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[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "17724",
"source": "https://www.exploit-db.com/exploits/17724",
"product": "WordPress Plugin Js-appointment 1.5",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage... | 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": 357858,
"class": "codeinj",
"severity_rating": "high",
"cwe": "CWE-94",
"program": "monero",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "4058c615194531f32b383309476cb95bdff169b50f36... | 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": "862835_boost_22",
"class": "graphql",
"severity_rating": "medium",
"cwe": "CWE-16",
"program": "nuri",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7fc49bccd8f10fe8b5fda535722da052d4... | 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": "1590",
"source": "https://www.exploit-db.com/exploits/1590",
"product": "ShoutLIVE 1.1.0",
"stack": "php",
"date_published": "2006-03-18",
"train... | 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": "1590",
"source": "https://www.exploit-db.com/exploits/1590",
"product": "ShoutLIVE 1.1.0",
"stack": "php",
"date_published": "2006-03-18",
"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 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": 2137154,
"class": "secrets",
"severity_rating": "high",
"cwe": "CWE-922",
"program": "mozilla",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "5b32731699a05672153e805287eda32e0767ab025... | null |
[
{
"role": "system",
"content": "You are a security researcher. Explain vulnerability classes and testing techniques with concise, practical examples."
},
{
"role": "user",
"content": "Scenario: during a pentest I suspect OWASP API Top 10 style issues. How do I confirm and demonstrate it? Please ... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "API Insecurities (OWASP API Top 10)",
"cwe": "",
"category_type": "scenario",
"chapter": "Ch 3: API Insecurities",
"difficulty": "intermediate",
"record_id": "fce477c133f6480f",
"response_length": 290,... | 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": "For authorized testing, explain: Web Application Hacker's Han... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XSS",
"cwe": "CWE-79",
"category_type": "payload",
"chapter": "Ch12: Attacking Users: Cross-Site Scripting",
"difficulty": "intermediate",
"record_id": "cbb579fbab9368a1",
... | 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": 1120982,
"class": "smuggling",
"severity_rating": "high",
"cwe": "CWE-444",
"program": "deptofdefense",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "eb9711d7380debc80620f3b08908bb432a... | null |
[
{
"role": "system",
"content": "You are a cybersecurity expert specializing in CTF challenges across web, binary exploitation, crypto, reversing, and forensics. Explain the solution clearly and faithfully, for educational and competitive use."
},
{
"role": "user",
"content": "Walk through the 'g... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "box",
"cwe": "",
"category_type": "exploit_chain",
"chapter": "HackTheBox",
"difficulty": "intermediate",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file"... | 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": "How do I test for Fuzzing & Automated Discovery during an authorized ... | {
"source": "Bug Bounty Bootcamp",
"source_author": "Vickie Li",
"category": "Fuzzing & Automated Discovery",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch 25: Automatic Vulnerability Discovery Using Fuzzers — fuzzing process",
"difficulty": "advanced",
"domain": "web_appsec",
"record_id":... | 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": 576288,
"class": "tls_transport",
"severity_rating": "low",
"cwe": "CWE-319",
"program": "chainlink",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "b925b2cd615bd0263197c981bf797948918... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"cwe": "CWE-200",
"cvss_score": 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": "9933",
"source": "https://www.exploit-db.com/exploits/9933",
"product": "PHP168 6.0",
"stack": "php",
"date_published": "2009-10-28",
"training_s... | null |
[
{
"role": "system",
"content": "You are a web application penetration testing instructor. Explain lab solutions with precise steps, payloads, and notes on the underlying vulnerability class."
