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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "35571", "source": "https://www.exploit-db.com/exploits/35571", "product": "TextPattern 4.2", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "evidence": "grounded_triage", "license": "GPL-...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "upload", "cwe": "CWE-434", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "7563", "source": "https://www.exploit-db.com/exploits/7563", "product": "phpEmployment", "stack": "php", "date_published": "2008-12-23", "trai...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "upload", "cwe": "CWE-434", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "7563", "source": "https://www.exploit-db.com/exploits/7563", "product": "phpEmployment", "stack": "php", "date_published": "2008-12-23", "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": 1060518, "class": "insecure_design", "severity_rating": "medium", "cwe": "CWE-657", "program": "mtn_group", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "1091b82e2b874f8da27d7c79d72c6...
null
[ { "role": "system", "content": "You are a penetration tester and CTF mentor. Describe the reconnaissance, exploitation, and post-exploitation steps needed to solve this challenge in an authorized environment." }, { "role": "user", "content": "Describe the 'level 5' technique used in 'flaws.cloud...
{ "source": "adamkadaban_ctfs", "source_author": "Adam Kadaban", "domain": "web_appsec", "category": "web", "cwe": "", "category_type": "exploit_chain", "chapter": "flaws.cloud", "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": 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": "21455", "source": "https://www.exploit-db.com/exploits/21455", "product": "Hosting Controller 1.x", "stack": "asp", "date_published": "2002-05-...
null
[ { "role": "system", "content": "You are a security researcher who teaches PortSwigger Academy labs. Give faithful, step-by-step solution guidance and brief remediation advice." }, { "role": "user", "content": "Help me complete the lab \"Blind XXE with out-of-band interaction via XML parameter en...
{ "source": "PortSwigger Web Security Academy", "lab_title": "Blind XXE with out-of-band interaction via XML parameter entities", "lab_url": "https://portswigger.net/web-security/xxe/blind/lab-xxe-with-out-of-band-interaction-using-parameter-entities", "category": "XML external entity (XXE) injection", "cwe":...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": "GHSA-452g-f7fp-9jf7", "class": "memory_safety", "severity_rating": "low", "cwe": "CWE-476", "program": "osv_pypi", "quality_score": 4, "source": "osv", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "3134d42a0634142f9c1ab...
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": "29869", "source": "https://www.exploit-db.com/exploits/29869", "product": "Fully Modded PHPBB2", "stack": "php", "date_published": "2007-04-19", ...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "upload", "cwe": "CWE-200", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "3221", "source": "https://www.exploit-db.com/exploits/3221", "product": "GuppY 4.5.16", "stack": "php", "date_published": "2007-01-29", "train...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "upload", "cwe": "CWE-200", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "3221", "source": "https://www.exploit-db.com/exploits/3221", "product": "GuppY 4.5.16", "stack": "php", "date_published": "2007-01-29", "train...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 453820, "class": "info_disclosure", "severity_rating": "medium", "cwe": "CWE-548", "program": "nodejs-ecosystem", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "4fdced8739768d119135257...
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": "10499", "source": "https://www.exploit-db.com/exploits/10499", "product": "eUploader PRO 3.1.1", "stack": "php", "date_published": "2009-12-16", "...
[ { "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 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": "10499", "source": "https://www.exploit-db.com/exploits/10499", "product": "eUploader PRO 3.1.1", "stack": "php", "date_published": "2009-12-16", "...
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 should I know about Business Logic & Broken Access Control as a bug bounty h...
{ "source": "Bug Bounty Bootcamp", "source_author": "Vickie Li", "category": "Business Logic & Broken Access Control", "cwe": "CWE-840", "category_type": "methodology", "chapter": "Ch 17: Application Logic Errors and Broken Access Control — methodology", "difficulty": "intermediate", "domain": "web_apps...
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": 1712329, "class": "auth", "severity_rating": "informational", "cwe": "CWE-287", "program": "nextcloud", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "49b1cba7461fb8f732a021189acab6eb3...
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": "17906", "source": "https://www.exploit-db.com/exploits/17906", "product": "WordPress Plugin Bannerize 2.8.7", "stack": "php", "date_published": "20...
null
[ { "role": "system", "content": "You are a security researcher who teaches PortSwigger Academy labs. Give faithful, step-by-step solution guidance and brief remediation advice." }, { "role": "user", "content": "Help me complete the lab \"JWT authentication bypass via algorithm confusion with no e...
