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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": 297968,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "x",
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"source": "h1",
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"rejection_reason": null,
"training_source": "h1",
"dataset_key": "42a8540fa5f10f489d5602a8907d401cb2203eb552a07443ecb... | 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": "591432_boost_12",
"class": "clickjacking",
"severity_rating": "medium",
"cwe": "CWE-1021",
"program": "x",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "4b092ee4ad428aad9a488b13bd1699... | 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": "Scenario: during a pentest I suspect misplaced trust in client-side JavaScript. How do I c... | {
"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": "eeac0e4e67105940",
"r... | 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": 335481,
"class": "xss",
"severity_rating": "low",
"cwe": "CWE-79",
"program": "eternal",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7f918e2a3f5b1a310d8ec52076a3df253a7452923d46b1e4... | 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": "37585",
"source": "https://www.exploit-db.com/exploits/37585",
"product": "TCExam 11.2.x",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"license": "GPL-2... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"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": "32747",
"source": "https://www.exploit-db.com/exploits/32747",
"product": "PHP-Nuke Downloads Module",
"stack": "php",
"date_published": "2009-01-2... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"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": "32747",
"source": "https://www.exploit-db.com/exploits/32747",
"product": "PHP-Nuke Downloads Module",
"stack": "php",
"date_published": "2009-01-2... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "34486",
"source": "https://www.exploit-db.com/exploits/34486",
"product": "phpCMS 2008",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"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": "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": "34486",
"source": "https://www.exploit-db.com/exploits/34486",
"product": "phpCMS 2008",
"stack": "php",
"date_published": "2009-10-19",
"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 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": "17739",
"source": "https://www.exploit-db.com/exploits/17739",
"product": "WordPress Plugin Profiles 2.0 RC1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"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": "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": "7459",
"source": "https://www.exploit-db.com/exploits/7459",
"product": "CFAGCMS 1",
"stack": "php",
"date_published": "2008-12-14",
"training... | 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": "Give me a rundown of Determine the Vendor and Version for XSLT Injection: w... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "XSLT Injection",
"section": "XSLT Injection > Methodology > Determine the Vendor and Version",
"cwe": "CWE-91",
"category_type": "payload",
"file": "XSLT Injection/README.md",
"license"... | 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": "663604cc243fe996",
"response_length": 293,
"num... | 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": "Give me a checklist for testing SQL Injection."
},
{
"role": "assistant",
"c... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"category": "SQL Injection",
"cwe": "CWE-89",
"category_type": "methodology",
"chapter": "Ch 11: SQL Injection — detection",
"difficulty": "intermediate",
"domain": "web_appsec",
"record_id": "d0f4285d4aa61b35",
"response_length": 333,... | 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 — When the user who owns the... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Access Control",
"cwe": "CWE-284",
"category_type": "methodology",
"chapter": "Ch8: Attacking Access Controls",
"difficulty": "intermediate",
"record_id": "03b29f89762e50f0"... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "29774",
"source": "https://www.exploit-db.com/exploits/29774",
"product": "Free File Hosting System 1.1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage",... | null |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "Walk me through Enumerating Esoteric Attack Surfaces (Jann Moon): VHO... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Browser Security",
"cwe": "",
"category_type": "methodology",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "beginner",
"record_id": "246c0d96... | 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 \"Exploiting insecure output handling in LLMs\" from PortSwig... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Exploiting insecure output handling in LLMs",
"lab_url": "https://portswigger.net/web-security/llm-attacks/lab-exploiting-insecure-output-handling-in-llms",
"category": "Web LLM attacks",
"cwe": "CWE-77",
"difficulty": "expert",
"has_solution":... | 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": 867133,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "lab45",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c83c397ee36922e386f17cfb01ec5a3f564d03e47a3164621... | 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": "29895",
"source": "https://www.exploit-db.com/exploits/29895",
"product": "phpMyAdmin 2.9.1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"license": "GPL... | 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 API authentication weaknesses (JWT, API keys, OAuth tokens). How do I confi... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Authentication Attacks (JWT/API keys)",
"cwe": "CWE-287",
"category_type": "scenario",
"chapter": "Ch 8: Attacking API Authentication",
"difficulty": "intermediate",
"record_id": "7e5d0f6f0bc761e1",
... | null |
[
{
"role": "system",
"content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share your methodology clearly and keep testing within program scope."
