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{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "7475",
"source": "https://www.exploit-db.com/exploits/7475",
"product": "BabbleBoard 1.1.6",
"stack": "php",
"date_published": "2008-12-15",
"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 teaching web exploitation. Give faithful, technique-focused answers with real payloads for authorized testing and education."
},
{
"role": "user",
"content": "During a bug bounty I want to try MSSQL Write File for SQL Injection. What ... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "SQL Injection",
"section": "MSSQL Injection > MSSQL File Manipulation > MSSQL Write File",
"cwe": "CWE-89",
"category_type": "payload",
"file": "SQL Injection/MSSQL Injection.md",
"lice... | 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": 1087061,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8a7bbf3bff8e93cf2ee0d271ad08e5cdfabae75fbc2ad... | 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": 2487889,
"class": "access_control",
"severity_rating": "critical",
"cwe": "CWE-639",
"program": "security",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d457ce8fb9ede07d4f965c71e6b0d... | 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": "Explain the Oracle SQL Out of Band technique for SQL Injection and list the concrete... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "SQL Injection",
"section": "Oracle SQL Injection > Oracle SQL Out of Band",
"cwe": "CWE-89",
"category_type": "payload",
"file": "SQL Injection/OracleSQL Injection.md",
"license": "revi... | 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": "32588",
"source": "https://www.exploit-db.com/exploits/32588",
"product": "BoutikOne CMS",
"stack": "php",
"date_published": "2008-11-17",
"training... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "3311",
"source": "https://www.exploit-db.com/exploits/3311",
"product": "Jupiter CMS 1.1.5",
"stack": "php",
"date_published": "2007-02-14",
... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"cwe": "CWE-98",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "2965",
"source": "https://www.exploit-db.com/exploits/2965",
"product": "TextSend 1.5",
"stack": "php",
"date_published": "2006-12-20",
"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": "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": "28514",
"source": "https://www.exploit-db.com/exploits/28514",
"product": "SQL-Ledger 2.6.x/LedgerSMB 1.0",
"stack": "cgi",
"date_published": "... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"cwe": "CWE-98",
"cvss_score": 8.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H",
"severity": "high",
"edb_id": "865",
"source": "https://www.exploit-db.com/exploits/865",
"product": "PHP mcNews 1.3",
"stack": "php",
"date_published": "2005-03-07",
"training_sour... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"cwe": "CWE-98",
"cvss_score": 8.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H",
"severity": "high",
"edb_id": "865",
"source": "https://www.exploit-db.com/exploits/865",
"product": "PHP mcNews 1.3",
"stack": "php",
"date_published": "2005-03-07",
"training_sour... | [
{
"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": "ssrf",
"bucket": "methodology",
"shape": "A",
"cvss_score": 8.6,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:C/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "go/gin",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored_par... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"cwe": "CWE-200",
"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": "34840",
"source": "https://www.exploit-db.com/exploits/34840",
"product": "Ronny CMS 1.1 r935",
"stack": "php",
"date_published": "2010-10-13",
"tr... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1838674,
"class": "cmdi",
"severity_rating": "critical",
"cwe": "CWE-94",
"program": "owncloud",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "bfb369588f345bdc58ffc2268c72f269afb4068e... | 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 ### Bug-Bounty Tools?"
