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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "codeinj", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "18975", "source": "https://www.exploit-db.com/exploits/18975", "product": "Log1 CMS", "training_source": "exploit-db-grounded-webapps", "verdict": "Downgrade", "evidence": "grounded_triage", "license": "GPL-2.0...
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": 2039464, "class": "codeinj", "severity_rating": "high", "cwe": "CWE-94", "program": "kubernetes", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "2bf24c75538fb0110af18b54d320f1c158fb7f2...
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 cross-site scripting (XSS)? Please emp...
{ "source": "Mastering Modern Web Penetration Testing", "source_author": "Prakhar Prasad", "domain": "web_appsec", "category": "Cross-Site Scripting (XSS)", "cwe": "CWE-79", "category_type": "methodology", "chapter": "Ch 3: Cross-Site Scripting", "difficulty": "intermediate", "record_id": "69ff3dcb81a...
null
[ { "role": "system", "content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess." }, { "role": "user", "content": "How do I test for Bug Hunter's Methodology Live Day Two — App Analysis:...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Bug Bounty Methodology", "cwe": "", "category_type": "scripting", "chapter": "Bug Hunter's Methodology Live Day Two — App Analysis", "difficulty": "beginner", "record_id": "...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "34834", "source": "https://www.exploit-db.com/exploits/34834", "product": "Oracle Fusion Middleware 10.1.2/10.1.3", "stack": "jsp", "date_published": ...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "pathtraver", "cwe": "CWE-94", "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": "3834", "source": "https://www.exploit-db.com/exploits/3834", "product": "YaPiG 0.95b", "stack": "php", "date_published": "2007-05-02", "trainin...
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": "3834", "source": "https://www.exploit-db.com/exploits/3834", "product": "YaPiG 0.95b", "training_source": "exploit-db-grounded-webapps", "verdict": "Downgrade", "evidence": "grounded_triage", "license": "GPL...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "27360", "source": "https://www.exploit-db.com/exploits/27360", "product": "RunCMS 1.x", "stack": "php", "date_published": "2006-03-06", "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 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": 694930, "class": "xss", "severity_rating": "medium", "cwe": "CWE-79", "program": "nodejs-ecosystem", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "023ec1f01e886ebd1626ec7dbc82cdd6b54b...
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": "18342", "source": "https://www.exploit-db.com/exploits/18342", "product": "SAPID 1.2.3 Stable", "stack": "php", "date_published": "2012-01-09", ...
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": 2020429, "class": "sqli", "severity_rating": "medium", "cwe": "CWE-89", "program": "deptofdefense", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "9e6ef23f38ea4ac54f02741c4bfa4ad780d0d...
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": "jwt", "bucket": "methodology", "shape": "A", "cvss_score": 9.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N", "severity": "critical", "is_negative": false, "stack": "java/spring", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "auth...
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": 1536936, "class": "access_control", "severity_rating": "critical", "cwe": "CWE-639", "program": "mtn_group", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "26b2139a6965c11bca5f6a9ea05d...
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": "21874", "source": "https://www.exploit-db.com/exploits/21874", "product": "vBulletin 2.0.3", "stack": "php", "date_published": "2002-09-27"...
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": "30492", "source": "https://www.exploit-db.com/exploits/30492", "product": "SkilMatch Systems JobLister3", "stack": "php", "date_published": "2007-0...
[ { "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 an offensive security specialist and instructor. Explain vulnerability techniques, payloads, and bypasses for legitimate, authorized assessments." }, { "role": "user", "content": "I need to craft Virtual Hosts payloads via Tools. What should I know and wha...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Virtual Hosts", "section": "Virtual Host > Tools", "cwe": "CWE-16", "category_type": "payload", "file": "Virtual Hosts/README.md", "license": "review-upstream", "source_author": "", ...
null
[ { "role": "system", "content": "You are a bug bounty mentor and web security educator. Walk the student through solving the lab using PortSwigger's recommended approach." }, { "role": "user", "content": "I'm stuck on the PortSwigger lab \"Reflected XSS into a template literal with angle brackets...
{ "source": "PortSwigger Web Security Academy", "lab_title": "Reflected XSS into a template literal with angle brackets, single, double quotes, backslash and backticks Unicode-escaped", "lab_url": "https://portswigger.net/web-security/cross-site-scripting/contexts/lab-javascript-template-literal-angle-brackets-si...
null
[ { "role": "system", "content": "You are a security researcher teaching web exploitation. Give faithful, technique-focused answers with real payloads for authorized testing and education." }, { "role": "user", "content": "How do I test for and exploit Hidden Parameters using the Tools technique? ...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Hidden Parameters", "section": "HTTP Hidden Parameters > Tools", "cwe": "CWE-200", "category_type": "payload", "file": "Hidden Parameters/README.md", "license": "review-upstream", "so...