},
{
"role": "user",
"content": "How should I approach using Metasploit against web targets during an authorized assessment, e... | {
"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": "4b50dc9be2c54758",
"respo... | 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": 358645,
"class": "pathtraver",
"severity_rating": "critical",
"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": "4d687ad5aaa5378f7f5ab9606a1... | 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": "42003",
"source": "https://www.exploit-db.com/exploits/42003",
"product": "PlaySMS 1.4",
"stack": "php",
"date_published": "2017-05-14",
"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 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": "42003",
"source": "https://www.exploit-db.com/exploits/42003",
"product": "PlaySMS 1.4",
"stack": "php",
"date_published": "2017-05-14",
"trai... | null |
[
{
"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 via an alternative prototype p... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "DOM XSS via an alternative prototype pollution vector",
"lab_url": "https://portswigger.net/web-security/prototype-pollution/client-side/lab-prototype-pollution-dom-xss-via-an-alternative-prototype-pollution-vector",
"category": "Prototype pollution"... | 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": "22377",
"source": "https://www.exploit-db.com/exploits/22377",
"product": "Kebi Academy 2001",
"stack": "cgi",
"date_published": "2003-03-17",
... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share your methodology clearly and keep testing within program scope."
},
{
"role": "user",
"content": "Scenario: during a pentest I suspect OAuth 2.0 security issues. How do I confirm and demonstr... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "OAuth 2.0 Security",
"cwe": "CWE-287",
"category_type": "scenario",
"chapter": "Ch 10: OAuth 2.0 Security",
"difficulty": "intermediate",
"record_id": "bb1f912242ffd9f4",
"... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist and instructor. Explain vulnerability techniques, payloads, and bypasses for legitimate, authorized assessments."
},
{
"role": "user",
"content": "Explain the Reverse Proxy URL Implementation technique for Directory Travers... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Directory Traversal",
"section": "Directory Traversal > Methodology > Reverse Proxy URL Implementation",
"cwe": "CWE-22",
"category_type": "payload",
"file": "Directory Traversal/README.m... | 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": "Walk me through Web Security for Developers — Don’t Be an Accessory: Protecting Against ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Web Servers",
"cwe": "",
"category_type": "methodology",
"chapter": "WSFD — Don’t Be an Accessory",
"difficulty": "intermediate",
"record_id": "f1ae359f5e52114f",
"respons... | null |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "Walk me through Enumerating Esoteric Attack Surfaces (Jann Moon): If ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "File Upload",
"cwe": "CWE-434",
"category_type": "recon",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "intermediate",
"record_id": "641d2e37... | 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": "31826",
"source": "https://www.exploit-db.com/exploits/31826",
"product": "BMForum 5.6",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triage",
"license": "GPL-2.0-... | null |
[
{
"role": "system",
"content": "You are an expert CTF player and security engineer. Explain how to approach and solve this challenge, grounding every step in real technique for authorized learning and competition."
},
{
"role": "user",
"content": "In the challenge 'Willow', explain this phase: C... | {
"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": "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": "33722",
"source": "https://www.exploit-db.com/exploits/33722",
"product": "ASPCode CMS 1.5.8",
"stack": "asp",
"date_published": "2010-03-08",
"trai... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": "415233_boost_10",
"class": "xxe",
"severity_rating": "critical",
"cwe": "CWE-77",
"program": "h1-5411-ctf",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "4c21d67cffdeb26563c86925105fb... | 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": "29250",
"source": "https://www.exploit-db.com/exploits/29250",
"product": "AnnonceScriptHP 2.0",
"stack": "php",
"date_published": "2006-12-09",
"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": "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": "37481",
"source": "https://www.exploit-db.com/exploits/37481",
"product": "WordPress Plugin SocialFit",
"stack": "php",
"date_published": "2012-07-06"... | [
{
"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": "37481",
"source": "https://www.exploit-db.com/exploits/37481",
"product": "WordPress Plugin SocialFit",
"stack": "php",
"date_published": "2012-07-06"... | 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": 1126433,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "stripo",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "2a39a05f9543213df3d844846834d2cf18e7f3208c7cc... | 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 — 440 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": "d46e44c7cd1ee4e0",
... | 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": "8039",
"source": "https://www.exploit-db.com/exploits/8039",
"product": "SkaDate Online 7",
"stack": "php",
"date_published": "2009-02-11",
"t... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "upload",
"cwe": "CWE-434",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "8039",
"source": "https://www.exploit-db.com/exploits/8039",
"product": "SkaDate Online 7",
"stack": "php",
"date_published": "2009-02-11",
"t... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1605962,
"class": "info_disclosure",
"severity_rating": "medium",
"cwe": "CWE-200",
"program": "shopify",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "df6755d68b7ba28f6ff371c3e5a0729... | 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": 1065128,
