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{
"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": "code_review",
"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 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": "12576",
"source": "https://www.exploit-db.com/exploits/12576",
"product": "Woodall Creative",
"stack": "php",
"date_published": "2010-05-11",
"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": 1103582,
"class": "auth",
"severity_rating": "medium",
"cwe": "CWE-287",
"program": "security",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "758a4527673c280fa87d76ff695d839bb9a698239... | 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": "867577_boost_10",
"class": "smuggling",
"severity_rating": "critical",
"cwe": "CWE-444",
"program": "basecamp",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "268ee7459397f1009e5347753... | 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": "methodology",
"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": "python/graphene",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "... | 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-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": "16885",
"source": "https://www.exploit-db.com/exploits/16885",
"product": "TikiWiki jhot",
"stack": "php",
"date_published": "2010-07-25",
"tr... | 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": 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": "2432",
"source": "https://www.exploit-db.com/exploits/2432",
"product": "BrudaNews 1.1",
"stack": "php",
"date_published": "2006-09-25",
"training_sou... | null |
[
{
"role": "system",
"content": "You are a senior offensive security engineer specializing in application and systems vulnerability analysis for authorized assessments. Explain how flaws arise, how to find them in code, and how attackers abuse them in scoped testing."
},
{
"role": "user",
"conten... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "integer_overflow",
"cwe": "CWE-190",
"category_type": "scenario",
"chapter": "Chapter 18: Web Technologies",
"difficulty": "intermediate",
"record_id": "3c... | 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": "smuggling",
"bucket": "remediation",
"shape": "A",
"cvss_score": 8.7,
"cvss_vector": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:C/C:H/I:H/A:N",
"severity": "high",
"is_negative": false,
"stack": "cdn/origin",
"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": "info_disclosure",
"cwe": "CWE-200",
"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": "8981",
"source": "https://www.exploit-db.com/exploits/8981",
"product": "PHPortal 1.0",
"stack": "php",
"date_published": "2009-06-17",
"... | [
{
"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 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": "Reconnaissance",
"cwe": "",
"category_type": "reporting",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "beginner",
"record_id": "4b0b719ecd49... | 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": "Describe the methodology and key techniques for Enumerating Esoteric At... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "File Inclusion",
"cwe": "CWE-98",
"category_type": "recon",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "intermediate",
"record_id": "ff9a8a... | 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": 418254,
"class": "resource",
"severity_rating": "low",
"cwe": "CWE-400",
"program": "chaturbate",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "6aa6246bacf1b16f8439cf17f384c3edb2b5063... | 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": "Explain Web Application Hacker's Handbook 2e — Session Fixation with pa... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XSS",
"cwe": "CWE-384",
"category_type": "methodology",
"chapter": "Ch13: Attacking Users: Other Techniques",
"difficulty": "intermediate",
"record_id": "a1c56f7c20efcd4b",
... | null |
[
{
"role": "system",
"content": "You are a security researcher teaching web exploitation. Give faithful, technique-focused answers with real payloads for authorized testing and education."
},
{
"role": "user",
"content": "What payloads and steps should I use for MYSQL Out of Band when working on ... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "SQL Injection",
"section": "MySQL Injection > MYSQL Out of Band",
"cwe": "CWE-89",
"category_type": "payload",
"file": "SQL Injection/MySQL Injection.md",
"license": "review-upstream",
... | 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": 164649,
"class": "auth",
"severity_rating": "informational",
"cwe": "CWE-287",
"program": "x",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "347dafb5bc4780ce444a5e5a2b00422599412f5023... | 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": 519220,
"class": "cmdi",
"severity_rating": "high",
"cwe": "CWE-22",
"program": "rails",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "9545065f33a31d9823098f9bffda4aea547ac6ac3ac6f65b... | 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": 858874,
"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": "8981485e5a619e0edc99d99965811f8ca819c7f3c2337bb... | 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": "info_disclosure",
"cwe": "CWE-200",
"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": "27340",
"source": "https://www.exploit-db.com/exploits/27340",
"product": "SMBlog 1.2",
"stack": "php",
"date_published": "2006-03-01",
"... | 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",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "5197",
"source": "https://www.exploit-db.com/exploits/5197",
"product": "GROUP-E 1.6.41",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"license": "GPL... | 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": 1382448,
"class": "resource",
"severity_rating": "low",
"cwe": "CWE-400",
"program": "acronis",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "3e4b8751683cd634b64023f5e19a2d95dc8905efc... | 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": "8747",
"source": "https://www.exploit-db.com/exploits/8747",
"product": "NC LinkList 1.3.1",
"stack": "php",
"date_published": "2009-05-20",
"tra... | [
{