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": "30661", "source": "https://www.exploit-db.com/exploits/30661", "product": "Google Urchin 5.7.3", "stack": "cgi", "date_published": "2007-10-11", ...
[ { "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": "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": "30661", "source": "https://www.exploit-db.com/exploits/30661", "product": "Google Urchin 5.7.3", "stack": "cgi", "date_published": "2007-10-11", ...
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": "30698", "source": "https://www.exploit-db.com/exploits/30698", "product": "Flatnuke3 File Manager Module", "stack": "php", "date_published"...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "info_disclosure", "cwe": "CWE-200", "cvss_score": 7.5, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N", "severity": "high", "edb_id": "30698", "source": "https://www.exploit-db.com/exploits/30698", "product": "Flatnuke3 File Manager Module", "stack": "php", "date_published"...
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": 1071918, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-284", "program": "logitech", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "55fb6ffc4f35bd11c5f5e2ea3eb4f84...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "xxe", "bucket": "report", "shape": "A", "cvss_score": 7.5, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N", "severity": "high", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored_par...
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": 1658418, "class": "access_control", "severity_rating": "high", "cwe": "CWE-639", "program": "reddit", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "0ef40aa736d6a01385b69c08cd2addc444d...
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-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": "35100", "source": "https://www.exploit-db.com/exploits/35100", "product": "Enalean Tuleap 7.4.99.5", "stack": "php", "date_published": "2014-10-28...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "cmdi", "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": "35100", "source": "https://www.exploit-db.com/exploits/35100", "product": "Enalean Tuleap 7.4.99.5", "stack": "php", "date_published": "2014-10-28...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "26597", "source": "https://www.exploit-db.com/exploits/26597", "product": "PBLang Bulletin Board System 4.65", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "evidence": "grounded_triage...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "3923", "source": "https://www.exploit-db.com/exploits/3923", "product": "linksnet newsfeed 1.0", "stack": "php", "date_published": "2007-05-14", ...
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": 3972760, "class": "redirect", "severity_rating": "medium", "cwe": "CWE-601", "program": "basecamp", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "c73f3dc4fa17c779973b66b5b960d72c6c080...
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": "11349", "source": "https://www.exploit-db.com/exploits/11349", "product": "Exponent CMS 0.96.3", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage", "lice...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "ssrf", "bucket": "report", "shape": "A", "cvss_score": 8.6, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:C/C:H/I:N/A:N", "severity": "high", "is_negative": false, "stack": "java/spring", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored_par...
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-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": "1062", "source": "https://www.exploit-db.com/exploits/1062", "product": "Cacti 0.8.6d", "stack": "php", "date_published": "2005-06-22", "trainin...
[ { "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-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": "1062", "source": "https://www.exploit-db.com/exploits/1062", "product": "Cacti 0.8.6d", "stack": "php", "date_published": "2005-06-22", "trainin...
null
[ { "role": "system", "content": "You are a security researcher teaching web exploitation. Give faithful, technique-focused answers with real payloads for authorized testing and education." }, { "role": "user", "content": "What's the methodology and payload set for XSLT Injection (XSLT Injection)?...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "XSLT Injection", "section": "XSLT Injection", "cwe": "CWE-91", "category_type": "payload", "file": "XSLT Injection/README.md", "license": "review-upstream", "source_author": "", "do...
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": 1543159, "class": "business_logic", "severity_rating": "high", "cwe": "CWE-840", "program": "reddit", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "1db98b033fc6b6d2cc037868dbec5fd4742...
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": 1577940, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-284", "program": "security", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "f958856c8a25a3bbaa459ee5f19c232...
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-79", "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": "20546", "source": "https://www.exploit-db.com/exploits/20546", "product": "sphpforum 0.4", "stack": "php", "date_published": "2012-08-15", "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 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": "2078571_boost_13", "class": "race", "severity_rating": "medium", "cwe": "CWE-367", "program": "ibb", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": true, "rejection_reason": null, "training_source": "h1", "dataset_key": "c10f659bb02571c2e26b2cba27af5b96425c...
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": 3369843, "class": "access_control", "severity_rating": "low", "cwe": "CWE-285", "program": "lovable-vdp", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "80035520a355061ea46969783c67eb0...
