CWE-284",
"category_type": "payload",
"chapter": "Ch9: Attacking Data Stores",
"difficulty": "intermediate",
"record_id": "c21cdcbdf3628284",
"res... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "upload",
"cwe": "CWE-352",
"cvss_score": 8.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H",
"severity": "high",
"edb_id": "37837",
"source": "https://www.exploit-db.com/exploits/37837",
"product": "WordPress Plugin Sexy Add Template",
"stack": "php",
"date_published": "2... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "upload",
"cwe": "CWE-352",
"cvss_score": 8.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H",
"severity": "high",
"edb_id": "37837",
"source": "https://www.exploit-db.com/exploits/37837",
"product": "WordPress Plugin Sexy Add Template",
"stack": "php",
"date_published": "2... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 121461,
"class": "xss",
"severity_rating": "informational",
"cwe": "CWE-79",
"program": "bime",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "84df898201ae26d997bf49f9a4661d5db4643244e... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-98",
"cvss_score": 8.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H",
"severity": "high",
"edb_id": "3786",
"source": "https://www.exploit-db.com/exploits/3786",
"product": "GPB Bulletin Board",
"stack": "php",
"date_published": "2007-04-24",
"tra... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"cwe": "CWE-22",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"edb_id": "26502",
"source": "https://www.exploit-db.com/exploits/26502",
"product": "Help Center Live 1.0/1.2/2.0",
"stack": "php",
"date_published": "2005... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "graphql",
"bucket": "code_review",
"shape": "A",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "node/graphql",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-22",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "10845",
"source": "https://www.exploit-db.com/exploits/10845",
"product": "fileNice PHP file browser",
"stack": "php",
"date_published": "2009-12-3... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-22",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "10845",
"source": "https://www.exploit-db.com/exploits/10845",
"product": "fileNice PHP file browser",
"stack": "php",
"date_published": "2009-12-3... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "Summarize how to identify, exploit (safely), and remediate issues rel... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Source Code Review",
"cwe": "",
"category_type": "payload",
"chapter": "Ch19: Finding Vulnerabilities in Source Code",
"difficulty": "intermediate",
"record_id": "9a3c92d00a... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 579523,
"class": "pathtraver",
"severity_rating": "high",
"cwe": "CWE-22",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "1a18ea4558f846cbbfccaf281f1b858... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"cwe": "CWE-79",
"cvss_score": 6.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N",
"severity": "medium",
"edb_id": "33068",
"source": "https://www.exploit-db.com/exploits/33068",
"product": "ClanSphere 2009",
"stack": "php",
"date_published": "2009-06-06",
"traini... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1040166,
"class": "info_disclosure",
"severity_rating": "low",
"cwe": "CWE-200",
"program": "curl",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c3d396af4b96f0d6648c6df7bf6434bcabe99... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-434",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "5844",
"source": "https://www.exploit-db.com/exploits/5844",
"product": "FreeCMS.us 0.2",
"stack": "php",
"date_published": "2008-06-17",
"tr... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 3031512,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-778",
"program": "aws_vdp",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "2a1a57f296ef8a8c4c708ae5d1631afe... | null |
[
{
"role": "system",
"content": "You are a security instructor who coaches students through CTF and lab challenges. Give a faithful, step-by-step walkthrough grounded in real exploitation technique, for authorized practice only."
},
{
"role": "user",
"content": "Walk me through compromising the b... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "box",
"cwe": "",
"category_type": "recon",
"chapter": "HackTheBox",
"difficulty": "beginner",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file": "3.Boxes/H... | null |
[
{
"role": "system",
"content": "You are an experienced secure code reviewer for UNIX, Windows, and network/web software. Answer with concrete patterns, APIs, syscalls, and audit checklists drawn from established assessment practice."
},
{
"role": "user",
"content": "I'm doing an authorized appli... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "unix_processes",
"cwe": "CWE-78",
"category_type": "exploit_chain",
"chapter": "Chapter 13: Synchronization and State",
"difficulty": "advanced",
"record_i... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-98",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "9572",
"source": "https://www.exploit-db.com/exploits/9572",
"product": "DataLife Engine 8.2",
"stack": "php",
"date_published": "2009-09-01",
... | null |
[
{
"role": "system",
"content": "You are a senior application security trainer specializing in PortSwigger Web Security Academy labs. Teach the official solution methodology clearly and accurately."
