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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": "Describe the methodology and key techniques for Enumerating E...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Browser Security", "cwe": "CWE-287", "category_type": "scripting", "chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)", "difficulty": "beginner", "record_id": "efd...
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": "12565", "source": "https://www.exploit-db.com/exploits/12565", "product": "724CMS Enterprise 4.59", "stack": "php", "date_published": "2010-05-11...
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": "CVE-2019-16786_boost_5", "class": "smuggling", "severity_rating": "high", "cwe": "CWE-444", "program": "nvd", "quality_score": 2, "source": "nvd", "is_negative": false, "is_paraphrased": true, "rejection_reason": null, "training_source": "h1", "dataset_key": "94328b9456339ab4b31293bc805...
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": 441090, "class": "ssrf", "severity_rating": "high", "cwe": "CWE-918", "program": "gitlab", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "616c9274a92ca3d730d0210e1d1de70f2144be4d041502...
null
[ { "role": "system", "content": "You are an application security instructor. Explain vulnerabilities and give step-by-step testing procedures for lab or authorized targets." }, { "role": "user", "content": "How should I approach web application request/response fundamentals during an authorized a...
{ "source": "Hacking APIs", "source_author": "Corey J. Ball", "domain": "web_appsec", "category": "Web Application Fundamentals", "cwe": "", "category_type": "methodology", "chapter": "Ch 1: How Web Applications Work", "difficulty": "intermediate", "record_id": "62ebd6c5d81a117b", "response_length":...
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": 506496, "class": "business_logic", "severity_rating": "medium", "cwe": "CWE-840", "program": "monero", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "ddb454f22afe78d90754c79912d68c4549...
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": 4128428, "class": "tls_transport", "severity_rating": "medium", "cwe": "CWE-295", "program": "curl", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "09c24d9c5b8298c3b937a97ae6b1b8634539...
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": 1685822, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-284", "program": "gitlab", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "e1817304114fc06007fd008c3294ea544...
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": 983710, "class": "sqli", "severity_rating": "low", "cwe": "CWE-89", "program": "impresscms", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "85b495a4d294e73b3fa368bd1669676c50eaf85d2e35...
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": 1736390, "class": "ssrf", "severity_rating": "low", "cwe": "CWE-918", "program": "nextcloud", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "fc786400da54db746cadc73dfcf283829750e28f05e...
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": 1746582, "class": "ssrf", "severity_rating": "low", "cwe": "CWE-918", "program": "nextcloud", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "23e2f15fb2b8bde5c0cfc0cee223c5bb4a952344a33...
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": 1741525, "class": "ssrf", "severity_rating": "low", "cwe": "CWE-918", "program": "nextcloud", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "167a4033ace42ceaabd73818b80b9533aad2ada6fac...
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 — In other cases, ...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Session Management", "cwe": "CWE-384", "category_type": "scripting", "chapter": "Ch7: Attacking Session Management", "difficulty": "intermediate", "record_id": "8fdf615b9b11...
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": "29521", "source": "https://www.exploit-db.com/exploits/29521", "product": "Virtual Host Administrator 0.1", "stack": "php", "date_published": "2...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "codeinj", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "29521", "source": "https://www.exploit-db.com/exploits/29521", "product": "Virtual Host Administrator 0.1", "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": "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": "26211", "source": "https://www.exploit-db.com/exploits/26211", "product": "phpLDAPadmin 0.9.6/0.9.7", "stack": "php", "date_published": "2005-08-30"...
[ { "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": "xss", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "26153", "source": "https://www.exploit-db.com/exploits/26153", "product": "My Image Gallery 1.4.1", "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": "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": "27807", "source": "https://www.exploit-db.com/exploits/27807", "product": "Fast Click SQL Lite 1.1.2/1.1.3", "stack": "php", "date_published": "2006...
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 Enumerating Esoteric Attack Surfaces (Jann...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Subdomain Takeover", "cwe": "CWE-283", "category_type": "recon", "chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)", "difficulty": "beginner", "record_id": "75aa0...
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": 1102018, "class": "xss", "severity_rating": "medium", "cwe": "CWE-79", "program": "concretecms", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "7fd63cfa0b40115c31ce4a7599d6c9c800e9fdbe...
