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{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
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[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
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"dataset_key": "b370aca7bef10396969b26f90a8de487ea190c273f04... | 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... | {
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"product": "SUMON 0.7.0",
"stack": "php",
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"training... | [
{
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[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
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"stack": "php",
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"training... | 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": "How do I apply 'From Day Zero to Zero Day — Mapping Code to Attack Surf... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Injection",
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"difficulty": "intermediate",
"record_id": "93e35e0e51b1656c"... | 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... | {
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"source": "https://www.exploit-db.com/exploits/30141",
"product": "Hunkaray Okul Portaly 1.1",
"stack": "asp",
"date_published": "2007-06-0... | 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": "How do I test for Web Application Hacker's Handbook 2e — Preventing DOM... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XSS",
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"chapter": "Ch12: Attacking Users: Cross-Site Scripting",
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"record_id": "fb14383f1a50384d",... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
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"edb_id": "10096",
"source": "https://www.exploit-db.com/exploits/10096",
"product": "OS Commerce 2.2r2",
"stack": "php",
"date_published": "2009-11-13",
"trai... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
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"source": "https://www.exploit-db.com/exploits/10096",
"product": "OS Commerce 2.2r2",
"stack": "php",
"date_published": "2009-11-13",
"trai... | [
{
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"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "ssrf",
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"stack": "python/fastapi",
"source": "synthetic-modern",
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"evidence": "authored_... | 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": "What should a web pentester know about The Tangled Web — EXTRINSIC SITE PRIVILEGE... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-287",
"category_type": "payload",
"chapter": "The Tangled Web — EXTRINSIC SITE PRIVILEGES (cont.)",
"difficulty": "intermediate",
"record_id": "... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web and API security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "What's a solid methodology for finding issues related to API discovery and ... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Discovery / Recon",
"cwe": "CWE-200",
"category_type": "methodology",
"chapter": "Ch 6: Discovering APIs",
"difficulty": "intermediate",
"record_id": "a667f2c72ae0469e",
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"... | 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",
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"source": "https://www.exploit-db.com/exploits/21557",
"product": "ZeroBoard 4.1",
"stack": "php",
"date_published": "2002-06-15",
"train... | [
{
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"properties": {
"args": {
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... |
[
{
"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 Wrapper input:// for File Inclusion: when to use it and the payloads ... | {
"source": "PayloadsAllTheThings",
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"section": "Inclusion Using Wrappers > Wrapper input://",
"cwe": "CWE-98",
"category_type": "payload",
"file": "File Inclusion/Wrappers.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... | {
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"dataset_key": "7874f534f5edaddb9b236d38690a9516d0e7eb74d4e... | 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": "What happens during 'nmap' when so... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "box",
"cwe": "",
"category_type": "recon",
"chapter": "TryHackMe",
"difficulty": "advanced",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file": "3.Boxes/Tr... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"cwe": "CWE-89",
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"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": "17265",
"source": "https://www.exploit-db.com/exploits/17265",
"product": "Joomla! Component com_hello",
"stack": "php",
"date_published": "2011-... | 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": 1820953,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-284",
"program": "shopify",
"quality_score": 10,
"source": "h1",
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"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "76ed9e68542e5fd79d08decabfd38aa7... | 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": 1223882,
"class": "info_disclosure",
"severity_rating": "low",
"cwe": "CWE-200",
"program": "curl",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "85439792caa11e30f3ea5b9e62497f668eaf9... | 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-89",
"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": "34084",
"source": "https://www.exploit-db.com/exploits/34084",
"product": "L2Web LineWeb 1.0.5",
"stack": "php",
"date_published": "2010-01-06"... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 864701,
"class": "proto_pollution",
"severity_rating": "high",
"cwe": "CWE-400",
"program": "nodejs-ecosystem",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "aea910f08f012d0b04f2df88bc... | 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": "1858",
"source": "https://www.exploit-db.com/exploits/1858",
"product": "AssoCIateD CMS 1.1.3",
"stack": "php",
"date_published": "2006-06-01",... | 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": "2235",
"source": "https://www.exploit-db.com/exploits/2235",
"product": "PHProjekt 6.1",
"stack": "php",
"date_published": "2006-08-21",
"training... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xxe",
"cwe": "CWE-89",
"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": "11279",
"source": "https://www.exploit-db.com/exploits/11279",
"product": "Joomla! Component com_kunena",
"stack": "php",
"date_published": "2010-01-28"... | 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": "xxe",
"cwe": "CWE-89",
"cvss_score": 7.5,
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"severity": "high",
"edb_id": "11279",
"source": "https://www.exploit-db.com/exploits/11279",
"product": "Joomla! Component com_kunena",
"stack": "php",
"date_published": "2010-01-28"... | [
{
"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 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 Enumerating Esoteric Attack Surfaces (Jann Moon): Setting the CSP... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Reconnaissance",
"cwe": "",
"category_type": "recon",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "beginner",
"record_id": "b056e9aaa7f62eed... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in API security. Help the user assess GraphQL endpoints safely and thoroughly."
