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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": "28732", "source": "https://www.exploit-db.com/exploits/28732", "product": "Yblog", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "evidence": "grounded_triage", "license": "GPL-2.0-or-lat...
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": "Walk me through Web Application Hacker's Handbook 2e — Relational dat...
{ "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": "ee4ceeee814199cf",...
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": "2149", "source": "https://www.exploit-db.com/exploits/2149", "product": "Hitweb 4.2.1", "stack": "php", "date_published": "2006-08-08", "training_...
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": 999765, "class": "access_control", "severity_rating": "high", "cwe": "CWE-284", "program": "acronis", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "929d41a2cdc71a823b18f989ef37fa754b7...
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": "Blind SQL injection with out-of-band interaction", "lab_url": "https://portswigger.net/web-security/sql-injection/blind/lab-out-of-band", "category": "SQL injection", "cwe": "CWE-89", "difficulty": "practitioner", "has_solution": true, "offic...
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": "10737", "source": "https://www.exploit-db.com/exploits/10737", "product": "Joomla! Component FacileForms", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "evidence": "grounded_triage", ...
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": "I'm preparing a bug bounty test plan covering Web Application Hacker's Handbook 2e — In thi...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Back-End Components", "cwe": "", "category_type": "scenario", "chapter": "Ch10: Attacking Back-End Components", "difficulty": "intermediate", "record_id": "8fe31780d7f27d7a"...
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-2017-8851", "class": "tls_transport", "severity_rating": "medium", "cwe": "CWE-319", "program": "nvd", "quality_score": 2, "source": "nvd", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "9ae0caf584f214269398e8a58fbd8...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "deser", "bucket": "methodology", "shape": "A", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "is_negative": false, "stack": "java/spring", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "au...
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": 2388183, "class": "access_control", "severity_rating": "informational", "cwe": "CWE-284", "program": "nextcloud", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "1874985f9c3075fc07f3ef4...
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": "I'm doing an authorized appli...
{ "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 16: Network Application Protocols", "difficulty": "intermediate", ...
null
[ { "role": "system", "content": "You are a senior application security trainer specializing in PortSwigger Web Security Academy labs. Teach the official solution methodology clearly and accurately." }, { "role": "user", "content": "How do I solve this PortSwigger Web Security Academy lab?\n\nTitl...
{ "source": "PortSwigger Web Security Academy", "lab_title": "File path traversal, traversal sequences stripped with superfluous URL-decode", "lab_url": "https://portswigger.net/web-security/file-path-traversal/lab-superfluous-url-decode", "category": "Path traversal", "cwe": "CWE-22", "difficulty": "practi...
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": "6164", "source": "https://www.exploit-db.com/exploits/6164", "product": "nzFotolog 0.4.1", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage", "lice...
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": 2701701, "class": "codeinj", "severity_rating": "high", "cwe": "CWE-94", "program": "kubernetes", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "fe85a89912e4bd18908800044b9ff44239c22ea...
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": "7474", "source": "https://www.exploit-db.com/exploits/7474", "product": "FLDS 1.2a", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "evidence": "grounded_triage", "license": "GPL-2.0-or-...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "xxe", "bucket": "code_review", "shape": "A", "cvss_score": 7.5, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N", "severity": "high", "is_negative": false, "stack": "python/flask", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authore...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": "CVE-2019-1706_boost_20", "class": "crypto_weak", "severity_rating": "high", "cwe": "CWE-404", "program": "nvd", "quality_score": 2, "source": "nvd", "is_negative": false, "is_paraphrased": true, "rejection_reason": null, "training_source": "h1", "dataset_key": "3f0342972d94a1f2de6b6f02f...
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", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "8349", "source": "https://www.exploit-db.com/exploits/8349", "product": "Family Connections 1.8.2", "training_source": "exploit-db-grounded-webapps", "verdict": "Downgrade", "evidence": "grounded_triage", "lice...
