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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... | {
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"severity": "high",
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"source": "https://www.exploit-db.com/exploits/36976",
"product": "WebGlimpse 2.x",
"stack": "cgi",
"date_published": "2012-03-18",... | [
{
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"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 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": "36976",
"source": "https://www.exploit-db.com/exploits/36976",
"product": "WebGlimpse 2.x",
"stack": "cgi",
"date_published": "2012-03-18",... | 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": "5541",
"source": "https://www.exploit-db.com/exploits/5541",
"product": "PostNuke Module pnEncyclopedia 0.2.0",
"stack": "php",
"date_published": "... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the 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": "9967",
"source": "https://www.exploit-db.com/exploits/9967",
"product": "SharePoint 2007",
"stack": "asp",
"date_published": "2009-10-26",
"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": "csrf",
"cwe": "CWE-352",
"cvss_score": 4.3,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:L/A:N",
"severity": "medium",
"edb_id": "11680",
"source": "https://www.exploit-db.com/exploits/11680",
"product": "Gazelle CMS",
"stack": "php",
"date_published": "2010-03-10",
"training... | 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": "I'm doing an authorized pentest and need the Tools approach... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Prompt Injection",
"section": "Prompt Injection > Tools",
"cwe": "CWE-1427",
"category_type": "payload",
"file": "Prompt Injection/README.md",
"license": "review-upstream",
"source_au... | 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 apply 'The Tangled Web — LIFE OUTSIDE (cont.)' when testing an in-scope web applic... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Same-Origin Policy",
"cwe": "CWE-346",
"category_type": "scripting",
"chapter": "The Tangled Web — LIFE OUTSIDE (cont.)",
"difficulty": "intermediate",
"record_id": "cd5da12... | 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": "12672",
"source": "https://www.exploit-db.com/exploits/12672",
"product": "Spaw Editor 1.0/2.0",
"stack": "asp",
"date_published": "2010-05-20",... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are 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": "12672",
"source": "https://www.exploit-db.com/exploits/12672",
"product": "Spaw Editor 1.0/2.0",
"stack": "asp",
"date_published": "2010-05-20",... | 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": "415967_boost_12",
"class": "codeinj",
"severity_rating": "critical",
"cwe": "CWE-94",
"program": "brave",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7ad3259cdf50a7f2c3aa1d3477ba848... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work."
},
{
"role": "user",
"content": "For authorized testing, explain: Web Security for Developers ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Third-Party Code",
"cwe": "CWE-287",
"category_type": "scenario",
"chapter": "WSFD — Third-Party Code",
"difficulty": "intermediate",
"record_id": "96a80860cf9a7c65",
"res... | 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": 800140,
"class": "resource",
"severity_rating": "critical",
"cwe": "CWE-400",
"program": "nodejs",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "317e387ee9e2d765bfe0fd725ab7697272303c... | 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": "25877",
"source": "https://www.exploit-db.com/exploits/25877",
"product": "CarLine Forum Russian Board 4.2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"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 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": "36760",
"source": "https://www.exploit-db.com/exploits/36760",
"product": "Basic Analysis and Security Engine (BASE) 1.4.5",
"stack": "php",
"da... | 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": "36760",
"source": "https://www.exploit-db.com/exploits/36760",
"product": "Basic Analysis and Security Engine (BASE) 1.4.5",
"stack": "php",
"da... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "Summarize how to identify, exploit (safely), and remediate issues rel... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Bug Bounty Methodology",
"cwe": "",
"category_type": "recon",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "beginner",
"record_id": "e3a059ba... | 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": 871071,
"class": "cmdi",
"severity_rating": "critical",
"cwe": "CWE-77",
"program": "nodejs-ecosystem",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "0954a62fb4c7a06765464558469a29a4d... | 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": 733072,
"class": "cmdi",
"severity_rating": "high",
"cwe": "CWE-77",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "0f6cd6bb0336e380a93bc01951c111418eb22f52006301f... | 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": "10813",
"source": "https://www.exploit-db.com/exploits/10813",
"product": "ArticleLive PHP 2005.0.0",
"stack": "php",
"date_published": "2009-12-30",
... | 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": "39137",
"source": "https://www.exploit-db.com/exploits/39137",
"product": "Primo Interactive CMS",
"stack": "cgi",
"date_published": "2014-03-31",... | 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": "39137",