},
{
"role": "user",
"content": "Describe testing DVGA for SQLi with Burp Suite at a high level."
},
{
"role": "assistant",
... | {
"source": "Black Hat GraphQL",
"source_author": "Nick Aleks and Dolev Farhi",
"domain": "web_appsec",
"category": "sql_injection",
"cwe": "CWE-89",
"category_type": "scenario",
"chapter": "8 Injection",
"difficulty": "intermediate",
"record_id": "a9ce0ae603c43a44",
"response_length": 270,
"num_t... | 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": 544329,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-639",
"program": "x",
"quality_score": 12,
"source": "h1",
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"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "b0f7cb82b57fa71d140eab930cba40e6d44334e... | 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": "24631",
"source": "https://www.exploit-db.com/exploits/24631",
"product": "PD9 Software MegaBBS 2.0/2.1",
"stack": "asp",
"date_published": "2004-0... | [
{
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"function": {
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"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
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"severity": "medium",
"edb_id": "23767",
"source": "https://www.exploit-db.com/exploits/23767",
"product": "Invision Power Board (IP.Board) 1.3",
"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": "rfi",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "28037",
"source": "https://www.exploit-db.com/exploits/28037",
"product": "mcGuestbook 1.3",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"license": "G... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "deser",
"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": "ruby/rails",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | 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": "What should a web pentester know about Web Security for Devel... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Don’t Be an Accessory",
"cwe": "",
"category_type": "scenario",
"chapter": "WSFD — Don’t Be an Accessory",
"difficulty": "intermediate",
"record_id": "81fc66361cd75d32",
"... | 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": 311216,
"class": "pathtraver",
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"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "aab3db4db89186733754b0baf9354f5... | 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": "Walk me through Web Application Hacker's Handbook 2e — Functional components that may be se... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Source Code Review",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch19: Finding Vulnerabilities in Source Code",
"difficulty": "intermediate",
"record_id": "78ad81... | 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": "14465",
"source": "https://www.exploit-db.com/exploits/14465",
"product": "sNews 1.7",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage",
"license": "GPL... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web and API security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "What's a solid methodology for finding issues related to API fuzzing and pa... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Fuzzing",
"cwe": "CWE-20",
"category_type": "methodology",
"chapter": "Ch 9: API Fuzzing",
"difficulty": "intermediate",
"record_id": "480cc4f37ad83c19",
"response_length": 265,
"num_turns": 3,
... | 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": 1096560,
"class": "access_control",
"severity_rating": "critical",
"cwe": "CWE-639",
"program": "x",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "45cc6686962c181926fb98ef6289bf49231f... | 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",
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"cvss_score": 7.5,
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"severity": "high",
"edb_id": "15199",
"source": "https://www.exploit-db.com/exploits/15199",
"product": "Cilem Haber 1.4.4 (Tr)",
"stack": "asp",
"date_published": "2010... | [
{
"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": "15199",
"source": "https://www.exploit-db.com/exploits/15199",
"product": "Cilem Haber 1.4.4 (Tr)",
"stack": "asp",
"date_published": "2010... | 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-89",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "5554",
"source": "https://www.exploit-db.com/exploits/5554",
"product": "Galleristic 1.0",
"stack": "php",
"date_published": "2008-05-07",
"traini... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "28821",
"source": "https://www.exploit-db.com/exploits/28821",
"product": "Maintain 3.0.0-RC2",
"stack": "php",
"date_published": "2006-10-16",
... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "ssrf",
"bucket": "exploitation",
"shape": "B",
"cvss_score": 8.6,
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"severity": "high",
"is_negative": false,
"stack": "node/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "autho... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are 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": "4129",
"source": "https://www.exploit-db.com/exploits/4129",
"product": "Ripe Website Manager (CMS) 0.8.9",
"stack": "php",
"date_published": "2007-... | 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": "17689",
"source": "https://www.exploit-db.com/exploits/17689",
"product": "WordPress Plugin Menu Creator 1.1.7",
"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": 3619409,
"class": "access_control",
"severity_rating": "high",
"cwe": "CWE-284",