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": 1250199, "class": "xss", "severity_rating": "medium", "cwe": "CWE-79", "program": "deptofdefense", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "99f64416cd511ccc18a884ed95482cd8e7d95e...
null
[ { "role": "system", "content": "You are an expert application security tester. Provide detailed, actionable security testing guidance for authorized engagements only." }, { "role": "user", "content": "What's a solid methodology for finding issues related to JavaScript-based phishing / UI redress...
{ "source": "JavaScript Security", "source_author": "Y.E Liang", "domain": "web_appsec", "category": "JavaScript Phishing", "cwe": "CWE-451", "category_type": "methodology", "chapter": "Ch 6: JavaScript Phishing", "difficulty": "intermediate", "record_id": "83eec365ac15d49d", "response_length": 355,...
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": "11479", "source": "https://www.exploit-db.com/exploits/11479", "product": "Joomla! Component com_acstartseite", "stack": "php", "date_published": "...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "codeinj", "cwe": "CWE-200", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "3799", "source": "https://www.exploit-db.com/exploits/3799", "product": "JulmaCMS 1.4", "stack": "php", "date_published": "2007-04-25", "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": "codeinj", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "3799", "source": "https://www.exploit-db.com/exploits/3799", "product": "JulmaCMS 1.4", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "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": "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": "33985", "source": "https://www.exploit-db.com/exploits/33985", "product": "NPDS REvolution 10.02", "stack": "php", "date_published": "2010-05-13", "...
[ { "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": 1386277, "class": "redirect", "severity_rating": "low", "cwe": "CWE-601", "program": "security", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "3001485f220df041d75cdbecaec89eb4b5fbfb45...
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": "What payloads and steps should I use for Bypass Localhost with IPv6 Notation when wo...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Server Side Request Forgery", "section": "Server-Side Request Forgery > Bypassing Filters > Bypass Localhost with IPv6 Notation", "cwe": "CWE-918", "category_type": "payload", "file": "Se...
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": 856554, "class": "xss", "severity_rating": "high", "cwe": "CWE-79", "program": "gitlab", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "9bd31809f0231275f1b43c49b97b27222d11100cb51ded6f...
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": "2446", "source": "https://www.exploit-db.com/exploits/2446", "product": "PPA Gallery 1.0", "stack": "php", "date_published": "2006-09-28", "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": 1691603, "class": "business_logic", "severity_rating": "low", "cwe": "CWE-840", "program": "linkedin", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "cee3a95f89bec71149edff372df88efb9b...
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 — Oracle contains a large amount of ...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Access Control", "cwe": "CWE-284", "category_type": "recon", "chapter": "Ch9: Attacking Data Stores", "difficulty": "intermediate", "record_id": "020101e94f6f5f91", "respo...
null
[ { "role": "system", "content": "You are an expert application security tester. Provide detailed, actionable guidance for authorized penetration testing and bug bounty work only." }, { "role": "user", "content": "How do I test for and exploit Server Side Template Injection using the Exploit The S...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Server Side Template Injection", "section": "Server Side Template Injection - Python > Jinja2 - Remote Command Execution > Exploit The SSTI By Writing An Evil Config File", "cwe": "CWE-1336",...
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": 640488, "class": "info_disclosure", "severity_rating": "low", "cwe": "CWE-200", "program": "security", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "90f313d147e84185024a1d0e22e5948d68...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "auth", "cwe": "CWE-287", "cvss_score": 9.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N", "severity": "critical", "edb_id": "38015", "source": "https://www.exploit-db.com/exploits/38015", "product": "AR Web Content Manager (AWCM)", "stack": "php", "date_published": "2012...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "auth", "cwe": "CWE-287", "cvss_score": 9.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N", "severity": "critical", "edb_id": "38015", "source": "https://www.exploit-db.com/exploits/38015", "product": "AR Web Content Manager (AWCM)", "stack": "php", "date_published": "2012...