},
{
"role": "assista... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "JWT",
"cwe": "CWE-347",
"category_type": "recon",
"chapter": "README Bug-Bounty Material",
"difficulty": "intermediate",
"record_id": "bae99609d8e0dbb8",
"response_length"... | 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": "29763",
"source": "https://www.exploit-db.com/exploits/29763",
"product": "W-Agora 4.2.1",
"stack": "php",
"date_published": "2007-03-20",
"tr... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "29763",
"source": "https://www.exploit-db.com/exploits/29763",
"product": "W-Agora 4.2.1",
"stack": "php",
"date_published": "2007-03-20",
"tr... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 3632577,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-732",
"program": "aws_vdp",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "015fb5c5dc1aec3f0199f48f340e9ad4... | 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": 423022,
"class": "csrf",
"severity_rating": "high",
"cwe": "CWE-352",
"program": "discourse",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "a568b6be4309a9e6d0eddba8a6049dbfd86abc720d5... | 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 \"Web cache poisoning via an unkeyed query string\" (Practi... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Web cache poisoning via an unkeyed query string",
"lab_url": "https://portswigger.net/web-security/web-cache-poisoning/exploiting-implementation-flaws/lab-web-cache-poisoning-unkeyed-query",
"category": "Web cache poisoning",
"cwe": "CWE-444",
"d... | 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": "Give me a rundown of RCE using Metasploit for Java RMI: when to use it and the payloads in... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Java RMI",
"section": "Java RMI > Methodology > RCE using Metasploit",
"cwe": "CWE-502",
"category_type": "payload",
"file": "Java RMI/README.md",
"license": "review-upstream",
"sourc... | 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 identification, safe verification, and remediation related ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Browser Security",
"cwe": "",
"category_type": "payload",
"chapter": "The Tangled Web — BROWSER-SIDE SCRIPTS (cont.)",
"difficulty": "intermediate",
"record_id": "a2c72e9452... | 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": "36133",
"source": "https://www.exploit-db.com/exploits/36133",
"product": "Orion Network Performance Monitor 10.1.3",
"stack": "asp",
"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 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 Programmers Work: PART II' when... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "HTTP Fundamentals",
"cwe": "",
"category_type": "payload",
"chapter": "WSFD — How Programmers Work",
"difficulty": "intermediate",
"record_id": "1c311617ba214898",
"respon... | null |
[
{
"role": "system",
"content": "You are a senior red team operator who writes custom tools in Go. Help the user implement practical scanners, clients, and post-exploitation helpers under authorized engagements."
},
{
"role": "user",
"content": "List defensive recommendations corresponding to the... | {
"source": "Black Hat Go",
"source_author": "Tom Steele, Chris Patten, and Dan Kottmann",
"domain": "web_appsec",
"category": "hardening",
"cwe": "",
"category_type": "reporting",
"chapter": "14 Building a Command-and-Control RAT",
"difficulty": "intermediate",
"record_id": "27672451629b241e",
"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": "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": "39270",
"source": "https://www.exploit-db.com/exploits/39270",
"product": "WordPress Plugin WhyDoWork AdSense",
"stack": "php",
"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": "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": "39270",
"source": "https://www.exploit-db.com/exploits/39270",
"product": "WordPress Plugin WhyDoWork AdSense",
"stack": "php",
"date_published": "2... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are 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": "25267",
"source": "https://www.exploit-db.com/exploits/25267",
"product": "Invision Power Board 1.x/2.0",
"stack": "php",
"date_published":... | 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": 1436558,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "brave",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "f68e9ad4056c76b54e6e30ffeffd798aa35815218f0b245f... | 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": 473811,
"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": "9e7d28b0fc6235b316c27e99a773e54... | 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-98",
"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": "41927",
"source": "https://www.exploit-db.com/exploits/41927",
"product": "HPE OpenCall Media Platform (OCMP) 4.3.2",
"stack": "multiple",
"date_publi... | 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": "Explain Web Application Hacker's Handbook 2e — This approach recogniz... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "Ch2: Core Defense Mechanisms",
"difficulty": "intermediate",
"record_id": "f7cbc1997f6aeea4",
... | 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": 378148,
"class": "cmdi",
"severity_rating": "critical",
"cwe": "CWE-77",
"program": "gitlab",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e27221fe50f6ed98cb2b1dfebbe97f20f1f8024fb3c... | 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": 565883,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-807",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "91b4b914863ba5287b820daa9eb67ba161... | 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 \"User ID controlled by request paramete... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "User ID controlled by request parameter with data leakage in redirect",
"lab_url": "https://portswigger.net/web-security/access-control/lab-user-id-controlled-by-request-parameter-with-data-leakage-in-redirect",
"category": "Access control vulnerabil... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist and instructor. Explain vulnerability techniques, payloads, and bypasses for legitimate, authorized assessments."
},
{
"role": "user",
"content": "What's the methodology and payload set for Evil Regex (Regular Expression)?"... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Regular Expression",
"section": "Regular Expression > Methodology > Evil Regex",
"cwe": "CWE-1333",
"category_type": "payload",
"file": "Regular Expression/README.md",
"license": "revie... | 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": "32679",
"source": "https://www.exploit-db.com/exploits/32679",
"product": "Openfire 3.6.2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"license": "GP... | 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": "remediation",
"shape": "A",
"cvss_score": 8.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:N",
"severity": "high",
"is_negative": false,
"stack": "oauth",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored_par... | null |
[
{
"role": "system",
"content": "You are a principal application security engineer. Cover memory safety, OS privilege models, IPC, synchronization, protocol parsing, and web application flaws with actionable audit guidance."
