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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": "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": "8717", "source": "https://www.exploit-db.com/exploits/8717", "product": "ClanWeb 1.4.2", "stack": "php", "date_published": "2009-05-18", "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 an expert application security tester. Provide detailed, actionable guidance for authorized penetration testing and bug bounty work only." }, { "role": "user", "content": "During a bug bounty I want to try MYSQL Error Based - Extractvalue Function for SQL ...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "SQL Injection", "section": "MySQL Injection > MYSQL Error Based > MYSQL Error Based - Extractvalue Function", "cwe": "CWE-89", "category_type": "payload", "file": "SQL Injection/MySQL Inj...
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[ { "role": "system", "content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work." }, { "role": "user", "content": "For authorized testing, explain: File Upload: 3.5.3 Exploitat...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "File Upload", "cwe": "CWE-434", "category_type": "payload", "chapter": "File Upload Report", "difficulty": "intermediate", "record_id": "ec47af4e6a155ccb", "response_lengt...
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": "36754", "source": "https://www.exploit-db.com/exploits/36754", "product": "Basic Analysis and Security Engine (BASE) 1.4.5", "stack": "php", "dat...
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-mw6j-hh29-h379", "class": "resource", "severity_rating": "informational", "cwe": "CWE-190", "program": "osv_pypi", "quality_score": 3, "source": "osv", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "4023f1fb657ebb08...
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": 541606, "class": "access_control", "severity_rating": "low", "cwe": "CWE-284", "program": "shopify", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "108f6850901db5ac11a7525be317cceb14ef...
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": "methodology", "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": "ruby/rails", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored...
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": "Help me understand Bypass using UTF-8 as it relates to XSS Injection, with the paylo...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "XSS Injection", "section": "XSS Filter Bypass > Bypass using UTF-8", "cwe": "CWE-79", "category_type": "payload", "file": "XSS Injection/1 - XSS Filter Bypass.md", "license": "review-up...
null
[ { "role": "system", "content": "You are a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets." }, { "role": "user", "content": "How do I apply 'Web Security for Developers — How Web Servers Work: JavaScript in the br...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Browser Security", "cwe": "", "category_type": "scripting", "chapter": "WSFD — How Web Servers Work", "difficulty": "intermediate", "record_id": "5ea7b4a3b9fee581", "respo...
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[ { "role": "system", "content": "You are a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets." }, { "role": "user", "content": "How do I test for How To Shot Web (Jason Haddix DEF CON 23): Session Related on an in-sc...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "XSS", "cwe": "CWE-79", "category_type": "payload", "chapter": "How To Shot Web (Jason Haddix DEF CON 23)", "difficulty": "beginner", "record_id": "c6b1349155ea80f3", "resp...
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": 3371414, "class": "access_control", "severity_rating": "low", "cwe": "CWE-285", "program": "lovable-vdp", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "d28779d539f91dfb712af9c9aae5f78...
null
[ { "role": "system", "content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work." }, { "role": "user", "content": "Explain Web Application Hacker's Handbook 2e — Exploiting Def...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Access Control", "cwe": "CWE-287", "category_type": "payload", "chapter": "Ch9: Attacking Data Stores", "difficulty": "intermediate", "record_id": "fd75206e0e3d66fc", "res...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "sqli", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "10493", "source": "https://www.exploit-db.com/exploits/10493", "product": "WHMCompleteSolution CMS", "training_source": "exploit-db-grounded-webapps", "verdict": "Downgrade", "evidence": "grounded_triage", "licens...
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[ { "role": "system", "content": "You are an expert vulnerability researcher specializing in memory-safety bugs. Provide authorized research guidance for finding, analyzing, mitigating, and responsibly reporting vulnerabilities." }, { "role": "user", "content": "Why is FFmpeg's prevalence relevant...
{ "source": "A Bug Hunter's Diary", "source_author": "Tobias Klein", "domain": "web_appsec", "category": "reporting", "cwe": "CWE-704", "category_type": "reporting", "chapter": "Chapter 4: NULL Pointer FTW", "difficulty": "intermediate", "record_id": "edfeda759cd9ce31", "response_length": 152, "nu...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "smuggling", "bucket": "remediation", "shape": "A", "cvss_score": 8.7, "cvss_vector": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:C/C:H/I:H/A:N", "severity": "high", "is_negative": false, "stack": "cdn/origin", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "aut...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "pathtraver", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "18626", "source": "https://www.exploit-db.com/exploits/18626", "product": "ManageEngine DeviceExpert 5.6 Java Server ScheduleResultViewer servlet", "training_source": "exploit-db-grounded-webapps", "verdict": "D...
