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{
"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": "566056_boost_18",
"class": "codeinj",
"severity_rating": "medium",
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"program": "nodejs-ecosystem",
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"source": "h1",
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"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "07e8c264056efdc86512af... | 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": "2653",
"source": "https://www.exploit-db.com/exploits/2653",
"product": "MPCS 1.0",
"stack": "php",
"date_published": "2006-10-26",
"training_sour... | [
{
"type": "function",
"function": {
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"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": 333306,
"class": "pathtraver",
"severity_rating": "medium",
"cwe": "CWE-22",
"program": "algolia",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "b341783c23736f7c17a6b22cf2476f88b7ad84... | 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-352",
"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": "10274",
"source": "https://www.exploit-db.com/exploits/10274",
"product": "Simple Machines Forum (SMF) 1.1.10/2.0 RC2",
"stack": "php",
"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 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": 329837,
"class": "pathtraver",
"severity_rating": "high",
"cwe": "CWE-22",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "76c3dd699e59971a7ca7e29aa0579d0... | null |
[
{
"role": "system",
"content": "You are a principal application security engineer. Cover memory safety, OS privilege models, IPC, synchronization, protocol parsing, and web application flaws with actionable audit guidance."
},
{
"role": "user",
"content": "In the context of 'Common Vulnerabiliti... | {
"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 17: Web Applications",
"difficulty": "intermediate",
"record_id": "c5bd52694... | 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": "15917",
"source": "https://www.exploit-db.com/exploits/15917",
"product": "Ignition 1.3",
"stack": "php",
"date_published": "2011-01-06",
"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 web application penetration testing instructor. Explain lab solutions with precise steps, payloads, and notes on the underlying vulnerability class."
},
{
"role": "user",
"content": "Scenario framing — PortSwigger \"DOM XSS in jQuery anchorhrefattribute ... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "DOM XSS in jQuery anchorhrefattribute sink usinglocation.searchsource",
"lab_url": "https://portswigger.net/web-security/cross-site-scripting/dom-based/lab-jquery-href-attribute-sink",
"category": "Cross-site scripting",
"cwe": "CWE-79",
"difficu... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist. Provide attack methodology, verification steps, and remediation advice for authorized testing."
},
{
"role": "user",
"content": "What controls mitigate OWASP API Top 10 style issues effectively (angle: prioritizing API ris... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Insecurities (OWASP API Top 10)",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch 3: API Insecurities",
"difficulty": "intermediate",
"record_id": "1218fef2009225d0",
"response_length": 3... | 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 — Submitting the following... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Access Control",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "Ch9: Attacking Data Stores",
"difficulty": "intermediate",
"record_id": "6a8043f6e93df70f",
... | 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": 2410774,
"class": "tls_transport",
"severity_rating": "low",
"cwe": "CWE-295",
"program": "curl",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "30ba6277801b6ea6c6c8fe39504d72291c946ab... | null |
[
{
"role": "system",
"content": "You are an expert web security instructor and penetration tester. Explain how to identify and exploit the vulnerability in the described lab, with clear step-by-step guidance for authorized security training."
},
{
"role": "user",
"content": "PortSwigger lab: \"2F... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "2FA broken logic",
"lab_url": "https://portswigger.net/web-security/authentication/multi-factor/lab-2fa-broken-logic",
"category": "Authentication",
"cwe": "CWE-287",
"difficulty": "practitioner",
"has_solution": true,
"official_page_title": ... | 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": "I'm doing an authorized pentest and need the SSRF URL for Google Cloud appro... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Server Side Request Forgery",
"section": "SSRF URL for Cloud Instances > SSRF URL for Google Cloud",
"cwe": "CWE-918",
"category_type": "payload",
"file": "Server Side Request Forgery/SSR... | 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": "10232",
"source": "https://www.exploit-db.com/exploits/10232",
"product": "Joomla! Component com_gcalendar 1.1.2",
"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": "5960",
"source": "https://www.exploit-db.com/exploits/5960",
"product": "SePortal 2.4",
"stack": "php",
"date_published": "2008-06-27",
"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": 3284381,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "deptofdefense",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7417533f870db6de301067776c6a8ce10e74f3... | 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": "What should a web pentester know about Web Application Hacker's Handb... | {
"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": "bf0e45fd46d758ec",
... | 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": "What payloads and steps should I use for Vulnerable Impleme... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "CORS Misconfiguration",
"section": "CORS Misconfiguration > Null Origin > Vulnerable Implementation",
"cwe": "CWE-942",
"category_type": "payload",
"file": "CORS Misconfiguration/README.m... | 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 controls mitigate cross-site request forgery (CSRF) effectively (angle: anti-CSRF tokens)?... | {
