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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": "37410", "source": "https://www.exploit-db.com/exploits/37410", "product": "Joomla! Component hwdVideoShare", "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": "37410", "source": "https://www.exploit-db.com/exploits/37410", "product": "Joomla! Component hwdVideoShare", "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": "methodology", "shape": "A", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "au...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "cmdi", "cwe": "CWE-78", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "25138", "source": "https://www.exploit-db.com/exploits/25138", "product": "D-Link IP Cameras", "stack": "hardware", "date_published": "2013-05-01",...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "rfi", "cwe": "CWE-98", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "21343", "source": "https://www.exploit-db.com/exploits/21343", "product": "PHProjekt 3.1", "stack": "php", "date_published": "2002-03-13", "traini...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "25927", "source": "https://www.exploit-db.com/exploits/25927", "product": "RaXnet Cacti 0.5/0.6.x/0.8.x", "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": "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": "3125", "source": "https://www.exploit-db.com/exploits/3125", "product": "JV2 Folder Gallery 3.0", "stack": "php", "date_published": "2007-0...
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": 1172852, "class": "info_disclosure", "severity_rating": "medium", "cwe": "CWE-200", "program": "wordpress", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "07471ad2928c196c55ca052547e20...
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": "27344", "source": "https://www.exploit-db.com/exploits/27344", "product": "NZ eCommerce System", "training_source": "exploit-db-grounded-webapps", "verdict": "Downgrade", "evidence": "grounded_triage", "license": ...
null
[ { "role": "system", "content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing." }, { "role": "user", "content": "I'm preparing a bug bounty test plan covering Web Application Hacker'...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Information Disclosure", "cwe": "CWE-200", "category_type": "payload", "chapter": "Ch15: Exploiting Information Disclosure", "difficulty": "intermediate", "record_id": "3417...
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 Enumerating Esoteric Attack Surfaces (Jann Moon): Linux ideals of doing one thin...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Session Management", "cwe": "CWE-287", "category_type": "scripting", "chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)", "difficulty": "intermediate", "record_id"...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "pathtraver", "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": "9130", "source": "https://www.exploit-db.com/exploits/9130", "product": "PHP AdminPanel Free 1.0.5", "stack": "php", "date_published": "2009-07-...
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": "11488", "source": "https://www.exploit-db.com/exploits/11488", "product": "Auktionshaus Gelb 3", "stack": "php", "date_published": "2010-02-17", ...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "codeinj", "cwe": "CWE-22", "cvss_score": 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": "35385", "source": "https://www.exploit-db.com/exploits/35385", "product": "WordPress Plugin Slider REvolution 3.0.95 / Showbiz Pro 1.7.1", "stack": "p...
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": "How do I apply 'The Tangled Web — HYPERTEXT MARKUP (cont.)' when test...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Browser Security", "cwe": "", "category_type": "scripting", "chapter": "The Tangled Web — HYPERTEXT MARKUP (cont.)", "difficulty": "intermediate", "record_id": "d18b3d543503...
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": 1401444, "class": "cmdi", "severity_rating": "informational", "cwe": "CWE-78", "program": "gitlab", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "e1807f0deee7dd2ee45e244e1a18a38ffac88...
null
[ { "role": "system", "content": "You are a senior penetration tester specializing in web and API security. Help the user test for vulnerabilities on systems they are authorized to assess." }, { "role": "user", "content": "What follow-on steps make sense after confirming SQL injection (angle: blin...
{ "source": "Mastering Modern Web Penetration Testing", "source_author": "Prakhar Prasad", "domain": "web_appsec", "category": "SQL Injection", "cwe": "CWE-89", "category_type": "exploit_chain", "chapter": "Ch 5: Exploiting SQL Injection", "difficulty": "advanced", "record_id": "2f8860d17e941ad7", "...
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": 2190117, "class": "info_disclosure", "severity_rating": "informational", "cwe": "CWE-538", "program": "tennessee-valley-authority", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "530cc...