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": "proto_pollution", "bucket": "report", "shape": "A", "cvss_score": 9.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N", "severity": "critical", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence...
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": "report", "shape": "A", "cvss_score": 7.5, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N", "severity": "high", "is_negative": false, "stack": "node/graphql", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored...
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": "34714", "source": "https://www.exploit-db.com/exploits/34714", "product": "Freelancers", "stack": "php", "date_published": "2009-08-17", "training_s...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 329950, "class": "xss", "severity_rating": "medium", "cwe": "CWE-79", "program": "nodejs-ecosystem", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "a609ab5654a6d4ed63fe1895d07732582f59...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "ssrf", "bucket": "report", "shape": "A", "cvss_score": 8.6, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:C/C:H/I:N/A:N", "severity": "high", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored_pa...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 509574, "class": "info_disclosure", "severity_rating": "low", "cwe": "CWE-200", "program": "security", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "6b4dea4682a1e2bb8033f29243a2f49d53...
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": 1489744, "class": "sqli", "severity_rating": "critical", "cwe": "CWE-89", "program": "deptofdefense", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "8d1905266bd33a211d0700bb7f4aea040e3...
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": 1252282, "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": "f13f4fd470de01ef4da20023fd6fc0952c9eee...
null
[ { "role": "system", "content": "You are a senior penetration tester specializing in web application security. Help the user test for and exploit vulnerabilities in systems they are authorized to assess." }, { "role": "user", "content": "Help me understand MYSQL Error Based - NAME_CONST function ...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "SQL Injection", "section": "MySQL Injection > MYSQL Error Based > MYSQL Error Based - NAME_CONST function (only for constants)", "cwe": "CWE-89", "category_type": "payload", "file": "SQL ...
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": "11613", "source": "https://www.exploit-db.com/exploits/11613", "product": "PHP Advanced Transfer Manager 1.10", "stack": "php", "date_published"...
null
[ { "role": "system", "content": "You are a cybersecurity expert specializing in CTF challenges across web, binary exploitation, crypto, reversing, and forensics. Explain the solution clearly and faithfully, for educational and competitive use." }, { "role": "user", "content": "Walk me through the...
{ "source": "adamkadaban_ctfs", "source_author": "Adam Kadaban", "domain": "web_appsec", "category": "misc", "cwe": "", "category_type": "exploit_chain", "chapter": "CSAW Red 2020", "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": "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": "4830", "source": "https://www.exploit-db.com/exploits/4830", "product": "ClipShare", "stack": "php", "date_published": "2008-01-02", "training_so...
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": "4841", "source": "https://www.exploit-db.com/exploits/4841", "product": "Invision Power Board (IP.Board) 2.1.7", "training_source": "exploit-db-grounded-webapps", "verdict": "Downgrade", "evidence": "grounded_triage...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "ssti", "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": "51181", "source": "https://www.exploit-db.com/exploits/51181", "product": "GitLab v15.3", "stack": "ruby", "date_published": "2023-04-01", "trai...
null
[ { "role": "system", "content": "You are a senior penetration tester specializing in web application security. Help the user test for and exploit vulnerabilities in systems they are authorized to assess." }, { "role": "user", "content": "I need to craft File Inclusion payloads via LFI to RCE via ...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "File Inclusion", "section": "LFI to RCE > LFI to RCE via upload", "cwe": "CWE-98", "category_type": "payload", "file": "File Inclusion/LFI-to-RCE.md", "license": "review-upstream", "s...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "12221", "source": "https://www.exploit-db.com/exploits/12221", "product": "Bild Flirt System 1.0", "stack": "php", "date_published": "2010-04-14", ...
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": "46270", "source": "https://www.exploit-db.com/exploits/46270", "product": "Teameyo Project Management System 1.0", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounde...
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": "jwt", "bucket": "remediation", "shape": "A", "cvss_score": 9.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N", "severity": "critical", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "aut...
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": 1416672, "class": "xss", "severity_rating": "medium", "cwe": "CWE-79", "program": "judgeme", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "26d6c187e72fc8941ef2b51f4c9024fda83084db22a9...
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": "5179", "source": "https://www.exploit-db.com/exploits/5179", "product": "PHPUserBase 1.3b", "stack": "php", "date_published": "2008-02-23", "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 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": "42044", "source": "https://www.exploit-db.com/exploits/42044", "product": "PlaySMS 1.4", "stack": "php", "date_published": "2017-05-21", "trai...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "cwe": "CWE-79", "cvss_score": 6.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N", "severity": "medium", "edb_id": "28744", "source": "https://www.exploit-db.com/exploits/28744", "product": "osCommerce 2.2", "stack": "php", "date_published": "2006-10-04", "trainin...
