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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 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": "26882",
"source": "https://www.exploit-db.com/exploits/26882",
"product": "Hot Banana Web Content Management Suite 5.3",
"stack": "cfm",
"date_publish... | [
{
"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": "44141",
"source": "https://www.exploit-db.com/exploits/44141",
"product": "Oracle Primavera P6 Enterprise Project Portfolio Management",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evid... | 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": "12642",
"source": "https://www.exploit-db.com/exploits/12642",
"product": "phpMyAdmin 2.6.3-pl1",
"stack": "php",
"date_published": "2010-05-18",
"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": "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": "3494",
"source": "https://www.exploit-db.com/exploits/3494",
"product": "McGallery 0.5b",
"stack": "php",
"date_published": "2007-03-15",
"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": "upload",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "3494",
"source": "https://www.exploit-db.com/exploits/3494",
"product": "McGallery 0.5b",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"license": "G... | 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": "3494",
"source": "https://www.exploit-db.com/exploits/3494",
"product": "McGallery 0.5b",
"stack": "php",
"date_published": "2007-03-15",
"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": "rfi",
"cwe": "CWE-89",
"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": "7131",
"source": "https://www.exploit-db.com/exploits/7131",
"product": "yahoo answers",
"stack": "php",
"date_published": "2008-11-16",
"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 an expert application security tester. Provide detailed, actionable security testing guidance for authorized engagements only."
},
{
"role": "user",
"content": "What controls mitigate using Metasploit against web targets effectively (angle: exploit selecti... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "Metasploit for Web",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch 7: Metasploit and Web",
"difficulty": "intermediate",
"record_id": "2915fb7cd66741a5",
"respo... | 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": "4495",
"source": "https://www.exploit-db.com/exploits/4495",
"product": "idmos-phoenix CMS",
"stack": "php",
"date_published": "2007-10-07",
"trai... | [
{
"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": 2352957,
"class": "access_control",
"severity_rating": "low",
"cwe": "CWE-200",
"program": "nodejs",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "bc643c0c9b98d2df52516e8e3ef4ae9a31bc... | 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": "4384",
"source": "https://www.exploit-db.com/exploits/4384",
"product": "WebED 0.8999a",
"stack": "php",
"date_published": "2007-09-08",
"trai... | [
{
"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": 508346,
"class": "sqli",
"severity_rating": "high",
"cwe": "CWE-89",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "b054b91763bc7bf942ef65b6def3ef3a465dc... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in custom tool development in Go. Keep answers actionable and include short code when useful."
},
{
"role": "user",
"content": "Why embed Lua (gopher-lua style) for security tool plugins instead of native Go plugins... | {
"source": "Black Hat Go",
"source_author": "Tom Steele, Chris Patten, and Dan Kottmann",
"domain": "web_appsec",
"category": "lua_plugins",
"cwe": "",
"category_type": "methodology",
"chapter": "10 Go Plugins and Extendable Tools",
"difficulty": "advanced",
"record_id": "37df97c5d8dc973a",
"respon... | 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-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": "8268",
"source": "https://www.exploit-db.com/exploits/8268",
"product": "PHPizabi 0.848b C1 HFP1-3",
"stack": "php",
"date_published": "2009-03-... | 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-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": "8268",
"source": "https://www.exploit-db.com/exploits/8268",
"product": "PHPizabi 0.848b C1 HFP1-3",
"stack": "php",
"date_published": "2009-03-... | [
{
"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": "pathtraver",
"cwe": "CWE-352",
"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": "24475",
"source": "https://www.exploit-db.com/exploits/24475",
"product": "Linksys E1500/E2500",
"stack": "hardware",
"date_published": "2013-02... | [
{
"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": "13785",
"source": "https://www.exploit-db.com/exploits/13785",
"product": "eLms Pro",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triage",
"license": "GPL-2.0-or-... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist and instructor. Explain vulnerability techniques, payloads, and bypasses for legitimate, authorized assessments."