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": "report", "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": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored_pa...
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": 2247231, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-284", "program": "deptofdefense", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "14c258d5a9e9b70c9fec4f6371...
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": "7306", "source": "https://www.exploit-db.com/exploits/7306", "product": "minimal ablog 0.4", "stack": "php", "date_published": "2008-11-30", "...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are 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": "7306", "source": "https://www.exploit-db.com/exploits/7306", "product": "minimal ablog 0.4", "stack": "php", "date_published": "2008-11-30", "...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "cmdi", "cwe": "CWE-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": "7600", "source": "https://www.exploit-db.com/exploits/7600", "product": "Flexphplink Pro", "stack": "php", "date_published": "2008-12-28", "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": "cmdi", "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": "7600", "source": "https://www.exploit-db.com/exploits/7600", "product": "Flexphplink Pro", "stack": "php", "date_published": "2008-12-28", "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 an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements." }, { "role": "user", "content": "For authorized testing, explain: The Tangled Web — NEW AND UPCOMING (cont.)" }, { "...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "URL/HTTP", "cwe": "CWE-287", "category_type": "methodology", "chapter": "The Tangled Web — NEW AND UPCOMING (cont.)", "difficulty": "intermediate", "record_id": "02f393c8f28...
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": 659419, "class": "xss", "severity_rating": "high", "cwe": "CWE-79", "program": "wordpress", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "9d787eff12709a38696d9f891c3047eecc3d25b7a7675...
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": 1354334, "class": "info_disclosure", "severity_rating": "low", "cwe": "CWE-200", "program": "nextcloud", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "275d93b12b151a78a6542422146b56e1...
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-4hjh-wcwx-xvwj", "class": "resource", "severity_rating": "high", "cwe": "CWE-770", "program": "osv_npm", "quality_score": 4, "source": "osv", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "2a8619a8a5b2f718287a5b17df...
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": "11735", "source": "https://www.exploit-db.com/exploits/11735", "product": "DZCP (deV!L_z Clanportal) 1.5.2", "stack": "php", "date_published": "...
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": "How do stack canaries interact with the classic VLC-style overflow?" }, { "role": ...
{ "source": "A Bug Hunter's Diary", "source_author": "Tobias Klein", "domain": "web_appsec", "category": "mitigation", "cwe": "CWE-120", "category_type": "methodology", "chapter": "Appendix C: Mitigation", "difficulty": "intermediate", "record_id": "830060783acf9042", "response_length": 159, "num_...
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": "Source Code Review", "cwe": "", "category_type": "recon", "chapter": "Ch19: Finding Vulnerabilities in Source Code", "difficulty": "intermediate", "record_id": "cb2fb99e135d...
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": "I'm preparing a bug bounty test plan covering Web Application Hacker's Handbook 2e — 824...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Methodology", "cwe": "", "category_type": "recon", "chapter": "Ch21: A Web Application Hacker’s Methodology", "difficulty": "intermediate", "record_id": "a92c1c1fd8c2585e", ...
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-200", "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": "47748", "source": "https://www.exploit-db.com/exploits/47748", "product": "Broadcom CA Privilged Access Manager 2.8.2", "stack": "windows", "date_...
null
[ { "role": "system", "content": "You are an application security instructor. Explain vulnerabilities and give step-by-step testing procedures for lab or authorized targets." }, { "role": "user", "content": "What controls mitigate file upload vulnerabilities effectively (angle: path traversal uplo...
{ "source": "Mastering Modern Web Penetration Testing", "source_author": "Prakhar Prasad", "domain": "web_appsec", "category": "File Upload Vulnerabilities", "cwe": "CWE-434", "category_type": "methodology", "chapter": "Ch 6: File Upload Vulnerabilities", "difficulty": "intermediate", "record_id": "da...
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": "3700036_boost_5", "class": "crypto_weak", "severity_rating": "medium", "cwe": "CWE-325", "program": "monero", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": true, "rejection_reason": null, "training_source": "h1", "dataset_key": "88a3f8eb2b03308b7098db3fcab...