"source": "https://www.exploit-db.com/exploits/39137",
"product": "Primo Interactive CMS",
"stack": "cgi",
"date_published": "2014-03-31",... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "For authorized testing, explain: Web Application Hacker's Handbook 2e — This vulnerability ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XSS",
"cwe": "CWE-79",
"category_type": "methodology",
"chapter": "Ch13: Attacking Users: Other Techniques",
"difficulty": "intermediate",
"record_id": "e8e78c63605cb815",
... | 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": "34631",
"source": "https://www.exploit-db.com/exploits/34631",
"product": "ATutor 1.0",
"stack": "php",
"date_published": "2010-09-15",
"training_so... | 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": "For authorized testing, explain: Web Application Hacker's Handbook 2e — For examp... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "HTTP Fundamentals",
"cwe": "CWE-287",
"category_type": "scripting",
"chapter": "Ch3: Web Application Technologies",
"difficulty": "intermediate",
"record_id": "e34e831220126... | 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": "6674",
"source": "https://www.exploit-db.com/exploits/6674",
"product": "FOSS Gallery Public 1.0",
"stack": "php",
"date_published": "2008-10-05... | [
{
"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-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": "6674",
"source": "https://www.exploit-db.com/exploits/6674",
"product": "FOSS Gallery Public 1.0",
"stack": "php",
"date_published": "2008-10-05... | 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": "xss",
"cwe": "CWE-79",
"category_type": "scenario",
"chapter": "Chapter 17: Web Applications",
"difficulty": "intermediate",
"record_id": "a9c052e2dea90954... | 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": "I need to craft Race Condition payloads via Race Condition.... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Race Condition",
"section": "Race Condition",
"cwe": "CWE-362",
"category_type": "payload",
"file": "Race Condition/README.md",
"license": "review-upstream",
"source_author": "",
"d... | 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-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": "36850",
"source": "https://www.exploit-db.com/exploits/36850",
"product": "VOXTRONIC Voxlog Professional 3.7.x",
"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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "ssti",
"bucket": "report",
"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": "authore... | 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": "Methodology",
"cwe": "CWE-611",
"category_type": "methodology",
"chapter": "Ch21: A Web Application Hacker’s Methodology",
"difficulty": "intermediate",
"record_id": "68bb24... | 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": "21299",
"source": "https://www.exploit-db.com/exploits/21299",
"product": "Powie PForum 1.1x",
"stack": "php",
"date_published": "2002-02-22",
"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 security researcher who teaches PortSwigger Academy labs. Give faithful, step-by-step solution guidance and brief remediation advice."
},
{
"role": "user",
"content": "Help me complete the lab \"CORS vulnerability with basic origin reflection\" from Port... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "CORS vulnerability with basic origin reflection",
"lab_url": "https://portswigger.net/web-security/cors/lab-basic-origin-reflection-attack",
"category": "Cross-origin resource sharing (CORS)",
"cwe": "CWE-942",
"difficulty": "apprentice",
"has_... | null |
[
{
"role": "system",
"content": "You are a principal application security engineer. Cover memory safety, OS privilege models, IPC, synchronization, protocol parsing, and web application flaws with actionable audit guidance."
},
{
"role": "user",
"content": "From Chapter 18 (Web Technologies), sec... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "network_app_protocols",
"cwe": "CWE-20",
"category_type": "scenario",
"chapter": "Chapter 18: Web Technologies",
"difficulty": "intermediate",
"record_id":... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 707720,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "automattic",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7ca11bda5e927e5a53b0e7951addacebaa85b4e741... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "smuggling",
"bucket": "report",
"shape": "A",
"cvss_score": 8.7,
"cvss_vector": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:C/C:H/I:H/A:N",
"severity": "high",
"is_negative": false,
"stack": "cdn/origin",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored... | 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: \"CS... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "CSRF vulnerability with no defenses",
"lab_url": "https://portswigger.net/web-security/csrf/lab-no-defenses",
"category": "Cross-site request forgery (CSRF)",
"cwe": "CWE-352",
"difficulty": "apprentice",
"has_solution": true,
"official_page_... | 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": 2149124,
"class": "access_control",
"severity_rating": "low",
"cwe": "CWE-284",
"program": "frontegg",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "87d48ddd1ef20afe3eeda2a12a924c2800... | null |
[
{
"role": "system",
"content": "You are an expert application security tester. Provide detailed, actionable guidance for authorized penetration testing and bug bounty work only."