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": "36687", "source": "https://www.exploit-db.com/exploits/36687", "product": "CubeCart 3.0.20", "stack": "php", "date_published": "2012-02-10"...
[ { "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 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": "737", "source": "https://www.exploit-db.com/exploits/737", "product": "QwikiWiki", "stack": "php", "date_published": "2005-01-04", "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": 2521419, "class": "xss", "severity_rating": "high", "cwe": "CWE-79", "program": "basecamp", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "245e315772242fe9b10e3ba368b8e05bac3b57fe92952...
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": "12146", "source": "https://www.exploit-db.com/exploits/12146", "product": "Joomla! Component JProject Manager 1.0", "training_source": "exploit-db-grounded-webapps", "verdict": "Duplicate", "evidence": "ground...
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[ { "role": "system", "content": "You are a security researcher who teaches PortSwigger Academy labs. Give faithful, step-by-step solution guidance and brief remediation advice." }, { "role": "user", "content": "Help me complete the lab \"Exploiting path delimiters for web cache deception\" from P...
{ "source": "PortSwigger Web Security Academy", "lab_title": "Exploiting path delimiters for web cache deception", "lab_url": "https://portswigger.net/web-security/web-cache-deception/lab-wcd-exploiting-path-delimiters", "category": "Web cache deception", "cwe": "CWE-444", "difficulty": "practitioner", "h...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 2545994, "class": "codeinj", "severity_rating": "low", "cwe": "CWE-94", "program": "enjin", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "450c138e80cfc91ff2c292adad1eabb4df5ae80e431fd...
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[ { "role": "system", "content": "You are a principal application security engineer. Cover memory safety, OS privilege models, IPC, synchronization, protocol parsing, and web application flaws with actionable audit guidance." }, { "role": "user", "content": "From Chapter 11 (Windows I: Objects and...
{ "source": "art_of_software_security_assessment", "source_author": "Mark Dowd, John McDonald, Justin Schuh", "domain": "web_appsec", "category": "command_injection", "cwe": "CWE-78", "category_type": "exploit_chain", "chapter": "Chapter 11: Windows I: Objects and the File System", "difficulty": "advanc...
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": "17375", "source": "https://www.exploit-db.com/exploits/17375", "product": "EquiPCS", "training_source": "exploit-db-grounded-webapps", "verdict": "Needs-More-Info", "evidence": "grounded_triage", "license": "GPL-2...
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 Security for Developers — Don’t Be...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Don’t Be an Accessory", "cwe": "CWE-287", "category_type": "scenario", "chapter": "WSFD — Don’t Be an Accessory", "difficulty": "intermediate", "record_id": "60e33e1eff500f8...
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": 708696, "class": "info_disclosure", "severity_rating": "informational", "cwe": "CWE-359", "program": "liberapay", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "cedc318689517a0086ac86c...
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": 1392262, "class": "xss", "severity_rating": "high", "cwe": "CWE-79", "program": "insightly", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "b26d69ef9c209eb0eb27f1ada5b4edcc65d8537c078f...
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": "8908", "source": "https://www.exploit-db.com/exploits/8908", "product": "Joomla! Component BookLibrary 1.5.2.4", "stack": "php", "date_published...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "19154", "source": "https://www.exploit-db.com/exploits/19154", "product": "qdPM 7", "stack": "php", "date_published": "2012-06-14", "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": "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": "19154", "source": "https://www.exploit-db.com/exploits/19154", "product": "qdPM 7", "stack": "php", "date_published": "2012-06-14", "training_...
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-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": "26039", "source": "https://www.exploit-db.com/exploits/26039", "product": "BMForum 3.0", "stack": "php", "date_published": "2005-07-27", "train...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "upload", "cwe": "CWE-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": "26039", "source": "https://www.exploit-db.com/exploits/26039", "product": "BMForum 3.0", "stack": "php", "date_published": "2005-07-27", "train...
