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[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "2499",
"source": "https://www.exploit-db.com/exploits/2499",
"product": "Flatnuke 2.5.8",
"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": 634679,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-284",
"program": "security",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "388cbba44a94f455989c75b8f01b3532... | 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": "11211",
"source": "https://www.exploit-db.com/exploits/11211",
"product": "cPanel",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage",
"license": "GPL-2.0... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "csrf",
"cwe": "CWE-352",
"cvss_score": 4.3,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:L/A:N",
"severity": "medium",
"edb_id": "36688",
"source": "https://www.exploit-db.com/exploits/36688",
"product": "Zen Cart 1.3.9h",
"stack": "php",
"date_published": "2012-02-10",
"trai... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "csrf",
"cwe": "CWE-352",
"cvss_score": 4.3,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:L/A:N",
"severity": "medium",
"edb_id": "36688",
"source": "https://www.exploit-db.com/exploits/36688",
"product": "Zen Cart 1.3.9h",
"stack": "php",
"date_published": "2012-02-10",
"trai... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 654198,
"class": "info_disclosure",
"severity_rating": "low",
"cwe": "CWE-200",
"program": "security",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "97311c681959e72397b0399543ad334ec8... | 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": "report",
"shape": "A",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"is_negative": false,
"stack": "node/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "author... | null |
[
{
"role": "user",
"content": "Two test accounts. Invoice download is GET /api/invoices/8841/pdf. As account A, changing 8841→8842 (B's) returns B's PDF. Classify and rate."
},
{
"role": "assistant",
"content": "<think>\nDirect object reference with no ownership check = IDOR / broken object-level... | {
"training_source": "gapfill_synthetic",
"signal": true,
"class": "access_control",
"shape": "A",
"gap": "think",
"is_negative": false,
"num_turns": 1,
"grounding": "authored",
"license": "synthetic-authored",
"provenance": "authored",
"has_think": true,
"dataset_key": "4eb0ff415c5d158f35332571... | 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": "36668",
"source": "https://www.exploit-db.com/exploits/36668",
"product": "eFront 3.6.10",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"license": "GPL... | 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 From Day Zero to Zero Day — Mapping Code to Attack S... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Authentication",
"cwe": "CWE-287",
"category_type": "recon",
"chapter": "Day Zero — Mapping Code to Attack Surface",
"difficulty": "intermediate",
"record_id": "2d03748b188d... | 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": "7604",
"source": "https://www.exploit-db.com/exploits/7604",
"product": "eDContainer 2.22",
"stack": "php",
"date_published": "2008-12-29",
"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": "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": "26099",
"source": "https://www.exploit-db.com/exploits/26099",
"product": "FlatNuke 2.5.5",
"stack": "php",
"date_published": "2005-08-05",
"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 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": 1166766,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-601",
"program": "stripo",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "03411c96904ff11ac4e6959fb34097929240b6e669be... | null |
[
{
"role": "system",
"content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share concrete payloads and methodology for authorized security testing."
},
{
"role": "user",
"content": "Help me understand Bypass CSP default-src as it relates to XSS Injection, with the payload... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "XSS Injection",
"section": "CSP Bypass > Bypass CSP default-src",
"cwe": "CWE-79",
"category_type": "payload",
"file": "XSS Injection/4 - CSP Bypass.md",
"license": "review-upstream",
... | 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": "During an authorized test I think I've found XML External Entity (XXE... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"category": "XML External Entity (XXE)",
"cwe": "CWE-611",
"category_type": "scenario",
"chapter": "Ch 15: XML External Entity — prevention",
"difficulty": "advanced",
"domain": "web_appsec",
"record_id": "7ae336fb5893ee4c",
"response_... | 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": "For authorized testing, explain: Web Security for Developers — Don’t Be an Accessory: Denia... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Denial of Service",
"cwe": "CWE-400",
"category_type": "recon",
"chapter": "WSFD — Don’t Be an Accessory",
"difficulty": "intermediate",
"record_id": "ab7f8dbd198eecb2",
"... | 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": 428010,
"class": "info_disclosure",
"severity_rating": "medium",
"cwe": "CWE-200",
"program": "nextcloud",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "5aef78b568b2e3ce121b7e3ab90a62... | 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": "Scenario: during a pentest I suspect REST and web API structure (methods, r... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "Web API Anatomy",
"cwe": "",
"category_type": "scenario",
"chapter": "Ch 2: The Anatomy of Web APIs",