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": 1276992, "class": "info_disclosure", "severity_rating": "medium", "cwe": "CWE-200", "program": "security", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "cfa7ed2af7f9b50087fc1fe9729232...
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": "Explain Web Application Hacker's Handbook 2e — A highly effective for...
{ "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": "c1c255d59a...
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": 358112, "class": "pathtraver", "severity_rating": "critical", "cwe": "CWE-22", "program": "nodejs-ecosystem", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "b457cbe6a95678638ee8bd6c465...
null
[ { "role": "system", "content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements." }, { "role": "user", "content": "Describe the methodology and key techniques for Web Application Hacker's Handbook 2e — Cros...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Business Logic", "cwe": "CWE-79", "category_type": "scripting", "chapter": "Ch11: Attacking Application Logic", "difficulty": "intermediate", "record_id": "a96f899b04d20ca0"...
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": "Explain Web Application Hacker's Handbook 2e — Oracle PL/SQL ...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Application Server", "cwe": "CWE-287", "category_type": "payload", "chapter": "Ch18: Attacking the Application Server", "difficulty": "intermediate", "record_id": "58e5e2499...
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": "2256", "source": "https://www.exploit-db.com/exploits/2256", "product": "Integramod Portal 2.0 rc2", "stack": "php", "date_published": "2006-08-25",...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are 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": 3279441, "class": "input_validation", "severity_rating": "low", "cwe": "CWE-20", "program": "mozilla", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "034dc1bb4c675bfe11637f47bb5202c62b...
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": 309124, "class": "pathtraver", "severity_rating": "high", "cwe": "CWE-22", "program": "nodejs-ecosystem", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "34c70a8750565bfe3db66d3ef5c898c...
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": "11402", "source": "https://www.exploit-db.com/exploits/11402", "product": "Books/eBooks Rental Software", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage"...
null
[ { "role": "system", "content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share your methodology clearly and keep testing within program scope." }, { "role": "user", "content": "Scenario: during a pentest I suspect emerging vectors like SSRF and insecure deserialization....
{ "source": "Mastering Modern Web Penetration Testing", "source_author": "Prakhar Prasad", "domain": "web_appsec", "category": "Emerging Attack Vectors (SSRF/Deserialization)", "cwe": "CWE-918", "category_type": "scenario", "chapter": "Ch 9: Emerging Attack Vectors", "difficulty": "intermediate", "rec...
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": 1946534, "class": "redirect", "severity_rating": "high", "cwe": "CWE-601", "program": "brave", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "2b9f924ed329120addbdf45d8b15d9055f213907f8...
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": "35666", "source": "https://www.exploit-db.com/exploits/35666", "product": "Football Website Manager 1.1", "stack": "php", "date_published": "2011-0...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "codeinj", "cwe": "CWE-98", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "6632", "source": "https://www.exploit-db.com/exploits/6632", "product": "MiNBank 1.5.0", "stack": "php", "date_published": "2008-09-30", "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": "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": "6632", "source": "https://www.exploit-db.com/exploits/6632", "product": "MiNBank 1.5.0", "stack": "php", "date_published": "2008-09-30", "trai...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "34357", "source": "https://www.exploit-db.com/exploits/34357", "product": "Scriptsez Ez FAQ Maker 1.0", "stack": "php", "date_published": "2009-12-1...
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": "34357", "source": "https://www.exploit-db.com/exploits/34357", "product": "Scriptsez Ez FAQ Maker 1.0", "stack": "php", "date_published": "2009-12-1...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are 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": "Show me how DNS Rebinding works in the context of Headless ...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Headless Browser", "section": "Headless Browser > Network > DNS Rebinding", "cwe": "", "category_type": "payload", "file": "Headless Browser/README.md", "license": "review-upstream", ...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "pathtraver", "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": "36927", "source": "https://www.exploit-db.com/exploits/36927", "product": "ToendaCMS 1.6.2", "stack": "php", "date_published": "2012-03-08", "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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "smuggling", "bucket": "report", "shape": "A", "cvss_score": 8.7, "cvss_vector": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:C/C:H/I:H/A:N", "severity": "high", "is_negative": false, "stack": "cdn/origin", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored...