},
{
"role": "user",
"content": "Scenario framing — PortSwigger \"Exploiting cross-site scripting to cap... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Exploiting cross-site scripting to capture passwords",
"lab_url": "https://portswigger.net/web-security/cross-site-scripting/exploiting/lab-capturing-passwords",
"category": "Cross-site scripting",
"cwe": "CWE-79",
"difficulty": "practitioner",
... | 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": "9702",
"source": "https://www.exploit-db.com/exploits/9702",
"product": "Elite Gaming Ladders 3.2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"lice... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"cwe": "CWE-200",
"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": "5895",
"source": "https://www.exploit-db.com/exploits/5895",
"product": "shibby shop 2.2",
"stack": "php",
"date_published": "2008-06-22",
"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": 490379,
"class": "info_disclosure",
"severity_rating": "high",
"cwe": "CWE-548",
"program": "nodejs-ecosystem",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "4dcdb01f98424c6eec3825598... | 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": "32566",
"source": "https://www.exploit-db.com/exploits/32566",
"product": "firmCHANNEL Indoor & Outdoor Digital Signage 3.24",
"stack": "php",
"date_p... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "32566",
"source": "https://www.exploit-db.com/exploits/32566",
"product": "firmCHANNEL Indoor & Outdoor Digital Signage 3.24",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "gr... | 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": "2177",
"source": "https://www.exploit-db.com/exploits/2177",
"product": "Joomla! Component Webring 1.0",
"stack": "php",
"date_published": "2006-08-13",... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 390848,
"class": "cmdi",
"severity_rating": "medium",
"cwe": "CWE-77",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "79bfbc866c820309970327da1de7cef9dde... | 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": "4082",
"source": "https://www.exploit-db.com/exploits/4082",
"product": "LiveCMS 3.4",
"stack": "php",
"date_published": "2007-06-20",
"traini... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "4082",
"source": "https://www.exploit-db.com/exploits/4082",
"product": "LiveCMS 3.4",
"stack": "php",
"date_published": "2007-06-20",
"traini... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 262004,
"class": "cmdi",
"severity_rating": "high",
"cwe": "CWE-77",
"program": "unikrn",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "23d6e49b512aee55e2ab2c7380a52f390e3aa051e252c66... | 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": 1081137,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-863",
"program": "impresscms",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d5c99b428170a03d109723ff15b14... | 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": "6953",
"source": "https://www.exploit-db.com/exploits/6953",
"product": "Maran PHP Shop",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"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": 684268,
"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": "b90e612ff5e5777b392019d46c97600a27c77cdc850d99f6... | 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": 262830,
"class": "insecure_design",
"severity_rating": "low",
"cwe": "CWE-657",
"program": "unikrn",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "a8602900962cfe08356a83a0ea772452d761... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "graphql",
"bucket": "remediation",
"shape": "A",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"is_negative": false,
"stack": "node/graphql",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "2433",
"source": "https://www.exploit-db.com/exploits/2433",
"product": "BrudaGB 1.1",
"stack": "php",
"date_published": "2006-09-25",
"training_sourc... | null |
[
{
"role": "system",
"content": "You are a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets."
},
{
"role": "user",
"content": "I'm preparing a bug bounty test plan covering Web Application Hacker's Handbook 2e — 452... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XSS",
"cwe": "CWE-79",
"category_type": "payload",
"chapter": "Ch12: Attacking Users: Cross-Site Scripting",
"difficulty": "intermediate",
"record_id": "02fc9abdb3079634",
... | 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": "code_review",
"shape": "A",
"cvss_score": 8.7,
"cvss_vector": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:C/C:H/I:H/A:N",
"severity": "high",
"is_negative": false,
"stack": "cdn/origin",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "aut... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "4482",
"source": "https://www.exploit-db.com/exploits/4482",
"product": "Web Template Management System 1.3",
"stack": "php",
"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 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": "31730",
"source": "https://www.exploit-db.com/exploits/31730",
"product": "GEDCOM_TO_MYSQL",
"stack": "php",
"date_published": "2008-05-05",
"traini... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "cmdi",
"cwe": "CWE-200",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "25693",
"source": "https://www.exploit-db.com/exploits/25693",
"product": "GForge 3.x",
"stack": "php",
"date_published": "2005-05-24",
"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-200",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "25693",
"source": "https://www.exploit-db.com/exploits/25693",
"product": "GForge 3.x",
"stack": "php",
"date_published": "2005-05-24",
"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": "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": "15145",
"source": "https://www.exploit-db.com/exploits/15145",
"product": "Achievo 1.4.3",
"stack": "php",
"date_published": "2010-09-28",
... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"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": "32689",
"source": "https://www.exploit-db.com/exploits/32689",
"product": "NPDS < 08.06",
"stack": "php",
"date_published": "2008-12-04",
"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 an expert web application security tester and bug bounty hunter. Provide detailed, actionable guidance for authorized security testing only."