"difficulty": "intermediate",
"record_id": "040be6767e870350",
"response_length": 229,
"num_turns... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "12820",
"source": "https://www.exploit-db.com/exploits/12820",
"product": "Visitor Logger",
"stack": "php",
"date_published": "2010-05-31",
"t... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "32387",
"source": "https://www.exploit-db.com/exploits/32387",
"product": "Quick CMS Lite 2.1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage",
"licens... | 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": "How do I test for Web Application Hacker's Handbook 2e — Chap... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Access Control",
"cwe": "CWE-284",
"category_type": "payload",
"chapter": "Ch9: Attacking Data Stores",
"difficulty": "intermediate",
"record_id": "c13048fb556a95ce",
"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 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 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": 335330,
"class": "auth",
"severity_rating": "critical",
"cwe": "CWE-287",
"program": "roblox",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "4f6b7a2668679bea9be6d2dc73bb88e62d6d079334... | 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-gx83-3vf8-gh7j_boost_29",
"class": "deser",
"severity_rating": "medium",
"cwe": "CWE-502",
"program": "osv_maven",
"quality_score": 4,
"source": "osv",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "44052d1b04465c4a3... | 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": "methodology",
"shape": "A",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"is_negative": false,
"stack": "node/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evi... | 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": "22438",
"source": "https://www.exploit-db.com/exploits/22438",
"product": "PostNuke 0.72x Stats Module",
"stack": "php",
"date_published": ... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are 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": 409380,
"class": "xss",
"severity_rating": "high",
"cwe": "CWE-79",
"program": "gitlab",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c5459de9105bc7d435aa40b896b7bcfc85085efccdfd5812... | 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": "6603",
"source": "https://www.exploit-db.com/exploits/6603",
"product": "MyCard 1.0.2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"license": "GPL-2.0-... | 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": "32212",
"source": "https://www.exploit-db.com/exploits/32212",
"product": "Procentia IntelliPen 1.1.12.1520",
"stack": "asp",
"date_published": "20... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "For authorized testing, explain: Enumerating Esoteric Attack Surfaces (... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Subdomain Takeover",
"cwe": "CWE-287",
"category_type": "recon",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "beginner",
"record_id": "525a2... | null |
[
{
"role": "system",
"content": "You are a bug bounty hunter experienced on HackerOne and Bugcrowd. Share concrete payloads and methodology for authorized security testing."
},
{
"role": "user",
"content": "During a bug bounty I want to try Path Truncation for File Inclusion. What are the payload... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "File Inclusion",
"section": "File Inclusion > Local File Inclusion > Path Truncation",
"cwe": "CWE-98",
"category_type": "payload",
"file": "File Inclusion/README.md",
"license": "revie... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "info_disclosure",
"cwe": "CWE-200",
"cvss_score": 6.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:N",
"severity": "medium",
"edb_id": "22253",
"source": "https://www.exploit-db.com/exploits/22253",
"product": "DotBr 0.1",
"stack": "php",
"date_published": "2003-02-15",
... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "csrf",
"cwe": "CWE-352",
"cvss_score": 4.3,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:L/A:N",
"severity": "medium",
"edb_id": "40242",
"source": "https://www.exploit-db.com/exploits/40242",
"product": "WSO2 Carbon 4.4.5",
"stack": "jsp",
"date_published": "2016-08-16",
"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": "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": "40242",
"source": "https://www.exploit-db.com/exploits/40242",
"product": "WSO2 Carbon 4.4.5",
"stack": "jsp",
"date_published": "2016-08-16",
"tr... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "41546",
"source": "https://www.exploit-db.com/exploits/41546",
"product": "Bull/IBM AIX Clusterwatch/Watchware",
"stack": "aix",
"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": "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": "41546",
"source": "https://www.exploit-db.com/exploits/41546",
"product": "Bull/IBM AIX Clusterwatch/Watchware",
"stack": "aix",
"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": "rfi",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "30437",
"source": "https://www.exploit-db.com/exploits/30437",
"product": "Global Centre Aplomb Poll 1.1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triage",
"l... | 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": "36772",
"source": "https://www.exploit-db.com/exploits/36772",
"product": "EditWrxLite CMS",
"stack": "cgi",
"date_published": "2012-02-13"... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "user",
"content": "I can enumerate valid usernames (/login says 'wrong password' for real users, 'no such user' for fake). Also no rate limiting on login. Report as critical?"