"source": "JavaScript Security",
"source_author": "Y.E Liang",
"domain": "web_appsec",
"category": "Cross-site Request Forgery (CSRF)",
"cwe": "CWE-352",
"category_type": "methodology",
"chapter": "Ch 4: Cross-site Request Forgery",
"difficulty": "intermediate",
"record_id": "a8555d94c6ae7d5e",
"r... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "39589",
"source": "https://www.exploit-db.com/exploits/39589",
"product": "WordPress Plugin HB Audio Gallery Lite 1.0.0",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "... | 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": 909757,
"class": "resource",
"severity_rating": "high",
"cwe": "CWE-400",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "59e6aef26395130db0be94b7f0171b90... | 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": 2553026,
"class": "insecure_design",
"severity_rating": "low",
"cwe": "CWE-657",
"program": "security",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "cd9875109d8f99b530b00e23309a31cf6... | 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": "How do I test for Web Application Hacker's Handbook 2e — VBScript is an alternative to Java... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "HTTP Fundamentals",
"cwe": "",
"category_type": "payload",
"chapter": "Ch3: Web Application Technologies",
"difficulty": "intermediate",
"record_id": "66f9eb9ef3f5f528",
"... | 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": "28036",
"source": "https://www.exploit-db.com/exploits/28036",
"product": "mcGuestbook 1.3",
"stack": "php",
"date_published": "2006-06-16",
"trai... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-352",
"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": "46546",
"source": "https://www.exploit-db.com/exploits/46546",
"product": "CMS Made Simple Showtime2 Module 3.6.2",
"stack": "php",
"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": "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": "2455",
"source": "https://www.exploit-db.com/exploits/2455",
"product": "VideoDB 2.2.1",
"stack": "php",
"date_published": "2006-09-29",
"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": 505173,
"class": "cmdi",
"severity_rating": "medium",
"cwe": "CWE-121",
"program": "valve",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "75ed2f3554c41562d64d8aabbd4e0d5b825e6a516eebb... | 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": "I'm preparing a bug bounty test plan covering Web Application Hacker'... | {
"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": "f620a42afd287e6d... | 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": 1619536,
"class": "insecure_design",
"severity_rating": "medium",
"cwe": "CWE-657",
"program": "deptofdefense",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "0ac29410fbebc1f211efcc8ec... | 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": 289313,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "rubygems",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "14505947d3deeaf44ec5849d6d7214e9a32efa720dcb... | 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": "remediation",
"shape": "A",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "node/graphql",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | null |
[
{
"role": "system",
"content": "You are 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": "29505",
"source": "https://www.exploit-db.com/exploits/29505",
"product": "212Cafe Board 0.08 Beta / 6.30 Beta",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_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": "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": "4258",
"source": "https://www.exploit-db.com/exploits/4258",
"product": "Lanius CMS 1.2.14",
"stack": "php",
"date_published": "2007-08-06",
"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-200",
"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": "23220",
"source": "https://www.exploit-db.com/exploits/23220",
"product": "GuppY 2.4",
"stack": "php",
"date_published": "2003-10-05",
"training_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": "cmdi",
"cwe": "CWE-200",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "23220",
"source": "https://www.exploit-db.com/exploits/23220",
"product": "GuppY 2.4",
"stack": "php",
"date_published": "2003-10-05",
"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 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": 2383486,
"class": "access_control",
"severity_rating": "low",
"cwe": "CWE-284",
"program": "mozilla",
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"source": "h1",
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"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e7471b152ff982acdc484b861a55a7deb9c... | 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": 1434967,
"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": "d0c88d286d2b39f6f33ea350870a93e5... | 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": 866829,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "lab45",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "a280d3c96a7858e7288c1c65f664681dba3be1faafd643e... | null |
[
{
"role": "system",
"content": "You are a security instructor who coaches students through CTF and lab challenges. Give a faithful, step-by-step walkthrough grounded in real exploitation technique, for authorized practice only."
},
{
"role": "user",
"content": "For 'Enterprise', how do you handl... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "box",
"cwe": "",
"category_type": "exploit_chain",
"chapter": "TryHackMe",
"difficulty": "intermediate",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file":... | 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": "1913",
"source": "https://www.exploit-db.com/exploits/1913",
"product": "PHP Blue Dragon CMS 2.9.1",
"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 an expert vulnerability researcher specializing in memory-safety bugs. Provide authorized research guidance for finding, analyzing, mitigating, and responsibly reporting vulnerabilities."