},
{
"role": "user",
"content": "Summarize how to identify, exploit (safely), and remediate issues related to: Web... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XSS",
"cwe": "CWE-79",
"category_type": "scenario",
"chapter": "Ch13: Attacking Users: Other Techniques",
"difficulty": "intermediate",
"record_id": "2b39740a1ac30f9e",
"r... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "12179",
"source": "https://www.exploit-db.com/exploits/12179",
"product": "FusionForge 5.0",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"license"... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "12179",
"source": "https://www.exploit-db.com/exploits/12179",
"product": "FusionForge 5.0",
"stack": "php",
"date_published": "2010-04-12",
"... | 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": 1911568,
"class": "access_control",
"severity_rating": "informational",
"cwe": "CWE-284",
"program": "fastly-vdp",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "8cabdadc7586abbf888910... | null |
[
{
"role": "system",
"content": "You are a senior red team operator who specializes in bash tooling. Help the user write practical, safe-to-run scripts for authorized engagements."
},
{
"role": "user",
"content": "What is the ACME Infinity Servers lab meant to simulate?"
},
{
"role": "ass... | {
"source": "Black Hat Bash",
"source_author": "Dolev Farhi and Nick Aleks",
"domain": "web_appsec",
"category": "lab_setup",
"cwe": "",
"category_type": "methodology",
"chapter": "Chapter 3: Setting Up a Hacking Lab",
"difficulty": "beginner",
"record_id": "76f8bf4eace6644c",
"response_length": 219... | null |
[
{
"role": "system",
"content": "You are an expert application security tester. Provide detailed, actionable security testing guidance for authorized engagements only."
},
{
"role": "user",
"content": "How should I approach BOLA / IDOR authorization flaws in APIs during an authorized assessment, ... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "Broken Object Level Authorization (BOLA/IDOR)",
"cwe": "CWE-639",
"category_type": "methodology",
"chapter": "Ch 10: Exploiting API Authorization",
"difficulty": "intermediate",
"record_id": "4cf73586ab2... | 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": "21912",
"source": "https://www.exploit-db.com/exploits/21912",
"product": "Killer Protection 1.0",
"stack": "php",
"date_published": "2002-... | [
{
"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 engineer explaining how a CTF or pentest-style challenge is solved. Be precise, preserve the exact commands and payloads, and never invent results."