},
{
"role": "user",
"content": "In the context of 'Web-Specific Conside... | {
"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": "methodology",
"chapter": "Chapter 3: Operational Review",
"difficulty": "advanced",
"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": 1212235,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "mtn_group",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "ae63ba467e5b13090334a616a827f83528374d7723... | 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-9vw2-f4vp-x7gf",
"class": "codeinj",
"severity_rating": "medium",
"cwe": "CWE-94",
"program": "github_advisory",
"quality_score": 4,
"source": "ghsa",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8cac7aa88f8170c2f... | 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": "During a bug bounty I want to try SQLite String Methodology for SQL Injecti... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "SQL Injection",
"section": "SQLite Injection > SQLite String > SQLite String Methodology",
"cwe": "CWE-89",
"category_type": "payload",
"file": "SQL Injection/SQLite Injection.md",
"lic... | 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": "31739",
"source": "https://www.exploit-db.com/exploits/31739",
"product": "TLM CMS 1.1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"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": "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": "3423",
"source": "https://www.exploit-db.com/exploits/3423",
"product": "PHP-Nuke Module PostGuestbook 0.6.1",
"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": "deser",
"bucket": "code_review",
"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": "python/flask",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "a... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "Walk me through Web Application Hacker's Handbook 2e — The Padding Orac... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Application Server",
"cwe": "",
"category_type": "reporting",
"chapter": "Ch18: Attacking the Application Server",
"difficulty": "intermediate",
"record_id": "1d78d5f628afd4... | 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": "26049",
"source": "https://www.exploit-db.com/exploits/26049",
"product": "VBZoom 1.0/1.11",
"stack": "php",
"date_published": "2005-07-29",
"traini... | null |
[
{
"role": "system",
"content": "You are an expert GraphQL security tester. Provide detailed, authorized testing guidance for attacking and hardening GraphQL APIs."
},
{
"role": "user",
"content": "Provide a GraphQL injection and forgery checklist."
},
{
"role": "assistant",
"content"... | {
"source": "Black Hat GraphQL",
"source_author": "Nick Aleks and Dolev Farhi",
"domain": "web_appsec",
"category": "checklist",
"cwe": "CWE-74",
"category_type": "methodology",
"chapter": "Appendix A Testing Checklist",
"difficulty": "advanced",
"record_id": "b54ae0f4686055f1",
"response_length": 2... | null |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "I'm preparing a bug bounty test plan covering Web Application Hacker'... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Tooling",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch20: A Web Application Hacker’s Toolkit",
"difficulty": "intermediate",
"record_id": "78f9d68419e062f8",
... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "23791",
"source": "https://www.exploit-db.com/exploits/23791",
"product": "SpiderSales 2.0 Shopping Cart",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"cwe": "CWE-89",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"edb_id": "26826",
"source": "https://www.exploit-db.com/exploits/26826",
"product": "Netref 3.0",
"stack": "php",
"date_published": "2005-12-14",
"training... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": "401483_boost_7",
"class": "csrf",
"severity_rating": "medium",
"cwe": "CWE-352",
"program": "chaturbate",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "210560c22c6035e59c91bbcbd79db99... | 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": 1195325,
"class": "access_control",
"severity_rating": "critical",
"cwe": "CWE-284",
"program": "deptofdefense",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "385168bd111d272156b0ba1a... | 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": 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": "30445",
"source": "https://www.exploit-db.com/exploits/30445",
"product": "Joomla! Component Tour de France Pool 1.0.1 Module",
"stack": "php",
... | 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": "31098",
"source": "https://www.exploit-db.com/exploits/31098",
"product": "Simple OS CMS 0.1c_beta",
"stack": "php",
"date_published": "2008-02-04"... | null |
[
{
"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": "During a bug bounty I want to try MSSQL Union Based for SQL Injection... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "SQL Injection",
"section": "MSSQL Injection > MSSQL Union Based",
"cwe": "CWE-89",
"category_type": "payload",
"file": "SQL Injection/MSSQL Injection.md",
"license": "review-upstream",
... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 906907,
"class": "access_control",
"severity_rating": "high",
"cwe": "CWE-639",
"program": "irccloud",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "dc6446363c4ee121a271abaecf5ab619ed... | 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": "factory_tail_modern",
"evidence": "authored_parametr... | 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": "386735_boost_10",
"class": "tls_transport",
"severity_rating": "low",
"cwe": "CWE-319",
"program": "chaturbate",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "40532406fb0f15ad2c29df07... | 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": 1342009,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "68f397f48772fe43bf16cdc772138d938ef7bdb6e30fc7b... | 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): For... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "HTTP Fundamentals",