},
{
"role": "user",
"content": "What is linesw in the XNU TTY bug n... | {
"source": "A Bug Hunter's Diary",
"source_author": "Tobias Klein",
"domain": "web_appsec",
"category": "kernel",
"cwe": "CWE-129",
"category_type": "exploitation",
"chapter": "Chapter 7: A Bug Older Than 4.4BSD",
"difficulty": "expert",
"record_id": "2f93f580ee5ef162",
"response_length": 164,
"n... | 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": 3594137,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "nextcloud",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c9040aa4cd1c20c00e23312edda82581fb122f189e... | null |
[
{
"role": "system",
"content": "You are an application security instructor. Explain vulnerabilities and give step-by-step testing procedures for lab or authorized targets."
},
{
"role": "user",
"content": "I'm testing an app that seems vulnerable regarding JavaScript-based phishing / UI redress ... | {
"source": "JavaScript Security",
"source_author": "Y.E Liang",
"domain": "web_appsec",
"category": "JavaScript Phishing",
"cwe": "CWE-451",
"category_type": "scenario",
"chapter": "Ch 6: JavaScript Phishing",
"difficulty": "intermediate",
"record_id": "481dd2f551fc92aa",
"response_length": 309,
... | 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": "Explain Web Application Hacker's Handbook 2e — If user-contro... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Source Code Review",
"cwe": "CWE-287",
"category_type": "scenario",
"chapter": "Ch19: Finding Vulnerabilities in Source Code",
"difficulty": "intermediate",
"record_id": "b1... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist. Provide attack methodology, verification steps, and remediation advice for authorized testing."
},
{
"role": "user",
"content": "A teammate flagged possible API discovery and reconnaissance. How should I validate it (angle... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Discovery / Recon",
"cwe": "CWE-200",
"category_type": "scenario",
"chapter": "Ch 6: Discovering APIs",
"difficulty": "intermediate",
"record_id": "c2292042716e5079",
"response_length": 243,
"num... | 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 methodology and key techniques for Web Security for Developers — Comprom... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "WSFD — Compromising Authentication",
"difficulty": "intermediate",
"record_id": "5bd88b07f0a38... | 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": "remediation",
"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": "ruby/rails",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "auth... | null |
[
{
"role": "user",
"content": "Response is missing X-Frame-Options and has no CSP frame-ancestors. I framed the page in an iframe. Clickjacking — critical account takeover?"
},
{
"role": "assistant",
"content": "<think>\nFraming is possible, but impact depends on whether a sensitive state-changin... | {
"training_source": "gapfill_synthetic",
"signal": true,
"class": "clickjacking",
"shape": "A",
"gap": "negative",
"is_negative": true,
"num_turns": 1,
"grounding": "authored",
"license": "synthetic-authored",
"provenance": "authored",
"has_think": true,
"dataset_key": "76fc89105357f229f28e1e12... | 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": "15915",
"source": "https://www.exploit-db.com/exploits/15915",
"product": "Concrete CMS 5.4.1.1",
"stack": "php",
"date_published": "2011-01-05",
"... | [
{
"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-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": "2243",
"source": "https://www.exploit-db.com/exploits/2243",
"product": "Simple Machines Forum (SMF) 1.1 rc2",
"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": "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": "29115",
"source": "https://www.exploit-db.com/exploits/29115",
"product": "Grandora Rialto 1.6",
"stack": "asp",
"date_published": "2006-11-20",
"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": "pathtraver",
"cwe": "CWE-434",
"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": "39691",
"source": "https://www.exploit-db.com/exploits/39691",
"product": "Oracle Application Testing Suite (ATS) 12.4.0.2.0",
"stack": "jsp",
"... | [
{
"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": 311337,
"class": "proto_pollution",
"severity_rating": "low",
"cwe": "CWE-1321",
"program": "nodejs-ecosystem",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8d7f374ac172657e4354045cd0... | 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 using Metasploit against web targets effectively (angle: post-exploitation web context) [... | {
"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": "c11f0ce71b43889c",
"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": "sqli",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "3958",
"source": "https://www.exploit-db.com/exploits/3958",
"product": "Alstrasoft Template Seller Pro 3.25",
"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": "rfi",
"cwe": "CWE-79",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "31726",
"source": "https://www.exploit-db.com/exploits/31726",
"product": "Zen Cart 2008",
"stack": "php",
"date_published": "2008-05-02",
"traini... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are 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-79",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "31726",
"source": "https://www.exploit-db.com/exploits/31726",
"product": "Zen Cart 2008",
"stack": "php",
"date_published": "2008-05-02",
"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": "rfi",
"cwe": "CWE-79",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "25078",
"source": "https://www.exploit-db.com/exploits/25078",
"product": "Eurofull E-Commerce",
"stack": "asp",
"date_published": "2005-02-02",
"... | 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": "22777",