},
{
"role": "user",
"content": "In the challenge 'SSTI_Labs', explain this phase: Le... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "web",
"cwe": "CWE-1336",
"category_type": "exploit_chain",
"chapter": "SSTI_Labs",
"difficulty": "beginner",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"fi... | 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": 1341133,
"class": "access_control",
"severity_rating": "critical",
"cwe": "CWE-269",
"program": "deptofdefense",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c0b35a834332ef020b89dcfb... | 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": "38009",
"source": "https://www.exploit-db.com/exploits/38009",
"product": "AWAuctionScript CMS",
"stack": "php",
"date_published": "2012-11-04",... | 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": "38009",
"source": "https://www.exploit-db.com/exploits/38009",
"product": "AWAuctionScript CMS",
"stack": "php",
"date_published": "2012-11-04",... | [
{
"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": "Summarize identification, safe verification, and remediation ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "URL/HTTP",
"cwe": "",
"category_type": "scripting",
"chapter": "The Tangled Web — CONTENT RENDERING WITH (cont.)",
"difficulty": "intermediate",
"record_id": "13eac21b3e595d... | 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": "For authorized testing, explain: Web Security for Developers ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Don’t Be an Accessory",
"cwe": "CWE-287",
"category_type": "scenario",
"chapter": "WSFD — Don’t Be an Accessory",
"difficulty": "intermediate",
"record_id": "fb0fed3a26c3395... | 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": "6287",
"source": "https://www.exploit-db.com/exploits/6287",
"product": "TinyCMS 1.1.2",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage",
"license": "G... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"cwe": "CWE-22",
"cvss_score": 7.5,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N",
"severity": "high",
"edb_id": "6287",
"source": "https://www.exploit-db.com/exploits/6287",
"product": "TinyCMS 1.1.2",
"stack": "php",
"date_published": "2008-08-21",
"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": 882546,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "automattic",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "fff47075e23982ce67d3abf541ff94ecda95fcd47b... | null |
[
{
"role": "system",
"content": "You are a cybersecurity expert specializing in CTF challenges across web, binary exploitation, crypto, reversing, and forensics. Explain the solution clearly and faithfully, for educational and competitive use."
},
{
"role": "user",
"content": "Walk through the 'b... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "box",
"cwe": "CWE-120",
"category_type": "payload",
"chapter": "TryHackMe",
"difficulty": "beginner",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file": "3... | null |
[
{
"role": "system",
"content": "You are a seasoned bug bounty hunter with experience on HackerOne and Bugcrowd. Share practical methodology for in-scope, authorized targets."
},
{
"role": "user",
"content": "Describe the methodology and key techniques for Command Injection: 3.4.4 Exploitation du... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Command Injection",
"cwe": "CWE-78",
"category_type": "payload",
"chapter": "Command Injection Report",
"difficulty": "intermediate",
"record_id": "2947253a1e8cea5f",
"res... | 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 — Third-Party Co... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Third-Party Code",
"cwe": "CWE-287",
"category_type": "scripting",
"chapter": "WSFD — Third-Party Code",
"difficulty": "intermediate",
"record_id": "4c54a2bafe565a14",
"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": 439120,
"class": "proto_pollution",
"severity_rating": "medium",
"cwe": "CWE-1321",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c8921b7cfc91ac857812ca9... | 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": "9556",
"source": "https://www.exploit-db.com/exploits/9556",
"product": "osCommerce Online Merchant 2.2 RC2a",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_tr... | null |
[
{
"role": "system",
"content": "You are a senior application security trainer specializing in PortSwigger Web Security Academy labs. Teach the official solution methodology clearly and accurately."
},
{
"role": "user",
"content": "How do I solve this PortSwigger Web Security Academy lab?\n\nTitl... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Exploiting AI agents to exfiltrate sensitive information",
"lab_url": "https://portswigger.net/web-security/llm-attacks/ai-powered-scanner-vulnerabilities/lab-sensitive-information-exfiltration",
"category": "Web LLM attacks",
"cwe": "CWE-77",
"d... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "5768",
"source": "https://www.exploit-db.com/exploits/5768",
"product": "pNews 2.08",
"stack": "php",
"date_published": "2008-06-09",
"training_so... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "4645",
"source": "https://www.exploit-db.com/exploits/4645",
"product": "Content Injector 1.52",
"stack": "php",
"date_published": "2007-11-22",
... | 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": "30321",
"source": "https://www.exploit-db.com/exploits/30321",
"product": "GeoBlog MOD_1.0",
"stack": "php",
"date_published": "2007-07-1... | 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": "30321",
"source": "https://www.exploit-db.com/exploits/30321",
"product": "GeoBlog MOD_1.0",
"stack": "php",
"date_published": "2007-07-1... | [
{
"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": "3847",
"source": "https://www.exploit-db.com/exploits/3847",
"product": "Versado CMS 1.07",
"stack": "php",
"date_published": "2007-05-04",
"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": "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": "3847",
"source": "https://www.exploit-db.com/exploits/3847",
"product": "Versado CMS 1.07",
"stack": "php",
"date_published": "2007-05-04",
"tr... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for and exploit vulnerabilities in systems they are authorized to assess."