"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-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": "8747",
"source": "https://www.exploit-db.com/exploits/8747",
"product": "NC LinkList 1.3.1",
"stack": "php",
"date_published": "2009-05-20",
"tra... | 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": 1354255,
"class": "redirect",
"severity_rating": "low",
"cwe": "CWE-601",
"program": "fastify",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "13eb115b74c3c3ca4bed06fc48ee2b00126a5ab4c... | 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": 700075,
"class": "insecure_design",
"severity_rating": "low",
"cwe": "CWE-657",
"program": "kartpay",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "97076b3653d7edb0e53af03974377fc8e41... | 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-94",
"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": "27413",
"source": "https://www.exploit-db.com/exploits/27413",
"product": "Core News 2.0.1",
"stack": "php",
"date_published": "2006-03-10",
"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": "cmdi",
"cwe": "CWE-94",
"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": "27413",
"source": "https://www.exploit-db.com/exploits/27413",
"product": "Core News 2.0.1",
"stack": "php",
"date_published": "2006-03-10",
"tra... | [
{
"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": "For authorized testing, explain: How To Shot Web (Jason Haddix DEF CO... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Session Management",
"cwe": "CWE-287",
"category_type": "payload",
"chapter": "How To Shot Web (Jason Haddix DEF CON 23)",
"difficulty": "beginner",
"record_id": "e77eb904cc... | 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": "31564",
"source": "https://www.exploit-db.com/exploits/31564",
"product": "Jack (tR) Jax LinkLists 1.00",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"li... | 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": "31564",
"source": "https://www.exploit-db.com/exploits/31564",
"product": "Jack (tR) Jax LinkLists 1.00",
"stack": "php",
"date_published": "2008-03-3... | 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": 570563,
"class": "xss",
"severity_rating": "medium",
"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": "4234795b2927365fa9783cc65f3bcd5bb830... | null |
[
{
"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": "Explain Web Application Hacker's Handbook 2e — Chapter 14 n Automating Customized Attack... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Automating Customized Attacks",
"cwe": "CWE-287",
"category_type": "scripting",
"chapter": "Ch14: Automating Customized Attacks",
"difficulty": "intermediate",
"record_id": ... | 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": 2622671,
"class": "resource",
"severity_rating": "low",
"cwe": "CWE-770",
"program": "ibb",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7d1a7538d7f19ca4c9bd934ad812e45d526a6d5c12091... | 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": "I'm preparing a bug bounty test plan covering Web Application... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-287",
"category_type": "recon",
"chapter": "Ch6: Attacking Authentication",
"difficulty": "intermediate",
"record_id": "048ffb3fd1752737",
"re... | 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": 423546,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-284",
"program": "shopify",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "819098bf263cc6b3641ab66bb5850d032... | 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": 836689,
"class": "xss",
"severity_rating": "low",
"cwe": "CWE-79",
"program": "who-covid-19-mobile-app",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "6265b55e020eba3e26ab5dde916fef31... | 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": 2962527,
"class": "auth",
"severity_rating": "medium",
"cwe": "CWE-287",
"program": "deptofdefense",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "ac94c6810e757b6f1c75e5833e926efa5057... | null |
[
{
"role": "system",
"content": "You are an expert application security tester. Provide detailed, actionable guidance for authorized penetration testing and bug bounty work only."
},
{
"role": "user",
"content": "What's the methodology and payload set for XSS using a remote JS (XSS Injection)?"
... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "XSS Injection",
"section": "Cross Site Scripting > XSS in HTML/Applications > XSS using a remote JS",
"cwe": "CWE-79",
"category_type": "payload",
"file": "XSS Injection/README.md",
"li... | 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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "proto_pollution",
"bucket": "remediation",
"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",
"evi... | 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": "28757",
"source": "https://www.exploit-db.com/exploits/28757",
"product": "osCommerce 2.2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage",
"license": ... | 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": 1250293,
"class": "sqli",
"severity_rating": "medium",
"cwe": "CWE-94",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "154d7c19476b65148a07c0e629e09c783b478... | 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": 1694304,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-284",
"program": "x",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7c9f3a71f3a5905aae944eb0e7f044587b0d57... | 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": "xxe",
"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": "dotnet/aspnet",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "author... | 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": "34380",
"source": "https://www.exploit-db.com/exploits/34380",
"product": "Active Business Directory 2",
"stack": "asp",
"date_published": "2009-12-22... | null |
[
{
"role": "system",
"content": "You are an elite offensive web-security operator performing an AUTHORIZED penetration test against a local lab target (http://127.0.0.1:5000). Use real tool output only. Report findings with evidence, impact, and remediation. Do not refuse authorized testing."