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": "Summarize identification, safe verification, and remediation related to...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Browser Security", "cwe": "", "category_type": "payload", "chapter": "The Tangled Web — DEALING WITH", "difficulty": "intermediate", "record_id": "035637b357126660", "resp...
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": 494979, "class": "cmdi", "severity_rating": "medium", "cwe": "CWE-77", "program": "notepad-plus-plus", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "73f522824f5b4cc1947b2c884e016b8c92...
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": "3469", "source": "https://www.exploit-db.com/exploits/3469", "product": "X-ice News System 1.0", "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 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": "3469", "source": "https://www.exploit-db.com/exploits/3469", "product": "X-ice News System 1.0", "stack": "asp", "date_published": "2007-03-13", ...
[ { "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 seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets." }, { "role": "user", "content": "Summarize how to identify, exploit (safely), and remediate issues related to: Web Applic...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Access Control", "cwe": "CWE-284", "category_type": "recon", "chapter": "Ch8: Attacking Access Controls", "difficulty": "intermediate", "record_id": "34188625127e3376", "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": "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": "21961", "source": "https://www.exploit-db.com/exploits/21961", "product": "MyMarket 1.71", "stack": "php", "date_published": "2002-10-23", "training...
null
[ { "role": "system", "content": "You are a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets." }, { "role": "user", "content": "Describe the methodology and key techniques for Web Application Hacker's Handbook 2e — B...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Reconnaissance", "cwe": "CWE-287", "category_type": "payload", "chapter": "Ch4: Mapping the Application", "difficulty": "intermediate", "record_id": "5d1baa6bbf70d01f", "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", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "29224", "source": "https://www.exploit-db.com/exploits/29224", "product": "UApplication Uguestbook 1.0", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "evidence": "grounded_triage", ...
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 XML / XXE attacks? Please emphasize ex...
{ "source": "Mastering Modern Web Penetration Testing", "source_author": "Prakhar Prasad", "domain": "web_appsec", "category": "XML Attacks (XXE)", "cwe": "CWE-611", "category_type": "methodology", "chapter": "Ch 8: XML Attacks", "difficulty": "intermediate", "record_id": "a886c99f942e4201", "respon...
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": "For authorized testing, explain: Web Application Hacker's Handbook 2e — JavaScript Hijac...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "XSS", "cwe": "CWE-79", "category_type": "scripting", "chapter": "Ch13: Attacking Users: Other Techniques", "difficulty": "intermediate", "record_id": "971b0d31b7dff071", "...
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": "36252", "source": "https://www.exploit-db.com/exploits/36252", "product": "e107 0.7.24", "stack": "php", "date_published": "2011-10-24", ...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "codeinj", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "29975", "source": "https://www.exploit-db.com/exploits/29975", "product": "Campsite 2.6.1", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "evidence": "grounded_triage", "license":...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "bucket": "triage", "shape": "A", "is_negative": true, "edb_id": "27512", "source": "https://www.exploit-db.com/exploits/27512", "product": "PhxContacts 0.93", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "evidence": "grounded_triage", "license": "...
null
[ { "role": "system", "content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai...
{ "id": 317931, "class": "insecure_design", "severity_rating": "low", "cwe": "CWE-657", "program": "brave", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "e2ce304c5ec05d99873305ee67530c4981c3d...
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": "remediation", "shape": "A", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "is_negative": false, "stack": "dotnet/aspnet", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "...
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": "During a bug bounty I want to try Backgrounding Long Running Commands for C...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "Command Injection", "section": "Command Injection > Tricks > Backgrounding Long Running Commands", "cwe": "CWE-78", "category_type": "payload", "file": "Command Injection/README.md", "l...
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": 1699740, "class": "tls_transport", "severity_rating": "low", "cwe": "CWE-295", "program": "nextcloud", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "cd916d0b4b4f8f78e0dacea6f5e2619818...
null
[ { "role": "system", "content": "You are an offensive security specialist. Provide attack methodology, verification steps, and remediation advice for authorized testing." }, { "role": "user", "content": "How should I approach cross-site request forgery (CSRF) during an authorized assessment, espe...