"source": "https://www.exploit-db.com/exploits/22777",
"product": "LedNews 0.7 Post Script",
"stack": "cgi",
"date_published": "2003-06-16"... | 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": "22777",
"source": "https://www.exploit-db.com/exploits/22777",
"product": "LedNews 0.7 Post Script",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"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 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": "python/flask",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authore... | 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": "How do I test for Web Application Hacker's Handbook 2e — 222 Chapter 7 n Attack... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Session Management",
"cwe": "CWE-384",
"category_type": "methodology",
"chapter": "Ch7: Attacking Session Management",
"difficulty": "intermediate",
"record_id": "5cc78d9811... | 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-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": "25145",
"source": "https://www.exploit-db.com/exploits/25145",
"product": "PANews 2.0",
"stack": "php",
"date_published": "2005-02-21",
"training_... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"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": "25909",
"source": "https://www.exploit-db.com/exploits/25909",
"product": "Mensajeitor 1.8.9",
"stack": "php",
"date_published": "2005-06-27",
"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": "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": "30064",
"source": "https://www.exploit-db.com/exploits/30064",
"product": "HLstats 1.35",
"stack": "php",
"date_published": "2007-05-19",
"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 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 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": 1450368,
"class": "access_control",
"severity_rating": "low",
"cwe": "CWE-284",
"program": "nextcloud",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "49431d3835fbe9aad8cda0643a3d6c047... | 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-98",
"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": "4477",
"source": "https://www.exploit-db.com/exploits/4477",
"product": "PHP wcms XT 0.0.7",
"stack": "php",
"date_published": "2007-10-01",
"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": "sqli",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "25553",
"source": "https://www.exploit-db.com/exploits/25553",
"product": "Claroline E-Learning 1.5/1.6",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage"... | 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": 397792,
"class": "business_logic",
"severity_rating": "medium",
"cwe": "CWE-840",
"program": "security",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "249f035ee69c480b2d6489103fd51af2... | 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": "node/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "au... | null |
[
{
"role": "system",
"content": "You are a seasoned capture-the-flag competitor and offensive-security practitioner. Walk through the solution methodically, using only the tools, commands, and payloads that genuinely apply."
},
{
"role": "user",
"content": "Describe the attack path used on 'Infos... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "box",
"cwe": "",
"category_type": "recon",
"chapter": "ProvingGrounds",
"difficulty": "intermediate",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file": "3... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "10347",
"source": "https://www.exploit-db.com/exploits/10347",
"product": "Barracuda IMFirewall 620",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage",
"... | 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": 958374,
"class": "info_disclosure",
"severity_rating": "low",
"cwe": "CWE-200",
"program": "security",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "5ec496f504918c3ae8921a153d018433b5... | 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": 1337178,
"class": "business_logic",
"severity_rating": "medium",
"cwe": "CWE-840",
"program": "nextcloud",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7adeabddbf652a4c13cd14e17dcf42... | 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 — 490 Chapter 12... | {
"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": "cfb1e6c80e30cb3f",
... | 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": 1651429,
"class": "input_validation",
"severity_rating": "low",
"cwe": "CWE-20",
"program": "metamask",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "906a82a0afac368e4365410a654c37ea8... | 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-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": "24373",
"source": "https://www.exploit-db.com/exploits/24373",
"product": "PScript PForum 1.24/1.25",
"stack": "php",
"date_published": "2004-07-16... | 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": 1081986,
"class": "auth",
"severity_rating": "low",
"cwe": "CWE-287",
"program": "impresscms",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8e5909a36e578a3d2599402d6b90fc920198072919... | 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": "29994",
"source": "https://www.exploit-db.com/exploits/29994",
"product": "Campsite 2.6.1",
"stack": "php",
"date_published": "2007-05-08",
"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": "11377",
"source": "https://www.exploit-db.com/exploits/11377",
"product": "Limny 1.01",
"stack": "php",
"date_published": "2010-02-09",
"train... | 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": "11377",
"source": "https://www.exploit-db.com/exploits/11377",
"product": "Limny 1.01",
"stack": "php",
"date_published": "2010-02-09",
"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 a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets."