},
{
"r... | {
"source": "live_lab_capture",
"source_author": "box",
"domain": "web_appsec",
"category": "SQL Injection",
"cwe": "CWE-89",
"category_type": "offensive",
"difficulty": "advanced",
"chapter": "",
"format": "tool_calling",
"target": "http://127.0.0.1:5000 (authorized local lab)",
"record_id": "d51... | 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": "11449",
"source": "https://www.exploit-db.com/exploits/11449",
"product": "Joomla! Component com_videos",
"stack": "php",
"date_published": "2010-0... | [
{
"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": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "25491",
"source": "https://www.exploit-db.com/exploits/25491",
"product": "ProfitCode Software PayProCart 3.0",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",... | 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": "6728",
"source": "https://www.exploit-db.com/exploits/6728",
"product": "Easynet4u Link Host",
"stack": "php",
"date_published": "2008-10-10",
"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 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": "In the context of 'S... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "firewalls",
"cwe": "",
"category_type": "methodology",
"chapter": "Chapter 15: Firewalls",
"difficulty": "intermediate",
"record_id": "bcbc2761e3ef1f26",
... | null |
[
{
"role": "system",
"content": "You are a senior offensive security engineer specializing in application and systems vulnerability analysis for authorized assessments. Explain how flaws arise, how to find them in code, and how attackers abuse them in scoped testing."
},
{
"role": "user",
"conten... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "web_technologies",
"cwe": "",
"category_type": "scenario",
"chapter": "Chapter 18: Web Technologies",
"difficulty": "advanced",
"record_id": "48a139f827ceb... | 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": "ssrf",
"bucket": "exploitation",
"shape": "B",
"cvss_score": 8.6,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:C/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "python/django",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "auth... | [
{
"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": "Walk me through Web Application Hacker's Handbook 2e — 206 Chapter ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-287",
"category_type": "payload",
"chapter": "Ch6: Attacking Authentication",
"difficulty": "intermediate",
"record_id": "adcebddf1cf7a6e1",
"... | 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": 635597,
"class": "redirect",
"severity_rating": "low",
"cwe": "CWE-601",
"program": "x",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d9f8ad0eb3ac2ce98e3074af975208d300bf6101cd01567e... | 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",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "4626",
"source": "https://www.exploit-db.com/exploits/4626",
"product": "Joomla! Component Carousel Flash Image Gallery",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounde... | 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": 972220,
"class": "cmdi",
"severity_rating": "critical",
"cwe": "CWE-94",
"program": "nodejs-ecosystem",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "00b3822610508e13957069d6c3674d045... | 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": "29883",
"source": "https://www.exploit-db.com/exploits/29883",
"product": "ACVSWS",
"stack": "php",
"date_published": "2007-04-23",
"training_... | 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": "412481_boost_24",
"class": "upload",
"severity_rating": "high",
"cwe": "CWE-269",
"program": "starbucks",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "3f82e574d7ccf89bb5e83210d7a7c07... | 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": 369451,
"class": "ssrf",
"severity_rating": "medium",
"cwe": "CWE-918",
"program": "gitlab",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "49609d5ce1b6d2851d7abf1d680d7cded2762904552e... | 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": "info_disclosure",
"cwe": "CWE-200",
"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": "5387",
"source": "https://www.exploit-db.com/exploits/5387",
"product": "Prozilla Reviews Script 1.0",
"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 security researcher. Explain vulnerability classes and testing techniques with concise, practical examples."
},
{
"role": "user",
"content": "Scenario: during a pentest I suspect JavaScript security fundamentals in the browser. How do I confirm and demon... | {
"source": "JavaScript Security",
"source_author": "Y.E Liang",
"domain": "web_appsec",
"category": "JavaScript & Web Security Basics",
"cwe": "",
"category_type": "scenario",
"chapter": "Ch 1: JavaScript and the Web",
"difficulty": "intermediate",
"record_id": "968a0328bd131bc4",
"response_length"... | 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": 2213900,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-639",
"program": "deptofdefense",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "ac793609be4b984bb547f68892... | 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": "5488",
"source": "https://www.exploit-db.com/exploits/5488",
"product": "Joomla! Component Filiale 1.0.4",
"stack": "php",
"date_published": "2008-... | [
{
"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 security researcher teaching web exploitation. Give faithful, technique-focused answers with real payloads for authorized testing and education."