},
{
"role": "assistant",
"content": "<think>\nTwo separate observations. Username enumeration via differenti... | {
"training_source": "gapfill_synthetic",
"signal": true,
"class": "auth",
"shape": "A",
"gap": "negative",
"is_negative": true,
"num_turns": 1,
"grounding": "authored",
"license": "synthetic-authored",
"provenance": "authored",
"has_think": true,
"dataset_key": "4b2186bc4766fa46062dfd8a8bd35a6c... | 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": 2203432,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-284",
"program": "security",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "52c6fcb1fb89a55e190eef6ac36649a... | 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": "27207",
"source": "https://www.exploit-db.com/exploits/27207",
"product": "Clever Copy 2.0/3.0",
"stack": "php",
"date_published": "2006-02... | [
{
"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 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 \"Client-side prototype pollution via flawed sanitization\" f... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Client-side prototype pollution via flawed sanitization",
"lab_url": "https://portswigger.net/web-security/prototype-pollution/client-side/lab-prototype-pollution-client-side-prototype-pollution-via-flawed-sanitization",
"category": "Prototype pollut... | 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": 419883,
"class": "graphql",
"severity_rating": "informational",
"cwe": "CWE-200",
"program": "shopify",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "784116c5753b0807a2a4f93bff53ca965a... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "csrf",
"cwe": "CWE-352",
"cvss_score": 4.3,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:L/A:N",
"severity": "medium",
"edb_id": "10461",
"source": "https://www.exploit-db.com/exploits/10461",
"product": "Ez Cart 1.0",
"stack": "php",
"date_published": "2009-12-15",
"training... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "10461",
"source": "https://www.exploit-db.com/exploits/10461",
"product": "Ez Cart 1.0",
"stack": "php",
"date_published": "2009-12-15",
"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": "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": "29997",
"source": "https://www.exploit-db.com/exploits/29997",
"product": "Campsite 2.6.1",
"stack": "php",
"date_published": "2007-05-08",
"t... | [
{
"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": "35524",
"source": "https://www.exploit-db.com/exploits/35524",
"product": "XOOPS",
"stack": "php",
"date_published": "2011-03-29",
"training_source"... | null |
[
{
"role": "system",
"content": "You are an API security consultant. Provide step-by-step testing procedures and clear explanations."
},
{
"role": "user",
"content": "Summarize the USPS Informed Visibility API exposure and the API weaknesses behind it."
},
{
"role": "assistant",
"cont... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "Case study: USPS Informed Visibility",
"cwe": "CWE-285",
"category_type": "scenario",
"chapter": "Ch 15: Breaches and Bounties",
"difficulty": "intermediate",
"record_id": "9c38fe0982428008",
"response... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "28777",
"source": "https://www.exploit-db.com/exploits/28777",
"product": "Hastymail 1.x",
"stack": "php",
"date_published": "2006-10-10",
"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": "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": "28777",
"source": "https://www.exploit-db.com/exploits/28777",
"product": "Hastymail 1.x",
"stack": "php",
"date_published": "2006-10-10",
"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": 1143776,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "deptofdefense",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8e75730d2f1cf95c0f87557a1394ea54727fa5... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "ssti",
"bucket": "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": "dotnet/aspnet",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work."
},
{
"role": "user",
"content": "Describe methodology and key techniques for Web Security for ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "HTTP Fundamentals",
"cwe": "CWE-287",
"category_type": "scripting",
"chapter": "WSFD — How the Internet Works",
"difficulty": "intermediate",
"record_id": "d5dd130cc25d8f7e"... | 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": "6571",
"source": "https://www.exploit-db.com/exploits/6571",
"product": "openEngine 2.0 beta4",
"stack": "php",
"date_published": "2008-09-25",
... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 1450117,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-639",
"program": "nextcloud",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c954822425b2397d3796ac775fdb7f... | 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": "6530",
"source": "https://www.exploit-db.com/exploits/6530",
"product": "OpenElec 3.01",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"license": "G... | 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's a solid methodology for finding issues related to web information gathering and recon?... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "Information Gathering / Recon",
"cwe": "CWE-200",
"category_type": "methodology",
"chapter": "Ch 2: Information Gathering",
"difficulty": "intermediate",
"record_id": "5fbd37... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "Walk me through Web Application Hacker's Handbook 2e — When the user lo... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Business Logic",
"cwe": "CWE-840",
"category_type": "methodology",
"chapter": "Ch11: Attacking Application Logic",
"difficulty": "intermediate",
"record_id": "550ed93e713e58... | 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": "For authorized testing, explain: Web Application Hacker's Handbook 2e — When the browser ha... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XSS",
"cwe": "CWE-79",
"category_type": "payload",
"chapter": "Ch13: Attacking Users: Other Techniques",
"difficulty": "intermediate",
"record_id": "36e36c9190b40dd3",
"re... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 701183,
"class": "cmdi",
"severity_rating": "high",
"cwe": "CWE-94",
"program": "nodejs-ecosystem",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "45691bf8ea0cec283e422703ef9b14004487e... | 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": "25578",
"source": "https://www.exploit-db.com/exploits/25578",
"product": "CodetoSell ViArt Shop Enterprise 2.1.6",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_tria... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "Explain How To Shot Web (Jason Haddix DEF CON 23): As referenced file p... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "File Inclusion",
"cwe": "CWE-98",
"category_type": "payload",
"chapter": "How To Shot Web (Jason Haddix DEF CON 23)",
"difficulty": "beginner",
"record_id": "409bfc28bab97d6... | null |
[
{
"role": "system",
"content": "You are a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets."