},
{
"role": "user",
"content": "How do I solve this PortSwigger Web Security Academy lab?\n\nTitl... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Inconsistent handling of exceptional input",
"lab_url": "https://portswigger.net/web-security/logic-flaws/examples/lab-logic-flaws-inconsistent-handling-of-exceptional-input",
"category": "Business logic vulnerabilities",
"cwe": "CWE-840",
"diffi... | null |
[
{
"role": "system",
"content": "You are an application security instructor. Explain vulnerabilities and give step-by-step testing procedures for lab or authorized targets."
},
{
"role": "user",
"content": "How should I approach GraphQL security testing during an authorized assessment, especially... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "GraphQL Attacks",
"cwe": "CWE-74",
"category_type": "methodology",
"chapter": "Ch 14: Attacking GraphQL",
"difficulty": "intermediate",
"record_id": "21e582ae79f96ce1",
"response_length": 256,
"num_t... | null |
[
{
"role": "system",
"content": "You are a vulnerability researcher mentoring junior auditors. Focus on root causes, exploitation conditions, impact assessment, and remediation for software security flaws discovered during authorized reviews."
},
{
"role": "user",
"content": "From Chapter 17 (Web... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "authz",
"cwe": "CWE-287",
"category_type": "scenario",
"chapter": "Chapter 17: Web Applications",
"difficulty": "intermediate",
"record_id": "3687cbc48526f... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "jwt",
"bucket": "report",
"shape": "A",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"is_negative": false,
"stack": "java/spring",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored_... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"cwe": "CWE-98",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "3560",
"source": "https://www.exploit-db.com/exploits/3560",
"product": "Joomla! Component Joomlaboard 1.1.1",
"stack": "php",
"date_published": "20... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"cwe": "CWE-79",
"cvss_score": 6.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N",
"severity": "medium",
"edb_id": "34384",
"source": "https://www.exploit-db.com/exploits/34384",
"product": "Jira 4.0.1",
"stack": "jsp",
"date_published": "2010-07-28",
"training_so... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 996576,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-269",
"program": "acronis",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "5e2d112c17383d911a3fd0c67c1a83bb8... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 422944,
"class": "cmdi",
"severity_rating": "medium",
"cwe": "CWE-77",
"program": "shopify",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "ccc82d3a41e6bb0dd8ad1cf8dbc8200e839f121664bc... | null |
[
{
"role": "system",
"content": "You are an expert web application security tester and bug bounty hunter. Provide detailed, actionable guidance for authorized security testing only."
},
{
"role": "user",
"content": "Explain Enumerating Esoteric Attack Surfaces (Jann Moon): Besides being engaged t... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Browser Security",
"cwe": "CWE-287",
"category_type": "scripting",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "beginner",
"record_id": "ea8... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-434",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "19038",
"source": "https://www.exploit-db.com/exploits/19038",
"product": "Symantec Web Gateway 5.0.2.8",
"stack": "php",
"date_published": "20... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 759247,
"class": "race",
"severity_rating": "high",
"cwe": "CWE-840",
"program": "reverb",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8695d8dfcab43bbc454b08ce939718ecb2c8435ac490f4... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": "GHSA-gvg8-93h5-g6qq",
"class": "sqli",
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"rejection_reason": null,
"training_source": "h1",
"dataset_key": "eeaa98666d00d8b164f39... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "Walk me through Enumerating Esoteric Attack Surfaces (Jann Moon): Due to the various config... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Bug Bounty Methodology",
"cwe": "",
"category_type": "scripting",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "intermediate",
"record_id": "... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
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"severity": "critical",
"edb_id": "30488",
"source": "https://www.exploit-db.com/exploits/30488",
"product": "Haudenschilt Family Connections 0.8",
"stack": "php",
"date_published":... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
"cwe": "CWE-287",
"cvss_score": 9.1,
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"severity": "critical",
"edb_id": "30488",
"source": "https://www.exploit-db.com/exploits/30488",
"product": "Haudenschilt Family Connections 0.8",
"stack": "php",
"date_published":... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "graphql",
"bucket": "remediation",
"shape": "A",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "node/graphql",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | null |
[
{
"role": "system",
"content": "You are a practical bug bounty coach. Help the user build a repeatable methodology for hunting web vulnerabilities on in-scope, authorized targets."
