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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": "ssti", "bucket": "report", "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": "authore...
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": 1049360, "class": "csrf", "severity_rating": "medium", "cwe": "CWE-352", "program": "logitech", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "87c25de71863edf18c2cb5004a2d0a1814cba5eef...
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: authz matrix test...
{ "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": "d547979fe...
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": "13778", "source": "https://www.exploit-db.com/exploits/13778", "product": "Phreebooks 2.0", "stack": "php", "date_published": "2010-06-08", "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", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "13778", "source": "https://www.exploit-db.com/exploits/13778", "product": "Phreebooks 2.0", "training_source": "exploit-db-grounded-webapps", "verdict": "Downgrade", "evidence": "grounded_triage", "license":...
null
[ { "role": "system", "content": "You are a senior application and infrastructure pentester. Guide the user through bash scripting patterns for authorized security assessments." }, { "role": "user", "content": "How can I verify Docker lab containers are reachable from Kali before starting recon sc...
{ "source": "Black Hat Bash", "source_author": "Dolev Farhi and Nick Aleks", "domain": "web_appsec", "category": "lab_setup", "cwe": "", "category_type": "scenario", "chapter": "Chapter 3: Setting Up a Hacking Lab", "difficulty": "beginner", "record_id": "70b5c76afadda9b2", "response_length": 212, ...
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": "37001", "source": "https://www.exploit-db.com/exploits/37001", "product": "Open Journal Systems (OJS) 2.3.6", "stack": "php", "date_published": ...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the 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": "37001", "source": "https://www.exploit-db.com/exploits/37001", "product": "Open Journal Systems (OJS) 2.3.6", "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 coordinated-disclosure specialist experienced with media parsers, browser components, and OS kernels. Share practical hunting and reporting approaches." }, { "role": "user", "content": "Connect QuickTime atom size fields to copy failures in the ringtone ...
{ "source": "A Bug Hunter's Diary", "source_author": "Tobias Klein", "domain": "web_appsec", "category": "buffer_overflow", "cwe": "CWE-120", "category_type": "exploitation", "chapter": "Chapter 8: The Ringtone Massacre", "difficulty": "advanced", "record_id": "5757f6c7636b9049", "response_length": ...
null
[ { "role": "system", "content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work." }, { "role": "user", "content": "Summarize how to identify, exploit (safely), and remediate is...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Access Control", "cwe": "CWE-284", "category_type": "payload", "chapter": "Ch9: Attacking Data Stores", "difficulty": "intermediate", "record_id": "1348fc598b973fc7", "res...
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 Web Application Hacker's Handbook 2e — Tes...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Tooling", "cwe": "", "category_type": "recon", "chapter": "Ch20: A Web Application Hacker’s Toolkit", "difficulty": "intermediate", "record_id": "509d07d5b1c82f7c", "respo...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "2167", "source": "https://www.exploit-db.com/exploits/2167", "product": "SaveWebPortal 3.4", "stack": "php", "date_published": "2006-08-10", "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": "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": "27415", "source": "https://www.exploit-db.com/exploits/27415", "product": "WMNews", "stack": "php", "date_published": "2006-03-10", "training_source...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "sqli", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "12349", "source": "https://www.exploit-db.com/exploits/12349", "product": "AJ Shopping Cart 1.0 (maincatid)", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "evidence": "grounded_triage...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "36445", "source": "https://www.exploit-db.com/exploits/36445", "product": "WordPress Plugin The Welcomizer 1.3.9.4", "stack": "php", "date_published":...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "codeinj", "cwe": "CWE-94", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "4006", "source": "https://www.exploit-db.com/exploits/4006", "product": "Pheap 2.0", "stack": "php", "date_published": "2007-05-29", "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 a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing." }, { "role": "user", "content": "How do I test for File Upload: 3.6.3 Exploitation on an in-scope web ...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "File Upload", "cwe": "CWE-434", "category_type": "exploit_chain", "chapter": "File Upload Report", "difficulty": "intermediate", "record_id": "426f9350bef8afd8", "response...
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": "3628", "source": "https://www.exploit-db.com/exploits/3628", "product": "CWB PRO 1.5", "stack": "php", "date_published": "2007-04-01", "traini...