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": "9824", "source": "https://www.exploit-db.com/exploits/9824", "product": "Swiss Mango CMS", "stack": "php", "date_published": "2009-09-24", "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 an expert CTF player and security engineer. Explain how to approach and solve this challenge, grounding every step in real technique for authorized learning and competition." }, { "role": "user", "content": "Explain the exploitation path for the box 'Netmo...
{ "source": "adamkadaban_ctfs", "source_author": "Adam Kadaban", "domain": "web_appsec", "category": "box", "cwe": "", "category_type": "recon", "chapter": "HackTheBox", "difficulty": "intermediate", "source_repo": "https://github.com/Adamkadaban/CTFs", "license": "review-upstream", "file": "3.Box...
null
[ { "role": "system", "content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing." }, { "role": "user", "content": "Describe a realistic hunting scenario for Bug Bounty Methodology and ...
{ "source": "Real-World Bug Hunting (Bookey summary)", "source_author": "Peter Yaworski (summary by Bookey)", "category": "Bug Bounty Methodology", "cwe": "", "category_type": "scenario", "chapter": "Ch 19: Finding Your Own Bug Bounties — getting started", "difficulty": "beginner", "domain": "web_appsec...
null
[ { "role": "system", "content": "You are an offensive security specialist and instructor. Explain vulnerability techniques, payloads, and bypasses for legitimate, authorized assessments." }, { "role": "user", "content": "During a bug bounty I want to try Blind Exploitation for LDAP Injection. Wha...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "LDAP Injection", "section": "LDAP Injection > Methodology > Blind Exploitation", "cwe": "CWE-90", "category_type": "payload", "file": "LDAP Injection/README.md", "license": "review-upst...
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": "Attacking Application Architecture", "cwe": "CWE-287", "category_type": "scripting", "chapter": "Ch17: Attacking Application Architecture", "difficulty": "intermediate", "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", "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": "32196", "source": "https://www.exploit-db.com/exploits/32196", "product": "RMSOFT MiniShop 1.0", "stack": "php", "date_published": "2008-08-09", "tr...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": "1181946_boost_18", "class": "cache_poisoning", "severity_rating": "medium", "cwe": "CWE-400", "program": "security", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": true, "rejection_reason": null, "training_source": "h1", "dataset_key": "0c7bd41c6c3b50327c43...
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": "For authorized testing, explain: Enumerating Esoteric Attack ...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "HTTP Fundamentals", "cwe": "CWE-287", "category_type": "scripting", "chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)", "difficulty": "beginner", "record_id": "c3...
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": "1766", "source": "https://www.exploit-db.com/exploits/1766", "product": "Claroline E-Learning 1.75", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "sqli", "cwe": "CWE-89", "cvss_score": 9.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N", "severity": "critical", "edb_id": "22936", "source": "https://www.exploit-db.com/exploits/22936", "product": "SmartCMS", "stack": "php", "date_published": "2012-11-26", "training_s...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "info_disclosure", "cwe": "CWE-200", "cvss_score": 7.5, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N", "severity": "high", "edb_id": "22704", "source": "https://www.exploit-db.com/exploits/22704", "product": "Webchat 2.0 Module", "stack": "php", "date_published": "2003-06-...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are 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": 1003007, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-269", "program": "acronis", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "76dd82e8a2153aa3838d7cb0403e51c7...
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": "Show me how Cross Site Scripting works in the context of CRLF Injection, including t...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "CRLF Injection", "section": "Carriage Return Line Feed > Methodology > Cross Site Scripting", "cwe": "CWE-93", "category_type": "payload", "file": "CRLF Injection/README.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": "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": "34811", "source": "https://www.exploit-db.com/exploits/34811", "product": "Linea21 1.2.1", "stack": "php", "date_published": "2009-07-08", "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": "How do I apply 'Web Security for Developers — XML Attacks: Summary' when testing ...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "XML Attacks", "cwe": "CWE-611", "category_type": "scenario", "chapter": "WSFD — XML Attacks", "difficulty": "intermediate", "record_id": "b9fd3354fd86e7aa", "response_leng...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "ssti", "cwe": "CWE-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": "40091", "source": "https://www.exploit-db.com/exploits/40091", "product": "Tiki Wiki 15.1", "stack": "php", "date_published": "2016-07-11", "tra...