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": 972355, "class": "graphql", "severity_rating": "medium", "cwe": "CWE-200", "program": "gitlab", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "9e45e306e45e8c3f53f7f5c381653072057668131...
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": "38168", "source": "https://www.exploit-db.com/exploits/38168", "product": "TomatoCart", "stack": "php", "date_published": "2013-01-04", "...
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": "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": "38168", "source": "https://www.exploit-db.com/exploits/38168", "product": "TomatoCart", "stack": "php", "date_published": "2013-01-04", "...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": "GHSA-frmv-pr5f-9mcr", "class": "sqli", "severity_rating": "critical", "cwe": "CWE-89", "program": "osv_pypi", "quality_score": 2, "source": "osv", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "9639bf98b97b56875c140a2280...
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": 912865, "class": "xss", "severity_rating": "medium", "cwe": "CWE-79", "program": "smtp2go-vdp", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "ee4c717362e292586b52712a68d91ae7d28d76447...
null
[ { "role": "system", "content": "You are a security researcher who teaches PortSwigger Academy labs. Give faithful, step-by-step solution guidance and brief remediation advice." }, { "role": "user", "content": "Help me complete the lab \"Blind OS command injection with time delays\" from PortSwig...
{ "source": "PortSwigger Web Security Academy", "lab_title": "Blind OS command injection with time delays", "lab_url": "https://portswigger.net/web-security/os-command-injection/lab-blind-time-delays", "category": "OS command injection", "cwe": "CWE-78", "difficulty": "practitioner", "has_solution": true,...
null
[ { "role": "system", "content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess." }, { "role": "user", "content": "Describe the methodology and key techniques for Bug Hunter's Methodolog...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "CMS/WordPress", "cwe": "CWE-287", "category_type": "recon", "chapter": "Bug Hunter's Methodology v2", "difficulty": "beginner", "record_id": "5c09a48e0f8e569b", "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": "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": "2884", "source": "https://www.exploit-db.com/exploits/2884", "product": "awrate.com Message Board 1.0", "stack": "php", "date_published": "2006-1...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "nosqli", "bucket": "methodology", "shape": "A", "cvss_score": 8.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:N", "severity": "high", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "auth...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "ssti", "bucket": "methodology", "shape": "A", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "is_negative": false, "stack": "java/spring", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "aut...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "rfi", "cwe": "CWE-89", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "8244", "source": "https://www.exploit-db.com/exploits/8244", "product": "Bloginator 1a", "stack": "php", "date_published": "2009-03-19", "training...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the 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": "java/struts", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored...
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": 1331728, "class": "info_disclosure", "severity_rating": "medium", "cwe": "CWE-200", "program": "nextcloud", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "f5ecfe67526db5d06c28a468d7113...
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 Bypass 2FA with array technique for Account Tak...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Account Takeover", "section": "MFA Bypasses > 2FA Bypasses > Bypass 2FA with array", "cwe": "CWE-640", "category_type": "payload", "file": "Account Takeover/mfa-bypass.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": "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": "22075", "source": "https://www.exploit-db.com/exploits/22075", "product": "Ultimate PHP Board 1.0 final Beta", "stack": "php", "date_publis...
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": "2173", "source": "https://www.exploit-db.com/exploits/2173", "product": "MVCnPHP 3.0", "stack": "php", "date_published": "2006-08-10", "training_s...
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": "When auditing software for an...
{ "source": "art_of_software_security_assessment", "source_author": "Mark Dowd, John McDonald, Justin Schuh", "domain": "web_appsec", "category": "network_app_protocols", "cwe": "CWE-20", "category_type": "scenario", "chapter": "Chapter 17: Web Applications", "difficulty": "intermediate", "record_id":...
null
[ { "role": "user", "content": "sqlmap flagged `id` as time-based injectable on GET /item?id=5. But sending `id=5 AND SLEEP(5)` is always ~5s — even plain `id=5` is ~5s. Real SQLi?" }, { "role": "assistant", "content": "<think>\nRed flag: the delay happens even on the clean baseline `id=5`. True t...