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": "Summarize how to identify, exploit (safely), and remediate issues related to: Web...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Access Control", "cwe": "CWE-284", "category_type": "scenario", "chapter": "Ch9: Attacking Data Stores", "difficulty": "intermediate", "record_id": "57e32b76987c93cd", "re...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "35126", "source": "https://www.exploit-db.com/exploits/35126", "product": "Habari 0.6.5", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "evidence": "grounded_triage", "license": "GPL-2.0...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "sqli", "cwe": "CWE-22", "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": "33447", "source": "https://www.exploit-db.com/exploits/33447", "product": "FreeWebShop 2.2.9 R2", "stack": "php", "date_published": "2009-12-29", ...
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-78", "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": "15987", "source": "https://www.exploit-db.com/exploits/15987", "product": "SiteScape Enterprise Forum 7", "stack": "cgi", "date_published": "2011...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "pathtraver", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "15987", "source": "https://www.exploit-db.com/exploits/15987", "product": "SiteScape Enterprise Forum 7", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "evidence": "grounded_triage"...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "30762", "source": "https://www.exploit-db.com/exploits/30762", "product": "WordPress Plugin WP-SlimStat 0.9.2", "training_source": "exploit-db-grounded-webapps", "verdict": "Downgrade", "evidence": "grounded_triage",...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "rfi", "cwe": "CWE-200", "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": "25232", "source": "https://www.exploit-db.com/exploits/25232", "product": "McNews 1.x", "stack": "php", "date_published": "2005-03-17", "training_sou...
null
[ { "role": "system", "content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing." }, { "role": "user", "content": "What should a web pentester know about Web Application Hacker's Handb...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Source Code Review", "cwe": "", "category_type": "scenario", "chapter": "Ch19: Finding Vulnerabilities in Source Code", "difficulty": "intermediate", "record_id": "7d38a3332...
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": "34814", "source": "https://www.exploit-db.com/exploits/34814", "product": "SquirrelMail Virtual Keyboard Plugin", "stack": "php", "date_published": "2...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "34814", "source": "https://www.exploit-db.com/exploits/34814", "product": "SquirrelMail Virtual Keyboard Plugin", "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 an experienced secure code reviewer for UNIX, Windows, and network/web software. Answer with concrete patterns, APIs, syscalls, and audit checklists drawn from established assessment practice." }, { "role": "user", "content": "From Chapter 10 (UNIX II: Pro...
{ "source": "art_of_software_security_assessment", "source_author": "Mark Dowd, John McDonald, Justin Schuh", "domain": "web_appsec", "category": "unix_processes", "cwe": "CWE-78", "category_type": "exploit_chain", "chapter": "Chapter 10: UNIX II: Processes", "difficulty": "advanced", "record_id": "7c...
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": 1067533, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-284", "program": "trycourier", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "e981fea71be135fd56c807c5d3a04...
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": 3044471, "class": "insecure_design", "severity_rating": "medium", "cwe": "CWE-778", "program": "aws_vdp", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "e9bf43d80e981b998be4b3e6a2743d8...
null
[ { "role": "system", "content": "You are a security trainer teaching vulnerability research and secure coding. Explain concepts with grounded historical case-study context." }, { "role": "user", "content": "Should I sell a kernel LPE to a broker or notify the vendor directly?" }, { "role"...
{ "source": "A Bug Hunter's Diary", "source_author": "Tobias Klein", "domain": "web_appsec", "category": "reporting", "cwe": "", "category_type": "reporting", "chapter": "Chapter 1: Bug Hunting", "difficulty": "intermediate", "record_id": "13ea1aa5f141bd2e", "response_length": 154, "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": 2888784, "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": "3e673100af82a641120541c4fe18bb1e8915b3...