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 — We have examined a wide range o...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Back-End Components", "cwe": "", "category_type": "payload", "chapter": "Ch10: Attacking Back-End Components", "difficulty": "intermediate", "record_id": "408b480418a5227e",...
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": "How should developers prevent OAuth Vulnerabilities?" }, { "r...
{ "source": "Real-World Bug Hunting (Bookey summary)", "source_author": "Peter Yaworski (summary by Bookey)", "category": "OAuth Vulnerabilities", "cwe": "CWE-287", "category_type": "methodology", "chapter": "Ch 17: OAuth Vulnerabilities — oauth risks", "difficulty": "advanced", "domain": "web_appsec", ...
null
[ { "role": "system", "content": "You are an expert bug bounty hunter and instructor. Teach practical, hands-on web application testing methodology for authorized security testing and bug bounty programs only." }, { "role": "user", "content": "How do you efficiently test lots of discovered endpoin...
{ "source": "zseano's methodology", "source_author": "zseano", "domain": "web_appsec", "category": "recon", "cwe": "CWE-79", "category_type": "recon", "chapter": "Step Two: Expanding our attack surface", "difficulty": "advanced", "record_id": "bc748a7bd97c8172", "response_length": 217, "num_turns"...
null
[ { "role": "system", "content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess." }, { "role": "user", "content": "Walk me through Web Application Hacker's Handbook 2e — How the Tools Wo...
{ "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": "610fd3668c92611a", "r...
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": "How do I test for and exploit SQL Injection using the Scien...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "SQL Injection", "section": "MySQL Injection > MYSQL WAF Bypass > Scientific Notation", "cwe": "CWE-89", "category_type": "payload", "file": "SQL Injection/MySQL Injection.md", "license"...
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": "SQL injection UNION attack, retrieving multiple values in a single column", "lab_url": "https://portswigger.net/web-security/sql-injection/union-attacks/lab-retrieve-multiple-values-in-single-column", "category": "SQL injection", "cwe": "CWE-89", ...
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": 2968559, "class": "insecure_design", "severity_rating": "low", "cwe": "CWE-657", "program": "xvideos", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "db3423b62444090a18d7b5091de066c285...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "ssti", "bucket": "remediation", "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": "java/spring", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "aut...
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 Enumerating Esoteric Attack Surfaces (Jann Moon): It is highly recommended to us...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Bug Bounty Methodology", "cwe": "CWE-287", "category_type": "methodology", "chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)", "difficulty": "beginner", "record_i...
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": "How do I test for Web Application Hacker's Handbook 2e — HTML...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "HTTP Fundamentals", "cwe": "", "category_type": "methodology", "chapter": "Ch3: Web Application Technologies", "difficulty": "intermediate", "record_id": "452a1de9a9e3b7f1",...
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": "30568", "source": "https://www.exploit-db.com/exploits/30568", "product": "Pulsewiki And Pawfaliki 0.5.1", "stack": "php", "date_published": "200...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are a 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": 1652046, "class": "xss", "severity_rating": "medium", "cwe": "CWE-79", "program": "shopify", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "7f750397b5874b1f0872aea133941d43822fc5716f20...
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": "28851", "source": "https://www.exploit-db.com/exploits/28851", "product": "Crafty Syntax Live Help 2.9.9", "stack": "php", "date_published": "200...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "pathtraver", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "12651", "source": "https://www.exploit-db.com/exploits/12651", "product": "Lokomedia CMS", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "evidence": "grounded_triage", "license...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "pathtraver", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "39575", "source": "https://www.exploit-db.com/exploits/39575", "product": "WordPress Plugin eBook Download 1.1", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "gro...