"class": "auth",
"severity_rating": "informational",
"cwe": "CWE-287",
"program": "myndr",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "6a660f33fc7be3dec9b52365c7b76b8336e4e... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "ssti",
"bucket": "exploitation",
"shape": "B",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "java/spring",
"is_negative": false,
"stack": "exploitation",
"source": "synthetic-modern",
"training_source": "tail_modern_authored",
"evidence"... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "info_disclosure",
"cwe": "CWE-200",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"edb_id": "14101",
"source": "https://www.exploit-db.com/exploits/14101",
"product": "Subdreamer Pro 3.0.4",
"stack": "multiple",
"date_published": "2... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "45533",
"source": "https://www.exploit-db.com/exploits/45533",
"product": "D-Link Central WiFiManager Software Controller 1.03",
"stack": "php",
"dat... | 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": "45533",
"source": "https://www.exploit-db.com/exploits/45533",
"product": "D-Link Central WiFiManager Software Controller 1.03",
"stack": "php",
"dat... | [
{
"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": 1167034,
"class": "xss",
"severity_rating": "low",
"cwe": "CWE-79",
"program": "acronis",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "256d5e7f3b22a7a7e4b222ee2fea362195ea8c6d044aba4... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "jwt",
"bucket": "code_review",
"shape": "A",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"is_negative": false,
"stack": "java/spring",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "auth... | 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": 1336397,
"class": "info_disclosure",
"severity_rating": "medium",
"cwe": "CWE-200",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e72dbf599b3bef65bc916d9dd... | 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": 1822160,
"class": "insecure_design",
"severity_rating": "medium",
"cwe": "CWE-657",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "b3dc4e5bc2891b7aaa3aa9924... | 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": 2126039,
"class": "auth",
"severity_rating": "medium",
"cwe": "CWE-200",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "ffd00c43261b0648791f621b8b90be9cb777... | 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": 1003980,
"class": "info_disclosure",
"severity_rating": "medium",
"cwe": "CWE-200",
"program": "endless_group",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "bbbf61e6305b42ef1228bbb5f... | 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": 864354,
"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": "84e0320c562592377b212e1d98cc12dc1... | 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": "9570",
"source": "https://www.exploit-db.com/exploits/9570",
"product": "Ve-EDIT 0.1.4",
"stack": "php",
"date_published": "2009-09-01",
"train... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": "GHSA-7wqh-767x-r66v",
"class": "pathtraver",
"severity_rating": "high",
"cwe": "CWE-23",
"program": "osv_rubygems",
"quality_score": 2,
"source": "osv",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "5697c93de0ca57d819cd... | 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": "2294",
"source": "https://www.exploit-db.com/exploits/2294",
"product": "Muratsoft Haber Portal 3.6",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"licen... | null |
[
{
"role": "user",
"content": "A templating endpoint reflects `name`. Input `{{7*7}}` renders `49`; `${7*7}` renders literally. Which engine and how far does it go?"
},
{
"role": "assistant",
"content": "<think>\n`{{7*7}}`→49 but `${7*7}` literal narrows it to a curly-brace engine (Jinja2/Twig), ... | {
"training_source": "gapfill_synthetic",
"signal": true,
"class": "ssti",
"shape": "A",
"gap": "think",
"is_negative": false,
"num_turns": 1,
"grounding": "authored",
"license": "synthetic-authored",
"provenance": "authored",
"has_think": true,
"dataset_key": "3b9113a44f8b8c38a94164923a80b6aff6... | 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": "32388",
"source": "https://www.exploit-db.com/exploits/32388",
"product": "Cars & Vehicle",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"license": "G... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "30811",
"source": "https://www.exploit-db.com/exploits/30811",
"product": "SimpleGallery 0.1.3",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"license"... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 319003,
"class": "pathtraver",
"severity_rating": "high",
"cwe": "CWE-22",
"program": "nodejs-ecosystem",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "2b25d1fd3c51fcd083d8f3e1c75259d... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "jwt",
"bucket": "code_review",
"shape": "A",
"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",
"is_negative": false,
"stack": "node/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authore... | 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 — Chapter 5 desc... | {
"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": "31c5817726... | 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 Cross-Site Request Forgery payloads via HTM... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Cross-Site Request Forgery",
"section": "Cross-Site Request Forgery > Methodology > HTML POST - multipart/form-data With File Upload - Requiring User Interaction",
"cwe": "CWE-352",
"catego... | 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 'Web Security for Developers — Denial-of-Service Attacks: Once you offload s... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Denial of Service",
"cwe": "CWE-400",
"category_type": "scenario",
"chapter": "WSFD — Denial-of-Service Attacks",
"difficulty": "intermediate",
"record_id": "5d98de3256a33e5... | 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": 2058337,