"cwe": "CWE-287",
"category_type": "scripting",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "beginner",
"record_id": "0b... | 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": "6695",
"source": "https://www.exploit-db.com/exploits/6695",
"product": "PHP Auto Dealer 2.7",
"stack": "php",
"date_published": "2008-10-07",
"t... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "33254",
"source": "https://www.exploit-db.com/exploits/33254",
"product": "IBM Lotus Connections 2.0.1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"lic... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "info_disclosure",
"cwe": "CWE-200",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"edb_id": "26344",
"source": "https://www.exploit-db.com/exploits/26344",
"product": "WebGUI 6.x",
"stack": "cgi",
"date_published": "2005-10-12",
"... | [
{
"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": "26344",
"source": "https://www.exploit-db.com/exploits/26344",
"product": "WebGUI 6.x",
"stack": "cgi",
"date_published": "2005-10-12",
"... | 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": "38408",
"source": "https://www.exploit-db.com/exploits/38408",
"product": "Jaow CMS",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"license": "GPL-2.0-... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "5473",
"source": "https://www.exploit-db.com/exploits/5473",
"product": "XOOPS Module Recipe 2.2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triage",
"license"... | 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 Application Hacker's Handbook 2e — In some implementations, this fun... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "Ch6: Attacking Authentication",
"difficulty": "intermediate",
"record_id": "4e16b2095b949129",... | 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 — Testing the Quality of Ran... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Session Management",
"cwe": "CWE-384",
"category_type": "scripting",
"chapter": "Ch7: Attacking Session Management",
"difficulty": "intermediate",
"record_id": "6631b9921c9c... | 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": "33376",
"source": "https://www.exploit-db.com/exploits/33376",
"product": "klinza Professional CMS 5.0.1",
"stack": "php",
"date_published": "200... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are 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 \"Weak isolation on dual-use endpoint\" (Practitioner, Busi... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Weak isolation on dual-use endpoint",
"lab_url": "https://portswigger.net/web-security/logic-flaws/examples/lab-logic-flaws-weak-isolation-on-dual-use-endpoint",
"category": "Business logic vulnerabilities",
"cwe": "CWE-840",
"difficulty": "pract... | 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": "report",
"shape": "A",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "dotnet/aspnet",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored_pa... | 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 'From Day Zero to Zero Day — Taint Analysis: Once you resolve the dependency... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Taint Analysis",
"cwe": "",
"category_type": "methodology",
"chapter": "Day Zero — Taint Analysis",
"difficulty": "intermediate",
"record_id": "91d7f8235a97893e",
"respons... | 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": "Summarize how to identify, exploit (safely), and remediate issues related to: Web Applicati... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XSS",
"cwe": "CWE-79",
"category_type": "scripting",
"chapter": "Ch13: Attacking Users: Other Techniques",
"difficulty": "intermediate",
"record_id": "f14d14004eaaf8cb",
"... | 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": 1245762,
"class": "auth",
"severity_rating": "high",
"cwe": "CWE-287",
"program": "zenly",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "132c8b2a3b0f753c20cb91115752873d847a7cbd3aa68e... | 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": "921704_boost_4",
"class": "cache_poisoning",
"severity_rating": "medium",
"cwe": "CWE-400",
"program": "automattic",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "37d0d1f680f7e6ea00e5... | 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": "28058",
"source": "https://www.exploit-db.com/exploits/28058",
"product": "Eduha Meeting",
"stack": "php",
"date_published": "2006-06-19",
"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": "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": "28058",
"source": "https://www.exploit-db.com/exploits/28058",
"product": "Eduha Meeting",
"stack": "php",
"date_published": "2006-06-19",
"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": "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": "23447",
"source": "https://www.exploit-db.com/exploits/23447",
"product": "SiteInteractive Subscribe Me",
"stack": "cgi",
"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 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": "For 'Flight', how do you handle the 'Lateral Mov... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "box",
"cwe": "",
"category_type": "exploit_chain",
"chapter": "HackTheBox",
"difficulty": "beginner",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file": "3... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-94",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "38140",
"source": "https://www.exploit-db.com/exploits/38140",
"product": "VoipNow Service Provider Edition",
"stack": "php",
"date_published": "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": "cmdi",
"cwe": "CWE-94",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "38140",
"source": "https://www.exploit-db.com/exploits/38140",