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": "8100", "source": "https://www.exploit-db.com/exploits/8100", "product": "MDPro Module My_eGallery", "training_source": "exploit-db-grounded-webapps", "verdict": "Downgrade", "evidence": "grounded_triage", "license...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "25560", "source": "https://www.exploit-db.com/exploits/25560", "product": "Just William's Amazon Webstore", "stack": "php", "date_published": "2005-04...
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": "31652", "source": "https://www.exploit-db.com/exploits/31652", "product": "amfPHP 1.2", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage", "license": "GPL...
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": "Describe the methodology and key techniques for Web Application Hacker's Handbook...
{ "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": "6881a2ac56619f07",...
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": "5075", "source": "https://www.exploit-db.com/exploits/5075", "product": "osCommerce Addon Customer Testimonials 3.1", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "evidence": "grounded_t...
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": "9461", "source": "https://www.exploit-db.com/exploits/9461", "product": "E CMS 1.0", "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": "rfi", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "23238", "source": "https://www.exploit-db.com/exploits/23238", "product": "Gallery 1.4", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "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": "codeinj", "cwe": "CWE-22", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "8791", "source": "https://www.exploit-db.com/exploits/8791", "product": "WordPress Plugin Lytebox", "stack": "php", "date_published": "2009-05-2...
[ { "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 offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work." }, { "role": "user", "content": "Describe methodology and key techniques for Web Security for ...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "CSRF", "cwe": "CWE-384", "category_type": "scenario", "chapter": "WSFD — Session Hijacking", "difficulty": "intermediate", "record_id": "af0e5b5ecb9a2698", "response_lengt...
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 \"Exploiting LLM APIs with excessive agency\" (Apprentice, ...
{ "source": "PortSwigger Web Security Academy", "lab_title": "Exploiting LLM APIs with excessive agency", "lab_url": "https://portswigger.net/web-security/llm-attacks/lab-exploiting-llm-apis-with-excessive-agency", "category": "Web LLM attacks", "cwe": "CWE-77", "difficulty": "apprentice", "has_solution":...
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-8hxf-qr8p-62x4", "class": "auth", "severity_rating": "medium", "cwe": "CWE-287", "program": "github_advisory", "quality_score": 4, "source": "ghsa", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "c98c0ca7b8573e61774...
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": 799072, "class": "resource", "severity_rating": "low", "cwe": "CWE-400", "program": "nodejs", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "22978ebf84799ea38aa85059818b6577f794b07f597...
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": 1112297, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-269", "program": "gitlab", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "365fa7f36884a71f31a0c4d5c1ac0e793...
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": 3384150, "class": "pathtraver", "severity_rating": "high", "cwe": "CWE-22", "program": "arkadiyt-projects", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "fede465e686ba37f367f0e3b5f8a1...
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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": "What should a web pentester know about Introduction?" }, { "role": "assistant", ...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Methodology", "cwe": "", "category_type": "reporting", "chapter": "README Bug-Bounty Material", "difficulty": "beginner", "record_id": "01522a15917d10e9", "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": "codeinj", "cwe": "CWE-89", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "3988", "source": "https://www.exploit-db.com/exploits/3988", "product": "gCards 1.46", "stack": "php", "date_published": "2007-05-25", "traini...
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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": "ssrf", "bucket": "report", "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": "php/laravel", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored_par...
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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": 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": "9049", "source": "https://www.exploit-db.com/exploits/9049", "product": "DM FileManager 3.9.4", "stack": "php", "date_published": "2009-06-...
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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": 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": "9049", "source": "https://www.exploit-db.com/exploits/9049", "product": "DM FileManager 3.9.4", "stack": "php", "date_published": "2009-06-...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share concrete payloads and methodology for authorized security testing." }, { "role": "user", "content": "Give me a rundown of Raw MD5 and SHA1 for SQL Injection: when to use it and the payloads i...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "SQL Injection", "section": "SQL Injection > Authentication Bypass > Raw MD5 and SHA1", "cwe": "CWE-89", "category_type": "payload", "file": "SQL Injection/README.md", "license": "review...