},
{
"role": "user",
"content": "Describe methodology and key techniques for Web Security for Developers — Don’t Be an Ac... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Web Servers",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "WSFD — Don’t Be an Accessory",
"difficulty": "intermediate",
"record_id": "e3e16fa94294e677",
"... | null |
[
{
"role": "system",
"content": "You are a bug bounty hunter experienced with GraphQL targets. Share practical recon, abuse, and remediation advice."
},
{
"role": "user",
"content": "How can field-level middleware help harden GraphQL?"
},
{
"role": "assistant",
"content": "Central aut... | {
"source": "Black Hat GraphQL",
"source_author": "Nick Aleks and Dolev Farhi",
"domain": "web_appsec",
"category": "authz_bypass",
"cwe": "CWE-862",
"category_type": "methodology",
"chapter": "7 Authentication and Authorization Bypasses",
"difficulty": "intermediate",
"record_id": "282c35de0ea1f193",... | 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": "1076",
"source": "https://www.exploit-db.com/exploits/1076",
"product": "phpBB 2.0.15",
"stack": "php",
"date_published": "2005-06-29",
"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": 415258,
"class": "cmdi",
"severity_rating": "high",
"cwe": "CWE-77",
"program": "brave",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "5077cd5b31c5057c954ef8ee2869ace1cbd8514b31432bb0... | 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": "Explain Web Application Hacker's Handbook 2e — 220 Chapter 7 n Attacking Session Manageme... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Session Management",
"cwe": "CWE-384",
"category_type": "scripting",
"chapter": "Ch7: Attacking Session Management",
"difficulty": "intermediate",
"record_id": "091a33409a96... | 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": 766205,
"class": "csrf",
"severity_rating": "medium",
"cwe": "CWE-352",
"program": "stripo",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "cd5c83bf924625b9b4a3e8f945ba3ae02d65dc530ce9... | 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": 4136767,
"class": "auth",
"severity_rating": "low",
"cwe": "CWE-287",
"program": "curl",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "aa2ec3ab8f533dd70dab5b76cb86fa2d3e5e4e8bb982891f... | 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": 970760,
"class": "resource",
"severity_rating": "low",
"cwe": "CWE-400",
"program": "cs_money",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "2f0821ee94ee1d1f64ba1b890933f95b349d439fe... | 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": "2615",
"source": "https://www.exploit-db.com/exploits/2615",
"product": "SpeedBerg 1.2beta1",
"stack": "php",
"date_published": "2006-10-22",
"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 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 Bug Hunter's Methodology v2: ★ Engine id... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "SSTI",
"cwe": "CWE-1336",
"category_type": "reporting",
"chapter": "Bug Hunter's Methodology v2",
"difficulty": "beginner",
"record_id": "3466c32c11970a7d",
"response_leng... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "jwt",
"bucket": "methodology",
"shape": "A",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"is_negative": false,
"stack": "python/flask",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "For authorized testing, explain: Web Application Hacker's Handbook 2e —... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Automating Customized Attacks",
"cwe": "CWE-287",
"category_type": "payload",
"chapter": "Ch14: Automating Customized Attacks",
"difficulty": "intermediate",
"record_id": "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": "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": "31581",
"source": "https://www.exploit-db.com/exploits/31581",
"product": "PHPGKit 0.9",
"stack": "php",
"date_published": "2008-03-31",
"train... | 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": "Walk me through Web Application Hacker's Handbook 2e — 11.7.5 If a particular req... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Methodology",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch21: A Web Application Hacker’s Methodology",
"difficulty": "intermediate",
"record_id": "4d75d396c703f... | 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": "During an authorized test I think I've found Information Disclosure. Wh... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"category": "Information Disclosure",
"cwe": "CWE-200",
"category_type": "scenario",
"chapter": "Ch 21: Information Disclosure — sources of leaks",
"difficulty": "intermediate",
"domain": "web_appsec",
"record_id": "3bb884e42ee8e661",
... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web and API security. Help the user test for vulnerabilities within an authorized scope."