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": "18605", "source": "https://www.exploit-db.com/exploits/18605", "product": "sockso 1.5", "stack": "windows", "date_published": "2012-03-15", "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-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": "12286", "source": "https://www.exploit-db.com/exploits/12286", "product": "Joomla! Component Matamko 1.01", "stack": "php", "date_published": "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": 2127968, "class": "deser", "severity_rating": "medium", "cwe": "CWE-502", "program": "ibb", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "1e5dd34be2e5c5db11b4989e4864a29b54e8ae78b188e...
null
[ { "role": "system", "content": "You are an experienced secure code reviewer for UNIX, Windows, and network/web software. Answer with concrete patterns, APIs, syscalls, and audit checklists drawn from established assessment practice." }, { "role": "user", "content": "From Chapter 1 (Software Vuln...
{ "source": "art_of_software_security_assessment", "source_author": "Mark Dowd, John McDonald, Justin Schuh", "domain": "web_appsec", "category": "vulnerability_fundamentals", "cwe": "", "category_type": "methodology", "chapter": "Chapter 1: Software Vulnerability Fundamentals", "difficulty": "intermedi...
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": "How do I test for Web Application Hacker's Handbook 2e — This example shows how applicat...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Access Control", "cwe": "CWE-284", "category_type": "payload", "chapter": "Ch9: Attacking Data Stores", "difficulty": "intermediate", "record_id": "407f76e1b0866fb3", "res...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "23507", "source": "https://www.exploit-db.com/exploits/23507", "product": "EasyDynamicPages 1.0", "stack": "php", "date_published": "2004-01-02", ...
[ { "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": 1948562, "class": "info_disclosure", "severity_rating": "high", "cwe": "CWE-548", "program": "mars", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "6ffe75e4eeaa907698b3cc36a33421fa2f96...
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": 1091957, "class": "info_disclosure", "severity_rating": "medium", "cwe": "CWE-359", "program": "openmage", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "df5cd4c4ec6066d3ce4582e009b723...
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 \"Routing-based SSRF\" from PortSwigger Web Security Academy....
{ "source": "PortSwigger Web Security Academy", "lab_title": "Routing-based SSRF", "lab_url": "https://portswigger.net/web-security/host-header/exploiting/lab-host-header-routing-based-ssrf", "category": "HTTP Host header attacks", "cwe": "CWE-644", "difficulty": "practitioner", "has_solution": true, "o...
null
[ { "role": "system", "content": "You are a bug bounty mentor and web security educator. Walk the student through solving the lab using PortSwigger's recommended approach." }, { "role": "user", "content": "I'm stuck on the PortSwigger lab \"Using PHAR deserialization to deploy a custom gadget chai...
{ "source": "PortSwigger Web Security Academy", "lab_title": "Using PHAR deserialization to deploy a custom gadget chain", "lab_url": "https://portswigger.net/web-security/deserialization/exploiting/lab-deserialization-using-phar-deserialization-to-deploy-a-custom-gadget-chain", "category": "Insecure deserializ...
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": "Help me understand Methodology as it relates to Dependency Confusion,...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Dependency Confusion", "section": "Dependency Confusion > Methodology", "cwe": "CWE-427", "category_type": "payload", "file": "Dependency Confusion/README.md", "license": "review-upstre...
null
[ { "role": "system", "content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements." }, { "role": "user", "content": "For authorized testing, explain: Web Application Hacker's Handbook 2e — In full-blown ASP e...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Attacking Application Architecture", "cwe": "CWE-287", "category_type": "methodology", "chapter": "Ch17: Attacking Application Architecture", "difficulty": "intermediate", "...
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": "40262", "source": "https://www.exploit-db.com/exploits/40262", "product": "SIEMENS IP Cameras (Multiple Models)", "stack": "cgi", "date_published"...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "40262", "source": "https://www.exploit-db.com/exploits/40262", "product": "SIEMENS IP Cameras (Multiple Models)", "stack": "cgi", "date_published"...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are 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": "go/gin", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored_parametri...
null
[ { "role": "system", "content": "You are a security researcher teaching web exploitation. Give faithful, technique-focused answers with real payloads for authorized testing and education." }, { "role": "user", "content": "What's the methodology and payload set for Bypass document.cookie Blacklist...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "XSS Injection", "section": "XSS Filter Bypass > Bypass document.cookie Blacklist", "cwe": "CWE-79", "category_type": "payload", "file": "XSS Injection/1 - XSS Filter Bypass.md", "licens...
