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[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "Describe methodology and key techniques for From Day Zero to Zero Day — Mapping Code to Att... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Attack Surface Mapping",
"cwe": "CWE-287",
"category_type": "payload",
"chapter": "Day Zero — Mapping Code to Attack Surface",
"difficulty": "intermediate",
"record_id": "78... | 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 cross-site request forgery (CSRF) effectively (angle: multipart CSRF)?"
},
{
"rol... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "Cross-Site Request Forgery (CSRF)",
"cwe": "CWE-352",
"category_type": "methodology",
"chapter": "Ch 4: Cross-Site Request Forgery",
"difficulty": "intermediate",
"record_id"... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-434",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "38588",
"source": "https://www.exploit-db.com/exploits/38588",
"product": "BloofoxCMS",
"stack": "php",
"date_published": "2013-06-17",
"trai... | 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": 1063493,
"class": "smuggling",
"severity_rating": "low",
"cwe": "CWE-444",
"program": "acronis",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "1f490c8c3c9a58fea481690abcd46c2568175d2d... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-78",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "18243",
"source": "https://www.exploit-db.com/exploits/18243",
"product": "PmWiki 2.2.34",
"stack": "php",
"date_published": "2011-12-14",
"train... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "6993",
"source": "https://www.exploit-db.com/exploits/6993",
"product": "Simple Machines Forum (SMF) 1.1.6",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_tria... | 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": 900619,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "playstation",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "9237773d2a01032a31437894af01eb5a61da1541ca8... | 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": "During a bug bounty I want to try FFUF for Brute Force Rate Limit. What are the payloads a... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Brute Force Rate Limit",
"section": "Brute Force & Rate Limit > Bruteforce > FFUF",
"cwe": "CWE-307",
"category_type": "payload",
"file": "Brute Force Rate Limit/README.md",
"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": "Summarize how to identify, exploit (safely), and remediate issues related to: Enumeratin... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Bug Bounty Methodology",
"cwe": "",
"category_type": "recon",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "beginner",
"record_id": "603b8c24... | 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 Write File as it relates to LaTeX Injection, with the payloads fr... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "LaTeX Injection",
"section": "LaTeX Injection > File Manipulation > Write File",
"cwe": "CWE-94",
"category_type": "payload",
"file": "LaTeX Injection/README.md",
"license": "review-ups... | 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": "8388",
"source": "https://www.exploit-db.com/exploits/8388",
"product": "PHP-Agenda 2.2.5",
"stack": "php",
"date_published": "2009-04-10",... | [
{
"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": "8388",
"source": "https://www.exploit-db.com/exploits/8388",
"product": "PHP-Agenda 2.2.5",
"stack": "php",
"date_published": "2009-04-10",... | 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-287",
"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": "21640",
"source": "https://www.exploit-db.com/exploits/21640",
"product": "Cobalt Qube 3.0",
"stack": "php",
"date_published": "2002-07-24",
"... | 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": "1640",
"source": "https://www.exploit-db.com/exploits/1640",
"product": "AngelineCMS 0.8.1",
"stack": "php",
"date_published": "2006-04-04",
"t... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work."
},
{
"role": "user",
"content": "Walk me through From Day Zero to Zero Day — Taint Analysis: I... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Taint Analysis",
"cwe": "",
"category_type": "payload",
"chapter": "Day Zero — Taint Analysis",
"difficulty": "intermediate",
"record_id": "e367a2c6301c27cf",
"response_le... | 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": 170156,
"class": "xss",
"severity_rating": "informational",
"cwe": "CWE-79",
"program": "revive_adserver",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "97c330678192f285b44a22a0e57ac4... | 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": "33660",
"source": "https://www.exploit-db.com/exploits/33660",
"product": "vBulletin 4.0.2",
"stack": "php",
"date_published": "2010-02-20",
"traini... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior 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-jcc7-9wpm-mj36",
"class": "csrf",
"severity_rating": "informational",
"cwe": "CWE-1385",
"program": "osv_npm",
"quality_score": 3,
"source": "osv",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "16d7a9f82b0f90299f75... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist. Provide attack methodology, verification steps, and remediation advice for authorized testing."
