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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": 801522,
"class": "proto_pollution",
"severity_rating": "critical",
"cwe": "CWE-471",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "719e5f671642d7625d184... | 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": "37016",
"source": "https://www.exploit-db.com/exploits/37016",
"product": "WordPress Plugin Integrator 1.32",
"stack": "php",
"date_published": "201... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are 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": "25897",
"source": "https://www.exploit-db.com/exploits/25897",
"product": "UBBCentral UBB.Threads 5.5.1/6.x",
"stack": "php",
"date_published": "20... | 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": "22261",
"source": "https://www.exploit-db.com/exploits/22261",
"product": "cPanel 5.0",
"stack": "cgi",
"date_published": "2003-02-19",
"... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"cwe": "CWE-89",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "4798",
"source": "https://www.exploit-db.com/exploits/4798",
"product": "ZeusCMS 0.3",
"stack": "php",
"date_published": "2007-12-27",
"training_s... | null |
[
{
"role": "system",
"content": "You are an application security instructor. Explain vulnerabilities and give step-by-step testing procedures for lab or authorized targets."
},
{
"role": "user",
"content": "How should I approach misplaced trust in client-side JavaScript during an authorized asses... | {
"source": "JavaScript Security",
"source_author": "Y.E Liang",
"domain": "web_appsec",
"category": "Client-side Trust / Secure Coding",
"cwe": "CWE-602",
"category_type": "methodology",
"chapter": "Ch 5: Misplaced Trust in the Client",
"difficulty": "intermediate",
"record_id": "434919018fcee2a1",
... | 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": "25774",
"source": "https://www.exploit-db.com/exploits/25774",
"product": "Qualiteam X-Cart 4.0.8",
"stack": "php",
"date_published": "2005-05-30",
... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "Describe the methodology and key techniques for Web Application Hacker's Handbook 2e — 11.5... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Methodology",
"cwe": "CWE-287",
"category_type": "recon",
"chapter": "Ch21: A Web Application Hacker’s Methodology",
"difficulty": "intermediate",
"record_id": "ed37d0d2d663... | 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": 2433970,
"class": "sqli",
"severity_rating": "medium",
"cwe": "CWE-89",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "9aaca61ea9a542b01a8a586658bec011858fc... | 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": "39344",
"source": "https://www.exploit-db.com/exploits/39344",
"product": "OL-Commerce",
"stack": "php",
"date_published": "2014-07-17",
"training_s... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "upload",
"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": "8851",
"source": "https://www.exploit-db.com/exploits/8851",
"product": "AdaptBB 1.0",
"stack": "php",
"date_published": "2009-06-01",
"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": "upload",
"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": "8851",
"source": "https://www.exploit-db.com/exploits/8851",
"product": "AdaptBB 1.0",
"stack": "php",
"date_published": "2009-06-01",
"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": "cmdi",
"cwe": "CWE-78",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "40725",
"source": "https://www.exploit-db.com/exploits/40725",
"product": "Sophos Web Appliance 4.2.1.3",
"stack": "php",
"date_published": "2016-1... | 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": 1553841,
"class": "ssrf",
"severity_rating": "medium",
"cwe": "CWE-918",
"program": "curl",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "f1cdabbe7dd9d25e4226711285bc3106298ad7b315ac7... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "ssti",
"cwe": "CWE-434",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "49401",
"source": "https://www.exploit-db.com/exploits/49401",
"product": "Wordpress Plugin wpDiscuz 7.0.4",
"stack": "php",
"date_published": "20... | 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": "What follow-on steps make sense after confirming API fuzzing and parameter mutation (angle: w... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Fuzzing",
"cwe": "CWE-20",
"category_type": "exploit_chain",
"chapter": "Ch 9: API Fuzzing",
"difficulty": "advanced",
"record_id": "251bbd6c6e49bab0",
"response_length": 255,
"num_turns": 3,
"... | 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": "26355",
"source": "https://www.exploit-db.com/exploits/26355",
"product": "MySource 2.14",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triage",
"license": "GPL-2.... | 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": "Give me a rundown of Methodology for Business Logic Errors: when to use it and the p... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Business Logic Errors",
"section": "Business Logic Errors > Methodology",
"cwe": "CWE-840",
"category_type": "payload",
"file": "Business Logic Errors/README.md",
"license": "review-ups... | 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": "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": "Client-Side Controls",
"cwe": "",
"category_type": "payload",
"chapter": "Ch5: Bypassing Client-Side Controls",
"difficulty": "intermediate",
"record_id": "7a63346836dd2712"... | null |
[
{
"role": "system",
"content": "You are an expert CTF player and security engineer. Explain how to approach and solve this challenge, grounding every step in real technique for authorized learning and competition."