},
{
"role": "user",
"content": "Give me a rundown of JSON Deserialization for Insecure Deserialization: when to use ... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Insecure Deserialization",
"section": "Java Deserialization > JSON Deserialization",
"cwe": "CWE-502",
"category_type": "payload",
"file": "Insecure Deserialization/Java.md",
"license":... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1051192,
"class": "codeinj",
"severity_rating": "low",
"cwe": "CWE-94",
"program": "kubernetes",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "82057a02b3270ea3e517f64dee4d00f02e790376... | 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": 1514863,
"class": "resource",
"severity_rating": "medium",
"cwe": "CWE-400",
"program": "ibb",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "b7ef8a96044d5f4d81fd9b9d2071eb70c108a7ef40... | null |
[
{
"role": "system",
"content": "You are a security researcher who teaches PortSwigger Academy labs. Give faithful, step-by-step solution guidance and brief remediation advice."
},
{
"role": "user",
"content": "Help me complete the lab \"SSRF with whitelist-based input filter\" from PortSwigger W... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "SSRF with whitelist-based input filter",
"lab_url": "https://portswigger.net/web-security/ssrf/lab-ssrf-with-whitelist-filter",
"category": "Server-side request forgery (SSRF)",
"cwe": "CWE-918",
"difficulty": "expert",
"has_solution": true,
... | 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": "race",
"bucket": "code_review",
"shape": "A",
"cvss_score": 5.9,
"cvss_vector": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N",
"severity": "medium",
"is_negative": false,
"stack": "python/django",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | 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": 324491,
"class": "cmdi",
"severity_rating": "critical",
"cwe": "CWE-77",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8bde45910e02eca15053037e43c14e80b... | 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": "Walk me through Web Application Hacker's Handbook 2e — You can use two main techn... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Application Server",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch18: Attacking the Application Server",
"difficulty": "intermediate",
"record_id": "429b5e8f079b... | null |
[
{
"role": "system",
"content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share concrete payloads and methodology for authorized security testing."
},
{
"role": "user",
"content": "Explain the Gopher technique for Server Side Request Forgery and list the concrete payload... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Server Side Request Forgery",
"section": "Server-Side Request Forgery > Exploitation via URL Scheme > Gopher",
"cwe": "CWE-918",
"category_type": "payload",
"file": "Server Side Request F... | 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 — As noted in Chapter 1, b... | {
"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": "d0d4612b99... | 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": 1888545,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-639",
"program": "mozilla",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "3eddd73a8493ac4e72053f5e9afb3a7d... | 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": "28927",
"source": "https://www.exploit-db.com/exploits/28927",
"product": "AIOCP 1.3.x",
"stack": "php",
"date_published": "2006-11-06",
"trainin... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "34057",
"source": "https://www.exploit-db.com/exploits/34057",
"product": "wsCMS",
"stack": "php",
"date_published": "2010-05-31",
"training_source"... | [
{
"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": "race",
"bucket": "remediation",
"shape": "A",
"cvss_score": 5.9,
"cvss_vector": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N",
"severity": "medium",
"is_negative": false,
"stack": "python/django",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | 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": 1096123,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-352",
"program": "impresscms",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "b35e312b6577645d54b5f4e54867e890cef1227f... | 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": "deser",
"bucket": "report",
"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": "dotnet/aspnet",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "autho... | 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": "31782",
"source": "https://www.exploit-db.com/exploits/31782",
"product": "Claroline 1.7.5",
"stack": "php",
"date_published": "2008-05-12",
"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 an application security consultant. Provide precise, practical testing procedures and payloads for engagements you are explicitly authorized to perform."
},
{
"role": "user",
"content": "Give me a rundown of node-serialize for Insecure Deserialization: whe... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Insecure Deserialization",
"section": "Node Deserialization > Methodology > node-serialize",
"cwe": "CWE-502",
"category_type": "payload",
"file": "Insecure Deserialization/Node.md",
"l... | null |
[
{
"role": "system",
"content": "You are a security researcher teaching web exploitation. Give faithful, technique-focused answers with real payloads for authorized testing and education."
},
{
"role": "user",
"content": "What payloads and steps should I use for Bypass using Unicode when working ... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "XSS Injection",
"section": "XSS Filter Bypass > Bypass using Unicode",
"cwe": "CWE-79",
"category_type": "payload",
"file": "XSS Injection/1 - XSS Filter Bypass.md",
"license": "review-... | 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-79",
"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": "13944",
"source": "https://www.exploit-db.com/exploits/13944",
"product": "SimpleAssets",
"stack": "php",
"date_published": "2010-06-20",
"traini... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior red team operator who specializes in bash tooling. Help the user write practical, safe-to-run scripts for authorized engagements."
},
{
"role": "user",
"content": "What does a Werkzeug/Python Server banner from Nikto tell me to do next in bash?"