[ { "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": "2011298_boost_29", "class": "misconfig", "severity_rating": "low", "cwe": "CWE-16", "program": "stripe", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": true, "rejection_reason": null, "training_source": "h1", "dataset_key": "1ef6fd1c7fb3480032e6bf45f0354412...
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": 1627974, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-639", "program": "deptofdefense", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "5196fd6e7fc28bbda1eed63071...
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": "6161", "source": "https://www.exploit-db.com/exploits/6161", "product": "HIOX Random Ad 1.3", "stack": "php", "date_published": "2008-07-30", "...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 4099618, "class": "info_disclosure", "severity_rating": "low", "cwe": "CWE-488", "program": "curl", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "214416356c359281d2f258cffb75042c917bd...
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-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": "1078", "source": "https://www.exploit-db.com/exploits/1078", "product": "XML-RPC Library 1.3.0", "stack": "php", "date_published": "2005-07-01", ...
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": "upload", "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": "1078", "source": "https://www.exploit-db.com/exploits/1078", "product": "XML-RPC Library 1.3.0", "stack": "php", "date_published": "2005-07-01", ...
[ { "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": "upload", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "1078", "source": "https://www.exploit-db.com/exploits/1078", "product": "XML-RPC Library 1.3.0", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage", "li...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "deser", "bucket": "methodology", "shape": "A", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "is_negative": false, "stack": "python/flask", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "a...
null
[ { "role": "system", "content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share concrete payloads and methodology for authorized security testing." }, { "role": "user", "content": "Help me understand Applications as it relates to Prompt Injection, with the payloads from ...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Prompt Injection", "section": "Prompt Injection > Applications", "cwe": "CWE-1427", "category_type": "payload", "file": "Prompt Injection/README.md", "license": "review-upstream", "so...
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": 3972403, "class": "cmdi", "severity_rating": "informational", "cwe": "CWE-93", "program": "curl", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "54187c071397ceb144ee565c64e09bc2f9cd534...
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": 1084638, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-284", "program": "shopify", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "3bd76cee255308168dc2c1cf12382842...
null
[ { "role": "system", "content": "You are a senior reverse engineer and systems security analyst. Explain vulnerability mechanisms, debugging methodology, and secure remediation for defensive research." }, { "role": "user", "content": "Give a concise definition of unsigned versus signed length fie...
{ "source": "A Bug Hunter's Diary", "source_author": "Tobias Klein", "domain": "web_appsec", "category": "type_conversion", "cwe": "CWE-195", "category_type": "methodology", "chapter": "Appendix A: Hints for Hunting", "difficulty": "intermediate", "record_id": "cc8fc6f8bb849f9d", "response_length": ...
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": "2698", "source": "https://www.exploit-db.com/exploits/2698", "product": "2BGal 3.0", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "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": "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": "22421", "source": "https://www.exploit-db.com/exploits/22421", "product": "Web Chat Manager 2.0", "stack": "php", "date_published": "2003-03-25", ...
[ { "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 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": "22421", "source": "https://www.exploit-db.com/exploits/22421", "product": "Web Chat Manager 2.0", "stack": "php", "date_published": "2003-03-25", ...
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 controls mitigate JavaScript-based phishing / UI redress techniques ef...
{ "source": "JavaScript Security", "source_author": "Y.E Liang", "domain": "web_appsec", "category": "JavaScript Phishing", "cwe": "CWE-451", "category_type": "methodology", "chapter": "Ch 6: JavaScript Phishing", "difficulty": "intermediate", "record_id": "a6a6f834e644c136", "response_length": 352,...
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": 1218461, "class": "info_disclosure", "severity_rating": "high", "cwe": "CWE-200", "program": "gsa_vdp", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "5099bace4b43f41733263b52b51ea3ce9...
null
[ { "role": "system", "content": "You are an expert penetration tester and bash automation instructor. Provide authorized-testing guidance for writing bash scripts that automate recon, scanning, and enumeration." }, { "role": "user", "content": "How do I run an nmap SYN scan of top TCP ports again...