},
{
"role": "user",
"content": "What's the methodology and payload set for File (Server Side Request Forgery... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Server Side Request Forgery",
"section": "Server-Side Request Forgery > Exploitation via URL Scheme > File",
"cwe": "CWE-918",
"category_type": "payload",
"file": "Server Side Request For... | 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": 1785079,
"class": "info_disclosure",
"severity_rating": "medium",
"cwe": "CWE-200",
"program": "indrive",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "4e59c986b32f66a8ce5857df1847efc... | 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": "25937",
"source": "https://www.exploit-db.com/exploits/25937",
"product": "Plague News System 0.7",
"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 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": "1909",
"source": "https://www.exploit-db.com/exploits/1909",
"product": "MyBulletinBoard (MyBB) < 1.1.3",
"stack": "php",
"date_published": "2006-0... | 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": "1356",
"source": "https://www.exploit-db.com/exploits/1356",
"product": "DoceboLms 2.0.4",
"stack": "php",
"date_published": "2005-12-04",
"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": "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": "1356",
"source": "https://www.exploit-db.com/exploits/1356",
"product": "DoceboLms 2.0.4",
"stack": "php",
"date_published": "2005-12-04",
"tr... | [
{
"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": 1331361,
"class": "access_control",
"severity_rating": "low",
"cwe": "CWE-284",
"program": "kubernetes",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "3bafb5d7ccdb6ded38baf2d19cbe91ae... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and defensive recommendations for authorized engagements."
},
{
"role": "user",
"content": "During an authorized test I think I've found Remote Code Execution (RCE). What are m... | {
"source": "Real-World Bug Hunting (Bookey summary)",
"source_author": "Peter Yaworski (summary by Bookey)",
"category": "Remote Code Execution (RCE)",
"cwe": "CWE-94",
"category_type": "scenario",
"chapter": "Ch 12: Remote Code Execution — rce cases",
"difficulty": "advanced",
"domain": "web_appsec",
... | 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-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": "4704",
"source": "https://www.exploit-db.com/exploits/4704",
"product": "PolDoc CMS 0.96",
"stack": "php",
"date_published": "2007-12-08",
"tr... | [
{
"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": "I'm preparing a bug bounty test plan covering Web Application Hacker'... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Client-Side Controls",
"cwe": "",
"category_type": "payload",
"chapter": "Ch5: Bypassing Client-Side Controls",
"difficulty": "intermediate",
"record_id": "ecd54be4283cf6c2"... | 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",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "15004",
"source": "https://www.exploit-db.com/exploits/15004",
"product": "E-Xoopport Samsara 3.1 (Sections Module)",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounde... | 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": "Summarize how to identify, exploit (safely), and remediate issues related to: Enu... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "HTTP Fundamentals",
"cwe": "",
"category_type": "scripting",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "beginner",
"record_id": "8e0234ecd... | 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": 1091209,
"class": "csrf",
"severity_rating": "low",
"cwe": "CWE-352",
"program": "shopify",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "0f81486e51c431ab4ecf30ea17c02e2a62870b83a503c... | 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": "1174185_boost_4",
"class": "deser",
"severity_rating": "critical",
"cwe": "CWE-502",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d7d97b55effbaed83e0f2606... | 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": 838196,
"class": "deser",
"severity_rating": "critical",
"cwe": "CWE-502",
"program": "deptofdefense",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "18160e668f21321abddd1915afd94272f08... | 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: Web Application Hacker's Handbook 2e... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Attacking Application Architecture",
"cwe": "CWE-287",
"category_type": "scripting",
"chapter": "Ch17: Attacking Application Architecture",
"difficulty": "intermediate",
"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": 878332,
"class": "proto_pollution",
"severity_rating": "high",
"cwe": "CWE-471",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "babe7d6bb9fc5715f4c05d12f1... | 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": 397031,
"class": "info_disclosure",
"severity_rating": "low",
"cwe": "CWE-200",
"program": "security",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e00fd79393a7cb5b52146eaf552698c188... | 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": "845832_boost_8",
"class": "upload",
"severity_rating": "low",
"cwe": "CWE-91",
"program": "lab45",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "a023359c3075512cc16906af8426565491f792... | null |
[
{
"role": "system",
"content": "You are an expert application security tester. Provide detailed, actionable security testing guidance for authorized engagements only."