"program": "monero",
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"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "696a6823929e660ca9970f870d3a7124178... | 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": 1741430,
"class": "csrf",
"severity_rating": "medium",
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"program": "nextcloud",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e86beb141e6ef526fe770d8de02ba01f36e19aab... | 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": "During a bug bounty I want to try System Prompt for Prompt ... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Prompt Injection",
"section": "Prompt Injection > System Prompt",
"cwe": "CWE-1427",
"category_type": "payload",
"file": "Prompt Injection/README.md",
"license": "review-upstream",
"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": "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": "31313",
"source": "https://www.exploit-db.com/exploits/31313",
"product": "Juniper Networks Secure Access 2000 Web",
"stack": "cgi",
"date_... | 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": "31313",
"source": "https://www.exploit-db.com/exploits/31313",
"product": "Juniper Networks Secure Access 2000 Web",
"stack": "cgi",
"date_... | [
{
"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": 2371019,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "automattic",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "2ca517dab9b498b1abe70c09da3dfde0da05b80d6ab... | 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": 1106238,
"class": "proto_pollution",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "def0bdece7e6c38a6458ce89ae8cbe866042... | 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": "2540",
"source": "https://www.exploit-db.com/exploits/2540",
"product": "Cdsagenda 4.2.9",
"stack": "php",
"date_published": "2006-10-13",
"traini... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"cwe": "CWE-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": "28048",
"source": "https://www.exploit-db.com/exploits/28048",
"product": "RahnemaCo",
"stack": "php",
"date_published": "2006-06-17",
"training_s... | [
{
"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": 2081316,
"class": "sqli",
"severity_rating": "high",
"cwe": "CWE-89",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "efaecc9fcfbf58fc57b206fba5b1ef715db1ee1... | 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-m46p-ggm5-5j83",
"class": "xss",
"severity_rating": "informational",
"cwe": "CWE-79",
"program": "osv_rubygems",
"quality_score": 3,
"source": "osv",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "9b723510d8776d6dbd... | 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": 1314172,
"class": "auth",
"severity_rating": "high",
"cwe": "CWE-287",
"program": "mtn_group",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "b49ba434d7a4e8023b95e79a6ac38dff258cf867b3... | 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": 850775,
"class": "pathtraver",
"severity_rating": "medium",
"cwe": "CWE-22",
"program": "ibb",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "a05a3d68a69c4087fbbc863e52547b80674ca99bc0... | null |
[
{
"role": "system",
"content": "You are an expert application security tester. Provide detailed, actionable security testing guidance for authorized engagements only."
},
{
"role": "user",
"content": "What controls mitigate end-to-end API testing methodology effectively (angle: regression of API... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "API Testing Methodology",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "Ch 11: API Testing Methodology",
"difficulty": "intermediate",
"record_id": "7f9b9e56a... | 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": "12270",
"source": "https://www.exploit-db.com/exploits/12270",
"product": "Joomla! Component com_pandafminigames",
"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": 804772,
"class": "proto_pollution",
"severity_rating": "critical",
"cwe": "CWE-400",
"program": "nodejs-ecosystem",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "802376aa27f9d94349922f... | null |
[
{
"role": "system",
"content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share your methodology clearly and keep testing within program scope."
},
{
"role": "user",
"content": "What controls mitigate OWASP API Top 10 style issues effectively (angle: common API failure p... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Insecurities (OWASP API Top 10)",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch 3: API Insecurities",
"difficulty": "intermediate",
"record_id": "91d7d0a48d132956",
"response_length": 4... | null |
[
{
"role": "system",
"content": "You are an expert web application security tester and bug bounty hunter. Provide detailed, actionable guidance for authorized security testing only."
},
{
"role": "user",
"content": "For authorized testing, explain: Web Security for Developers — Injection Attacks:... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "SQL Injection",
"cwe": "CWE-89",
"category_type": "methodology",
"chapter": "WSFD — Injection Attacks",
"difficulty": "intermediate",
"record_id": "324817ac18b88e44",
"res... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1685979,
"class": "resource",
"severity_rating": "medium",
"cwe": "CWE-400",
"program": "mattermost",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "bdbed4a5fe68a8aeb0822052e60770b29c1... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Provide step-by-step testing procedures and clear remediation advice."