},
{
"role": "user",
"content": "Explain the Business Logic Errors technique for Business Logic Errors and l... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Business Logic Errors",
"section": "Business Logic Errors",
"cwe": "CWE-840",
"category_type": "payload",
"file": "Business Logic Errors/README.md",
"license": "review-upstream",
"sou... | 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-434",
"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": "7561",
"source": "https://www.exploit-db.com/exploits/7561",
"product": "phpGreetCards",
"stack": "php",
"date_published": "2008-12-23",
"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 senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "I'm preparing a bug bounty test plan covering Web Application Hacker's ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Access Control",
"cwe": "CWE-284",
"category_type": "methodology",
"chapter": "Ch8: Attacking Access Controls",
"difficulty": "intermediate",
"record_id": "df8ef3e3b8c575d1"... | 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": "info_disclosure",
"cwe": "CWE-200",
"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": "30603",
"source": "https://www.exploit-db.com/exploits/30603",
"product": "XCMS 1.1/1.7",
"stack": "php",
"date_published": "2007-09-22",
... | [
{
"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": "info_disclosure",
"cwe": "CWE-200",
"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": "30603",
"source": "https://www.exploit-db.com/exploits/30603",
"product": "XCMS 1.1/1.7",
"stack": "php",
"date_published": "2007-09-22",
... | 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 Web Security for Developers — Encryption: ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-311",
"category_type": "methodology",
"chapter": "WSFD — Encryption",
"difficulty": "intermediate",
"record_id": "584070f81dfb74fe",
"response... | 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": "27436",
"source": "https://www.exploit-db.com/exploits/27436",
"product": "Invision Power Board (IP.Board) 2.0.4",
"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": "11577",
"source": "https://www.exploit-db.com/exploits/11577",
"product": "GameScript 3.0",
"stack": "php",
"date_published": "2010-02-25",
"trai... | 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": 2256167,
"class": "pathtraver",
"severity_rating": "high",
"cwe": "CWE-22",
"program": "ibb",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e3ec99fd929ae9251102c9300fed383ba43ff4983c5... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist. Provide attack methodology, verification steps, and remediation advice for authorized testing."
},
{
"role": "user",
"content": "How do I perform recon related to web information gathering and recon, especially regarding O... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "Information Gathering / Recon",
"cwe": "CWE-200",
"category_type": "recon",
"chapter": "Ch 2: Information Gathering",
"difficulty": "beginner",
"record_id": "cf2eb5c979df06a7... | 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": "Describe the methodology and key techniques for Web Application Hacker's Handbook... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Tooling",
"cwe": "CWE-287",
"category_type": "scripting",
"chapter": "Ch20: A Web Application Hacker’s Toolkit",
"difficulty": "intermediate",
"record_id": "c25cdc3381985bae... | 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": 3393664,
"class": "ssrf",
"severity_rating": "high",
"cwe": "CWE-918",
"program": "rocket_chat",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d459bf57b66bbbd2ef8912b9058cc868fceae35a... | 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-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": "37474",
"source": "https://www.exploit-db.com/exploits/37474",
"product": "CuteNews 2.0.3",
"stack": "php",
"date_published": "2015-07-03",
"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": "upload",
"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": "37474",
"source": "https://www.exploit-db.com/exploits/37474",
"product": "CuteNews 2.0.3",
"stack": "php",
"date_published": "2015-07-03",
"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 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": 2382120,
"class": "info_disclosure",
"severity_rating": "critical",
"cwe": "CWE-200",
"program": "security",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d10432bd4aeb618454f47cae225d... | 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": "Help me understand Remote Code Execution with PHP Wrapper a... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "XSLT Injection",
"section": "XSLT Injection > Methodology > Remote Code Execution with PHP Wrapper",
"cwe": "CWE-91",
"category_type": "payload",
"file": "XSLT Injection/README.md",
"li... | 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 \"SameSite Strict bypass via sibling domain\" (Practitioner... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "SameSite Strict bypass via sibling domain",
"lab_url": "https://portswigger.net/web-security/csrf/bypassing-samesite-restrictions/lab-samesite-strict-bypass-via-sibling-domain",
"category": "Cross-site request forgery (CSRF)",
"cwe": "CWE-352",
"... | 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": "info_disclosure",
"cwe": "CWE-200",