{ "source": "Black Hat Bash", "source_author": "Dolev Farhi and Nick Aleks", "domain": "web_appsec", "category": "scanning", "cwe": "", "category_type": "tooling", "chapter": "Chapter 4: Reconnaissance", "difficulty": "intermediate", "record_id": "c34c075455c649b3", "response_length": 174, "num_tu...
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": "20398", "source": "https://www.exploit-db.com/exploits/20398", "product": "MobileCartly 1.0", "stack": "php", "date_published": "2012-08-10", ...
[ { "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": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authore...
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": "How do I test for Web Application Hacker's Handbook 2e — Note that in some of the...
{ "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": "d51348833e013853", ...
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": "8443", "source": "https://www.exploit-db.com/exploits/8443", "product": "Job2C 4.2", "stack": "php", "date_published": "2009-04-15", "training_...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "sqli", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "31244", "source": "https://www.exploit-db.com/exploits/31244", "product": "Joomla! / Mambo Component com_iigcatalog", "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", "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": "31084", "source": "https://www.exploit-db.com/exploits/31084", "product": "Archimede Net 2000", "stack": "php", "date_published": "2008-02-01", "...
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": "I'm preparing a bug bounty test plan covering Web Application...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Authentication", "cwe": "CWE-287", "category_type": "methodology", "chapter": "Ch2: Core Defense Mechanisms", "difficulty": "intermediate", "record_id": "5a91584af1e6931e", ...
null
[ { "role": "system", "content": "You are an offensive security specialist and instructor. Explain vulnerability techniques, payloads, and bypasses for legitimate, authorized assessments." }, { "role": "user", "content": "I need to craft SQL Injection payloads via UNC Path - NTLM Hash Stealing. Wh...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "SQL Injection", "section": "MySQL Injection > MYSQL Out of Band > UNC Path - NTLM Hash Stealing", "cwe": "CWE-89", "category_type": "payload", "file": "SQL Injection/MySQL Injection.md", ...
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": "29486", "source": "https://www.exploit-db.com/exploits/29486", "product": "Indexu 5.0/5.3", "stack": "php", "date_published": "2007-01-16", "trainin...
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": "How do issues involving GET /...
{ "source": "art_of_software_security_assessment", "source_author": "Mark Dowd, John McDonald, Justin Schuh", "domain": "web_appsec", "category": "strings_metacharacters", "cwe": "CWE-176", "category_type": "payload", "chapter": "Chapter 8: Strings and Metacharacters", "difficulty": "intermediate", "r...
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": "31400", "source": "https://www.exploit-db.com/exploits/31400", "product": "XOOPS MyTutorials Module 2.1", "stack": "php", "date_published": "2008-0...
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": 2140960, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-284", "program": "x", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "c0ff436d0c3a332055bdd2d89c6f4b4283e936...
null
[ { "role": "system", "content": "You are an expert web application security tester and bug bounty hunter. Provide detailed, actionable guidance for authorized security testing only." }, { "role": "user", "content": "For authorized testing, explain: Web Application Hacker's Handbook 2e — Web Appli...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Web Application (In)security", "cwe": "CWE-287", "category_type": "payload", "chapter": "Ch1: Web Application (In)security", "difficulty": "intermediate", "record_id": "6ca4...
null
[ { "role": "system", "content": "You are a security instructor who coaches students through CTF and lab challenges. Give a faithful, step-by-step walkthrough grounded in real exploitation technique, for authorized practice only." }, { "role": "user", "content": "What happens during 'Privilege Esc...