},
{
"role": "user",
"content": "I'm doing an authorized pentest and need the Tools approach... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Request Smuggling",
"section": "Request Smuggling > Tools",
"cwe": "CWE-444",
"category_type": "payload",
"file": "Request Smuggling/README.md",
"license": "review-upstream",
"source_... | 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 can emerging vectors like SSRF and insecure deserialization be chained ... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "Emerging Attack Vectors (SSRF/Deserialization)",
"cwe": "CWE-918",
"category_type": "exploit_chain",
"chapter": "Ch 9: Emerging Attack Vectors",
"difficulty": "advanced",
"re... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "Describe methodology and key techniques for From Day Zero to Zero Day —... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Variant Analysis",
"cwe": "CWE-287",
"category_type": "scenario",
"chapter": "Day Zero — Automated Variant Analysis",
"difficulty": "intermediate",
"record_id": "0c312768846... | 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": "50042",
"source": "https://www.exploit-db.com/exploits/50042",
"product": "Websvn 2.6.0",
"stack": "php",
"date_published": "2021-06-21",
"traini... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "50042",
"source": "https://www.exploit-db.com/exploits/50042",
"product": "Websvn 2.6.0",
"stack": "php",
"date_published": "2021-06-21",
"traini... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work."
},
{
"role": "user",
"content": "For authorized testing, explain: File Inclusion: 3.5 File Inc... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "File Inclusion",
"cwe": "CWE-98",
"category_type": "payload",
"chapter": "Advanced File Inclusion Attacks",
"difficulty": "intermediate",
"record_id": "8ad279c3d0ea4283",
... | 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": "php/laravel",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist. Walk through attack methodology responsibly, assuming written authorization."
},
{
"role": "user",
"content": "How does getimagesize()-based validation fail, and how can EXIF data smuggle PHP code past it?"
},
{
"r... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "EXIF PHP smuggling past getimagesize",
"cwe": "CWE-434",
"category_type": "payload",
"chapter": "Ch 6: File Upload Vulnerabilities",
"difficulty": "advanced",
"record_id": "7... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "Describe the methodology and key techniques for Enumerating Esoteric At... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Reconnaissance",
"cwe": "CWE-287",
"category_type": "recon",
"chapter": "Enumerating Esoteric Attack Surfaces (Jann Moon)",
"difficulty": "intermediate",
"record_id": "518f6... | 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's the methodology and payload set for Numeric Value Pa... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Insecure Direct Object References",
"section": "Insecure Direct Object References > Methodology > Numeric Value Parameter",
"cwe": "CWE-639",
"category_type": "payload",
"file": "Insecure... | 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": "1224660_boost_0",
"class": "sqli",
"severity_rating": "medium",
"cwe": "CWE-89",
"program": "acronis",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "bda7ecce9a301cefd710c6f6b8a29f46eb... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in API security. Help the user assess GraphQL endpoints safely and thoroughly."
},
{
"role": "user",
"content": "What is Graphw00f used for in a GraphQL assessment?"