... | {
"source": "Black Hat Bash",
"source_author": "Dolev Farhi and Nick Aleks",
"domain": "web_appsec",
"category": "scanning",
"cwe": "",
"category_type": "scenario",
"chapter": "Chapter 5: Vulnerability Scanning and Fuzzing",
"difficulty": "intermediate",
"record_id": "c4ff170356b4e073",
"response_le... | 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": "21879",
"source": "https://www.exploit-db.com/exploits/21879",
"product": "Sun ONE Starter Kit 2.0 / ASTAware SearchDisc 3.1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidenc... | 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": 1438052,
"class": "race",
"severity_rating": "critical",
"cwe": "CWE-362",
"program": "cosmos",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e1e505fc96af5134c988d4c4b2b664760daebee0dd... | 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 — Key Problem Fact... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Web Application (In)security",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch1: Web Application (In)security",
"difficulty": "intermediate",
"record_id": "52ff591... | null |
[
{
"role": "system",
"content": "You are a security researcher teaching web exploitation. Give faithful, technique-focused answers with real payloads for authorized testing and education."
},
{
"role": "user",
"content": "I need to craft Server Side Template Injection payloads via Mako - Remote C... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Server Side Template Injection",
"section": "Server Side Template Injection - Python > Mako > Mako - Remote Command Execution with Obfuscation",
"cwe": "CWE-1336",
"category_type": "payload... | 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": "9257",
"source": "https://www.exploit-db.com/exploits/9257",
"product": "Pixaria Gallery 2.3.5",
"stack": "php",
"date_published": "2009-07-24",... | 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": 2327341,
"class": "smuggling",
"severity_rating": "high",
"cwe": "CWE-444",
"program": "ibb",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "6c2d21ed15fcf58f2c7034e736231eca4caabb168cb6... | 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": "8020",
"source": "https://www.exploit-db.com/exploits/8020",
"product": "Yet Another NOCC 0.1.0",
"stack": "php",
"date_published": "2009-02-09",... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for and exploit vulnerabilities in systems they are authorized to assess."
},
{
"role": "user",
"content": "Help me understand DBMS Identification Keyword Based as it ... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "SQL Injection",
"section": "SQL Injection > DBMS Identification > DBMS Identification Keyword Based",
"cwe": "CWE-89",
"category_type": "payload",
"file": "SQL Injection/README.md",
"li... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the 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": "31248",
"source": "https://www.exploit-db.com/exploits/31248",
"product": "XOOPS 'vacatures' Module",
"stack": "php",
"date_published": "2008-02-19... | [
{
"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": "29565",
"source": "https://www.exploit-db.com/exploits/29565",
"product": "PortailPHP 2",
"stack": "php",
"date_published": "2007-02-03",
"trainin... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are 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": 1960765,
"class": "ssrf",
"severity_rating": "high",
"cwe": "CWE-918",
"program": "reddit",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "95500454595d0186c50a714bd1251c726cfe1004f011d... | 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": 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": "15831",
"source": "https://www.exploit-db.com/exploits/15831",
"product": "LoveCMS 1.6.2 Final",
"stack": "php",
"date_published": "2010-12-25"... | 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": 1337422,
"class": "info_disclosure",
"severity_rating": "medium",
"cwe": "CWE-200",
"program": "nextcloud",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "5c1276ac5b3eea0c0388a018d092d... | 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": "Walk me through Web Application Hacker's Handbook 2e — You can download DSer, and... | {
"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": "8209ade0aae0061... | 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": "Give me a rundown of POST with urlencoded Body for NoSQL Injection: when to ... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "NoSQL Injection",
"section": "NoSQL Injection > Blind NoSQL > POST with urlencoded Body",
"cwe": "CWE-943",
"category_type": "payload",
"file": "NoSQL Injection/README.md",
"license": "... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "7195",
"source": "https://www.exploit-db.com/exploits/7195",
"product": "Prozilla Hosting Index",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triage",
"license":... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "ssti",
"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": "41677",
"source": "https://www.exploit-db.com/exploits/41677",
"product": "D-Link/TRENDnet",
"stack": "linux",
"date_published": "2015-02-26",
"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": "ssti",
"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": "41677",
"source": "https://www.exploit-db.com/exploits/41677",
"product": "D-Link/TRENDnet",
"stack": "linux",
"date_published": "2015-02-26",
"t... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a web 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 Security for Developers — ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Summing Up",
"cwe": "",
"category_type": "recon",
"chapter": "WSFD — Summing Up",
"difficulty": "intermediate",
"record_id": "74fc13aec62654d6",
"response_length": 185,
... | 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": "What should a web pentester know about Web Application Hacker's Handbook 2e — SQL inject... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Access Control",
"cwe": "CWE-89",
"category_type": "scenario",
"chapter": "Ch9: Attacking Data Stores",
"difficulty": "intermediate",
"record_id": "17cfc60f78431a60",