{ "source": "Mastering Modern Web Penetration Testing", "source_author": "Prakhar Prasad", "domain": "web_appsec", "category": "Cross-Site Request Forgery (CSRF)", "cwe": "CWE-352", "category_type": "methodology", "chapter": "Ch 4: Cross-Site Request Forgery", "difficulty": "intermediate", "record_id"...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "redirect", "cwe": "CWE-601", "cvss_score": 4.3, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:L/I:N/A:N", "severity": "medium", "edb_id": "26488", "source": "https://www.exploit-db.com/exploits/26488", "product": "SAP Web Application Server 6.x/7.0", "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": "redirect", "cwe": "CWE-601", "cvss_score": 4.3, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:L/I:N/A:N", "severity": "medium", "edb_id": "26488", "source": "https://www.exploit-db.com/exploits/26488", "product": "SAP Web Application Server 6.x/7.0", "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": "800356_boost_4", "class": "csrf", "severity_rating": "medium", "cwe": "CWE-352", "program": "nodejs-ecosystem", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": true, "rejection_reason": null, "training_source": "h1", "dataset_key": "39d33c685d5664addebddd3ed...
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": "35826", "source": "https://www.exploit-db.com/exploits/35826", "product": "Joomla! Component CCBoard", "stack": "php", "date_published": "2011-0...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "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": "35826", "source": "https://www.exploit-db.com/exploits/35826", "product": "Joomla! Component CCBoard", "stack": "php", "date_published": "2011-0...
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": 1182016, "class": "insecure_design", "severity_rating": "medium", "cwe": "CWE-657", "program": "mtn_group", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "629c7437703d347e959c162267f74...
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": "17944", "source": "https://www.exploit-db.com/exploits/17944", "product": "Joomla! Component Time Returns 2.0", "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": "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": "7420", "source": "https://www.exploit-db.com/exploits/7420", "product": "MyCal Personal Events Calendar", "stack": "asp", "date_published":...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are a 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": 1092125, "class": "insecure_design", "severity_rating": "medium", "cwe": "CWE-657", "program": "deptofdefense", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "1a0cabfb88b4dd37ab25658c2...
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 GraphQL Injection using the Queries technique...
{ "source": "PayloadsAllTheThings", "source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings", "category": "GraphQL Injection", "section": "GraphQL Injection > Methodology > Queries", "cwe": "CWE-89", "category_type": "payload", "file": "GraphQL Injection/README.md", "license": "review-upstre...
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": "Server-side pause-based request smuggling", "lab_url": "https://portswigger.net/web-security/request-smuggling/browser/pause-based-desync/lab-server-side-pause-based-request-smuggling", "category": "HTTP request smuggling", "cwe": "CWE-444", "dif...
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": 453513, "class": "resource", "severity_rating": "medium", "cwe": "CWE-400", "program": "nodejs", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "5ea69a05898cdafedefd4cdfdc54c9a1f273fa93...
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": "22702", "source": "https://www.exploit-db.com/exploits/22702", "product": "Webfroot Shoutbox 2.32", "stack": "php", "date_published": "2003-06-02"...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are 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": "22702", "source": "https://www.exploit-db.com/exploits/22702", "product": "Webfroot Shoutbox 2.32", "stack": "php", "date_published": "2003-06-02"...
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-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": "38790", "source": "https://www.exploit-db.com/exploits/38790", "product": "vBulletin 5.x", "stack": "php", "date_published": "2015-11-23", "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": 535436, "class": "input_validation", "severity_rating": "high", "cwe": "CWE-284", "program": "superhuman", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "df36e88092edde11d5be1270e33979...
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": 581939, "class": "pathtraver", "severity_rating": "high", "cwe": "CWE-22", "program": "nodejs-ecosystem", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "bc3b65e76d84766d6ba11b6d77da6cd...
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": 498351, "class": "access_control", "severity_rating": "medium", "cwe": "CWE-639", "program": "deptofdefense", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "ddbe41d0bc2b5365034ca90e002...
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": 403736, "class": "pathtraver", "severity_rating": "high", "cwe": "CWE-22", "program": "nodejs-ecosystem", "quality_score": 11, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "af71d38483af3c8f4227ad6c7c90f8a...
null
[ { "role": "system", "content": "You are a web security expert. Guide the user through finding and mitigating GraphQL-specific weaknesses." }, { "role": "user", "content": "What prevention steps mitigate CSWSH on GraphQL subscriptions?" }, { "role": "assistant", "content": "Validate O...