},
{
"role": "user",
"content": "What payloads or techniques are useful when testing API fuzzing and parameter mutation, especia... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Fuzzing",
"cwe": "CWE-20",
"category_type": "payload",
"chapter": "Ch 9: API Fuzzing",
"difficulty": "advanced",
"record_id": "5ac90122da885ae7",
"response_length": 257,
"num_turns": 3,
"traini... | 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": "30448",
"source": "https://www.exploit-db.com/exploits/30448",
"product": "Lanius CMS 1.2.14 FAQ Module",
"stack": "php",
"date_published": "2007-0... | [
{
"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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "xxe",
"bucket": "report",
"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": "php/laravel",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored_para... | 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": "How do I test for Web Application Hacker's Handbook 2e — Brut... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "Ch6: Attacking Authentication",
"difficulty": "intermediate",
"record_id": "818f77cf88180515",... | 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",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "33582",
"source": "https://www.exploit-db.com/exploits/33582",
"product": "Joomla! Component com_rsgallery2 2.0",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triag... | 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": "methodology",
"shape": "A",
"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": "go/gin",
"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": "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": "23599",
"source": "https://www.exploit-db.com/exploits/23599",
"product": "Gallery 1.3.x/1.4",
"stack": "php",
"date_published": "2004-01-2... | [
{
"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": "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": "23599",
"source": "https://www.exploit-db.com/exploits/23599",
"product": "Gallery 1.3.x/1.4",
"stack": "php",
"date_published": "2004-01-2... | 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": "Walk me through Web Security for Developers — Encryption: Self-Signed... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-311",
"category_type": "scripting",
"chapter": "WSFD — Encryption",
"difficulty": "intermediate",
"record_id": "6224fed4466b702a",
"response_l... | null |
[
{
"role": "system",
"content": "You are an offensive security instructor. Provide detailed, authorized lab walkthroughs that teach how the vulnerability works and how to exploit it safely in a training environment."
},
{
"role": "user",
"content": "Teach me the official solution for this PortSwi... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Exploiting Java deserialization with Apache Commons",
"lab_url": "https://portswigger.net/web-security/deserialization/exploiting/lab-deserialization-exploiting-java-deserialization-with-apache-commons",
"category": "Insecure deserialization",
"cwe... | 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": 916704,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-639",
"program": "nextcloud",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "be72bde477fe4ad3e979ea38dd67695... | 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": 2248781,
"class": "access_control",
"severity_rating": "high",
"cwe": "CWE-284",
"program": "deptofdefense",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e21218280d1834b5c8b780b83cff... | 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": 730111,
"class": "cmdi",
"severity_rating": "medium",
"cwe": "CWE-94",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "294f175baf880b17d6987ed2b7112c87a99... | 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": "design_review",
"cwe": "",
"category_type": "methodology",
"chapter": "Chapter 2: Design Review",
"difficulty": "intermediate",
"record_id": "956a5b9c201f5... | 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": "3242830_boost_5",
"class": "secrets",
"severity_rating": "high",
"cwe": "CWE-312",
"program": "deptofdefense",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "68cdd97d64657cf6682c971010... | 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": 6.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:N",
"severity": "medium",
"edb_id": "8895",
"source": "https://www.exploit-db.com/exploits/8895",
"product": "Interlogy Profile Manager Basic",
"stack": "cgi",
"date_publishe... | 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": "Multi-endpoint race conditions",
"lab_url": "https://portswigger.net/web-security/race-conditions/lab-race-conditions-multi-endpoint",
"category": "Race conditions",
"cwe": "CWE-362",
"difficulty": "practitioner",
"has_solution": true,
"offic... | 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 Web Application Hacker's Handbook 2e — The Functionalit... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Business Logic",
"cwe": "CWE-840",
"category_type": "methodology",
"chapter": "Ch11: Attacking Application Logic",
"difficulty": "intermediate",
"record_id": "10ced1ebc62fc4... | 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": 1010858,
"class": "insecure_design",
"severity_rating": "medium",
"cwe": "CWE-657",
"program": "acronis",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "014f252b45d99a2b546a62027743525... | null |
[
{
"role": "system",
"content": "You are a security researcher. Explain vulnerability classes and testing techniques with concise, practical examples."