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[ { "role": "system", "content": "You are an expert web security instructor and penetration tester. Explain how to identify and exploit the vulnerability in the described lab, with clear step-by-step guidance for authorized security training." }, { "role": "user", "content": "PortSwigger lab: \"Ac...
{ "source": "PortSwigger Web Security Academy", "lab_title": "Accessing private GraphQL posts", "lab_url": "https://portswigger.net/web-security/graphql/lab-graphql-reading-private-posts", "category": "GraphQL API vulnerabilities", "cwe": "CWE-943", "difficulty": "apprentice", "has_solution": true, "off...
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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 do I test for Web Application Hacker's Handbook 2e — OSRF vulnerabi...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "XSS", "cwe": "CWE-79", "category_type": "scenario", "chapter": "Ch13: Attacking Users: Other Techniques", "difficulty": "intermediate", "record_id": "f3aa14446fbaf010", "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": "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": "36892", "source": "https://www.exploit-db.com/exploits/36892", "product": "Traidnt Topics Viewer 2.0", "stack": "php", "date_published": "2012-02-29...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "csrf", "cwe": "CWE-352", "cvss_score": 4.3, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:L/A:N", "severity": "medium", "edb_id": "36892", "source": "https://www.exploit-db.com/exploits/36892", "product": "Traidnt Topics Viewer 2.0", "stack": "php", "date_published": "2012-02-29...
[ { "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": "What payloads and steps should I use for Attach Database when working on SQL Injecti...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "SQL Injection", "section": "SQLite Injection > SQLite Remote Code Execution > Attach Database", "cwe": "CWE-89", "category_type": "payload", "file": "SQL Injection/SQLite Injection.md", ...
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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": "I need to craft Clickjacking payloads via Content Security Policy (CSP). What should I kno...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Clickjacking", "section": "Clickjacking > Preventive Measures > Content Security Policy (CSP)", "cwe": "CWE-1021", "category_type": "payload", "file": "Clickjacking/README.md", "license...
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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": 3403450, "class": "info_disclosure", "severity_rating": "medium", "cwe": "CWE-209", "program": "revive_adserver", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "aad3a2932d5b7cb2fea0057...
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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": "Describe methodology and key techniques for Web Security for Developers — Injection Atta...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "SQL Injection", "cwe": "CWE-89", "category_type": "recon", "chapter": "WSFD — Injection Attacks", "difficulty": "intermediate", "record_id": "7fd7543374f3edb5", "response_...
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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": "37940", "source": "https://www.exploit-db.com/exploits/37940", "product": "SenseSites CommonSense CMS", "stack": "php", "date_published": "2012-01-...
[ { "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 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-352", "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": "39637", "source": "https://www.exploit-db.com/exploits/39637", "product": "CubeCart 6.0.10", "stack": "php", "date_published": "2016-03-30", "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 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": 126539, "class": "xss", "severity_rating": "informational", "cwe": "CWE-79", "program": "shopify", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "25da0a4697209a8e636fe98eb9b5a66e66a093...
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[ { "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 do I store nmap XML and later extract open ports with bash tools?" }, { "ro...
{ "source": "Black Hat Bash", "source_author": "Dolev Farhi and Nick Aleks", "domain": "web_appsec", "category": "parsing", "cwe": "", "category_type": "tooling", "chapter": "Chapter 4: Reconnaissance", "difficulty": "advanced", "record_id": "18e39927b61bb9eb", "response_length": 199, "num_turns":...
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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": "race", "bucket": "methodology", "shape": "A", "cvss_score": 5.9, "cvss_vector": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N", "severity": "medium", "is_negative": false, "stack": "python/fastapi", "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": "5840", "source": "https://www.exploit-db.com/exploits/5840", "product": "easyTrade 2.x", "stack": "php", "date_published": "2008-06-17", "trainin...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...