},
{
"role": "user",
"content": "How should I approach misplaced trust in client-side JavaScript during an authorized assessme... | {
"source": "JavaScript Security",
"source_author": "Y.E Liang",
"domain": "web_appsec",
"category": "Client-side Trust / Secure Coding",
"cwe": "CWE-602",
"category_type": "methodology",
"chapter": "Ch 5: Misplaced Trust in the Client",
"difficulty": "intermediate",
"record_id": "4879d6d7c7b7a1c3",
... | 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": "2645",
"source": "https://www.exploit-db.com/exploits/2645",
"product": "ArticleBeach Script 2.0",
"stack": "php",
"date_published": "2006-10-25",
... | [
{
"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-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": "4608",
"source": "https://www.exploit-db.com/exploits/4608",
"product": "JBC Explorer 7.20 RC 1",
"stack": "php",
"date_published": "2007-11-05"... | 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": 953579,
"class": "xss",
"severity_rating": "low",
"cwe": "CWE-1021",
"program": "automattic",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "36b4d519efccdf8d0e52fd9bac8df201795d3d34cbf... | 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": 330349,
"class": "pathtraver",
"severity_rating": "high",
"cwe": "CWE-22",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "6e1f27e507755f53fef72585667ea9a... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"cwe": "CWE-434",
"cvss_score": 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": "39701",
"source": "https://www.exploit-db.com/exploits/39701",
"product": "AirOS 6.x",
"stack": "cgi",
"date_published": "2016-04-15",
"trai... | null |
[
{
"role": "system",
"content": "You are a security researcher. Explain vulnerability classes and testing techniques with concise, practical examples."
},
{
"role": "user",
"content": "What follow-on steps make sense after confirming SQL injection (angle: error-based SQLi)?"
},
{
"role": ... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "SQL Injection",
"cwe": "CWE-89",
"category_type": "exploit_chain",
"chapter": "Ch 5: Exploiting SQL Injection",
"difficulty": "advanced",
"record_id": "7f99dff040ea2cfe",
"... | 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 \"Unprotected admin functionality\" (Acc... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Unprotected admin functionality",
"lab_url": "https://portswigger.net/web-security/access-control/lab-unprotected-admin-functionality",
"category": "Access control vulnerabilities",
"cwe": "CWE-284",
"difficulty": "apprentice",
"has_solution": ... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "8921",
"source": "https://www.exploit-db.com/exploits/8921",
"product": "phpMyAdmin",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"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": "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": "22744",
"source": "https://www.exploit-db.com/exploits/22744",
"product": "Synkron.Web 3.0",
"stack": "asp",
"date_published": "2003-06-06"... | [
{
"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": "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": "39435",
"source": "https://www.exploit-db.com/exploits/39435",
"product": "Apache Sling Framework (Adobe AEM) 2.3.6",
"stack": "multiple",
... | [
{
"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": 1372216,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-639",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "0b44e4da23e1631599592c1b83cd267b1... | 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 Load A Request File for SQL Injection: when to use it ... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "SQL Injection",
"section": "SQLmap > Load A Request File",
"cwe": "CWE-89",
"category_type": "payload",
"file": "SQL Injection/SQLmap.md",
"license": "review-upstream",
"source_author... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": "329645_boost_12",
"class": "tls_transport",
"severity_rating": "critical",
"cwe": "CWE-295",
"program": "ibb",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8f0e2525b256cdf974141ab392... | 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 identification, safe verification, and remediation related to: The Tangled Web — ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "URL/HTTP",
"cwe": "",
"category_type": "scripting",
"chapter": "The Tangled Web — ANATOMY OF THE WEB (cont.)",
"difficulty": "intermediate",
"record_id": "8771dd9a43a7e270",... | 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": "38863",
"source": "https://www.exploit-db.com/exploits/38863",
"product": "NeoBill",
"stack": "php",
"date_published": "2013-12-06",
"training_so... | 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": "38863",
"source": "https://www.exploit-db.com/exploits/38863",
"product": "NeoBill",
"stack": "php",
"date_published": "2013-12-06",
"training_so... | [
{
"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": "16276",
"source": "https://www.exploit-db.com/exploits/16276",
"product": "ADAN Neuronlabs",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triage",
"license": "GPL... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"cwe": "CWE-79",
"cvss_score": 6.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N",
"severity": "medium",
"edb_id": "27825",
"source": "https://www.exploit-db.com/exploits/27825",
"product": "Ocean12 Technologies Calendar Manager Pro 1.0 1",
"stack": "asp",
"date_pub... | 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": "1974",
"source": "https://www.exploit-db.com/exploits/1974",
"product": "SmartSite CMS 1.0",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"license": "G... | 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": "What's the methodology and payload set for Insecure Deserialization (Insecure Deserializat... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Insecure Deserialization",
"section": "Insecure Deserialization",
"cwe": "CWE-502",
"category_type": "payload",
"file": "Insecure Deserialization/README.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": 716761,
"class": "xss",
"severity_rating": "low",
"cwe": "CWE-79",
"program": "starbucks",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "b841b1e632f390e8609e6997a42bb35a8d6dec08dd52d4... | 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": "methodology",
"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 an expert bug bounty hunter and application security instructor. Provide detailed, actionable guidance for authorized security testing only."