{ "training_source": "gapfill_synthetic", "signal": true, "class": "sqli", "shape": "A", "gap": "negative", "is_negative": true, "num_turns": 1, "grounding": "authored", "license": "synthetic-authored", "provenance": "authored", "has_think": true, "dataset_key": "d31f452b8c76ced23fcc72d5ede6dae3...
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": "3971", "source": "https://www.exploit-db.com/exploits/3971", "product": "NavBoard 2.6.0", "stack": "php", "date_published": "2007-05-23", "tra...
null
[ { "role": "system", "content": "You are a security instructor who coaches students through CTF and lab challenges. Give a faithful, step-by-step walkthrough grounded in real exploitation technique, for authorized practice only." }, { "role": "user", "content": "How do you approach Pwn / Binary E...
{ "source": "adamkadaban_ctfs", "source_author": "Adam Kadaban", "domain": "web_appsec", "category": "pwn", "cwe": "", "category_type": "methodology", "chapter": "CTF Cheat Sheet", "difficulty": "beginner", "source_repo": "https://github.com/Adamkadaban/CTFs", "license": "review-upstream", "file":...
null
[ { "role": "system", "content": "You are 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": "What's the methodology and payload set for Oracle SQL Time ...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "SQL Injection", "section": "Oracle SQL Injection > Oracle SQL Time Based", "cwe": "CWE-89", "category_type": "payload", "file": "SQL Injection/OracleSQL Injection.md", "license": "revie...
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": 1023899, "class": "sqli", "severity_rating": "medium", "cwe": "CWE-400", "program": "rails", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "f60e3625f3aa4a3b57d07487a6e14621f67b1bbc2f49...
null
[ { "role": "system", "content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements." }, { "role": "user", "content": "Summarize how to identify, exploit (safely), and remediate issues related to: Web Applicati...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Authentication", "cwe": "CWE-287", "category_type": "recon", "chapter": "Ch6: Attacking Authentication", "difficulty": "intermediate", "record_id": "bcf8af5fa668c4f9", "re...
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 Web Application Hacker's Handbook 2e — One way to achieve this is to save the so...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Client-Side Controls", "cwe": "CWE-287", "category_type": "payload", "chapter": "Ch5: Bypassing Client-Side Controls", "difficulty": "intermediate", "record_id": "9c1056be94...
null
[ { "role": "system", "content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess." }, { "role": "user", "content": "What should a web pentester know about Web Application Hacker's Handboo...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "XSS", "cwe": "CWE-79", "category_type": "scenario", "chapter": "Ch12: Attacking Users: Cross-Site Scripting", "difficulty": "intermediate", "record_id": "c76df457dc1ed264", ...
null
[ { "role": "system", "content": "You are a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets." }, { "role": "user", "content": "Describe methodology and key techniques for The Tangled Web — NEW AND UPCOMING (cont.) d...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Browser-Side Scripts", "cwe": "CWE-287", "category_type": "payload", "chapter": "The Tangled Web — NEW AND UPCOMING (cont.)", "difficulty": "intermediate", "record_id": "e44...
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": "12543", "source": "https://www.exploit-db.com/exploits/12543", "product": "Alibaba Clone 3.0 (Special)", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "evidence": "grounded_triage", "li...
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": "Explain Web Application Hacker's Handbook 2e — Chapter 2 n Core Defense...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Authentication", "cwe": "CWE-287", "category_type": "scripting", "chapter": "Ch2: Core Defense Mechanisms", "difficulty": "intermediate", "record_id": "9e7a13016151d321", ...
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": "35835", "source": "https://www.exploit-db.com/exploits/35835", "product": "WordPress Plugin GD Star Rating", "stack": "php", "date_published": "201...
[ { "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": "I'm preparing a bug bounty test plan covering Bug Hunter's Methodology Live Day T...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Reconnaissance", "cwe": "", "category_type": "recon", "chapter": "Bug Hunter's Methodology Live Day Two — App Analysis", "difficulty": "beginner", "record_id": "39e5113f52bf...
null
[ { "role": "system", "content": "You are a software security assessment instructor. Walk learners through design review, operational review, and source-code auditing methods used to identify and prevent software vulnerabilities." }, { "role": "user", "content": "From Chapter 17 (Web Applications)...