[ { "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": "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": "35872", "source": "https://www.exploit-db.com/exploits/35872", "product": "H3C ER5100", "stack": "asp", "date_published": "2011-06-22", "trainin...
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": 330724, "class": "info_disclosure", "severity_rating": "critical", "cwe": "CWE-548", "program": "nodejs-ecosystem", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "251012c3322ea3a4d5941...
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": "For authorized testing, explain: Web Application Hacker's Handbook 2e —...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "XSS", "cwe": "CWE-79", "category_type": "payload", "chapter": "Ch13: Attacking Users: Other Techniques", "difficulty": "intermediate", "record_id": "33980b211abba141", "re...
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-462x-pgg6-55fp", "class": "memory_safety", "severity_rating": "medium", "cwe": "CWE-122", "program": "osv_pypi", "quality_score": 4, "source": "osv", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "bb92eb276d613f60c1...
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": 8.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H", "severity": "high", "edb_id": "2364", "source": "https://www.exploit-db.com/exploits/2364", "product": "KnowledgeBuilder 2.2", "stack": "php", "date_published": "2006-09-13", "train...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 859962, "class": "race", "severity_rating": "medium", "cwe": "CWE-367", "program": "kubernetes", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": true, "rejection_reason": null, "training_source": "h1", "dataset_key": "1bdcef6119d06e2c6725dd1fbda8e07f3bae57c7d...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "rfi", "cwe": "CWE-200", "cvss_score": 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": "24124", "source": "https://www.exploit-db.com/exploits/24124", "product": "vBulletin 1.0/2.x/3.0", "stack": "php", "date_published": "2004-05-17", ...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "rfi", "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": "24124", "source": "https://www.exploit-db.com/exploits/24124", "product": "vBulletin 1.0/2.x/3.0", "stack": "php", "date_published": "2004-05-17", ...
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 The Tangled Web — NEW AND UPCOMING (cont.) with practical steps from the...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Authentication", "cwe": "CWE-287", "category_type": "scripting", "chapter": "The Tangled Web — NEW AND UPCOMING (cont.)", "difficulty": "intermediate", "record_id": "3ae56e3...
null
[ { "role": "system", "content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing." }, { "role": "user", "content": "What should a web pentester know about Web Application Hacker's Handb...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Client-Side Controls", "cwe": "", "category_type": "scripting", "chapter": "Ch5: Bypassing Client-Side Controls", "difficulty": "intermediate", "record_id": "3f3f599754d4eec...
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": "9089", "source": "https://www.exploit-db.com/exploits/9089", "product": "ClearContent", "stack": "php", "date_published": "2009-07-09", "traini...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "9089", "source": "https://www.exploit-db.com/exploits/9089", "product": "ClearContent", "stack": "php", "date_published": "2009-07-09", "traini...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "2413", "source": "https://www.exploit-db.com/exploits/2413", "product": "SolidState 0.4", "stack": "php", "date_published": "2006-09-21", "trai...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 3778282, "class": "sqli", "severity_rating": "critical", "cwe": "CWE-89", "program": "essity", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "f385095bc4ec141272e7e1919d878ba15fac771f5b...
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 do I perform recon related to API discovery and reconnaissance, especially regarding e...
{ "source": "Hacking APIs", "source_author": "Corey J. Ball", "domain": "web_appsec", "category": "API Discovery / Recon", "cwe": "CWE-200", "category_type": "recon", "chapter": "Ch 6: Discovering APIs", "difficulty": "beginner", "record_id": "f6b482fe6d2b078a", "response_length": 247, "num_turns"...
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": "40511", "source": "https://www.exploit-db.com/exploits/40511", "product": "Categorizator 0.3.1", "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": "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": "35698", "source": "https://www.exploit-db.com/exploits/35698", "product": "Proofpoint Protection Server 5.5.5", "stack": "cgi", "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": 842462, "class": "resource", "severity_rating": "medium", "cwe": "CWE-400", "program": "nodejs-ecosystem", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "8a93cbfc552985b825e396ed849396...
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": 1758174, "class": "auth", "severity_rating": "medium", "cwe": "CWE-287", "program": "slack", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "03991f7c9c3efb60312b6ba48659c4415410ea7b2989...
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": "Give me a checklist for testing Server-Side Template Injection (SSTI)." }, { "ro...