},
{
"role": "user",
"content": "Give me a concrete step-by-step process for testing a parameter for XSS and figuri... | {
"source": "zseano's methodology",
"source_author": "zseano",
"domain": "web_appsec",
"category": "Cross-Site Scripting (XSS)",
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"category_type": "payload",
"chapter": "Common issues I start with & why",
"difficulty": "intermediate",
"record_id": "8dc9708705597cfc",
"response_length... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-98",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "28404",
"source": "https://www.exploit-db.com/exploits/28404",
"product": "Mambo Component Rssxt 1.0",
"stack": "php",
"date_published": "2006-0... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-98",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "28404",
"source": "https://www.exploit-db.com/exploits/28404",
"product": "Mambo Component Rssxt 1.0",
"stack": "php",
"date_published": "2006-0... | null |
[
{
"role": "system",
"content": "You are an application security instructor. Explain vulnerabilities and give step-by-step testing procedures for lab or authorized targets."
},
{
"role": "user",
"content": "How should I approach API security test preparation and lab setup during an authorized ass... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Security Testing Prep",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch 0: Preparing for API Security Testing",
"difficulty": "intermediate",
"record_id": "1db6decfe2de7de1",
"response_le... | null |
[
{
"role": "user",
"content": "A Java app base64-decodes a `state` cookie and deserializes it with ObjectInputStream. Gadgets on classpath unknown. How do I reason about exploitability and prove it without assuming RCE?"
},
{
"role": "assistant",
"content": "<think>\nreadObject() on attacker byte... | {
"training_source": "gapfill_synthetic",
"signal": true,
"class": "deser",
"shape": "A",
"gap": "think",
"is_negative": false,
"num_turns": 1,
"grounding": "authored",
"license": "synthetic-authored",
"provenance": "authored",
"has_think": true,
"dataset_key": "9aeff73980f6a6e65275a15f1e93d8c93... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 627376,
"class": "resource",
"severity_rating": "low",
"cwe": "CWE-400",
"program": "nodejs-ecosystem",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d2ae1bdcf56dd791253dc4cd145f98f6b... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-79",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "27502",
"source": "https://www.exploit-db.com/exploits/27502",
"product": "Connect Daily 3.2.8/3.2.9",
"stack": "php",
"date_published": "2006-03-2... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-79",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "27502",
"source": "https://www.exploit-db.com/exploits/27502",
"product": "Connect Daily 3.2.8/3.2.9",
"stack": "php",
"date_published": "2006-03-2... | null |
[
{
"role": "system",
"content": "You are a practical bug bounty coach. Help the user build a repeatable methodology for hunting web vulnerabilities on in-scope, authorized targets."
},
{
"role": "user",
"content": "Why do you scan robots.txt across subdomains, and how do you quickly triage which ... | {
"source": "zseano's methodology",
"source_author": "zseano",
"domain": "web_appsec",
"category": "recon",
"cwe": "",
"category_type": "recon",
"chapter": "Step Two: Expanding our attack surface",
"difficulty": "intermediate",
"record_id": "5cc5797506187a38",
"response_length": 223,
"num_turns": ... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"cwe": "CWE-89",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"edb_id": "32051",
"source": "https://www.exploit-db.com/exploits/32051",
"product": "Pubs Black Cat [The Fun]",
"stack": "php",
"date_published": "2008-07-14... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"cwe": "CWE-79",
"cvss_score": 6.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N",
"severity": "medium",
"edb_id": "31007",
"source": "https://www.exploit-db.com/exploits/31007",
"product": "Sun Java System Identity Manager 6.0/7.0/7.1",
"stack": "jsp",
"date_publis... | null |
[
{
"role": "system",
"content": "You are a bug bounty mentor and web security educator. Walk the student through solving the lab using PortSwigger's recommended approach."
},
{
"role": "user",
"content": "I'm stuck on the PortSwigger lab \"Blind OS command injection with out-of-band data exfiltra... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Blind OS command injection with out-of-band data exfiltration",
"lab_url": "https://portswigger.net/web-security/os-command-injection/lab-blind-out-of-band-data-exfiltration",
"category": "OS command injection",
"cwe": "CWE-78",
"difficulty": "pr... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-200",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "21233",
"source": "https://www.exploit-db.com/exploits/21233",
"product": "PHP-Nuke 4.x/5.x",
"stack": "php",
"date_published": "2002-01-18",
"t... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-200",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "21233",
"source": "https://www.exploit-db.com/exploits/21233",
"product": "PHP-Nuke 4.x/5.x",
"stack": "php",
"date_published": "2002-01-18",
"t... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a web application penetration testing instructor. Explain lab solutions with precise steps, payloads, and notes on the underlying vulnerability class."