{ "source": "art_of_software_security_assessment", "source_author": "Mark Dowd, John McDonald, Justin Schuh", "domain": "web_appsec", "category": "network_app_protocols", "cwe": "CWE-20", "category_type": "scenario", "chapter": "Chapter 17: Web Applications", "difficulty": "intermediate", "record_id":...
null
[ { "role": "system", "content": "You are an expert CTF player and security engineer. Explain how to approach and solve this challenge, grounding every step in real technique for authorized learning and competition." }, { "role": "user", "content": "Explain the exploitation path for the box 'Shock...
{ "source": "adamkadaban_ctfs", "source_author": "Adam Kadaban", "domain": "web_appsec", "category": "box", "cwe": "", "category_type": "recon", "chapter": "HackTheBox", "difficulty": "beginner", "source_repo": "https://github.com/Adamkadaban/CTFs", "license": "review-upstream", "file": "3.Boxes/H...
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": 1296366, "class": "access_control", "severity_rating": "critical", "cwe": "CWE-269", "program": "deptofdefense", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "46e8101ebf53e9a5244d2d40...
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": "1669", "source": "https://www.exploit-db.com/exploits/1669", "product": "Censtore 7.3.x", "stack": "cgi", "date_published": "2006-04-13", ...
null
[ { "role": "system", "content": "You are an offensive-security engineer explaining how a CTF or pentest-style challenge is solved. Be precise, preserve the exact commands and payloads, and never invent results." }, { "role": "user", "content": "Give me a cheat-sheet style walkthrough for handling...
{ "source": "adamkadaban_ctfs", "source_author": "Adam Kadaban", "domain": "web_appsec", "category": "box", "cwe": "", "category_type": "methodology", "chapter": "CTF Cheat Sheet", "difficulty": "beginner", "source_repo": "https://github.com/Adamkadaban/CTFs", "license": "review-upstream", "file":...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "36282", "source": "https://www.exploit-db.com/exploits/36282", "product": "eFront 3.6.x", "stack": "php", "date_published": "2011-11-02", "training_...
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": "Walk me through finding and validating Security Tools, especially regarding tool landsca...
{ "source": "Real-World Bug Hunting (Bookey summary)", "source_author": "Peter Yaworski (summary by Bookey)", "category": "Security Tools", "cwe": "", "category_type": "methodology", "chapter": "Ch 21: Tools — tool landscape", "difficulty": "beginner", "domain": "web_appsec", "record_id": "cffed8a68fe...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "info_disclosure", "cwe": "CWE-200", "cvss_score": 6.5, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:N", "severity": "medium", "edb_id": "11187", "source": "https://www.exploit-db.com/exploits/11187", "product": "FreePBX 2.5.x", "stack": "multiple", "date_published": "2010-0...
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": "How do I test for Web Application Hacker's Handbook 2e — 5.10.5 Identify all the possible d...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Methodology", "cwe": "", "category_type": "scenario", "chapter": "Ch21: A Web Application Hacker’s Methodology", "difficulty": "intermediate", "record_id": "0d74521b3718dafa...
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-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": "35672", "source": "https://www.exploit-db.com/exploits/35672", "product": "Cisco Unified Communications Manager 8.5", "stack": "jsp", "date_publish...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "26446", "source": "https://www.exploit-db.com/exploits/26446", "product": "Belchior Foundry vCard Pro 3.1", "stack": "php", "date_published": "2005...
[ { "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": 793704, "class": "ssrf", "severity_rating": "medium", "cwe": "CWE-918", "program": "nodejs-ecosystem", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "80e496119318baa2bf9fd7005e003c9e21...
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[ { "role": "system", "content": "You are a principal application security engineer. Cover memory safety, OS privilege models, IPC, synchronization, protocol parsing, and web application flaws with actionable audit guidance." }, { "role": "user", "content": "What concrete techniques from software ...
{ "source": "art_of_software_security_assessment", "source_author": "Mark Dowd, John McDonald, Justin Schuh", "domain": "web_appsec", "category": "authz", "cwe": "CWE-287", "category_type": "scenario", "chapter": "Chapter 17: Web Applications", "difficulty": "intermediate", "record_id": "c283e105f7f74...