},
{
"role": "user",
"content": "What is BOLA and how do I start testing an API for it?"
},
{
"role": "assistant",... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "Broken Object Level Authorization (BOLA)",
"cwe": "CWE-639",
"category_type": "methodology",
"chapter": "Ch 10: Exploiting API Authorization",
"difficulty": "intermediate",
"record_id": "5f0bf0a78c24fd1b... | 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": 1493007,
"class": "access_control",
"severity_rating": "high",
"cwe": "CWE-284",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "71010219209cf94cd974d758b2a6... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and remediation advice for authorized work."
},
{
"role": "user",
"content": "How do I test for Bug Bounty Program Selection during an auth... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"category": "Bug Bounty Program Selection",
"cwe": "",
"category_type": "recon",
"chapter": "Ch 1: Picking a Bug Bounty Program — program selection criteria",
"difficulty": "beginner",
"domain": "web_appsec",
"record_id": "1fe312f658ef9f... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
"cwe": "CWE-287",
"cvss_score": 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": "2255",
"source": "https://www.exploit-db.com/exploits/2255",
"product": "eFiction < 2.0.7",
"stack": "php",
"date_published": "2006-08-25",
"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": "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": "2255",
"source": "https://www.exploit-db.com/exploits/2255",
"product": "eFiction < 2.0.7",
"stack": "php",
"date_published": "2006-08-25",
"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 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": 1081145,
"class": "sqli",
"severity_rating": "critical",
"cwe": "CWE-89",
"program": "impresscms",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "08b1935de70919c9358341c719896850e90412... | 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": "28473",
"source": "https://www.exploit-db.com/exploits/28473",
"product": "Autentificator 2.01",
"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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "jwt",
"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",
"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 invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "proto_pollution",
"bucket": "remediation",
"shape": "A",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"is_negative": false,
"stack": "node/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evi... | 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": "34080",
"source": "https://www.exploit-db.com/exploits/34080",
"product": "MoinMoin 1.x",
"stack": "cgi",
"date_published": "2010-06-03",
"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": 2652603,
"class": "csrf",
"severity_rating": "high",
"cwe": "CWE-352",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "1b8d87c8eccb0fa0fdb1c4f4789fb0a4042b59... | 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": 300532,
"class": "xss",
"severity_rating": "low",
"cwe": "CWE-79",
"program": "concretecms",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d4364c406a92e6522dfc9558182946cfeacba647ce14... | 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": 1176794,
"class": "resource",
"severity_rating": "medium",
"cwe": "CWE-400",
"program": "fetlife",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "bfb680086b475df9965be32258e5dd2c232008... | 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": 1171403,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "deptofdefense",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "3743f89660011a374f27cc09b4499f3fd07c73... | 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": "27312",
"source": "https://www.exploit-db.com/exploits/27312",
"product": "FreeHostShop Website Generator 3.3",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_t... | 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": 961841,
"class": "insecure_design",
"severity_rating": "low",
"cwe": "CWE-657",
"program": "security",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "0e8b196fe9d9201ca2d3bebf120465f26b... | 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 — Let’s Ha... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Web Hacking Intro",
"cwe": "CWE-287",
"category_type": "methodology",
"chapter": "WSFD — Let’s Hack a Website",
"difficulty": "intermediate",
"record_id": "a54ca2c3d33b9382"... | 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": "2605",
"source": "https://www.exploit-db.com/exploits/2605",
"product": "RSSonate",
"stack": "php",
"date_published": "2006-10-21",
"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": "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": "2399",
"source": "https://www.exploit-db.com/exploits/2399",
"product": "BCWB 0.99",
"stack": "php",
"date_published": "2006-09-19",
"training_sou... | 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": 1394984,
"class": "auth",
"severity_rating": "low",
"cwe": "CWE-307",
"program": "evernote",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e51e12b17e961ccc5c01094de626530195ff02c57caf... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "oauth",
"bucket": "code_review",
"shape": "A",
"cvss_score": 8.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:N",
"severity": "high",
"is_negative": false,
"stack": "oauth",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored_par... | null |
[
{
"role": "system",
"content": "You are 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 Headless Browser for Headless Browser. What are th... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Headless Browser",
"section": "Headless Browser",
"cwe": "",
"category_type": "payload",
"file": "Headless Browser/README.md",
"license": "review-upstream",
"source_author": "",
"do... | 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: \"Cl... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Clickjacking with form input data prefilled from a URL parameter",
"lab_url": "https://portswigger.net/web-security/clickjacking/lab-prefilled-form-input",
"category": "Clickjacking",
"cwe": "CWE-1021",
"difficulty": "apprentice",
"has_solution... | null |
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