"class": "resource",
"severity_rating": "medium",
"cwe": "CWE-400",
"program": "nextcloud",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "df94b6b4f62bf3f4aef8d7100bfe7134e733... | 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-611",
"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": "41482",
"source": "https://www.exploit-db.com/exploits/41482",
"product": "Aruba AirWave 8.2.3",
"stack": "xml",
"date_published": "2017-03-01",
... | 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": 1322334,
"class": "business_logic",
"severity_rating": "low",
"cwe": "CWE-840",
"program": "automattic",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "189ca195a3096191a057b5c5127c71e2... | 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 Enumerating Esoteric Attack Surfaces (Jann Moon): Wit... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Reconnaissance",
"cwe": "CWE-287",
"category_type": "recon",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "beginner",
"record_id": "fbe8f3ac8... | 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": "Summarize how to identify, exploit (safely), and remediate issues rel... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Client-Side Controls",
"cwe": "",
"category_type": "payload",
"chapter": "Ch5: Bypassing Client-Side Controls",
"difficulty": "intermediate",
"record_id": "8a7542584aac45dd"... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "ssti",
"bucket": "exploitation",
"shape": "B",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"is_negative": false,
"stack": "php/twig",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "autho... | [
{
"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": 779908,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "lab45",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8409a49a7cf12bee1b4cfbf6d8f76874f3c0fe59fda201403... | 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 The Tangled Web — DOCUMENT TYPES (cont.)?"
},
{
... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XML Attacks",
"cwe": "",
"category_type": "payload",
"chapter": "The Tangled Web — DOCUMENT TYPES (cont.)",
"difficulty": "intermediate",
"record_id": "964f0290bda0707b",
... | 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": "10166",
"source": "https://www.exploit-db.com/exploits/10166",
"product": "ActiveTrade 2.0",
"stack": "asp",
"date_published": "2009-11-17",
"tra... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": "GHSA-5jmj-h7xm-6q6v",
"class": "deser",
"severity_rating": "medium",
"cwe": "CWE-915",
"program": "osv_maven",
"quality_score": 3,
"source": "osv",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "cdb7683b75dc3d46433d8d362... | 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 end-to-end API testing methodology effectively (angle: authz matrix testing)?"
},
{
... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "API Testing Methodology",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "Ch 11: API Testing Methodology",
"difficulty": "intermediate",
"record_id": "a36621661... | null |
[
{
"role": "system",
"content": "You are a senior application security trainer specializing in PortSwigger Web Security Academy labs. Teach the official solution methodology clearly and accurately."
},
{
"role": "user",
"content": "How do I solve this PortSwigger Web Security Academy lab?\n\nTitl... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Exploiting NoSQL injection to extract data",
"lab_url": "https://portswigger.net/web-security/nosql-injection/lab-nosql-injection-extract-data",
"category": "NoSQL injection",
"cwe": "CWE-943",
"difficulty": "practitioner",
"has_solution": true... | 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 apply 'Web Security for Developers — How the Internet Works: The Documen... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Browser Security",
"cwe": "",
"category_type": "scripting",
"chapter": "WSFD — How the Internet Works",
"difficulty": "intermediate",
"record_id": "eaf8d6a0f801300f",
"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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "ssrf",
"bucket": "code_review",
"shape": "A",
"cvss_score": 8.6,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:C/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "python/fastapi",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "auth... | 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": "I'm preparing a bug bounty test plan covering Web Application Hacker's ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Client-Side Controls",
"cwe": "",
"category_type": "payload",
"chapter": "Ch5: Bypassing Client-Side Controls",
"difficulty": "intermediate",
"record_id": "6746ab080df65565"... | 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": "50383",
"source": "https://www.exploit-db.com/exploits/50383",
"product": "Apache HTTP Server 2.4.49",
"stack": "multiple",
"date_published": "20... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "Describe the methodology and key techniques for Web Application Hacker's Handbook 2e — TI P... | {
"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": "d7dfd28f7f7bf56b",
... | 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": 964550,
"class": "insecure_design",
"severity_rating": "low",
"cwe": "CWE-657",
"program": "shopify",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "9d286a2a6479168d66ea4f95a2946fe67dd... | null |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "Walk me through Web Security for Developers — Session Hijacking: Sess... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Session Management",
"cwe": "CWE-384",
"category_type": "scenario",
"chapter": "WSFD — Session Hijacking",
"difficulty": "intermediate",
"record_id": "12ab0f063d0b6ac9",
"... | null |
[
{
"role": "system",
"content": "You are a software security assessment instructor. Walk learners through design review, operational review, and source-code auditing methods used to identify and prevent software vulnerabilities."