},
{
"role": "user",
"content": "For '1.VulnBegin', how do you handle the 'root d... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "box",
"cwe": "",
"category_type": "recon",
"chapter": "CTFChallenge",
"difficulty": "beginner",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file": "2.Labs/... | 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": "10621",
"source": "https://www.exploit-db.com/exploits/10621",
"product": "XP Book 3.0",
"stack": "php",
"date_published": "2009-12-23",
... | [
{
"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": 1943013,
"class": "insecure_design",
"severity_rating": "low",
"cwe": "CWE-93",
"program": "mars",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "db329b249b85c9111b45fb6ed5218edc8907e7... | 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": "11075",
"source": "https://www.exploit-db.com/exploits/11075",
"product": "ProfitCode Shopping Cart",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triag... | 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": "439075_boost_17",
"class": "redirect",
"severity_rating": "informational",
"cwe": "CWE-601",
"program": "security",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "2f49a877f9b6dd58a2739... | 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": "11912",
"source": "https://www.exploit-db.com/exploits/11912",
"product": "Multi Auktions Komplett System 2",
"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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "proto_pollution",
"bucket": "code_review",
"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",
"evi... | 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": 3009411,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-778",
"program": "aws_vdp",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "3542cbc850dafdc38892be49efc1bc6f... | null |
[
{
"role": "system",
"content": "You are a vulnerability researcher mentoring junior auditors. Focus on root causes, exploitation conditions, impact assessment, and remediation for software security flaws discovered during authorized reviews."
},
{
"role": "user",
"content": "How do issues involv... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "design_review",
"cwe": "",
"category_type": "methodology",
"chapter": "Chapter 2: Design Review",
"difficulty": "intermediate",
"record_id": "0534aba4432ba... | 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": "4795",
"source": "https://www.exploit-db.com/exploits/4795",
"product": "XZero Community Classifieds 4.95.11",
"stack": "php",
"date_published":... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "ssti",
"bucket": "exploitation",
"shape": "B",
"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": "ruby/rails",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | [
{
"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": "smuggling",
"bucket": "report",
"shape": "A",
"cvss_score": 8.7,
"cvss_vector": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:C/C:H/I:H/A:N",
"severity": "high",
"is_negative": false,
"stack": "cdn/origin",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1578400,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "66594ce600582a06942511e01d26d9f033c768f086eeeab... | 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": 507222,
"class": "sqli",
"severity_rating": "high",
"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": "b37fb2606dcd384689320e717737efc874697... | 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": 791293,
"class": "codeinj",
"severity_rating": "high",
"cwe": "CWE-94",
"program": "endless_group",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "226d4031bdff292be981e2cb768cf50ef8b59... | 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": 423136,
"class": "auth",
"severity_rating": "informational",
"cwe": "CWE-384",
"program": "shopify",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c39b1b2d2eea4ea7853195fc7fc3ef59689f... | 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": "40469",
"source": "https://www.exploit-db.com/exploits/40469",
"product": "MLM Unilevel Plan Script 1.0.2",
"stack": "php",
"date_published": "2016... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "36728",
"source": "https://www.exploit-db.com/exploits/36728",
"product": "Basic Analysis and Security Engine (BASE) 1.4.5",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evi... | null |
[
{
"role": "system",
"content": "You are an expert web application security tester and bug bounty hunter. Provide detailed, actionable guidance for authorized security testing only."