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": "7595", "source": "https://www.exploit-db.com/exploits/7595", "product": "FubarForum 1.6", "stack": "php", "date_published": "2008-12-28", "train...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "7595", "source": "https://www.exploit-db.com/exploits/7595", "product": "FubarForum 1.6", "stack": "php", "date_published": "2008-12-28", "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-434", "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": "51108", "source": "https://www.exploit-db.com/exploits/51108", "product": "BoxBilling<=4.22.1.5", "stack": "php", "date_published": "2023-03-28", ...
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": "upload", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "51108", "source": "https://www.exploit-db.com/exploits/51108", "product": "BoxBilling<=4.22.1.5", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "evidence": "grounded_triage", "lice...
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": 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": "51108", "source": "https://www.exploit-db.com/exploits/51108", "product": "BoxBilling<=4.22.1.5", "stack": "php", "date_published": "2023-03-28", ...
[ { "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 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": "8690", "source": "https://www.exploit-db.com/exploits/8690", "product": "Easy Scripts Answer and Question Script", "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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "ssti", "bucket": "exploitation", "shape": "B", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "is_negative": false, "stack": "python/flask", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "a...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "sqli", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "9837", "source": "https://www.exploit-db.com/exploits/9837", "product": "BPStudent 1.0", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "evidence": "grounded_triage", "license": "GPL-2.0...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "27592", "source": "https://www.exploit-db.com/exploits/27592", "product": "SIRE 2.0", "stack": "php", "date_published": "2006-04-10", "trainin...
null
[ { "role": "system", "content": "You are an expert application security tester. Provide detailed, actionable guidance for authorized penetration testing and bug bounty work only." }, { "role": "user", "content": "Explain the Advanced Bypassing XSS technique for XSS Injection and list the concrete...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "XSS Injection", "section": "XSS in Angular and AngularJS > Client Side Template Injection > Advanced Bypassing XSS", "cwe": "CWE-79", "category_type": "payload", "file": "XSS Injection/5 ...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "36891", "source": "https://www.exploit-db.com/exploits/36891", "product": "Dotclear 2.4.1.2", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage", "license"...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 534908, "class": "csrf", "severity_rating": "medium", "cwe": "CWE-352", "program": "pixiv", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "c275e96834653a1af593db1c0e24dca8a218d6464ec7c...
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": 303322, "class": "insecure_design", "severity_rating": "informational", "cwe": "CWE-657", "program": "coursera", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "b8da857917cfa9fc6ac3e5b1...
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": "Explain Bug Hunter's Methodology Live Day Two — App Analysis: These are mostly self host...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Bug Bounty Methodology", "cwe": "CWE-287", "category_type": "scenario", "chapter": "Bug Hunter's Methodology Live Day Two — App Analysis", "difficulty": "beginner", "record_...
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": 1877989, "class": "auth", "severity_rating": "medium", "cwe": "CWE-287", "program": "deptofdefense", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "49183031fbcf0793bd69639aed6d3f7c4e08...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "ssrf", "bucket": "code_review", "shape": "A", "cvss_score": 8.6, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:C/C:H/I:N/A:N", "severity": "high", "is_negative": false, "stack": "python/fastapi", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "auth...
null
[ { "role": "system", "content": "You are 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 From Day Zero to Zero Day — Mapping Code to Attack Surface: Mappi...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Attack Surface Mapping", "cwe": "", "category_type": "recon", "chapter": "Day Zero — Mapping Code to Attack Surface", "difficulty": "intermediate", "record_id": "16658c75814...
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": "320693_boost_4", "class": "redirect", "severity_rating": "low", "cwe": "CWE-601", "program": "nodejs-ecosystem", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": true, "rejection_reason": null, "training_source": "h1", "dataset_key": "0a3413ba7b66b791c453a62b...
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": "21436", "source": "https://www.exploit-db.com/exploits/21436", "product": "B2 0.6", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage", "license": "GPL-2.0...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "39304", "source": "https://www.exploit-db.com/exploits/39304", "product": "WordPress Plugin W3 Total Cache", "stack": "php", "date_published": "2014...