},
{
"role": "user",
"content": "What controls mitigate misplaced trust in client-side JavaScript effectively (angle: client-only validation bypa... | {
"source": "JavaScript Security",
"source_author": "Y.E Liang",
"domain": "web_appsec",
"category": "Client-side Trust / Secure Coding",
"cwe": "CWE-602",
"category_type": "methodology",
"chapter": "Ch 5: Misplaced Trust in the Client",
"difficulty": "intermediate",
"record_id": "cf0cee13fe0e813f",
... | 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": "18118",
"source": "https://www.exploit-db.com/exploits/18118",
"product": "QuiXplorer 2.3",
"stack": "php",
"date_published": "2011-11-15",
"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 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": "18118",
"source": "https://www.exploit-db.com/exploits/18118",
"product": "QuiXplorer 2.3",
"stack": "php",
"date_published": "2011-11-15",
"t... | 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": "How do I test for Web Application Hacker's Handbook 2e — Chapter 9 n Attacking Data Stor... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Access Control",
"cwe": "CWE-284",
"category_type": "methodology",
"chapter": "Ch9: Attacking Data Stores",
"difficulty": "intermediate",
"record_id": "049628129d1f24b4",
... | 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": 983363,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-269",
"program": "acronis",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "f388b6743fe33aafb25a0684f745c1d0d... | 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": "21486",
"source": "https://www.exploit-db.com/exploits/21486",
"product": "PHPBB2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage",
"license": "GPL-2.0... | 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": 843256,
"class": "ssrf",
"severity_rating": "high",
"cwe": "CWE-918",
"program": "8x8-bounty",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "df1ceecf1e4179ccc5f877cff4d403a24768d0755f... | 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": "23894",
"source": "https://www.exploit-db.com/exploits/23894",
"product": "Cloisterblog 1.2.2",
"stack": "cgi",
"date_published": "2004-03-29",
... | [
{
"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 elite offensive web-security operator on an AUTHORIZED engagement. You drive a terminal: issue one command (Action), read the real Observation, then decide the next step. Target is the local lab http://127.0.0.1:5000. Never fabricate output; end with findings, impa... | {
"source": "live_lab_capture",
"source_author": "box",
"domain": "web_appsec",
"category": "SSRF",
"cwe": "CWE-918",
"category_type": "offensive",
"difficulty": "advanced",
"chapter": "",
"format": "computer_use",
"target": "http://127.0.0.1:5000 (authorized local lab)",
"record_id": "f905fb11849... | 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": "38569",
"source": "https://www.exploit-db.com/exploits/38569",
"product": "Lokboard",
"stack": "php",
"date_published": "2013-06-10",
"training_s... | 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": "38569",
"source": "https://www.exploit-db.com/exploits/38569",
"product": "Lokboard",
"stack": "php",
"date_published": "2013-06-10",
"training_s... | [
{
"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": "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": "2529",
"source": "https://www.exploit-db.com/exploits/2529",
"product": "AFGB Guestbook 2.2",
"stack": "php",
"date_published": "2006-10-12",
"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 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": "php/smarty",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | [
{
"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 web application security tester and bug bounty hunter. Provide detailed, actionable guidance for authorized security testing only."
},
{
"role": "user",
"content": "Summarize how to identify, exploit (safely), and remediate issues related to: Web... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-287",
"category_type": "scripting",
"chapter": "Ch6: Attacking Authentication",
"difficulty": "intermediate",
"record_id": "3a2b3531cdd6ffb5",
... | 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": "33720",
"source": "https://www.exploit-db.com/exploits/33720",
"product": "Pre E-Learning Portal",
"stack": "asp",
"date_published": "2010-03-08",
... | [
{
"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": "38571",
"source": "https://www.exploit-db.com/exploits/38571",
"product": "mkCMS",
"stack": "php",
"date_published": "2013-06-11",
"train... | 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": "1293377_boost_0",
"class": "graphql",
"severity_rating": "medium",
"cwe": "CWE-840",
"program": "khanacademy",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "f645c8fb455527cd533de91af9... | 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": "26047",
"source": "https://www.exploit-db.com/exploits/26047",
"product": "Easypx41",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"license": "GPL-2.0-or-... | null |
[
{
"role": "system",
"content": "You are an expert application security tester. Provide detailed, actionable security testing guidance for authorized engagements only."
},
{
"role": "user",
"content": "Scenario: during a pentest I suspect common web security protocols (TLS, encoding, crypto basic... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "Common Security Protocols",
"cwe": "CWE-327",
"category_type": "scenario",
"chapter": "Ch 1: Common Security Protocols",
"difficulty": "intermediate",
"record_id": "57e70e3c7... | 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": 2300358,
"class": "ssrf",
"severity_rating": "high",
"cwe": "CWE-918",
"program": "indrive",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "a596153f2179c373512c8935b82308673419b4ed7393... | 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": "30945",
"source": "https://www.exploit-db.com/exploits/30945",
"product": "NetBizCity FaqMasterFlexPlus",
"stack": "php",
"date_published": "2007-12-2... | [
{
"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": "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": "23851",
"source": "https://www.exploit-db.com/exploits/23851",
"product": "Expinion.net Member Management System 2.1",
"stack": "asp",
"date_publis... | 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 — As in the previous examp... | {
"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": "65669f45ee5422f5",
... | 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": "methodology",
"shape": "A",
"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": "go/gin",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored... | 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": 1129649,
"class": "info_disclosure",
"severity_rating": "low",
"cwe": "CWE-200",
"program": "security",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c05124fb57a3ad1600838f5a4c315c8b4... | 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": 3889667,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-287",
"program": "mariadb",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7d1aef5dd388325966ed12c38d40f520... | 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": "35297",
"source": "https://www.exploit-db.com/exploits/35297",
"product": "Moodle 2.0.1",
"stack": "php",
"date_published": "2011-02-01",
"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 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": "35297",
"source": "https://www.exploit-db.com/exploits/35297",
"product": "Moodle 2.0.1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triage",
"license": "GPL-2.0... | 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": 2521186,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "deptofdefense",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "6554ae1475918f8096765d918af27ff9810255... | 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",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "5494",
"source": "https://www.exploit-db.com/exploits/5494",
"product": "MiniBB 2.2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage",
"license": "GPL-... | 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": "22116",
"source": "https://www.exploit-db.com/exploits/22116",
"product": "N/X Web Content Management System 2002 Prerelease 1",
"stack": "php",
"da... | 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 Command Injection: 8. OS-level controls with practical steps and examples f... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Command Injection",
"cwe": "CWE-78",
"category_type": "methodology",
"chapter": "Command Injection Report",
"difficulty": "intermediate",
"record_id": "ff4eeebd1db2af2a",
... | null |
[
{
"role": "system",
"content": "You are a bug bounty hunter experienced with GraphQL targets. Share practical recon, abuse, and remediation advice."