"res... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "5699",
"source": "https://www.exploit-db.com/exploits/5699",
"product": "PsychoStats 2.3.3",
"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": "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": "31666",
"source": "https://www.exploit-db.com/exploits/31666",
"product": "Cobalt 2.0",
"stack": "asp",
"date_published": "2008-04-17",
"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": "cmdi",
"cwe": "CWE-79",
"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": "26054",
"source": "https://www.exploit-db.com/exploits/26054",
"product": "PluggedOut CMS 0.4.8",
"stack": "php",
"date_published": "2005-09-30",
"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": "cmdi",
"cwe": "CWE-79",
"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": "26054",
"source": "https://www.exploit-db.com/exploits/26054",
"product": "PluggedOut CMS 0.4.8",
"stack": "php",
"date_published": "2005-09-30",
"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 an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "Explain Web Application Hacker's Handbook 2e — This data was processed by the shared compon... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Business Logic",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "Ch11: Attacking Application Logic",
"difficulty": "intermediate",
"record_id": "5428c7503f0777... | 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": 1669764,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "sidefx",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8909d44144cb166ef2e46c58ad049b0cf65103761e64e... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "proto_pollution",
"bucket": "remediation",
"shape": "A",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"is_negative": false,
"stack": "node/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evi... | null |
[
{
"role": "system",
"content": "You are 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": "authz",
"cwe": "CWE-287",
"category_type": "scenario",
"chapter": "Chapter 18: Web Technologies",
"difficulty": "intermediate",
"record_id": "2cb0d7b2a4c82... | 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": 884159,
"class": "access_control",
"severity_rating": "informational",
"cwe": "CWE-639",
"program": "shopify",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "cbc92fbd4f43aae4619592e416... | 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": "For authorized testing, explain: Web Application Hacker's Handbook 2e — Beating S... | {
"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": "34f9fb01f06b1f66",
... | 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": "For authorized testing, explain: Web Security for Developers — Encryption: Extended Validat... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-311",
"category_type": "methodology",
"chapter": "WSFD — Encryption",
"difficulty": "intermediate",
"record_id": "8648cc9217e457cb",
"response... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "6700",
"source": "https://www.exploit-db.com/exploits/6700",
"product": "DFF PHP Framework API",
"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 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": "6700",
"source": "https://www.exploit-db.com/exploits/6700",
"product": "DFF PHP Framework API",
"stack": "php",
"date_published": "2008-10-08",
... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-434",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "8060",
"source": "https://www.exploit-db.com/exploits/8060",
"product": "Falt4 CMS RC4",
"stack": "php",
"date_published": "2009-02-16",
"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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "xxe",
"bucket": "methodology",
"shape": "A",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "dotnet/aspnet",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "author... | 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": "840736_boost_10",
"class": "redirect",
"severity_rating": "medium",
"cwe": "CWE-601",
"program": "myndr",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "4eba4e57fca4ac303f273bc4dc6b38b... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "oauth",
"bucket": "report",
"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": "tail_modern_authored",
"evidence": "authored_grounde... | 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": "6142",
"source": "https://www.exploit-db.com/exploits/6142",
"product": "CMScout 2.05",
"stack": "php",
"date_published": "2008-07-27",
"traini... | null |
[
{
"role": "system",
"content": "You are an expert application security tester. Provide detailed, actionable guidance for authorized penetration testing and bug bounty work only."
},
{
"role": "user",
"content": "What's the methodology and payload set for Global Variable Injection (External Varia... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "External Variable Modification",
"section": "External Variable Modification > Methodology > Global Variable Injection",
"cwe": "CWE-473",
"category_type": "payload",
"file": "External Var... | null |
[
{
"role": "system",
"content": "You are an offensive-security engineer explaining how a CTF or pentest-style challenge is solved. Be precise, preserve the exact commands and payloads, and never invent results."
},
{
"role": "user",
"content": "For 'SSTI_Labs', how do you handle the 'Level 9' ste... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "web",
"cwe": "CWE-1336",
"category_type": "payload",
"chapter": "SSTI_Labs",
"difficulty": "beginner",
"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": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "37178",
"source": "https://www.exploit-db.com/exploits/37178",
"product": "WordPress Plugin 2 Click Social Media Buttons 0.32.2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evide... | 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": "CVE-2022-22246_boost_5",
"class": "supply_chain",
"severity_rating": "high",
"cwe": "CWE-829",
"program": "nvd",
"quality_score": 2,
"source": "nvd",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e7b210d96239baab665c93d4... | null |
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