},
{
"role": "user",
"content": "What mitigations are effective against API Security Testing?"
},
{
"role"... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"category": "API Security Testing",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch 24: API Hacking — api bugs",
"difficulty": "advanced",
"domain": "web_appsec",
"record_id": "bc61c5b1dea3b6a1",
"response_length": 228,
"nu... | 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": "1012",
"source": "https://www.exploit-db.com/exploits/1012",
"product": "Maxwebportal 1.36",
"stack": "asp",
"date_published": "2005-05-26",
"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": "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": "7769",
"source": "https://www.exploit-db.com/exploits/7769",
"product": "DMXReady Document Library Manager 1.1",
"stack": "asp",
"date_publ... | [
{
"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": "7769",
"source": "https://www.exploit-db.com/exploits/7769",
"product": "DMXReady Document Library Manager 1.1",
"stack": "asp",
"date_publ... | 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": "remediation",
"shape": "A",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "go/gin",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored_para... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work."
},
{
"role": "user",
"content": "Describe the methodology and key techniques for Web Applicati... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Access Control",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "Ch9: Attacking Data Stores",
"difficulty": "intermediate",
"record_id": "cf74b859c8b36021",
... | 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": 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": "5902",
"source": "https://www.exploit-db.com/exploits/5902",
"product": "HoMaP-CMS 0.1",
"stack": "php",
"date_published": "2008-06-22",
"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": 642876,
"class": "redirect",
"severity_rating": "medium",
"cwe": "CWE-601",
"program": "kartpay",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "9a626ac8806252e4f64a41cc7df3648f569a4b5... | 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": 1439552,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-285",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "0bdaaedde7c2b0a217d3d4baa7dc004d9... | null |
[
{
"role": "system",
"content": "You are a security instructor who coaches students through CTF and lab challenges. Give a faithful, step-by-step walkthrough grounded in real exploitation technique, for authorized practice only."
},
{
"role": "user",
"content": "Summarize the CTF cheat-sheet guid... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "web",
"cwe": "",
"category_type": "methodology",
"chapter": "CTF Cheat Sheet",
"difficulty": "beginner",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file":... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "17388",
"source": "https://www.exploit-db.com/exploits/17388",
"product": "Trend Micro Data Loss Prevention Virtual Appliance 5.5",
"stack": "windo... | 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": 275518,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "x",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "63d4c9aa796b88dace909a9cd65cf7126b42af15b7926da5af7b4... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "Describe methodology and key techniques for The Tangled Web — CASCADING STYLE SHEETS during... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "HTML Security",
"cwe": "CWE-287",
"category_type": "payload",
"chapter": "The Tangled Web — CASCADING STYLE SHEETS",
"difficulty": "intermediate",
"record_id": "18aa8af19e16... | 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": "30638",
"source": "https://www.exploit-db.com/exploits/30638",
"product": "GForge 4.6/4.5/3.1",
"stack": "php",
"date_published": "2007-10-04",
"tra... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "For authorized testing, explain: Web Security for Developers — How Programmers Work: Server... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Browser Security",
"cwe": "CWE-287",
"category_type": "scripting",
"chapter": "WSFD — How Programmers Work",
"difficulty": "intermediate",
"record_id": "7d4e2b07c491ec84",
... | null |
[
{
"role": "system",
"content": "You are a senior reverse engineer and systems security analyst. Explain vulnerability mechanisms, debugging methodology, and secure remediation for defensive research."
},
{
"role": "user",
"content": "Can Solaris Zones stop a kernel IOCTL vulnerability from matte... | {
"source": "A Bug Hunter's Diary",
"source_author": "Tobias Klein",
"domain": "web_appsec",
"category": "mitigation",
"cwe": "CWE-476",
"category_type": "methodology",
"chapter": "Chapter 3: Escape from the WWW Zone",
"difficulty": "advanced",
"record_id": "7fe81289d8551c50",
"response_length": 170... | 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-22",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "7011",
"source": "https://www.exploit-db.com/exploits/7011",
"product": "Simple Machines Forum (SMF) 1.1.6",
"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 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-22",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "7011",
"source": "https://www.exploit-db.com/exploits/7011",
"product": "Simple Machines Forum (SMF) 1.1.6",
"stack": "php",
"date_published": "200... | null |
[
{
"role": "system",
"content": "You are an expert penetration tester and bash automation instructor. Provide authorized-testing guidance for writing bash scripts that automate recon, scanning, and enumeration."