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[ { "role": "system", "content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements." }, { "role": "user", "content": "Explain Web Application Hacker's Handbook 2e — 846 Chapter 21 n A Web Application Hacker’...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Methodology", "cwe": "CWE-287", "category_type": "scripting", "chapter": "Ch21: A Web Application Hacker’s Methodology", "difficulty": "intermediate", "record_id": "1b23e88f...
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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": "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": "5006", "source": "https://www.exploit-db.com/exploits/5006", "product": "phpCMS 1.2.2", "stack": "php", "date_published": "2008-01-29", "train...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "11710", "source": "https://www.exploit-db.com/exploits/11710", "product": "Joomla! Component com_races", "stack": "php", "date_published": "2010-03...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "6945", "source": "https://www.exploit-db.com/exploits/6945", "product": "YourFreeWorld Classifieds", "stack": "php", "date_published": "2008-11-01"...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "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": "32174", "source": "https://www.exploit-db.com/exploits/32174", "product": "Softbiz Image Gallery", "stack": "php", "date_published": "2008-08-05", "...
[ { "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 and instructor. Explain vulnerability techniques, payloads, and bypasses for legitimate, authorized assessments." }, { "role": "user", "content": "I'm doing an authorized pentest and need the DataContractSerializer approach...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Insecure Deserialization", "section": ".NET Deserialization > Formatters > DataContractSerializer", "cwe": "CWE-502", "category_type": "payload", "file": "Insecure Deserialization/DotNET....
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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": 1350444, "class": "cmdi", "severity_rating": "medium", "cwe": "CWE-77", "program": "concretecms", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "a566f753626cecda2e96c465ad24b7f0345a08b...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "34549", "source": "https://www.exploit-db.com/exploits/34549", "product": "Datemill", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage", "license": "GPL-2...
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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": "Explain Web Application Hacker's Handbook 2e — Second, some implementat...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "XSS", "cwe": "CWE-79", "category_type": "payload", "chapter": "Ch12: Attacking Users: Cross-Site Scripting", "difficulty": "intermediate", "record_id": "d3236685766d591c", ...
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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 From Day Zero to Zero Day —...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Variant Analysis", "cwe": "CWE-287", "category_type": "recon", "chapter": "Day Zero — Automated Variant Analysis", "difficulty": "intermediate", "record_id": "dbe07bb76a2763...
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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": "I'm preparing a bug bounty test plan covering Web Application...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Access Control", "cwe": "CWE-284", "category_type": "methodology", "chapter": "Ch9: Attacking Data Stores", "difficulty": "intermediate", "record_id": "5ad548b72a9ff5af", ...
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[ { "role": "system", "content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing." }, { "role": "user", "content": "How do I apply 'Web Security for Developers — XML Attacks: Malicious ...
{ "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": "994af7ebeda982f1", "response_leng...
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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 \"Password brute-force via password chan...
{ "source": "PortSwigger Web Security Academy", "lab_title": "Password brute-force via password change", "lab_url": "https://portswigger.net/web-security/authentication/other-mechanisms/lab-password-brute-force-via-password-change", "category": "Authentication", "cwe": "CWE-287", "difficulty": "practitioner...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "9898", "source": "https://www.exploit-db.com/exploits/9898", "product": "Mura CMS 5.1", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "evidence": "grounded_triage", "license": "GPL-2.0-o...
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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": "Describe the methodology and key techniques for Web Applicati...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "XSS", "cwe": "CWE-79", "category_type": "payload", "chapter": "Ch12: Attacking Users: Cross-Site Scripting", "difficulty": "intermediate", "record_id": "04b4b9e59727780e", ...
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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": "12191", "source": "https://www.exploit-db.com/exploits/12191", "product": "Joomla! Component JP Jobs 1.2.0", "stack": "php", "date_published": "201...
[ { "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": 2126954, "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": "8e2bae1dbdb10e1b44ccdfec0fe24a84ea1662...
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[ { "role": "system", "content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing." }, { "role": "user", "content": "For authorized testing, explain: Web Security for Developers — How th...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "HTTP Fundamentals", "cwe": "CWE-287", "category_type": "scenario", "chapter": "WSFD — How the Internet Works", "difficulty": "intermediate", "record_id": "07caada8d1375273",...
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