{ "source": "PortSwigger Web Security Academy", "lab_title": "JWT authentication bypass via algorithm confusion with no exposed key", "lab_url": "https://portswigger.net/web-security/jwt/algorithm-confusion/lab-jwt-authentication-bypass-via-algorithm-confusion-with-no-exposed-key", "category": "JWT", "cwe": "...
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 Application Hacker...
{ "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": "1ed7803f...
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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": "What payloads and steps should I use for Bypass CSP script-src self when working on XSS In...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "XSS Injection", "section": "CSP Bypass > Bypass CSP script-src self", "cwe": "CWE-79", "category_type": "payload", "file": "XSS Injection/4 - CSP Bypass.md", "license": "review-upstream...
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": "Describe methodology and key techniques for From Day Zero to Zero Day — Mapping Code to ...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Access Control", "cwe": "CWE-287", "category_type": "payload", "chapter": "Day Zero — Mapping Code to Attack Surface", "difficulty": "intermediate", "record_id": "595f880161...
null
[ { "role": "system", "content": "You are a vulnerability researcher mentoring junior auditors. Focus on root causes, exploitation conditions, impact assessment, and remediation for software security flaws discovered during authorized reviews." }, { "role": "user", "content": "In the context of 'A...
{ "source": "art_of_software_security_assessment", "source_author": "Mark Dowd, John McDonald, Justin Schuh", "domain": "web_appsec", "category": "network_app_protocols", "cwe": "", "category_type": "scenario", "chapter": "Chapter 16: Network Application Protocols", "difficulty": "intermediate", "reco...
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": 271176, "class": "info_disclosure", "severity_rating": "low", "cwe": "CWE-200", "program": "lyst", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "31c5349220bfc3aeae9c4f3f9237ad64c0cba9...
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": "791775_boost_5", "class": "oauth", "severity_rating": "critical", "cwe": "CWE-287", "program": "shopify", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": true, "rejection_reason": null, "training_source": "h1", "dataset_key": "eaeb3631bbf736978adefd6c1d43797...
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": 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": "23835", "source": "https://www.exploit-db.com/exploits/23835", "product": "PHP-Nuke 6.x/7.0/7.1", "stack": "php", "date_published": "2004...
[ { "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": "34414", "source": "https://www.exploit-db.com/exploits/34414", "product": "DiamondList", "stack": "php", "date_published": "2010-08-05", "training_s...
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": 831962, "class": "xss", "severity_rating": "medium", "cwe": "CWE-79", "program": "gitlab", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "eb8f5e1cdc20cd47d5267f969f8c744f50adc023ea0d44...
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": "18875", "source": "https://www.exploit-db.com/exploits/18875", "product": "Galette", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage", "license": "GPL-2...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "28190", "source": "https://www.exploit-db.com/exploits/28190", "product": "Extcalendar 2.0", "stack": "php", "date_published": "2006-07-07", "t...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are 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": 670572, "class": "resource", "severity_rating": "medium", "cwe": "CWE-400", "program": "gitlab", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "1dbe3ab4ff78f084f51974ecd75c35b646d605b2...
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-j8r2-6x86-q33q", "class": "info_disclosure", "severity_rating": "medium", "cwe": "CWE-200", "program": "osv_pypi", "quality_score": 4, "source": "osv", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "0d86a8c709ed75ac...
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": 663729, "class": "info_disclosure", "severity_rating": "low", "cwe": "CWE-200", "program": "brave", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "5837fc2274fe3812aa9abc6b266b3f6adb267...
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": "37034", "source": "https://www.exploit-db.com/exploits/37034", "product": "FlatnuX CMS", "stack": "php", "date_published": "2012-04-01", "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": "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": "37034", "source": "https://www.exploit-db.com/exploits/37034", "product": "FlatnuX CMS", "stack": "php", "date_published": "2012-04-01", "training...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are an expert web application security tester and bug bounty hunter. Provide detailed, actionable guidance for authorized security testing only." }, { "role": "user", "content": "Summarize how to identify, exploit (safely), and remediate issues related to: Web...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Application Server", "cwe": "", "category_type": "recon", "chapter": "Ch18: Attacking the Application Server", "difficulty": "intermediate", "record_id": "0990fc922833648d",...