"product": "VoipNow Service Provider Edition",
"stack": "php",
"date_published": "20... | 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": "6041",
"source": "https://www.exploit-db.com/exploits/6041",
"product": "facebook newsroom CMS 0.5.0 Beta 1",
"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 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": 1223565,
"class": "input_validation",
"severity_rating": "high",
"cwe": "CWE-20",
"program": "curl",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e5ad766f36fa822831aef971b0ea12a192b8... | 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": "Explain the Server Side Include Injection technique for Ser... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Server Side Include Injection",
"section": "Server Side Include Injection",
"cwe": "CWE-97",
"category_type": "payload",
"file": "Server Side Include Injection/README.md",
"license": "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": 881115,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "starbucks",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "2b511e43630c21e4446223bdbb690dfb0ca64d9434597... | 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 — Cross-Site Request Forgery Attacks: You shoul... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "CSRF",
"cwe": "CWE-352",
"category_type": "scripting",
"chapter": "WSFD — Cross-Site Request Forgery Attacks",
"difficulty": "intermediate",
"record_id": "c0e01f2a1fd93f1f",... | 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": "22865",
"source": "https://www.exploit-db.com/exploits/22865",
"product": "ProductCart 1.5/1.6/2.0",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"licens... | 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": 2218334,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-639",
"program": "security",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "9543ffbd303c7d9bbc256a381e73325... | 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-918",
"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": "27286",
"source": "https://www.exploit-db.com/exploits/27286",
"product": "MiCasaVerde VeraLite 1.5.408",
"stack": "hardware",
"date_published":... | null |
[
{
"role": "system",
"content": "You are an expert GraphQL security tester. Provide detailed, authorized testing guidance for attacking and hardening GraphQL APIs."
},
{
"role": "user",
"content": "What schema design patterns reduce GraphQL authz bugs?"
},
{
"role": "assistant",
"cont... | {
"source": "Black Hat GraphQL",
"source_author": "Nick Aleks and Dolev Farhi",
"domain": "web_appsec",
"category": "authz_bypass",
"cwe": "CWE-862",
"category_type": "methodology",
"chapter": "7 Authentication and Authorization Bypasses",
"difficulty": "advanced",
"record_id": "debd27e2e1ec7585",
"... | 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 \"SQL injection attack, listing the data... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "SQL injection attack, listing the database contents on non-Oracle databases",
"lab_url": "https://portswigger.net/web-security/sql-injection/examining-the-database/lab-listing-database-contents-non-oracle",
"category": "SQL injection",
"cwe": "CWE-... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": "712376_boost_49",
"class": "clickjacking",
"severity_rating": "low",
"cwe": "CWE-1021",
"program": "mycrypto",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "0a59f643c326a830092ae38b00... | 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": "Help me understand Phar Deserialization as it relates to Insecure Deserialization, w... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Insecure Deserialization",
"section": "PHP Deserialization > Phar Deserialization",
"cwe": "CWE-502",
"category_type": "payload",
"file": "Insecure Deserialization/PHP.md",
"license": "... | null |
[
{
"role": "system",
"content": "You are a web security instructor specializing in the hacker mindset and manual testing. Guide the learner through finding bugs on programs where they have permission to test."
},
{
"role": "user",
"content": "Why do you bother testing payment and upgrade features... | {
"source": "zseano's methodology",
"source_author": "zseano",
"domain": "web_appsec",
"category": "payment / business logic",
"cwe": "CWE-840",
"category_type": "scenario",
"chapter": "Step One: Getting a feel for things",
"difficulty": "advanced",
"record_id": "5275cfa0d4955f93",
"response_length"... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"cwe": "CWE-98",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "2505",
"source": "https://www.exploit-db.com/exploits/2505",
"product": "JASmine 0.0.2",
"stack": "php",
"date_published": "2006-10-10",
"training... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"cwe": "CWE-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": "21905",
"source": "https://www.exploit-db.com/exploits/21905",
"product": "phpMyNewsletter 0.6.10",
"stack": "php",
"date_published": "2002-10-03",
... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "40264",
"source": "https://www.exploit-db.com/exploits/40264",
"product": "JVC IP-Camera VN-T216VPRU",
"stack": "cgi",
"date_published": "2... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "I'm preparing a bug bounty test plan covering Enumerating Esoteric Attack Surfaces (Jann Mo... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Reporting",
"cwe": "",
"category_type": "reporting",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "intermediate",
"record_id": "1ec420a2ffbbe... | 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": "35476",
"source": "https://www.exploit-db.com/exploits/35476",
"product": "WordPress Plugin Rating-Widget 1.3.1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_tri... | null |
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