},
{
"role": "user",
"content": "Show parameter expansion tricks useful in pentest sc... | {
"source": "Black Hat Bash",
"source_author": "Dolev Farhi and Nick Aleks",
"domain": "web_appsec",
"category": "bash_fundamentals",
"cwe": "",
"category_type": "scripting",
"chapter": "Chapter 1: Bash Basics",
"difficulty": "intermediate",
"record_id": "b46d2b5646a57d16",
"response_length": 196,
... | 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": "During a bug bounty I want to try MSSQL Stacked Query for SQL Injection. Wha... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "SQL Injection",
"section": "MSSQL Injection > MSSQL Stacked Query",
"cwe": "CWE-89",
"category_type": "payload",
"file": "SQL Injection/MSSQL Injection.md",
"license": "review-upstream"... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "8027",
"source": "https://www.exploit-db.com/exploits/8027",
"product": "Gaeste 1.6",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"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": "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": "26761",
"source": "https://www.exploit-db.com/exploits/26761",
"product": "Dell TrueMobile 2300",
"stack": "cgi",
"date_published": "2005-1... | [
{
"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": "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": "36147",
"source": "https://www.exploit-db.com/exploits/36147",
"product": "Free Help Desk 1.1b",
"stack": "php",
"date_published": "2011-09-06",
"... | [
{
"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": "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": "36147",
"source": "https://www.exploit-db.com/exploits/36147",
"product": "Free Help Desk 1.1b",
"stack": "php",
"date_published": "2011-09-06",
"... | 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": "31659",
"source": "https://www.exploit-db.com/exploits/31659",
"product": "PHP-Stats 0.1.9.1",
"stack": "php",
"date_published": "2008-04-17",
"trai... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are 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": "26798",
"source": "https://www.exploit-db.com/exploits/26798",
"product": "Mantis Bug Tracker 0.x/1.0",
"stack": "php",
"date_published": "2005-12-13"... | 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": 1353103,
"class": "csrf",
"severity_rating": "medium",
"cwe": "CWE-352",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "542ebb20fa1a43cdbe52812a5b263fd3aa84e6459ea... | 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": "5198",
"source": "https://www.exploit-db.com/exploits/5198",
"product": "Dream4 Koobi Pro 5.7",
"stack": "php",
"date_published": "2008-02-28",
"... | [
{
"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": 946578,
"class": "resource",
"severity_rating": "high",
"cwe": "CWE-840",
"program": "mtn_group",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "ceafce05bb037717e9152f119ea099c8ea0b13a... | 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": 1887996,
"class": "resource",
"severity_rating": "critical",
"cwe": "CWE-400",
"program": "deptofdefense",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "de29da188c4cd4e901fe0c707335d9... | 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": 925425,
"class": "business_logic",
"severity_rating": "high",
"cwe": "CWE-840",
"program": "mtn_group",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8ea5118bc0e1bd4830395df4a162d0bf6... | 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-22",
"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": "16249",
"source": "https://www.exploit-db.com/exploits/16249",
"product": "phreebooks r30rc4",
"stack": "php",
"date_published": "2011-02-26",
"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 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 — How Programmers Work: Third-party services... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Third-Party Code",
"cwe": "",
"category_type": "reporting",
"chapter": "WSFD — How Programmers Work",
"difficulty": "intermediate",
"record_id": "fcde1fa2930b9b0f",
"respo... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "5653",
"source": "https://www.exploit-db.com/exploits/5653",
"product": "MercuryBoard 1.1.5",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"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 security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "31235",
"source": "https://www.exploit-db.com/exploits/31235",
"product": "Jinzora 2.7.5",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"license": "GPL-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": "Describe methodology and key techniques for Web Security for Develope... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Secure Coding",
"cwe": "CWE-287",
"category_type": "scenario",
"chapter": "WSFD — How Programmers Work",
"difficulty": "intermediate",
"record_id": "adbd41b928ab4d60",
"re... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"cwe": "CWE-434",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"edb_id": "16788",
"source": "https://www.exploit-db.com/exploits/16788",
"product": "ColdFusion 8.0.1",
"stack": "cfm",
"date_published": "2010-11-24",
... | [
{
"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-22",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "6541",
"source": "https://www.exploit-db.com/exploits/6541",
"product": "Galmeta Post CMS 0.2",
"stack": "php",
"date_published": "2008-09-23",
... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-22",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "6541",
"source": "https://www.exploit-db.com/exploits/6541",
"product": "Galmeta Post CMS 0.2",
"stack": "php",
"date_published": "2008-09-23",
... | [
{
"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",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "6541",