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": "39304", "source": "https://www.exploit-db.com/exploits/39304", "product": "WordPress Plugin W3 Total Cache", "stack": "php", "date_published": "2014...
[ { "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": "What should a web pentester know about Web Application Hacker's Handbook 2e — 236...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Session Management", "cwe": "CWE-384", "category_type": "methodology", "chapter": "Ch7: Attacking Session Management", "difficulty": "intermediate", "record_id": "bf9e1b8c4c...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "pathtraver", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "2473", "source": "https://www.exploit-db.com/exploits/2473", "product": "Invision Gallery 2.0.7", "training_source": "exploit-db-grounded-webapps", "verdict": "Downgrade", "evidence": "grounded_triage", "lic...
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": 1085042, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-284", "program": "shopify", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "d5538302f06b85701be224f2942834d2...
null
[ { "role": "system", "content": "You are a senior penetration tester specializing in web application security. Help the user test for and exploit vulnerabilities in systems they are authorized to assess." }, { "role": "user", "content": "Explain the Tools technique for Server Side Request Forgery...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Server Side Request Forgery", "section": "Server-Side Request Forgery > Tools", "cwe": "CWE-918", "category_type": "payload", "file": "Server Side Request Forgery/README.md", "license":...
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 — Web Applicatio...
{ "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": "dcdc2f4452d8570d", ...
null
[ { "role": "system", "content": "You are an expert application security tester. Provide detailed, actionable guidance for authorized penetration testing and bug bounty work only." }, { "role": "user", "content": "How do I test for and exploit Clickjacking using the Disabling JavaScript technique?...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Clickjacking", "section": "Clickjacking > Preventive Measures > Disabling JavaScript", "cwe": "CWE-1021", "category_type": "payload", "file": "Clickjacking/README.md", "license": "revie...
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 — Chapter 5 n Bypassing Client-Side Co...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Client-Side Controls", "cwe": "", "category_type": "payload", "chapter": "Ch5: Bypassing Client-Side Controls", "difficulty": "intermediate", "record_id": "3ef99adb25d00f1c"...
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": "5181", "source": "https://www.exploit-db.com/exploits/5181", "product": "pigyard art Gallery", "stack": "php", "date_published": "2008-02-24", ...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "5181", "source": "https://www.exploit-db.com/exploits/5181", "product": "pigyard art Gallery", "stack": "php", "date_published": "2008-02-24", ...
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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": "Walk me through From Day Zero to Zero Day — Automated Variant...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Variant Analysis", "cwe": "", "category_type": "scripting", "chapter": "Day Zero — Automated Variant Analysis", "difficulty": "intermediate", "record_id": "cdeb4c0b48620256"...
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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-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": "4966", "source": "https://www.exploit-db.com/exploits/4966", "product": "Invision Gallery 2.0.7", "stack": "php", "date_published": "2008-01-22", ...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work." }, { "role": "user", "content": "Walk me through Web Application Hacker's Handbook 2e — When a...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "XSS", "cwe": "CWE-352", "category_type": "scenario", "chapter": "Ch13: Attacking Users: Other Techniques", "difficulty": "intermediate", "record_id": "a568594be2d92d84", "...
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[ { "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": "What's the methodology and payload set for XSS in PostMessage (XSS In...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "XSS Injection", "section": "Cross Site Scripting > XSS in PostMessage", "cwe": "CWE-79", "category_type": "payload", "file": "XSS Injection/README.md", "license": "review-upstream", "...
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[ { "role": "system", "content": "You are a web application penetration testing instructor. Explain lab solutions with precise steps, payloads, and notes on the underlying vulnerability class." }, { "role": "user", "content": "Scenario framing — PortSwigger \"HTTP/2 request splitting via CRLF inje...
{ "source": "PortSwigger Web Security Academy", "lab_title": "HTTP/2 request splitting via CRLF injection", "lab_url": "https://portswigger.net/web-security/request-smuggling/advanced/lab-request-smuggling-h2-request-splitting-via-crlf-injection", "category": "HTTP request smuggling", "cwe": "CWE-444", "dif...