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": 314808, "class": "access_control", "severity_rating": "high", "cwe": "CWE-284", "program": "reverb", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "b6a5d3396d3e5d20e6bfc6b0af897321fb82...
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-200", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "1677", "source": "https://www.exploit-db.com/exploits/1677", "product": "SysInfo 1.21", "stack": "cgi", "date_published": "2006-04-14", "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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "xxe", "bucket": "methodology", "shape": "A", "cvss_score": 7.5, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N", "severity": "high", "is_negative": false, "stack": "php/laravel", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored...
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": "What should a web pentester know about Web Application Hacker's Handboo...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "HTTP Fundamentals", "cwe": "", "category_type": "scripting", "chapter": "Ch3: Web Application Technologies", "difficulty": "intermediate", "record_id": "7a25f7715d76cc14", ...
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": "I'm doing an authorized pentest and need the rip-bzr.pl approach for Insecur...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Insecure Source Code Management", "section": "Bazaar > Tools > rip-bzr.pl", "cwe": "CWE-527", "category_type": "payload", "file": "Insecure Source Code Management/Bazaar.md", "license":...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "4940", "source": "https://www.exploit-db.com/exploits/4940", "product": "Mini File Host 1.2.1", "stack": "php", "date_published": "2008-01-20", ...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 334837, "class": "pathtraver", "severity_rating": "high", "cwe": "CWE-22", "program": "nodejs-ecosystem", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "c42adf5618841f83942d62ff6f576ba...
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": "Help me understand Remediations as it relates to External V...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "External Variable Modification", "section": "External Variable Modification > Remediations", "cwe": "CWE-473", "category_type": "payload", "file": "External Variable Modification/README.m...
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": 2353185, "class": "xss", "severity_rating": "medium", "cwe": "CWE-79", "program": "deptofdefense", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "9091e906475c8acfd68968eb5950e08ad89c6d...
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": "Authentication", "cwe": "CWE-287", "category_type": "methodology", "chapter": "Ch6: Attacking Authentication", "difficulty": "intermediate", "record_id": "353ab3385bc22613",...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "xxe", "bucket": "report", "shape": "A", "cvss_score": 7.5, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N", "severity": "high", "is_negative": false, "stack": "java/spring", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored_para...
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": 504759, "class": "resource", "severity_rating": "informational", "cwe": "CWE-400", "program": "nextcloud", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "ed8d3cecbf44a6204e8333b84f4f69...
null
[ { "role": "system", "content": "You are a senior penetration tester specializing in web application security. Help the user test for and exploit vulnerabilities in systems they are authorized to assess." }, { "role": "user", "content": "I need to craft Clickjacking payloads via Challenge. What s...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Clickjacking", "section": "Clickjacking > Challenge", "cwe": "CWE-1021", "category_type": "payload", "file": "Clickjacking/README.md", "license": "review-upstream", "source_author": "...
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": "22109", "source": "https://www.exploit-db.com/exploits/22109", "product": "W-Agora 4.1.6", "stack": "php", "date_published": "2002-12-22", "training...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are an expert application security tester. Provide detailed, actionable guidance for authorized penetration testing and bug bounty work only." }, { "role": "user", "content": "Help me understand MYSQL Blind With Substring Equivalent as it relates to SQL Inject...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "SQL Injection", "section": "MySQL Injection > MYSQL Blind > MYSQL Blind With Substring Equivalent", "cwe": "CWE-89", "category_type": "payload", "file": "SQL Injection/MySQL Injection.md"...
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": "XSS", "cwe": "CWE-79", "category_type": "scripting", "chapter": "Ch12: Attacking Users: Cross-Site Scripting", "difficulty": "intermediate", "record_id": "16b08c485a90660e",...
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": 842035, "class": "redirect", "severity_rating": "medium", "cwe": "CWE-601", "program": "shopify", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "2d8f8eefdbbd4c19e8af5aa657811a40eb9d3bd...
null
[ { "role": "system", "content": "You are an offensive security instructor. Provide detailed, authorized lab walkthroughs that teach how the vulnerability works and how to exploit it safely in a training environment." }, { "role": "user", "content": "Teach me the official solution for this PortSwi...