},
{
"role": "user",
"content": "Scenario framing — PortSwigger \"CSRF where token is tied to non-sessio... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "CSRF where token is tied to non-session cookie",
"lab_url": "https://portswigger.net/web-security/csrf/bypassing-token-validation/lab-token-tied-to-non-session-cookie",
"category": "Cross-site request forgery (CSRF)",
"cwe": "CWE-352",
"difficult... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"cwe": "CWE-22",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"edb_id": "15791",
"source": "https://www.exploit-db.com/exploits/15791",
"product": "Joomla! Component JotLoader 2.2.1",
"stack": "php",
"date_published": ... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"cwe": "CWE-89",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"edb_id": "13783",
"source": "https://www.exploit-db.com/exploits/13783",
"product": "GREEZLE",
"stack": "php",
"date_published": "2010-06-09",
"training_so... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 297181,
"class": "insecure_design",
"severity_rating": "low",
"cwe": "CWE-657",
"program": "security",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "f8e43cb3bb33fac95c92a340fc34677bf9... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 880099,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "gitlab",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "3ff07167594b645dab415f256157f0de9abc6be926c779... | null |
[
{
"role": "system",
"content": "You are an expert web application security tester and bug bounty hunter. Provide detailed, actionable guidance for authorized security testing only."
},
{
"role": "user",
"content": "What should a web pentester know about Enumerating Esoteric Attack Surfaces (Jann... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Reconnaissance",
"cwe": "",
"category_type": "reporting",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "intermediate",
"record_id": "c7983730... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "32677",
"source": "https://www.exploit-db.com/exploits/32677",
"product": "Openfire 3.6.2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"license": "GPL-2... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 2705661,
"class": "cmdi",
"severity_rating": "low",
"cwe": "CWE-77",
"program": "ibb",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c47fbcd570230db8a0bafe63d5b68d680c7e8726658eaaa0f6... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"cwe": "CWE-22",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "4735",
"source": "https://www.exploit-db.com/exploits/4735",
"product": "Oreon 1.4 / Centreon 1.4.1",
"stack": "php",
"date_published": "2007-12-14"... | null |
[
{
"role": "system",
"content": "You are a principal application security engineer. Cover memory safety, OS privilege models, IPC, synchronization, protocol parsing, and web application flaws with actionable audit guidance."
},
{
"role": "user",
"content": "I'm doing an authorized application sec... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "network_app_protocols",
"cwe": "CWE-20",
"category_type": "scenario",
"chapter": "Chapter 17: Web Applications",
"difficulty": "intermediate",
"record_id":... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "ssti",
"cwe": "CWE-434",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "16883",
"source": "https://www.exploit-db.com/exploits/16883",
"product": "Simple PHP Blog 0.4.0",
"stack": "php",
"date_published": "2010-07-25",... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "ssti",
"cwe": "CWE-434",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "16883",
"source": "https://www.exploit-db.com/exploits/16883",
"product": "Simple PHP Blog 0.4.0",
"stack": "php",
"date_published": "2010-07-25",... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist. Provide attack methodology, verification steps, and remediation advice for authorized testing."
},
{
"role": "user",
"content": "What controls mitigate API security test preparation and lab setup effectively (angle: testin... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Security Testing Prep",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch 0: Preparing for API Security Testing",
"difficulty": "intermediate",
"record_id": "7d5694e3cba279c7",
"response_le... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 846905,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "elastic",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "caa5076f8a066af3d4edb69d70b000243422792bf1e0bdd... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "oauth",
"bucket": "remediation",
"shape": "A",
"cvss_score": 8.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:N",
"severity": "high",
"is_negative": false,
"stack": "oauth",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored_par... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1146600,
"class": "auth",
"severity_rating": "critical",
"cwe": "CWE-287",
"program": "deptofdefense",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c739fa2408ab7558ed356a0d8419ef0dcb... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": "640904_boost_16",
"class": "secrets",
"severity_rating": "high",
"cwe": "CWE-311",
"program": "nodejs-ecosystem",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e31203e745cc8e3935aae71... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "Walk me through finding and validating XML External Entity (XXE), espec... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"category": "XML External Entity (XXE)",
"cwe": "CWE-611",
"category_type": "payload",
"chapter": "Ch 15: XML External Entity — finding xxe",
"difficulty": "advanced",
"domain": "web_appsec",
"record_id": "6fbdb5c49e181f4c",
"response_... | null |
[
{
"role": "system",
"content": "You are a principal application security engineer. Cover memory safety, OS privilege models, IPC, synchronization, protocol parsing, and web application flaws with actionable audit guidance."