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[ { "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": "Explain Web Application Hacker's Handbook 2e — Chapter 3 n Web Application Techno...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "HTTP Fundamentals", "cwe": "CWE-287", "category_type": "methodology", "chapter": "Ch3: Web Application Technologies", "difficulty": "intermediate", "record_id": "938c7bf2411...
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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": 3072841, "class": "insecure_design", "severity_rating": "medium", "cwe": "CWE-778", "program": "aws_vdp", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "6278b090b95511e6103513a826bb10f...
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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-22", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "34589", "source": "https://www.exploit-db.com/exploits/34589", "product": "WordPress Plugin WP Support Plus Responsive Ticket System 2.0", "stack": "p...
[ { "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": 903363, "class": "auth", "severity_rating": "medium", "cwe": "CWE-287", "program": "smule", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "56c949c3c06158758c77cb3327cb450d96231a1671a27...
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": 2615670, "class": "xss", "severity_rating": "medium", "cwe": "CWE-79", "program": "deptofdefense", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "187455e31275e997e7dfcf9ec761e9b8d70c0d...
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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": "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...
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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-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": "33236", "source": "https://www.exploit-db.com/exploits/33236", "product": "Maxwebportal 1.365", "stack": "asp", "date_published": "2009-09-22", "...
[ { "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": 772448, "class": "cmdi", "severity_rating": "high", "cwe": "CWE-94", "program": "nodejs-ecosystem", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "b81d48cc2c53eb3b478884225fe6c9b519b94...
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": "29933", "source": "https://www.exploit-db.com/exploits/29933", "product": "Gazi Download Portal", "stack": "asp", "date_published": "2007-04-30", ...
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": 388936, "class": "cmdi", "severity_rating": "high", "cwe": "CWE-77", "program": "nodejs-ecosystem", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "27201e014de0748595443905a6df956fccd8d...
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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": "Explain the Blind XSS endpoint technique for XSS Injection and list the concrete payloads ...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "XSS Injection", "section": "Cross Site Scripting > Blind XSS > Blind XSS endpoint", "cwe": "CWE-79", "category_type": "payload", "file": "XSS Injection/README.md", "license": "review-up...
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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 payloads or techniques are useful when testing cross-site scripting (XSS), especially regarding output enco...
{ "source": "JavaScript Security", "source_author": "Y.E Liang", "domain": "web_appsec", "category": "Cross-site Scripting (XSS)", "cwe": "CWE-79", "category_type": "payload", "chapter": "Ch 3: Cross-site Scripting", "difficulty": "advanced", "record_id": "455c3a386517400e", "response_length": 205, ...
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[ { "role": "system", "content": "You are an experienced secure code reviewer for UNIX, Windows, and network/web software. Answer with concrete patterns, APIs, syscalls, and audit checklists drawn from established assessment practice." }, { "role": "user", "content": "I'm doing an authorized appli...
{ "source": "art_of_software_security_assessment", "source_author": "Mark Dowd, John McDonald, Justin Schuh", "domain": "web_appsec", "category": "race_condition", "cwe": "CWE-362", "category_type": "scenario", "chapter": "Chapter 17: Web Applications", "difficulty": "advanced", "record_id": "439a3736...
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[ { "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 should developers prevent SQL Injection?" }, { "role": "ass...
{ "source": "Bug Bounty Bootcamp", "source_author": "Vickie Li", "category": "SQL Injection", "cwe": "CWE-89", "category_type": "methodology", "chapter": "Ch 11: SQL Injection — union and blind", "difficulty": "intermediate", "domain": "web_appsec", "record_id": "9156d83acf1f1597", "response_length"...
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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": "ssti", "cwe": "CWE-22", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "6085", "source": "https://www.exploit-db.com/exploits/6085", "product": "PHPizabi 0.848b C1 HFP1", "stack": "php", "date_published": "2008-07-16", ...
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[ { "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 methodology and key techniques for Web Security for Developers...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Encryption", "cwe": "CWE-311", "category_type": "methodology", "chapter": "WSFD — Encryption", "difficulty": "intermediate", "record_id": "8710084ae6f7c94e", "response_len...
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