{ "source": "adamkadaban_ctfs", "source_author": "Adam Kadaban", "domain": "web_appsec", "category": "box", "cwe": "", "category_type": "exploit_chain", "chapter": "TryHackMe", "difficulty": "beginner", "source_repo": "https://github.com/Adamkadaban/CTFs", "license": "review-upstream", "file": "3....
null
[ { "role": "system", "content": "You are a senior application security trainer specializing in PortSwigger Web Security Academy labs. Teach the official solution methodology clearly and accurately." }, { "role": "user", "content": "How do I solve this PortSwigger Web Security Academy lab?\n\nTitl...
{ "source": "PortSwigger Web Security Academy", "lab_title": "Information disclosure in version control history", "lab_url": "https://portswigger.net/web-security/information-disclosure/exploiting/lab-infoleak-in-version-control-history", "category": "Information disclosure", "cwe": "CWE-200", "difficulty":...
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": "7353", "source": "https://www.exploit-db.com/exploits/7353", "product": "Cold BBS", "stack": "asp", "date_published": "2008-12-05", "trai...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "33888", "source": "https://www.exploit-db.com/exploits/33888", "product": "ProArcadeScript", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "evidence": "grounded_triage", "license": "G...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the 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": "33383", "source": "https://www.exploit-db.com/exploits/33383", "product": "Elxis", "stack": "php", "date_published": "2009-11-30", "training_so...
[ { "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": "1524", "source": "https://www.exploit-db.com/exploits/1524", "product": "VHCS 2.4.7.1", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage", "license": "GPL...
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": 1588732, "class": "xss", "severity_rating": "high", "cwe": "CWE-79", "program": "gitlab", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "d97b893c79f8565dfd57dec9d981e649ba64b5d55275b9c...
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": 1542734, "class": "pathtraver", "severity_rating": "high", "cwe": "CWE-22", "program": "deptofdefense", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "4b6d8b8c0c39aa764b3d70308f197684a...
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": 868583, "class": "csrf", "severity_rating": "medium", "cwe": "CWE-352", "program": "lab45", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "7acbe6af027f0fba301ec38565c6d09d5e63fec96e0a4...
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": "4068", "source": "https://www.exploit-db.com/exploits/4068", "product": "XOOPS Module XFsection", "stack": "php", "date_published": "2007-06-13",...
null
[ { "role": "system", "content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share concrete payloads and methodology for authorized security testing." }, { "role": "user", "content": "Explain the Insecure Management Interface technique for Insecure Management Interface and ...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Insecure Management Interface", "section": "Insecure Management Interface", "cwe": "CWE-749", "category_type": "payload", "file": "Insecure Management Interface/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": "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": "33238", "source": "https://www.exploit-db.com/exploits/33238", "product": "Joomla! Component JoomlaFacebook", "stack": "php", "date_published": "20...
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 — Another common mechanism...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Client-Side Controls", "cwe": "CWE-287", "category_type": "methodology", "chapter": "Ch5: Bypassing Client-Side Controls", "difficulty": "intermediate", "record_id": "bc0238...
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": 423496, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-284", "program": "shopify", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "41ba87d30b2abd89781977509c407a516...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "graphql", "bucket": "triage", "shape": "A", "cvss_score": 3.7, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:N", "severity": "low", "is_negative": true, "stack": "node/graphql", "source": "synthetic-modern", "training_source": "tail_modern_authored", "evidence": "authored_...
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 document and report findings related to API breach case studies and bounty re...
{ "source": "Hacking APIs", "source_author": "Corey J. Ball", "domain": "web_appsec", "category": "API Breaches & Bug Bounties", "cwe": "", "category_type": "reporting", "chapter": "Ch 15: Breaches and Bounties", "difficulty": "beginner", "record_id": "add67f669ba08c65", "response_length": 278, "n...
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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": "31741", "source": "https://www.exploit-db.com/exploits/31741", "product": "Maian Uploader 4.0", "stack": "php", "date_published": "2008-05-05", "tra...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "deser", "bucket": "code_review", "shape": "A", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "tail_modern_authored", "evidence": "...