},
{
"role": "user",
"content": "Walk me through Web Application Hacker's Handbook 2e — Logging and Alerting with practic... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Client-Side Controls",
"cwe": "",
"category_type": "scripting",
"chapter": "Ch5: Bypassing Client-Side Controls",
"difficulty": "intermediate",
"record_id": "b11de730d33d4fd... | 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": 1012249,
"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": "cf32bb7b32fbb4a5043196e9b4e51a9b644557... | 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": "What should a web pentester know about Web Application Hacker's Handbook 2e — 872 Index... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Methodology",
"cwe": "",
"category_type": "payload",
"chapter": "Ch21: A Web Application Hacker’s Methodology",
"difficulty": "intermediate",
"record_id": "a236448993e7e020"... | 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": 3198980,
"class": "sqli",
"severity_rating": "medium",
"cwe": "CWE-89",
"program": "automattic",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "58bd756d5f2e16b9993155e7d028d6063c8d9d0a... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
"cwe": "CWE-287",
"cvss_score": 8.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:N",
"severity": "high",
"edb_id": "22625",
"source": "https://www.exploit-db.com/exploits/22625",
"product": "SudBox Boutique 1.2",
"stack": "php",
"date_published": "2003-05-21",
"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 Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
"cwe": "CWE-287",
"cvss_score": 8.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:N",
"severity": "high",
"edb_id": "22625",
"source": "https://www.exploit-db.com/exploits/22625",
"product": "SudBox Boutique 1.2",
"stack": "php",
"date_published": "2003-05-21",
"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": 349146,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "nodejs-ecosystem",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c29c11d86a2d93c01b2f213cf142c3eb3773a0... | 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": 1868473,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-284",
"program": "security",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "22796c55ad577f05503159cc52ea9c5... | 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-79",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "31994",
"source": "https://www.exploit-db.com/exploits/31994",
"product": "Oracle Demantra 12.2.1",
"stack": "windows",
"date_published": "2014-0... | 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-79",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "31994",
"source": "https://www.exploit-db.com/exploits/31994",
"product": "Oracle Demantra 12.2.1",
"stack": "windows",
"date_published": "2014-0... | [
{
"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 an offensive security specialist. Provide attack methodology, verification steps, and remediation advice for authorized testing."
},
{
"role": "user",
"content": "What controls mitigate REST and web API structure (methods, resources, formats) effectively (... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "Web API Anatomy",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch 2: The Anatomy of Web APIs",
"difficulty": "intermediate",
"record_id": "64ef28a42853bff8",
"response_length": 399,
"num_tu... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "Describe methodology and key techniques for Web Security for Developers — Session Hijacking... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Session Management",
"cwe": "CWE-384",
"category_type": "scripting",
"chapter": "WSFD — Session Hijacking",
"difficulty": "intermediate",
"record_id": "adb5e128c810da1f",
... | null |
[
{
"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 misplaced trust in client-side JavaScript. How do I confirm and demonstrate... | {
"source": "JavaScript Security",
"source_author": "Y.E Liang",
"domain": "web_appsec",
"category": "Client-side Trust / Secure Coding",
"cwe": "CWE-602",
"category_type": "scenario",
"chapter": "Ch 5: Misplaced Trust in the Client",
"difficulty": "intermediate",
"record_id": "8379ef30868384d7",
"r... | 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": "Multistep clickjacking",
"lab_url": "https://portswigger.net/web-security/clickjacking/lab-multistep",
"category": "Clickjacking",
"cwe": "CWE-1021",
"difficulty": "practitioner",
"has_solution": true,
"official_page_title": "Multistep clickj... | 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": "8107",
"source": "https://www.exploit-db.com/exploits/8107",
"product": "PenPal 2.0",
"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": "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": "27659",
"source": "https://www.exploit-db.com/exploits/27659",
"product": "PHPFaber TopSites",
"stack": "php",
"date_published": "2006-04-17",
"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 an expert application security tester. Provide detailed, actionable guidance for authorized penetration testing and bug bounty work only."
},
{
"role": "user",
"content": "What payloads and steps should I use for Lodash - Command Execution when working on ... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Server Side Template Injection",
"section": "Server Side Template Injection - JavaScript > Lodash > Lodash - Command Execution",
"cwe": "CWE-1336",
"category_type": "payload",
"file": "Se... | 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": "Authentication bypass via OAuth implicit flow",
"lab_url": "https://portswigger.net/web-security/oauth/lab-oauth-authentication-bypass-via-oauth-implicit-flow",
"category": "OAuth authentication",
"cwe": "CWE-287",
"difficulty": "apprentice",
"... | null |
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