},
{
"role": "user",
"content": "What is object limit overriding in GraphQL DoS?"
},
{
"role": "assistant",
"content": "Some APIs let c... | {
"source": "Black Hat GraphQL",
"source_author": "Nick Aleks and Dolev Farhi",
"domain": "web_appsec",
"category": "graphql_dos",
"cwe": "CWE-400",
"category_type": "payload",
"chapter": "5 Denial of Service",
"difficulty": "intermediate",
"record_id": "d6c2715fec8f95eb",
"response_length": 276,
... | 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": 503298,
"class": "xss",
"severity_rating": "critical",
"cwe": "CWE-79",
"program": "x",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "79f61ca19ce9c40d5e445cd11e3e196a481ca2c023b8cec1b... | 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 Web Application Hacker'... | {
"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": "6b2ada53ce8054a0"... | 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": "25815",
"source": "https://www.exploit-db.com/exploits/25815",
"product": "Zavio IP Cameras Firmware 1.6.03",
"stack": "hardware",
"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",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "25815",
"source": "https://www.exploit-db.com/exploits/25815",
"product": "Zavio IP Cameras Firmware 1.6.03",
"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": "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": "25815",
"source": "https://www.exploit-db.com/exploits/25815",
"product": "Zavio IP Cameras Firmware 1.6.03",
"stack": "hardware",
"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 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 \"Excessive trust in client-side controls\" (Apprentice, Bu... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Excessive trust in client-side controls",
"lab_url": "https://portswigger.net/web-security/logic-flaws/examples/lab-logic-flaws-excessive-trust-in-client-side-controls",
"category": "Business logic vulnerabilities",
"cwe": "CWE-840",
"difficulty"... | 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": "6685",
"source": "https://www.exploit-db.com/exploits/6685",
"product": "asiCMS alpha 0.208",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"license": "GPL... | 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": "6685",
"source": "https://www.exploit-db.com/exploits/6685",
"product": "asiCMS alpha 0.208",
"stack": "php",
"date_published": "2008-10-06",
"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 an offensive security instructor. Provide detailed, authorized lab walkthroughs that teach how the vulnerability works and how to exploit it safely in a training environment."
},
{
"role": "user",
"content": "Teach me the official solution for this PortSwi... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Exploiting XXE to perform SSRF attacks",
"lab_url": "https://portswigger.net/web-security/xxe/lab-exploiting-xxe-to-perform-ssrf",
"category": "XML external entity (XXE) injection",
"cwe": "CWE-611",
"difficulty": "apprentice",
"has_solution": ... | 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": "39066",
"source": "https://www.exploit-db.com/exploits/39066",
"product": "Eventum 2.3.4",
"stack": "php",
"date_published": "2014-01-28",
"train... | [
{
"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": "39066",
"source": "https://www.exploit-db.com/exploits/39066",
"product": "Eventum 2.3.4",
"stack": "php",
"date_published": "2014-01-28",
"train... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist and instructor. Explain vulnerability techniques, payloads, and bypasses for legitimate, authorized assessments."
},
{
"role": "user",
"content": "Explain the Enumerating Paths to a Target Type technique for GraphQL Injecti... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "GraphQL Injection",
"section": "GraphQL Injection > Enumeration > Enumerating Paths to a Target Type",
"cwe": "CWE-89",
"category_type": "payload",
"file": "GraphQL Injection/README.md",
... | null |
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