},
{
"role": "user",
"content": "I'm preparing a bug bounty test plan covering Web Application Hacker's Handbook 2... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Client-Side Controls",
"cwe": "",
"category_type": "payload",
"chapter": "Ch5: Bypassing Client-Side Controls",
"difficulty": "intermediate",
"record_id": "61395928dc57e49c"... | 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": "49735",
"source": "https://www.exploit-db.com/exploits/49735",
"product": "ScadaBR 1.0",
"stack": "linux",
"date_published": "2021-04-01",
"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": "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": "49735",
"source": "https://www.exploit-db.com/exploits/49735",
"product": "ScadaBR 1.0",
"stack": "linux",
"date_published": "2021-04-01",
"tr... | null |
[
{
"role": "user",
"content": "Code review: a React app does `el.innerHTML = marked(userComment)` for markdown comments. marked v4 default config. Vulnerability?"
},
{
"role": "assistant",
"content": "<think>\nmarked converts markdown to HTML but does NOT sanitize by default — raw HTML embedded i... | {
"training_source": "gapfill_synthetic",
"signal": true,
"class": "xss",
"shape": "A",
"gap": "think",
"is_negative": false,
"num_turns": 1,
"grounding": "authored",
"license": "synthetic-authored",
"provenance": "authored",
"has_think": true,
"dataset_key": "f1f1221fd338bb6c293e9b834cd36f9d74d... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "51536",
"source": "https://www.exploit-db.com/exploits/51536",
"product": "SPIP v4.2.0",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"license": "G... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "1957",
"source": "https://www.exploit-db.com/exploits/1957",
"product": "Scout Portal Toolkit 1.4.0",
"stack": "php",
"date_published": "2006-06-27... | 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": "1623175_boost_41",
"class": "crypto_weak",
"severity_rating": "medium",
"cwe": "CWE-310",
"program": "nodejs",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "0e32b0c7f42c5d971b745d6a21... | 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 Application Hacker's Handbook 2e — Custom Development with practical st... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Web Application (In)security",
"cwe": "",
"category_type": "scripting",
"chapter": "Ch1: Web Application (In)security",
"difficulty": "intermediate",
"record_id": "f634bb118... | 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": "32953",
"source": "https://www.exploit-db.com/exploits/32953",
"product": "PuterJam's Blog PJBlog3 3.0.6",
"stack": "asp",
"date_published": "2009-... | 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": 1579645,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "dfb62640a12f6b3b11a1650bcc949031a126a7703da04dc... | null |
[
{
"role": "system",
"content": "You are a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets."
},
{
"role": "user",
"content": "Explain Web Application Hacker's Handbook 2e — 5.9.1 If the application relies solely on... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Methodology",
"cwe": "CWE-287",
"category_type": "scripting",
"chapter": "Ch21: A Web Application Hacker’s Methodology",
"difficulty": "intermediate",
"record_id": "5f9f7225... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "I'm preparing a bug bounty test plan covering Web Application Hacker's Handbook 2e — Chapte... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Automating Customized Attacks",
"cwe": "",
"category_type": "scripting",
"chapter": "Ch14: Automating Customized Attacks",
"difficulty": "intermediate",
"record_id": "dfeeaf... | 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": 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": "32001",
"source": "https://www.exploit-db.com/exploits/32001",
"product": "RSS-aggregator 1.0",
"stack": "php",
"date_published": "2008-06-30",
"trai... | null |
[
{
"role": "system",
"content": "You are an expert software security assessor and code auditor. Teach authorized vulnerability assessment techniques grounded in real software security practice. Prefer precise technical detail over hype."