{ "source": "PortSwigger Web Security Academy", "lab_title": "Web cache poisoning via an unkeyed query parameter", "lab_url": "https://portswigger.net/web-security/web-cache-poisoning/exploiting-implementation-flaws/lab-web-cache-poisoning-unkeyed-param", "category": "Web cache poisoning", "cwe": "CWE-444", ...
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-p2cq-cprg-frvm", "class": "memory_safety", "severity_rating": "critical", "cwe": "CWE-787", "program": "osv_pypi", "quality_score": 3, "source": "osv", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "3b575f86129e3076...
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": 811502, "class": "tls_transport", "severity_rating": "high", "cwe": "CWE-300", "program": "nodejs", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "79adc213830a9adebab8dc4b660d132f450ec...
null
[ { "role": "system", "content": "You are a security researcher who teaches PortSwigger Academy labs. Give faithful, step-by-step solution guidance and brief remediation advice." }, { "role": "user", "content": "Help me complete the lab \"CSRF where token is duplicated in cookie\" from PortSwigger...
{ "source": "PortSwigger Web Security Academy", "lab_title": "CSRF where token is duplicated in cookie", "lab_url": "https://portswigger.net/web-security/csrf/bypassing-token-validation/lab-token-duplicated-in-cookie", "category": "Cross-site request forgery (CSRF)", "cwe": "CWE-352", "difficulty": "practit...
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's a solid methodology for finding issues related to JavaScript-based phishing / UI redre...
{ "source": "JavaScript Security", "source_author": "Y.E Liang", "domain": "web_appsec", "category": "JavaScript Phishing", "cwe": "CWE-451", "category_type": "methodology", "chapter": "Ch 6: JavaScript Phishing", "difficulty": "intermediate", "record_id": "4d6a5fa343e987e7", "response_length": 242,...
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": "How should developers prevent Vulnerability Report Writing?" }, { "role":...
{ "source": "Real-World Bug Hunting (Bookey summary)", "source_author": "Peter Yaworski (summary by Bookey)", "category": "Vulnerability Report Writing", "cwe": "", "category_type": "methodology", "chapter": "Ch 20: Vulnerability Reports — communication", "difficulty": "beginner", "domain": "web_appsec"...
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": "7734", "source": "https://www.exploit-db.com/exploits/7734", "product": "Joomla! Component Portfol 1.2", "stack": "php", "date_published": "2009-01...
[ { "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 bug bounty hunter and application security instructor. Provide detailed, actionable guidance for authorized security testing only." }, { "role": "user", "content": "What should I know about Report Writing as a bug bounty hunter, especially regard...
{ "source": "Bug Bounty Bootcamp", "source_author": "Vickie Li", "category": "Report Writing", "cwe": "", "category_type": "reporting", "chapter": "Ch 2: Sustaining Your Success — relationship with triagers", "difficulty": "beginner", "domain": "web_appsec", "record_id": "08020ef625bdacd5", "respons...
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": 1550400, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-284", "program": "shopify", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "d24b4550d9f408eed193836133d0c7c1...
null
[ { "role": "system", "content": "You are an application security consultant. Provide precise, practical testing procedures and payloads for engagements you are explicitly authorized to perform." }, { "role": "user", "content": "Show me how No Space Allowed works in the context of SQL Injection, i...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "SQL Injection", "section": "SQL Injection > Generic WAF Bypass > No Space Allowed", "cwe": "CWE-89", "category_type": "payload", "file": "SQL Injection/README.md", "license": "review-up...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "upload", "cwe": "CWE-434", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "15050", "source": "https://www.exploit-db.com/exploits/15050", "product": "Opencart 1.4.9.1", "stack": "php", "date_published": "2010-09-19", ...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "upload", "cwe": "CWE-434", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "15050", "source": "https://www.exploit-db.com/exploits/15050", "product": "Opencart 1.4.9.1", "stack": "php", "date_published": "2010-09-19", ...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "37482", "source": "https://www.exploit-db.com/exploits/37482", "product": "WordPress Plugin custom tables", "stack": "php", "date_published": "2012-07...