{ "source": "Black Hat GraphQL", "source_author": "Nick Aleks and Dolev Farhi", "domain": "web_appsec", "category": "cswsh", "cwe": "CWE-352", "category_type": "methodology", "chapter": "9 Request Forgery and Hijacking", "difficulty": "advanced", "record_id": "720bc1488ad08279", "response_length": 2...
null
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "rfi", "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": "4755", "source": "https://www.exploit-db.com/exploits/4755", "product": "PhpMyDesktop/Arcade 1.0 Final", "stack": "php", "date_published": "2007-12-...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "xss", "cwe": "CWE-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": "25337", "source": "https://www.exploit-db.com/exploits/25337", "product": "ProfitCode Software PayProCart 3.0", "stack": "php", "date_published": "200...
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": "32941", "source": "https://www.exploit-db.com/exploits/32941", "product": "PTCeffect 4.6", "stack": "php", "date_published": "2014-04-19", "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 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": 869574, "class": "sqli", "severity_rating": "critical", "cwe": "CWE-89", "program": "nodejs-ecosystem", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "5d5a50c232a138b8516bf33a189e426a2...
null
[ { "role": "system", "content": "You are a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets." }, { "role": "user", "content": "I'm preparing a bug bounty test plan covering Web Application Hacker's Handbook 2e — Aja...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "HTTP Fundamentals", "cwe": "", "category_type": "scripting", "chapter": "Ch3: Web Application Technologies", "difficulty": "intermediate", "record_id": "fd1be98b4c92d90d", ...
null
[ { "role": "system", "content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share your methodology clearly and keep testing within program scope." }, { "role": "user", "content": "Scenario: during a pentest I suspect emerging vectors like SSRF and insecure deserialization....
{ "source": "Mastering Modern Web Penetration Testing", "source_author": "Prakhar Prasad", "domain": "web_appsec", "category": "Emerging Attack Vectors (SSRF/Deserialization)", "cwe": "CWE-918", "category_type": "scenario", "chapter": "Ch 9: Emerging Attack Vectors", "difficulty": "intermediate", "rec...
null
[ { "role": "system", "content": "You are 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": "exploitation", "shape": "B", "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": "exploitation", "source": "synthetic-modern", "training_source": "tail_modern_authored", "evidence": "a...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the 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": "dotnet/aspnet", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "author...
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": 317476, "class": "xss", "severity_rating": "high", "cwe": "CWE-79", "program": "x", "quality_score": 12, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "441e62dca5b8b95170d0f7ea89f94491b51c8273dec56385661e6...
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[ { "role": "system", "content": "You are an offensive security specialist. Provide detailed attack methodology, verification steps, and defenses for authorized work." }, { "role": "user", "content": "How do I sustain long-term hunting on a program and rotate across several programs without runnin...
{ "source": "zseano's methodology", "source_author": "zseano", "domain": "web_appsec", "category": "long-term methodology", "cwe": "", "category_type": "methodology", "chapter": "Step Three: Rinse & Repeat", "difficulty": "advanced", "record_id": "4921b7b97ca1d68d", "response_length": 256, "num_tu...
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[ { "role": "system", "content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing." }, { "role": "user", "content": "How do I test for Fuzzing & Automated Discovery during an authorized ...
{ "source": "Bug Bounty Bootcamp", "source_author": "Vickie Li", "category": "Fuzzing & Automated Discovery", "cwe": "", "category_type": "methodology", "chapter": "Ch 25: Automatic Vulnerability Discovery Using Fuzzers — use cases", "difficulty": "advanced", "domain": "web_appsec", "record_id": "bea5...
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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": 1168765, "class": "cmdi", "severity_rating": "critical", "cwe": "CWE-269", "program": "elastic", "quality_score": 13, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "3c21a51261f4b62207c5ff43fe32f26d24231eb8...
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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": "auth", "cwe": "CWE-287", "cvss_score": 8.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:N", "severity": "high", "edb_id": "9293", "source": "https://www.exploit-db.com/exploits/9293", "product": "PaoBacheca Guestbook 2.1", "stack": "php", "date_published": "2009-07-28", ...
[ { "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": "auth", "cwe": "CWE-287", "cvss_score": 8.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:N", "severity": "high", "edb_id": "9293", "source": "https://www.exploit-db.com/exploits/9293", "product": "PaoBacheca Guestbook 2.1", "stack": "php", "date_published": "2009-07-28", ...