},
{
"role": "user",
"content": "I'm doing an authorized ap... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "operational_review",
"cwe": "",
"category_type": "methodology",
"chapter": "Chapter 3: Operational Review",
"difficulty": "intermediate",
"record_id": "a6a... | 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": "34035",
"source": "https://www.exploit-db.com/exploits/34035",
"product": "OpenForum 2.2 b005",
"stack": "php",
"date_published": "2010-05-23",
... | 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": "25229",
"source": "https://www.exploit-db.com/exploits/25229",
"product": "PHPOpenChat 2.3.4/3.0.1",
"stack": "php",
"date_published": "2005-03-15",... | 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-79wv-8rh2-9vp2",
"class": "input_validation",
"severity_rating": "high",
"cwe": "CWE-20",
"program": "github_advisory",
"quality_score": 4,
"source": "ghsa",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "0defb5b062... | 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": "2640",
"source": "https://www.exploit-db.com/exploits/2640",
"product": "UeberProject 1.0",
"stack": "php",
"date_published": "2006-10-24",
"training_... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1547684,
"class": "auth",
"severity_rating": "medium",
"cwe": "CWE-613",
"program": "shopify",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "a3d58708fe49d41beb0b740fcb9ff5d0950da2c049... | null |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "I'm preparing a bug bounty test plan covering Web Application Hacker'... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Session Management",
"cwe": "CWE-384",
"category_type": "methodology",
"chapter": "Ch7: Attacking Session Management",
"difficulty": "intermediate",
"record_id": "a619fb3d31... | 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": "18689",
"source": "https://www.exploit-db.com/exploits/18689",
"product": "Woltlab Burning Board 2.2/2.3 [WN]KT KickTipp 3.1",
"stack": "php",
"dat... | null |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "Explain Web Application Hacker's Handbook 2e — To carry out this atta... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Client-Side Controls",
"cwe": "CWE-287",
"category_type": "payload",
"chapter": "Ch5: Bypassing Client-Side Controls",
"difficulty": "intermediate",
"record_id": "a63b0af7c3... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web and API security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "How should I approach OAuth 2.0 security issues during an authorized assess... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "OAuth 2.0 Security",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "Ch 10: OAuth 2.0 Security",
"difficulty": "intermediate",
"record_id": "f1a62a157c23d5b7",
... | 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 Security for Developers — How Web Servers Work: Rub... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Web Servers",
"cwe": "CWE-287",
"category_type": "recon",
"chapter": "WSFD — How Web Servers Work",
"difficulty": "intermediate",
"record_id": "ff821b36b9452208",
"respons... | 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 Clickjacking during an authorized bug bounty engageme... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"category": "Clickjacking",
"cwe": "CWE-1021",
"category_type": "methodology",
"chapter": "Ch 8: Clickjacking — testing clickjacking",
"difficulty": "intermediate",
"domain": "web_appsec",
"record_id": "b9cfe3a820fe88ff",
"response_len... | 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": "Walk me through Web Application Hacker's Handbook 2e — 218 ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Session Management",
"cwe": "CWE-384",
"category_type": "methodology",
"chapter": "Ch7: Attacking Session Management",
"difficulty": "intermediate",
"record_id": "5720762548... | 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": "2353",
"source": "https://www.exploit-db.com/exploits/2353",
"product": "Vitrax Pre-modded 1.0.6-r3",
"stack": "php",
"date_published": "2006-09... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are 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": "2353",
"source": "https://www.exploit-db.com/exploits/2353",
"product": "Vitrax Pre-modded 1.0.6-r3",
"stack": "php",
"date_published": "2006-09... | 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": "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": "1020",
"source": "https://www.exploit-db.com/exploits/1020",
"product": "ZeroBoard 4.1",
"stack": "php",
"date_published": "2005-05-31",
... | [
{
"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": 1714638,
"class": "access_control",
"severity_rating": "critical",
"cwe": "CWE-863",
"program": "mtn_group",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "ad81c8f68d3abca95ba1f1160b8a... | null |
[
{
"role": "system",
"content": "You are a penetration tester and CTF mentor. Describe the reconnaissance, exploitation, and post-exploitation steps needed to solve this challenge in an authorized environment."
},
{
"role": "user",
"content": "Describe the 'nikto' technique used in 'Sense'."
},... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "box",
"cwe": "CWE-79",
"category_type": "recon",
"chapter": "HackTheBox",
"difficulty": "beginner",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file": "3.B... | 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": "9367",
"source": "https://www.exploit-db.com/exploits/9367",
"product": "tenrok 1.1.0",
"stack": "php",
"date_published": "2009-08-05",
"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": "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": "9367",
"source": "https://www.exploit-db.com/exploits/9367",
"product": "tenrok 1.1.0",
"stack": "php",
"date_published": "2009-08-05",
"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": "csrf",
"cwe": "CWE-352",
"cvss_score": 4.3,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:L/A:N",
"severity": "medium",
"edb_id": "4712",
"source": "https://www.exploit-db.com/exploits/4712",
"product": "falcon CMS 1.4.3",
"stack": "php",
"date_published": "2007-12-10",
"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": "csrf",
"cwe": "CWE-352",
"cvss_score": 4.3,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:L/A:N",
"severity": "medium",
"edb_id": "4712",
"source": "https://www.exploit-db.com/exploits/4712",
"product": "falcon CMS 1.4.3",
"stack": "php",
"date_published": "2007-12-10",
"train... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Provide precise, practical testing procedures and payloads for engagements you are explicitly authorized to perform."
},
{
"role": "user",
"content": "I need to craft SQL Injection payloads via Oracle SQL Blind. What sho... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "SQL Injection",
"section": "Oracle SQL Injection > Oracle SQL Blind",
"cwe": "CWE-89",
"category_type": "payload",
"file": "SQL Injection/OracleSQL Injection.md",
"license": "review-ups... | null |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "Describe methodology and key techniques for Web Security for Develope... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Web Servers",
"cwe": "CWE-287",
"category_type": "scenario",
"chapter": "WSFD — Cross-Site Request Forgery Attacks",
"difficulty": "intermediate",
"record_id": "c6f27cd258d1... | 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": "nosqli",
"bucket": "remediation",
"shape": "A",
"cvss_score": 8.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:N",
"severity": "high",
"is_negative": false,
"stack": "node/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "auth... | null |
[
{
"role": "system",
"content": "You are an application security consultant. Give clear, step-by-step testing procedures and remediation advice for authorized engagements."
},
{
"role": "user",
"content": "What should a web pentester know about Web Application Hacker's Handbook 2e — Although a fu... | {
"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": "cfa44eab47b1f14... | 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": "Summarize how to identify, exploit (safely), and remediate issues rel... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Methodology",
"cwe": "",
"category_type": "scenario",
"chapter": "Ch21: A Web Application Hacker’s Methodology",
"difficulty": "intermediate",
"record_id": "c076503152581264... | null |
[
{
"role": "system",
"content": "You are a security researcher. Explain vulnerability classes and testing techniques with concise, practical examples."
},
{
"role": "user",
"content": "What's a solid methodology for finding issues related to API endpoint analysis and documentation review? Please ... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "Endpoint Analysis",
"cwe": "CWE-200",
"category_type": "methodology",
"chapter": "Ch 7: Endpoint Analysis",
"difficulty": "intermediate",
"record_id": "7fa4451933aa412e",
"response_length": 261,
"num... | 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": 708820,
"class": "access_control",
"severity_rating": "high",
"cwe": "CWE-284",
"program": "gitlab",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c1a185945f07cc6fc4f3dfdfad00c8722c0a... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "xxe",
"bucket": "code_review",
"shape": "A",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "node/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authore... | 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": "2927",
"source": "https://www.exploit-db.com/exploits/2927",
"product": "PHPMyCMS 0.3",
"stack": "php",
"date_published": "2006-12-13",
"training_... | null |
[
{
"role": "system",
"content": "You are an expert web security instructor and penetration tester. Explain how to identify and exploit the vulnerability in the described lab, with clear step-by-step guidance for authorized security training."
},
{
"role": "user",
"content": "PortSwigger lab: \"CO... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "CORS vulnerability with trusted null origin",
"lab_url": "https://portswigger.net/web-security/cors/lab-null-origin-whitelisted-attack",
"category": "Cross-origin resource sharing (CORS)",
"cwe": "CWE-942",
"difficulty": "apprentice",
"has_solu... | null |
[
{
"role": "system",
"content": "You are a security researcher. Explain vulnerability classes and testing techniques with concise, practical examples."