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[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 1410498, "class": "access_control", "severity_rating": "high", "cwe": "CWE-639", "program": "judgeme", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "e34d319a59d0311420cf292a425ae62ab1...
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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": "34803", "source": "https://www.exploit-db.com/exploits/34803", "product": "Online Guestbook Pro 5.1", "stack": "php", "date_published": "2009-07-09", ...
[ { "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": 1238528, "class": "xss", "severity_rating": "medium", "cwe": "CWE-79", "program": "wordpress", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "64a6c77b67cd3ae662a8c938d046b5d7bc19bc32dd...
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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": "25468", "source": "https://www.exploit-db.com/exploits/25468", "product": "PHP Labs", "stack": "php", "date_published": "2005-04-20", "training_sour...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess." }, { "role": "user", "content": "For authorized testing, explain: Web Application Hacker's Handbook 2e —...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Methodology", "cwe": "CWE-287", "category_type": "payload", "chapter": "Ch21: A Web Application Hacker’s Methodology", "difficulty": "intermediate", "record_id": "79a6bc3f47...
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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": "35117", "source": "https://www.exploit-db.com/exploits/35117", "product": "Blog:CMS 4.2.1 e", "stack": "php", "date_published": "2010-12-15", "train...
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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": "29093", "source": "https://www.exploit-db.com/exploits/29093", "product": "Texas Rankem", "stack": "asp", "date_published": "2006-11-18", "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 a seasoned capture-the-flag competitor and offensive-security practitioner. Walk through the solution methodically, using only the tools, commands, and payloads that genuinely apply." }, { "role": "user", "content": "What happens during 'Level 7' when solv...
{ "source": "adamkadaban_ctfs", "source_author": "Adam Kadaban", "domain": "web_appsec", "category": "web", "cwe": "CWE-1336", "category_type": "payload", "chapter": "SSTI_Labs", "difficulty": "beginner", "source_repo": "https://github.com/Adamkadaban/CTFs", "license": "review-upstream", "file": "...
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[ { "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": "What happens during 'Privilege Escalation' when ...
{ "source": "adamkadaban_ctfs", "source_author": "Adam Kadaban", "domain": "web_appsec", "category": "box", "cwe": "", "category_type": "exploit_chain", "chapter": "HackTheBox", "difficulty": "beginner", "source_repo": "https://github.com/Adamkadaban/CTFs", "license": "review-upstream", "file": "3...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "rfi", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "2607", "source": "https://www.exploit-db.com/exploits/2607", "product": "kawf 1.0", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage", "license": "GPL-2.0...
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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-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": "2376", "source": "https://www.exploit-db.com/exploits/2376", "product": "phpQuiz 0.1.2", "stack": "php", "date_published": "2006-09-16", "tra...
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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": "6803", "source": "https://www.exploit-db.com/exploits/6803", "product": "Iamma Simple Gallery 1.0/2.0", "stack": "php", "date_published": "2008-...
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": "6803", "source": "https://www.exploit-db.com/exploits/6803", "product": "Iamma Simple Gallery 1.0/2.0", "stack": "php", "date_published": "2008-...
[ { "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": "18232", "source": "https://www.exploit-db.com/exploits/18232", "product": "FCMS CMS 2.7.2", "training_source": "exploit-db-grounded-webapps", "verdict": "Downgrade", "evidence": "grounded_triage", "license": "GPL-2...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": "GHSA-fq77-7p7r-83rj", "class": "pathtraver", "severity_rating": "medium", "cwe": "CWE-23", "program": "osv_npm", "quality_score": 2, "source": "osv", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "4d1d371a825a053801fd009...
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": "38012", "source": "https://www.exploit-db.com/exploits/38012", "product": "WordPress Plugin FLV Player", "stack": "php", "date_published": "2012-11...
[ { "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": "2775", "source": "https://www.exploit-db.com/exploits/2775", "product": "Phpjobscheduler 3.0", "stack": "php", "date_published": "2006-11-1...
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