"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": "26778",
"source": "https://www.exploit-db.com/exploits/26778",
"product": "BlackBoard Academic Suite 6.2.3.23",
"stack": "jsp",
"date_publi... | 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": "info_disclosure",
"cwe": "CWE-200",
"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": "26778",
"source": "https://www.exploit-db.com/exploits/26778",
"product": "BlackBoard Academic Suite 6.2.3.23",
"stack": "jsp",
"date_publi... | [
{
"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": "Explain Web Application Hacker's Handbook 2e — Exploiting the vulnera... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XSS",
"cwe": "CWE-79",
"category_type": "payload",
"chapter": "Ch12: Attacking Users: Cross-Site Scripting",
"difficulty": "intermediate",
"record_id": "dd0a8afc3863c9c8",
... | 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": "Host validation bypass via connection state attack",
"lab_url": "https://portswigger.net/web-security/host-header/exploiting/lab-host-header-host-validation-bypass-via-connection-state-attack",
"category": "HTTP Host header attacks",
"cwe": "CWE-64... | 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": "36643",
"source": "https://www.exploit-db.com/exploits/36643",
"product": "4Images 1.7.10",
"stack": "php",
"date_published": "2012-01-31",
"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 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-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": "11550",
"source": "https://www.exploit-db.com/exploits/11550",
"product": "WorkSimple 1.3.2",
"stack": "php",
"date_published": "2010-02-23",
... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and remediation advice for authorized work."
},
{
"role": "user",
"content": "What ordered steps do you use when hunting Android Applicatio... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"category": "Android Application Security",
"cwe": "CWE-919",
"category_type": "methodology",
"chapter": "Ch 23: Hacking Android Apps — apk analysis",
"difficulty": "advanced",
"domain": "web_appsec",
"record_id": "f610a5d377558afb",
"... | 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": "8113",
"source": "https://www.exploit-db.com/exploits/8113",
"product": "DesignerfreeSolutions NewsLetter Manager Pro",
"stack": "asp",
"date_publ... | 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": "8113",
"source": "https://www.exploit-db.com/exploits/8113",
"product": "DesignerfreeSolutions NewsLetter Manager Pro",
"stack": "asp",
"date_publ... | [
{
"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": "sqli",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "27174",
"source": "https://www.exploit-db.com/exploits/27174",
"product": "GA's Forum Light",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage",
"license... | 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": 951230,
"class": "access_control",
"severity_rating": "high",
"cwe": "CWE-284",
"program": "automattic",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "279f75fe65b159ec0bc99ec576da67ae... | 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": "30571",
"source": "https://www.exploit-db.com/exploits/30571",
"product": "Proxy Anket 3.0.1",
"stack": "asp",
"date_published": "2007-09-10",
"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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "ssti",
"bucket": "exploitation",
"shape": "B",
"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",
"is_negative": false,
"stack": "node/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "a... | [
{
"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": 1001218,
"class": "proto_pollution",
"severity_rating": "high",
"cwe": "CWE-1321",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "ed8a655c710e6dcd559bcd93... | 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": "info_disclosure",
"cwe": "CWE-327",
"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": "772",
"source": "https://www.exploit-db.com/exploits/772",
"product": "AWStats 6.0 < 6.2",
"stack": "cgi",
"date_published": "2005-01-25",
... | 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": "51280",
"source": "https://www.exploit-db.com/exploits/51280",
"product": "Best pos Management System v1.0",
"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": "cmdi",
"cwe": "CWE-94",
"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": "25217",
"source": "https://www.exploit-db.com/exploits/25217",
"product": "HolaCMS 1.2/1.4.x Voting Module",
"stack": "php",
"date_published": "200... | [
{
"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-94",
"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": "25217",
"source": "https://www.exploit-db.com/exploits/25217",
"product": "HolaCMS 1.2/1.4.x Voting Module",
"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": 1596252,
"class": "resource",
"severity_rating": "low",
"cwe": "CWE-400",
"program": "ibb",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "a084dc6c57f4839d7c0afad8f7b6146b52378f955eab5... | 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": 1671140,
"class": "cmdi",
"severity_rating": "high",
"cwe": "CWE-77",
"program": "ibb",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e3f7150cef84c5c44ec0d7dde95d582cdffcc3fa09eb3dcd4... | null |
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