{ "source": "Real-World Bug Hunting (Bookey summary)", "source_author": "Peter Yaworski (summary by Bookey)", "category": "Server-Side Template Injection (SSTI)", "cwe": "CWE-1336", "category_type": "methodology", "chapter": "Ch 8: Template Injection — ssti cases", "difficulty": "advanced", "domain": "w...
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": "34282", "source": "https://www.exploit-db.com/exploits/34282", "product": "Real Estate Manager 1.0.1", "stack": "php", "date_published": "2010-07-09",...
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": "deser", "cwe": "CWE-502", "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": "24465", "source": "https://www.exploit-db.com/exploits/24465", "product": "CubeCart 5.2.0", "stack": "php", "date_published": "2013-02-07", "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 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": "deser", "cwe": "CWE-502", "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": "24465", "source": "https://www.exploit-db.com/exploits/24465", "product": "CubeCart 5.2.0", "stack": "php", "date_published": "2013-02-07", "tr...
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[ { "role": "system", "content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share concrete payloads and methodology for authorized security testing." }, { "role": "user", "content": "During a bug bounty I want to try Detection for Insecure Deserialization. What are the pay...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Insecure Deserialization", "section": "Java Deserialization > Detection", "cwe": "CWE-502", "category_type": "payload", "file": "Insecure Deserialization/Java.md", "license": "review-up...
null
[ { "role": "system", "content": "You are a senior penetration tester specializing in web application security. Help the user test for and exploit vulnerabilities in systems they are authorized to assess." }, { "role": "user", "content": "I'm doing an authorized pentest and need the Viewstate Form...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "API Key Leaks", "section": "IIS Machine Keys > Viewstate Format", "cwe": "CWE-312", "category_type": "payload", "file": "API Key Leaks/IIS-Machine-Keys.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": "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": "6818", "source": "https://www.exploit-db.com/exploits/6818", "product": "aflog 1.01", "stack": "php", "date_published": "2008-10-23", "tr...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "6818", "source": "https://www.exploit-db.com/exploits/6818", "product": "aflog 1.01", "stack": "php", "date_published": "2008-10-23", "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 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": "3053", "source": "https://www.exploit-db.com/exploits/3053", "product": "Vz (Adp) Forum 2.0.3", "stack": "php", "date_published": "2006-12-...
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", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "3053", "source": "https://www.exploit-db.com/exploits/3053", "product": "Vz (Adp) Forum 2.0.3", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "evidence": "grounded_triage", "...
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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": "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": "Tooling", "cwe": "", "category_type": "scripting", "chapter": "Ch20: A Web Application Hacker’s Toolkit", "difficulty": "intermediate", "record_id": "da47904a820d95e6", "r...
null
[ { "role": "system", "content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements." }, { "role": "user", "content": "Walk me through Web Security for Developers — Summing Up: Infrastructure as a Service, 41 ...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Summing Up", "cwe": "", "category_type": "reporting", "chapter": "WSFD — Summing Up", "difficulty": "intermediate", "record_id": "6f28f039b226cc2f", "response_length": 541...
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": "oauth", "bucket": "methodology", "shape": "A", "cvss_score": 8.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:N", "severity": "high", "is_negative": false, "stack": "oauth", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored_par...
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": 356284, "class": "oauth", "severity_rating": "high", "cwe": "CWE-310", "program": "nodejs-ecosystem", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": true, "rejection_reason": null, "training_source": "h1", "dataset_key": "007850952b23d0c67f19e514d70486dc8c8a...
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": "26593", "source": "https://www.exploit-db.com/exploits/26593", "product": "efiction 1.0/1.1/2.0", "stack": "php", "date_published": "2005-11-25"...
[ { "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": "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": "26593", "source": "https://www.exploit-db.com/exploits/26593", "product": "efiction 1.0/1.1/2.0", "stack": "php", "date_published": "2005-11-25"...
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": 1984060, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-284", "program": "mozilla", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "7cb11530bc5103b2bdb8da85b102c759...
null
[ { "role": "system", "content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess." }, { "role": "user", "content": "Describe the methodology and key techniques for Web Application Hacker'...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Methodology", "cwe": "CWE-287", "category_type": "methodology", "chapter": "Ch21: A Web Application Hacker’s Methodology", "difficulty": "intermediate", "record_id": "f33626...
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": "27022", "source": "https://www.exploit-db.com/exploits/27022", "product": "INCOGEN Bugport 1.x", "stack": "php", "date_published": "2006-01-03", ...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...