"source": "https://www.exploit-db.com/exploits/6541",
"product": "Galmeta Post CMS 0.2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"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": "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": "5175",
"source": "https://www.exploit-db.com/exploits/5175",
"product": "PHPProfiles 4.5.2 Beta",
"stack": "php",
"date_published": "2008-02-23"... | 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": "Summarize how to identify, exploit (safely), and remediate is... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Business Logic",
"cwe": "CWE-840",
"category_type": "methodology",
"chapter": "Ch11: Attacking Application Logic",
"difficulty": "intermediate",
"record_id": "e83b19bd2b55c8... | 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": "7687",
"source": "https://www.exploit-db.com/exploits/7687",
"product": "PlaySms 0.9.3",
"stack": "php",
"date_published": "2009-01-06",
"train... | 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": "What's the general methodology and toolset for M... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "forensics",
"cwe": "",
"category_type": "methodology",
"chapter": "CTF Cheat Sheet",
"difficulty": "beginner",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "ssti",
"bucket": "methodology",
"shape": "A",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"is_negative": false,
"stack": "python/tornado",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "... | 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 Tools technique for Dependency Confusion and list the concrete payloads ... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Dependency Confusion",
"section": "Dependency Confusion > Tools",
"cwe": "CWE-427",
"category_type": "payload",
"file": "Dependency Confusion/README.md",
"license": "review-upstream",
... | 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 \"Blind SQL injection with out-of-band d... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Blind SQL injection with out-of-band data exfiltration",
"lab_url": "https://portswigger.net/web-security/sql-injection/blind/lab-out-of-band-data-exfiltration",
"category": "SQL injection",
"cwe": "CWE-89",
"difficulty": "practitioner",
"has_s... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-78",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "28175",
"source": "https://www.exploit-db.com/exploits/28175",
"product": "Sophos Web Protection Appliance",
"stack": "linux",
"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": "cmdi",
"cwe": "CWE-78",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "28175",
"source": "https://www.exploit-db.com/exploits/28175",
"product": "Sophos Web Protection Appliance",
"stack": "linux",
"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 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": "Summarize how to identify, exploit (safely), and remediate issues relat... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Back-End Components",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch10: Attacking Back-End Components",
"difficulty": "intermediate",
"record_id": "90a70c44b6f43a... | 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": 1379656,
"class": "ssrf",
"severity_rating": "medium",
"cwe": "CWE-918",
"program": "omise",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "01796eeed2dda848541a8ceb246f1c87432684eeceb5... | 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": 1403176,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-639",
"program": "acronis",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "5eb8c46a3d84beb6d3dffff40c5c4cd5... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "Describe the methodology and key techniques for Web Application Hacker'... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Source Code Review",
"cwe": "CWE-287",
"category_type": "recon",
"chapter": "Ch19: Finding Vulnerabilities in Source Code",
"difficulty": "intermediate",
"record_id": "ef55d... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in custom tool development in Go. Keep answers actionable and include short code when useful."
},
{
"role": "user",
"content": "How can I implement keylogging over WebSockets in a Go HTTP server for a lab exercise?"... | {
"source": "Black Hat Go",
"source_author": "Tom Steele, Chris Patten, and Dan Kottmann",
"domain": "web_appsec",
"category": "websocket_keylog",
"cwe": "CWE-200",
"category_type": "tooling",
"chapter": "4 HTTP Servers, Routing, and Middleware",
"difficulty": "advanced",
"record_id": "11e677e9fd5ccf3... | 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": "10928",
"source": "https://www.exploit-db.com/exploits/10928",
"product": "Joomla! Component com_dailymeals",
"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": "1047125_boost_15",
"class": "secrets",
"severity_rating": "medium",
"cwe": "CWE-312",
"program": "stripo",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "dd837a9e01c6600b447ec279e59a01... | 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": 1701378,
"class": "auth",
"severity_rating": "low",
"cwe": "CWE-287",
"program": "rocket_chat",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e0417a33bbfffe63bb20074400b39b39405279a2e... | 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": "Walk me through Web Security for Developers — Denial-of-Servi... | {
"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": "064ca569b85dde1... | 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": "2450",
"source": "https://www.exploit-db.com/exploits/2450",
"product": "TagIt! Tagboard 2.1.b b2",
"stack": "php",
"date_published": "2006-09-2... | null |
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