[ { "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": "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": "Attack Surface Mapping", "cwe": "", "category_type": "methodology", "chapter": "Day Zero — Mapping Code to Attack Surface", "difficulty": "intermediate", "record_id": "5f7f2...
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": "redirect", "cwe": "CWE-601", "cvss_score": 4.3, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:L/I:N/A:N", "severity": "medium", "edb_id": "18350", "source": "https://www.exploit-db.com/exploits/18350", "product": "WordPress Plugin Age Verification 0.4", "stack": "php", "date_publish...
[ { "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": "redirect", "cwe": "CWE-601", "cvss_score": 4.3, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:L/I:N/A:N", "severity": "medium", "edb_id": "18350", "source": "https://www.exploit-db.com/exploits/18350", "product": "WordPress Plugin Age Verification 0.4", "stack": "php", "date_publish...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "upload", "cwe": "CWE-434", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "17015", "source": "https://www.exploit-db.com/exploits/17015", "product": "Element-IT PowUpload 1.3", "stack": "asp", "date_published": "2011-03...
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": "upload", "cwe": "CWE-434", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "17015", "source": "https://www.exploit-db.com/exploits/17015", "product": "Element-IT PowUpload 1.3", "stack": "asp", "date_published": "2011-03...
[ { "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": "36900", "source": "https://www.exploit-db.com/exploits/36900", "product": "Etano 1.20/1.22", "stack": "php", "date_published": "2012-03-05", "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": "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": "38986", "source": "https://www.exploit-db.com/exploits/38986", "product": "Dredge School Administration System", "stack": "php", "date_published": "...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "38986", "source": "https://www.exploit-db.com/exploits/38986", "product": "Dredge School Administration System", "stack": "php", "date_published": "...
null
[ { "role": "system", "content": "You are an application security consultant and bug bounty veteran. Provide clear, actionable guidance for testing web apps responsibly on authorized bug bounty and disclosure programs." }, { "role": "user", "content": "What's your approach to testing for SQL injec...
{ "source": "zseano's methodology", "source_author": "zseano", "domain": "web_appsec", "category": "SQL Injection", "cwe": "CWE-89", "category_type": "payload", "chapter": "Common issues I start with & why", "difficulty": "intermediate", "record_id": "ce0e0202aba08047", "response_length": 159, "nu...
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 payloads and steps should I use for Escalate to Code Execution when working on Server...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Server Side Template Injection", "section": "Server Side Template Injection > Manual Detection and Exploitation > Escalate to Code Execution", "cwe": "CWE-1336", "category_type": "payload",...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "35834", "source": "https://www.exploit-db.com/exploits/35834", "product": "Blog:CMS 4.2", "stack": "php", "date_published": "2011-06-07", "training_...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "9041", "source": "https://www.exploit-db.com/exploits/9041", "product": "Audio Article Directory", "stack": "php", "date_published": "2009-...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements." }, { "role": "user", "content": "Walk me through Web Security for Developers — Compromising Authentication: Requiring Userna...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Authentication", "cwe": "CWE-287", "category_type": "scenario", "chapter": "WSFD — Compromising Authentication", "difficulty": "intermediate", "record_id": "05b270b14ec1ef58...
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[ { "role": "system", "content": "You are a security researcher. Explain vulnerability classes and testing techniques with concise, practical examples." }, { "role": "user", "content": "What's a solid methodology for finding issues related to JavaScript-based phishing / UI redress techniques? Plea...
{ "source": "JavaScript Security", "source_author": "Y.E Liang", "domain": "web_appsec", "category": "JavaScript Phishing", "cwe": "CWE-451", "category_type": "methodology", "chapter": "Ch 6: JavaScript Phishing", "difficulty": "intermediate", "record_id": "ee294c292d3b79f0", "response_length": 324,...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "8216", "source": "https://www.exploit-db.com/exploits/8216", "product": "Beerwin's PHPLinkAdmin 1.0", "stack": "php", "date_published": "2009-03-16"...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "sqli", "cwe": "CWE-79", "cvss_score": 9.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N", "severity": "critical", "edb_id": "35508", "source": "https://www.exploit-db.com/exploits/35508", "product": "Cetera eCommerce", "stack": "php", "date_published": "2011-03-27", "tr...