},
{
"role": "user",
"content": "I'm testing an app that serves files by a numeric or name parameter. Which broken-access-control issues should I thi... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"domain": "web_appsec",
"category": "Directory traversal",
"cwe": "CWE-22",
"category_type": "scenario",
"chapter": "Ch 17: Application Logic Errors and Broken Access Control — Directory Traversal",
"difficulty": "advanced",
"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": "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": "7369",
"source": "https://www.exploit-db.com/exploits/7369",
"product": "w3blabor CMS 3.0.5",
"stack": "php",
"date_published": "2008-12-07",
"... | 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": "I'm preparing a bug bounty test plan covering Web Application Hacker's Handbook 2... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Automating Customized Attacks",
"cwe": "",
"category_type": "payload",
"chapter": "Ch14: Automating Customized Attacks",
"difficulty": "intermediate",
"record_id": "6f435d67... | 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-4rm8-3hmm-39fg",
"class": "resource",
"severity_rating": "medium",
"cwe": "CWE-190",
"program": "osv_pypi",
"quality_score": 4,
"source": "osv",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "ac18d924a818bc60e98cfed... | 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": "9370",
"source": "https://www.exploit-db.com/exploits/9370",
"product": "AccessoriesMe PHP Affiliate Script 1.4",
"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": "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": "30197",
"source": "https://www.exploit-db.com/exploits/30197",
"product": "WSPortal 1.0",
"stack": "php",
"date_published": "2007-06-18",
"traini... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
"cwe": "CWE-287",
"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": "7267",
"source": "https://www.exploit-db.com/exploits/7267",
"product": "SailPlanner 0.3a",
"stack": "php",
"date_published": "2008-11-28",
"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": "auth",
"cwe": "CWE-287",
"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": "7267",
"source": "https://www.exploit-db.com/exploits/7267",
"product": "SailPlanner 0.3a",
"stack": "php",
"date_published": "2008-11-28",
"tra... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 439729,
"class": "access_control",
"severity_rating": "low",
"cwe": "CWE-639",
"program": "gitlab",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "f624933a40938ceca726c8cd3cd051f290e5f... | 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": "27249",
"source": "https://www.exploit-db.com/exploits/27249",
"product": "PHP-Nuke 7.x",
"stack": "php",
"date_published": "2006-02-18",
... | [
{
"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": "27249",
"source": "https://www.exploit-db.com/exploits/27249",
"product": "PHP-Nuke 7.x",
"stack": "php",
"date_published": "2006-02-18",
... | 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": 3127152,
"class": "sqli",
"severity_rating": "high",
"cwe": "CWE-89",
"program": "deptofdefense",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "ee703d7e21b83116737ced2d0ce9b1a08f4017e... | 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-89",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "5894",
"source": "https://www.exploit-db.com/exploits/5894",
"product": "DUdForum 3.0",
"stack": "asp",
"date_published": "2008-06-22",
"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": "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": "10624",
"source": "https://www.exploit-db.com/exploits/10624",
"product": "Joomla! Component com_carman",
"stack": "php",
"date_published": "2009-12-2... | 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": 1216203,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "mattermost",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d0e55adaa393c4159ef35493d28ccda08a1478d5214... | 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": 577920,
"class": "csrf",
"severity_rating": "medium",
"cwe": "CWE-352",
"program": "x",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "70dee636b3883632ad54baef8eb6cc4175e6ddf4faf986fa7... | null |
[
{
"role": "user",
"content": "In scope target.tld, many subdomains. I want live ones with tech fingerprints to prioritize, passively first."
},
{
"role": "assistant",
"content": "<think>\nRecon methodology: probe a known host list with httpx for status + tech, rate-limited, no active exploitatio... | {
"training_source": "gapfill_synthetic",
"signal": true,
"class": "info_disclosure",
"shape": "B",
"gap": "trajectory",
"is_negative": false,
"num_turns": 2,
"grounding": "authored",
"license": "synthetic-authored",
"provenance": "authored",
"has_think": true,
"dataset_key": "e5a5c2c680d9a9fd4b... | [
{
"type": "function",
"function": {
"name": "httpx",
"description": "Fast HTTP probing of hosts.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
}
... |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for and exploit vulnerabilities in systems they are authorized to assess."