},
{
"role": "user",
"content": "From Chapter 1 (Software Vulnerability ... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "vulnerability_fundamentals",
"cwe": "",
"category_type": "methodology",
"chapter": "Chapter 1: Software Vulnerability Fundamentals",
"difficulty": "intermedi... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-22",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "30235",
"source": "https://www.exploit-db.com/exploits/30235",
"product": "KikChat",
"stack": "php",
"date_published": "2013-12-12",
"training_so... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-22",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "30235",
"source": "https://www.exploit-db.com/exploits/30235",
"product": "KikChat",
"stack": "php",
"date_published": "2013-12-12",
"training_so... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work."
},
{
"role": "user",
"content": "For authorized testing, explain: ### 3. IDOR(Insecure direct ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "IDOR",
"cwe": "CWE-639",
"category_type": "payload",
"chapter": "README Bug-Bounty Material",
"difficulty": "beginner",
"record_id": "84a4ace4c56826ac",
"response_length":... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Provide precise, practical testing procedures and payloads for engagements you are explicitly authorized to perform."
},
{
"role": "user",
"content": "I'm doing an authorized pentest and need the Java RMI approach for Ja... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Java RMI",
"section": "Java RMI",
"cwe": "CWE-502",
"category_type": "payload",
"file": "Java RMI/README.md",
"license": "review-upstream",
"source_author": "",
"domain": "web_appse... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web and API security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "Scenario: during a pentest I suspect API security test preparation and lab ... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Security Testing Prep",
"cwe": "",
"category_type": "scenario",
"chapter": "Ch 0: Preparing for API Security Testing",
"difficulty": "intermediate",
"record_id": "fb9f0adef730fec9",
"response_lengt... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "21558",
"source": "https://www.exploit-db.com/exploits/21558",
"product": "My Postcards 6.0",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"license... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"cwe": "CWE-89",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"edb_id": "4867",
"source": "https://www.exploit-db.com/exploits/4867",
"product": "PHP Webquest 2.6",
"stack": "php",
"date_published": "2008-01-08",
"trai... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
"cwe": "CWE-287",
"cvss_score": 8.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:N",
"severity": "high",
"edb_id": "2709",
"source": "https://www.exploit-db.com/exploits/2709",
"product": "Creasito E-Commerce Content Manager",
"stack": "php",
"date_published": "2006... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
"cwe": "CWE-287",
"cvss_score": 8.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:N",
"severity": "high",
"edb_id": "2709",
"source": "https://www.exploit-db.com/exploits/2709",
"product": "Creasito E-Commerce Content Manager",
"stack": "php",
"date_published": "2006... | null |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "For authorized testing, explain: From Day Zero to Zero Day — Mapping ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XML Attacks",
"cwe": "CWE-287",
"category_type": "payload",
"chapter": "Day Zero — Mapping Code to Attack Surface",
"difficulty": "intermediate",
"record_id": "dfa54384c89ee... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Provide step-by-step GraphQL testing procedures and defensive recommendations."
},
{
"role": "user",
"content": "What does a minimal first GraphQL query look like?"
},
{
"role": "assistant",
"content": "```gr... | {
"source": "Black Hat GraphQL",
"source_author": "Nick Aleks and Dolev Farhi",
"domain": "web_appsec",
"category": "graphql_basics",
"cwe": "",
"category_type": "payload",
"chapter": "1 A Primer on GraphQL",
"difficulty": "beginner",
"record_id": "31ecdb7585c49ca4",
"response_length": 302,
"num_t... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"cwe": "CWE-200",
"cvss_score": 6.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N",
"severity": "medium",
"edb_id": "30403",
"source": "https://www.exploit-db.com/exploits/30403",
"product": "WordPress Plugin WP-FeedStats 2.1",
"stack": "php",
"date_published": "200... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1159398,
"class": "redirect",
"severity_rating": "low",
"cwe": "CWE-601",
"program": "security",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "05d1345164f4efa83fc06e8c6ba47319f891f759... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"cwe": "CWE-98",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "3641",
"source": "https://www.exploit-db.com/exploits/3641",
"product": "Really Simple PHP and Ajax (RSPA) 2007-03-23",
"stack": "php",
"date_publis... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1274695,
"class": "cmdi",
"severity_rating": "high",
"cwe": "CWE-77",
"program": "portswigger",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "479bf2a8462599d0b21afcc88d8ebb0160fcd5218... | null |
[
{
"role": "system",
"content": "You are a security researcher who teaches PortSwigger Academy labs. Give faithful, step-by-step solution guidance and brief remediation advice."