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[ { "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": "I'm preparing a bug bounty test plan covering Web Application Hacker's Handbook 2e — 176...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Authentication", "cwe": "CWE-287", "category_type": "payload", "chapter": "Ch6: Attacking Authentication", "difficulty": "intermediate", "record_id": "1de7946bb1106c1a", "...
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[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 2586662, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-639", "program": "deptofdefense", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "c3e6835b6c7f89a2cfc9c054bb...
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[ { "role": "system", "content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing." }, { "role": "user", "content": "Explain Web Application Hacker's Handbook 2e — Avoiding problems with...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Authentication", "cwe": "CWE-287", "category_type": "methodology", "chapter": "Ch2: Core Defense Mechanisms", "difficulty": "intermediate", "record_id": "11b925d4a424d177", ...
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[ { "role": "system", "content": "You are a cybersecurity expert specializing in CTF challenges across web, binary exploitation, crypto, reversing, and forensics. Explain the solution clearly and faithfully, for educational and competitive use." }, { "role": "user", "content": "Describe the 'WSL M...
{ "source": "adamkadaban_ctfs", "source_author": "Adam Kadaban", "domain": "web_appsec", "category": "box", "cwe": "", "category_type": "exploit_chain", "chapter": "TryHackMe", "difficulty": "beginner", "source_repo": "https://github.com/Adamkadaban/CTFs", "license": "review-upstream", "file": "3....
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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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "nosqli", "bucket": "remediation", "shape": "A", "cvss_score": 9.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N", "severity": "critical", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "...
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[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 374748, "class": "sqli", "severity_rating": "high", "cwe": "CWE-89", "program": "hannob", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "e6604fcdab59007fc4b65c138c57f9b0d07381966b76142...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "upload", "cwe": "CWE-434", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "38943", "source": "https://www.exploit-db.com/exploits/38943", "product": "Joomla! Component com_aclsfgpl", "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": "upload", "cwe": "CWE-434", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "38943", "source": "https://www.exploit-db.com/exploits/38943", "product": "Joomla! Component com_aclsfgpl", "stack": "php", "date_published": "2...
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[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 341710, "class": "cmdi", "severity_rating": "critical", "cwe": "CWE-78", "program": "nodejs-ecosystem", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "00a56a8edd674b3715669b9b86bd034ee...
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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": "How do I test for Web Application Hacker's Handbook 2e — If successful, such an attack may ...
{ "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": "34c879db...
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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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "nosqli", "bucket": "methodology", "shape": "A", "cvss_score": 9.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N", "severity": "critical", "is_negative": false, "stack": "python/flask", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "...
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[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 738553, "class": "ssrf", "severity_rating": "medium", "cwe": "CWE-918", "program": "stripo", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "1f14799d7494c290dd9d488244a55b5d2513e9a9b9b3...
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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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "nosqli", "bucket": "report", "shape": "A", "cvss_score": 8.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:N", "severity": "high", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored_...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "info_disclosure", "cwe": "CWE-200", "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": "10403", "source": "https://www.exploit-db.com/exploits/10403", "product": "Uploadscript 1.0", "stack": "php", "date_published": "2009-12-...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are 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": "What should a web pentester know about Web Application Hacker's Handboo...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Tooling", "cwe": "", "category_type": "scripting", "chapter": "Ch20: A Web Application Hacker’s Toolkit", "difficulty": "intermediate", "record_id": "86c2b995f0fb5ea7", "r...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "codeinj", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "7859", "source": "https://www.exploit-db.com/exploits/7859", "product": "MemHT Portal 4.0.1", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "evidence": "grounded_triage", "license...
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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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "proto_pollution", "bucket": "methodology", "shape": "A", "cvss_score": 9.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N", "severity": "critical", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evi...
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[ { "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": "How do I apply 'Web Security for Developers — How Browsers Wo...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Browser Security", "cwe": "", "category_type": "scenario", "chapter": "WSFD — How Browsers Work", "difficulty": "intermediate", "record_id": "f911c4a3a590fda1", "response_...
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[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 1884042, "class": "xss", "severity_rating": "high", "cwe": "CWE-79", "program": "brave", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "68606346f25e4c2501e958746a8fd4dfc21244def232cdc5...
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