},
{
"role": "user",
"content": "I'm doing an authorized applicatio... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "design_review",
"cwe": "",
"category_type": "methodology",
"chapter": "Chapter 1: Software Vulnerability Fundamentals",
"difficulty": "advanced",
"record_i... | null |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "For authorized testing, explain: Web Application Hacker's Handbook 2e... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XSS",
"cwe": "CWE-79",
"category_type": "recon",
"chapter": "Ch13: Attacking Users: Other Techniques",
"difficulty": "intermediate",
"record_id": "7d97f33c53734ab5",
"resp... | 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": "17602",
"source": "https://www.exploit-db.com/exploits/17602",
"product": "WordPress Plugin TimThumb 1.32",
"stack": "php",
"date_published": "2011-... | [
{
"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": 2370578,
"class": "info_disclosure",
"severity_rating": "high",
"cwe": "CWE-922",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "5eec04b315099791f448ba43579... | 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": "5088",
"source": "https://www.exploit-db.com/exploits/5088",
"product": "Limbo CMS 1.0.4.2",
"stack": "php",
"date_published": "2008-02-09",
"tra... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"cwe": "CWE-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": "3533",
"source": "https://www.exploit-db.com/exploits/3533",
"product": "Digital Eye CMS 0.1.1b",
"stack": "php",
"date_published": "2007-03-21",... | 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": "4933",
"source": "https://www.exploit-db.com/exploits/4933",
"product": "AuraCMS 1.62",
"stack": "php",
"date_published": "2008-01-18",
"train... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": "1072277_boost_4",
"class": "misconfig",
"severity_rating": "high",
"cwe": "CWE-840",
"program": "logitech",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "6753671fb748c0839737ffb301b9f... | 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": "34016",
"source": "https://www.exploit-db.com/exploits/34016",
"product": "Snipe Gallery 3.1",
"stack": "php",
"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 an expert application security tester. Provide detailed, actionable security testing guidance for authorized engagements only."
},
{
"role": "user",
"content": "Scenario: during a pentest I suspect OAuth 2.0 security issues. How do I confirm and demonstrat... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "OAuth 2.0 Security",
"cwe": "CWE-287",
"category_type": "scenario",
"chapter": "Ch 10: OAuth 2.0 Security",
"difficulty": "intermediate",
"record_id": "e1f484f30b74ef56",
"... | 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": 1878756,
"class": "info_disclosure",
"severity_rating": "medium",
"cwe": "CWE-200",
"program": "deptofdefense",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "5c729995ace254fd3ffef9d69... | null |
[
{
"role": "system",
"content": "You are an expert CTF player and security engineer. Explain how to approach and solve this challenge, grounding every step in real technique for authorized learning and competition."
},
{
"role": "user",
"content": "Describe the 'Level 6' technique used in 'SSTI_L... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "web",
"cwe": "CWE-1336",
"category_type": "exploit_chain",
"chapter": "SSTI_Labs",
"difficulty": "beginner",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"fi... | 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: \"Mo... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Modifying serialized data types",
"lab_url": "https://portswigger.net/web-security/deserialization/exploiting/lab-deserialization-modifying-serialized-data-types",
"category": "Insecure deserialization",
"cwe": "CWE-502",
"difficulty": "practitio... | null |
[
{
"role": "system",
"content": "You are a bug bounty mentor and web security educator. Walk the student through solving the lab using PortSwigger's recommended approach."
},
{
"role": "user",
"content": "I'm stuck on the PortSwigger lab \"Combining web cache poisoning vulnerabilities\" (Expert, ... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Combining web cache poisoning vulnerabilities",
"lab_url": "https://portswigger.net/web-security/web-cache-poisoning/exploiting-design-flaws/lab-web-cache-poisoning-combining-vulnerabilities",
"category": "Web cache poisoning",
"cwe": "CWE-444",
... | 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": "java/spring",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored... | null |
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