},
{
"role": "user",
"content": "Help me complete the lab \"Username enumeration via different responses\" from PortSwi... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Username enumeration via different responses",
"lab_url": "https://portswigger.net/web-security/authentication/password-based/lab-username-enumeration-via-different-responses",
"category": "Authentication",
"cwe": "CWE-287",
"difficulty": "appren... | null |
[
{
"role": "system",
"content": "You are a software security assessment instructor. Walk learners through design review, operational review, and source-code auditing methods used to identify and prevent software vulnerabilities."
},
{
"role": "user",
"content": "From Chapter 18 (Web Technologies)... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "network_protocols",
"cwe": "CWE-20",
"category_type": "scenario",
"chapter": "Chapter 18: Web Technologies",
"difficulty": "intermediate",
"record_id": "b5... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 547663,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-639",
"program": "trint",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "aafa7c4ddd4f7cc29330e12577af1767b13... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "jwt",
"bucket": "methodology",
"shape": "A",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"is_negative": false,
"stack": "node/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-78",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "32540",
"source": "https://www.exploit-db.com/exploits/32540",
"product": "H2O-CMS 3.4",
"stack": "php",
"date_published": "2008-10-28",
"trainin... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-78",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "32540",
"source": "https://www.exploit-db.com/exploits/32540",
"product": "H2O-CMS 3.4",
"stack": "php",
"date_published": "2008-10-28",
"trainin... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are an expert software security assessor and code auditor. Teach authorized vulnerability assessment techniques grounded in real software security practice. Prefer precise technical detail over hype."
},
{
"role": "user",
"content": "I'm doing an authorized ap... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "design_review",
"cwe": "",
"category_type": "methodology",
"chapter": "Chapter 2: Design Review",
"difficulty": "intermediate",
"record_id": "e863275bb7ec8... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"cwe": "CWE-79",
"cvss_score": 6.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N",
"severity": "medium",
"edb_id": "28075",
"source": "https://www.exploit-db.com/exploits/28075",
"product": "V3 Chat Instant Messenger",
"stack": "php",
"date_published": "2006-06-20",... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are an expert CTF player and security engineer. Explain how to approach and solve this challenge, grounding every step in real technique for authorized learning and competition."
},
{
"role": "user",
"content": "In the challenge 'Overpass 2 - Hacked', explain ... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "box",
"cwe": "",
"category_type": "exploit_chain",
"chapter": "TryHackMe",
"difficulty": "beginner",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file": "3.... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "I'm preparing a bug bounty test plan covering Enumerating Esoteric Attack Surfaces (Jann Mo... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Subdomain Takeover",
"cwe": "CWE-283",
"category_type": "recon",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "intermediate",
"record_id": "6... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "Describe the methodology and key techniques for CSRF: 1. Sec-Fetch-Site (Most Important) du... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "CSRF",
"cwe": "CWE-352",
"category_type": "scenario",
"chapter": "CSRF Report",
"difficulty": "intermediate",
"record_id": "878805f84e16b25e",
"response_length": 157,
"n... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web and API security. Help the user test for vulnerabilities within an authorized scope."
},
{
"role": "user",
"content": "Explain the billion laughs attack and why the quadratic blowup variant replaced it."
},... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "Billion laughs and quadratic blowup",
"cwe": "CWE-776",
"category_type": "scenario",
"chapter": "Ch 8: XML Attacks",
"difficulty": "advanced",
"record_id": "6cbb0a28d6618be1"... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 310133,
"class": "xss",
"severity_rating": "low",
"cwe": "CWE-79",
"program": "nodejs-ecosystem",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c28f5c8145e9663b9fac01ef114fbbba7b6a897... | null |
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