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[ { "role": "system", "content": "You are a seasoned bug bounty hunter who has submitted hundreds of valid vulnerabilities. Explain how you approach targets, always within the rules and scope of authorized programs." }, { "role": "user", "content": "Describe the Wayback Machine finding that turned...
{ "source": "zseano's methodology", "source_author": "zseano", "domain": "web_appsec", "category": "Broken Authentication", "cwe": "CWE-287", "category_type": "scenario", "chapter": "A few of my findings", "difficulty": "advanced", "record_id": "d48aa19247032db9", "response_length": 141, "num_turn...
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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-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": "30121", "source": "https://www.exploit-db.com/exploits/30121", "product": "Prototype of an PHP Application 0.1", "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": "pathtraver", "cwe": "CWE-98", "cvss_score": 6.5, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:N", "severity": "medium", "edb_id": "3492", "source": "https://www.exploit-db.com/exploits/3492", "product": "WebCalendar 0.9.45", "stack": "php", "date_published": "2007-03-15", ...
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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": 227230, "class": "access_control", "severity_rating": "low", "cwe": "CWE-284", "program": "shopify", "quality_score": 10, "source": "h1", "is_negative": false, "is_paraphrased": false, "rejection_reason": null, "training_source": "h1", "dataset_key": "e8c5fa54cb461c966514d40cccfe1566a745...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "info_disclosure", "cwe": "CWE-200", "cvss_score": 7.5, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N", "severity": "high", "edb_id": "23010", "source": "https://www.exploit-db.com/exploits/23010", "product": "Better Basket Pro 3.0 Store Builder", "stack": "php", "date_publ...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "codeinj", "cwe": "CWE-98", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "28804", "source": "https://www.exploit-db.com/exploits/28804", "product": "phpBB Add Name Module", "stack": "php", "date_published": "2006-10-13...
[ { "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 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": "32594", "source": "https://www.exploit-db.com/exploits/32594", "product": "Easyedit CMS", "training_source": "exploit-db-grounded-webapps", "verdict": "Out-of-Scope", "evidence": "grounded_triage", "license": "GPL...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "ssti", "bucket": "remediation", "shape": "A", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "au...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "jwt", "bucket": "report", "shape": "A", "cvss_score": 8.1, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:N", "severity": "high", "is_negative": false, "stack": "node/express", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored_par...
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[ { "role": "system", "content": "You are a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets." }, { "role": "user", "content": "Summarize how to identify, exploit (safely), and remediate issues related to: Web Applic...
{ "source": "raunaksplanet_cybersecurity_store", "source_author": "Raunak (Raunaksplanet)", "domain": "web_appsec", "category": "Automating Customized Attacks", "cwe": "", "category_type": "payload", "chapter": "Ch14: Automating Customized Attacks", "difficulty": "intermediate", "record_id": "c4cf8d47...
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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": "15775", "source": "https://www.exploit-db.com/exploits/15775", "product": "Mafia Game Script", "stack": "php", "date_published": "2010-12-18", "t...
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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-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": "2917", "source": "https://www.exploit-db.com/exploits/2917", "product": "mxBB Module ErrorDocs 1.0", "stack": "php", "date_published": "2006-12-...
[ { "type": "function", "function": { "name": "curl", "description": "HTTP request; returns status/headers/body.", "parameters": { "type": "object", "properties": { "args": { "type": "array", "items": { "type": "string" ...
[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "codeinj", "cwe": "CWE-98", "cvss_score": 9.8, "cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H", "severity": "critical", "edb_id": "2917", "source": "https://www.exploit-db.com/exploits/2917", "product": "mxBB Module ErrorDocs 1.0", "stack": "php", "date_published": "2006-12-...
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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": "40989", "source": "https://www.exploit-db.com/exploits/40989", "product": "Atlassian Confluence < 5.10.6", "stack": "jsp", "date_published": "2017-01-...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut...
{ "class": "xxe", "bucket": "remediation", "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": "php/laravel", "source": "synthetic-modern", "training_source": "factory_tail_modern", "evidence": "authored...
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[ { "role": "system", "content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes...
{ "class": "rfi", "cwe": "CWE-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": "28520", "source": "https://www.exploit-db.com/exploits/28520", "product": "Ractive Popper 1.41", "stack": "php", "date_published": "2006-09-12", "...
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