},
{
"role": "user",
"content": "I'm doing an authorized pentest and need the Tools approach... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "GraphQL Injection",
"section": "GraphQL Injection > Tools",
"cwe": "CWE-89",
"category_type": "payload",
"file": "GraphQL Injection/README.md",
"license": "review-upstream",
"source_a... | 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": 3303136,
"class": "access_control",
"severity_rating": "high",
"cwe": "CWE-269",
"program": "omise",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e87b12089ecaa8963c821b8f5926ae779565... | 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": "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": "au... | 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 ordered steps do you use when hunting Bug Bounty Basics?"
},
{
"role... | {
"source": "Real-World Bug Hunting (Bookey summary)",
"source_author": "Peter Yaworski (summary by Bookey)",
"category": "Bug Bounty Basics",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch 1: Bug Bounty Basics — client server model",
"difficulty": "beginner",
"domain": "web_appsec",
"recor... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-89",
"cvss_score": 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": "1077",
"source": "https://www.exploit-db.com/exploits/1077",
"product": "WordPress Core 1.5.1.2",
"stack": "php",
"date_published": "2005-06-30",
... | [
{
"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": "1698316_boost_23",
"class": "cache_poisoning",
"severity_rating": "high",
"cwe": "CWE-524",
"program": "expediagroup_bbp",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e83dda9b4def89... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "graphql",
"bucket": "methodology",
"shape": "A",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "node/graphql",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | 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 payloads and steps should I use for Database Dump Time Based when worki... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "SQL Injection",
"section": "PostgreSQL Injection > PostgreSQL Time Based > Database Dump Time Based",
"cwe": "CWE-89",
"category_type": "payload",
"file": "SQL Injection/PostgreSQL Inject... | 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": "7759",
"source": "https://www.exploit-db.com/exploits/7759",
"product": "Syzygy CMS 0.3",
"stack": "php",
"date_published": "2009-01-14",
"traini... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "51224",
"source": "https://www.exploit-db.com/exploits/51224",
"product": "WP-file-manager v6.9",
"stack": "php",
"date_published": "2023-04-03... | 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": "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": "24993",
"source": "https://www.exploit-db.com/exploits/24993",
"product": "WordPress Core 1.2.1/1.2.2",
"stack": "php",
"date_published": "2004-12-16"... | [
{
"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": 2139190,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-284",
"program": "security",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "158c827868a6a3d1e590e436b00952a... | 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": "3018",
"source": "https://www.exploit-db.com/exploits/3018",
"product": "mxBB Module pafiledb 2.0.1b",
"stack": "php",
"date_published": "2006-1... | 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": 2748003,
"class": "auth",
"severity_rating": "critical",
"cwe": "CWE-209",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c21006d7671e7bc6bd86d07f7f3b28a705... | null |
[
{
"role": "system",
"content": "You are an application security instructor. Explain vulnerabilities and give step-by-step testing procedures for lab or authorized targets."
},
{
"role": "user",
"content": "How should I approach API rate limiting and evasion testing during an authorized assessmen... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "Rate Limit / Evasion Testing",
"cwe": "CWE-770",
"category_type": "methodology",
"chapter": "Ch 13: Evasive Techniques and Rate Limit Testing",
"difficulty": "intermediate",
"record_id": "513fa2a79aea445... | 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-hff9-5pqw-6w9f",
"class": "memory_safety",
"severity_rating": "critical",
"cwe": "CWE-122",
"program": "github_advisory",
"quality_score": 4,
"source": "ghsa",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "9a2f6dac... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"cwe": "CWE-79",
"cvss_score": 8.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:N",
"severity": "high",
"edb_id": "4919",
"source": "https://www.exploit-db.com/exploits/4919",
"product": "Blog:CMS 4.2.1b",
"stack": "php",
"date_published": "2008-01-16",
"training_... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and defensive recommendations for authorized engagements."
},
{
"role": "user",
"content": "What does a high-quality SSRF disclosure look like for triage?"
},
{
"role":... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"category": "Server-Side Request Forgery (SSRF)",
"cwe": "",
"category_type": "reporting",
"chapter": "Reporting guidance",
"difficulty": "beginner",
"domain": "web_appsec",
"record_id": "64f273558a7c6d07",
"response_length": 295,
"n... | 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": "7475",
"source": "https://www.exploit-db.com/exploits/7475",
"product": "BabbleBoard 1.1.6",
"stack": "php",
"date_published": "2008-12-15",
"trai... | null |
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