},
{
"role": "user",
"content": "How should I approach end-to-end API testing methodology during an authorized assessment, especially regarding r... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "API Testing Methodology",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "Ch 11: API Testing Methodology",
"difficulty": "intermediate",
"record_id": "fa56ff97d... | 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 XML External Entity (XXE) during an authorized bug bo... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"category": "XML External Entity (XXE)",
"cwe": "CWE-611",
"category_type": "payload",
"chapter": "Ch 15: XML External Entity — xxe mech",
"difficulty": "advanced",
"domain": "web_appsec",
"record_id": "f7a2d1d861af332c",
"response_len... | 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": "5881",
"source": "https://www.exploit-db.com/exploits/5881",
"product": "@CMS 2.1.1",
"stack": "php",
"date_published": "2008-06-21",
"training_s... | [
{
"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": 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": "27289",
"source": "https://www.exploit-db.com/exploits/27289",
"product": "TP-Link TL-SC3171 IP Cameras",
"stack": "hardware",
"date_published": "20... | 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": 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": "27289",
"source": "https://www.exploit-db.com/exploits/27289",
"product": "TP-Link TL-SC3171 IP Cameras",
"stack": "hardware",
"date_published": "20... | [
{
"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": 1693150,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "6d0aee50a859ab6f1052a2ecb64ebb0ebc39bff9b203bf6... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-78",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "8746",
"source": "https://www.exploit-db.com/exploits/8746",
"product": "NC GBook 1.0",
"stack": "php",
"date_published": "2009-05-20",
"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": "cmdi",
"cwe": "CWE-78",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "8746",
"source": "https://www.exploit-db.com/exploits/8746",
"product": "NC GBook 1.0",
"stack": "php",
"date_published": "2009-05-20",
"training... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1988560,
"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": "c0a21fd36ed3b1b0a5b7359134deb2122f6fa6... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for and exploit vulnerabilities in systems they are authorized to assess."
},
{
"role": "user",
"content": "What payloads and steps should I use for WAF Bypass when wo... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "CVE Exploits",
"section": "CVE-2021-44228 Log4Shell > WAF Bypass",
"cwe": "",
"category_type": "payload",
"file": "CVE Exploits/Log4Shell.md",
"license": "review-upstream",
"source_au... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "28947",
"source": "https://www.exploit-db.com/exploits/28947",
"product": "Speedywiki 2.0/2.1",
"stack": "php",
"date_published": "2006-11-08",
... | [
{
"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": "28947",
"source": "https://www.exploit-db.com/exploits/28947",
"product": "Speedywiki 2.0/2.1",
"stack": "php",
"date_published": "2006-11-08",
... | null |
[
{
"role": "system",
"content": "You are an expert web application security tester and bug bounty hunter. Provide detailed, actionable guidance for authorized security testing only."
},
{
"role": "user",
"content": "What should a web pentester know about From Day Zero to Zero Day — Mapping Code t... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Attack Surface Mapping",
"cwe": "",
"category_type": "scenario",
"chapter": "Day Zero — Mapping Code to Attack Surface",
"difficulty": "intermediate",
"record_id": "52272798... | 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": "40968",
"source": "https://www.exploit-db.com/exploits/40968",
"product": "PHPMailer < 5.2.18",
"stack": "php",
"date_published": "2016-12-26",
"... | [
{
"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-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": "40968",
"source": "https://www.exploit-db.com/exploits/40968",
"product": "PHPMailer < 5.2.18",
"stack": "php",
"date_published": "2016-12-26",
"... | 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": 2337427,
"class": "access_control",
"severity_rating": "high",
"cwe": "CWE-284",
"program": "owncloud",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "acd9c28ee513ea6e4db69bb3ed12de688... | 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": "29484",
"source": "https://www.exploit-db.com/exploits/29484",
"product": "Indexu 5.0/5.3",
"stack": "php",
"date_published": "2007-01-16",
"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": 411519,
"class": "pathtraver",
"severity_rating": "high",
"cwe": "CWE-22",
"program": "rubygems",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8b7973d1750adca838f1feb144d6360546efd57... | null |
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