},
{
"role": "assistant",
"content": ... | {
"source": "Black Hat GraphQL",
"source_author": "Nick Aleks and Dolev Farhi",
"domain": "web_appsec",
"category": "recon_tooling",
"cwe": "",
"category_type": "tooling",
"chapter": "2 Setting Up a GraphQL Security Lab",
"difficulty": "beginner",
"record_id": "c2fc66db1b7718b5",
"response_length": ... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "26544",
"source": "https://www.exploit-db.com/exploits/26544",
"product": "PHP Download Manager 1.1.x",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "8752",
"source": "https://www.exploit-db.com/exploits/8752",
"product": "Jorp 1.3.05.09",
"stack": "php",
"date_published": "2009-05-20",
... | 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": "How do I test for and exploit Account Takeover using the Ac... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Account Takeover",
"section": "Account Takeover > Password Reset Feature > Account Takeover Due To Unicode Normalization Issue",
"cwe": "CWE-640",
"category_type": "payload",
"file": "Acc... | 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": 1850407,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-284",
"program": "nextcloud",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "b33b07b0c9ca8e9cb30498067541d7... | null |
[
{
"role": "system",
"content": "You are a web application penetration testing instructor. Explain lab solutions with precise steps, payloads, and notes on the underlying vulnerability class."
},
{
"role": "user",
"content": "Scenario framing — PortSwigger \"Exploiting HTTP request smuggling to r... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Exploiting HTTP request smuggling to reveal front-end request rewriting",
"lab_url": "https://portswigger.net/web-security/request-smuggling/exploiting/lab-reveal-front-end-request-rewriting",
"category": "HTTP request smuggling",
"cwe": "CWE-444",... | null |
[
{
"role": "system",
"content": "You are a principal application security engineer. Cover memory safety, OS privilege models, IPC, synchronization, protocol parsing, and web application flaws with actionable audit guidance."
},
{
"role": "user",
"content": "From Chapter 10 (UNIX II: Processes), s... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "authz",
"cwe": "CWE-287",
"category_type": "exploit_chain",
"chapter": "Chapter 10: UNIX II: Processes",
"difficulty": "intermediate",
"record_id": "f99ac9... | 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": 3584903,
"class": "access_control",
"severity_rating": "low",
"cwe": "CWE-863",
"program": "curl",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d4749d10e97ecc97c66de67100c8ff4b6bdb9f... | null |
[
{
"role": "system",
"content": "You are an expert GraphQL security tester. Provide detailed, authorized testing guidance for attacking and hardening GraphQL APIs."
},
{
"role": "user",
"content": "How do automatic persisted queries differ from static allow lists?"
},
{
"role": "assistant... | {
"source": "Black Hat GraphQL",
"source_author": "Nick Aleks and Dolev Farhi",
"domain": "web_appsec",
"category": "graphql_dos",
"cwe": "CWE-16",
"category_type": "methodology",
"chapter": "5 Denial of Service",
"difficulty": "advanced",
"record_id": "3e659a2e58a5b44d",
"response_length": 275,
"... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "redirect",
"cwe": "CWE-601",
"cvss_score": 4.3,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:L/I:N/A:N",
"severity": "medium",
"edb_id": "36540",
"source": "https://www.exploit-db.com/exploits/36540",
"product": "WordPress Plugin Age Verification 0.4",
"stack": "php",
"date_publish... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "redirect",
"cwe": "CWE-601",
"cvss_score": 4.3,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:L/I:N/A:N",
"severity": "medium",
"edb_id": "36540",
"source": "https://www.exploit-db.com/exploits/36540",
"product": "WordPress Plugin Age Verification 0.4",
"stack": "php",
"date_publish... | 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": 473798,
"class": "csrf",
"severity_rating": "medium",
"cwe": "CWE-352",
"program": "ratelimited",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c3780c9e161bbf91743d9b10dde6c619d082b7a... | 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": "xxe",
"cwe": "CWE-89",
"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": "11307",
"source": "https://www.exploit-db.com/exploits/11307",
"product": "Joomla! Component Job",
"stack": "php",
"date_published": "2010-02-01",
"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": "xxe",
"cwe": "CWE-89",
"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": "11307",
"source": "https://www.exploit-db.com/exploits/11307",
"product": "Joomla! Component Job",
"stack": "php",
"date_published": "2010-02-01",
"tr... | 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": 1524555,
"class": "smuggling",
"severity_rating": "medium",
"cwe": "CWE-444",
"program": "nodejs",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "1179ef57fb7226f75060a4d0c4b00b11bff969... | null |
[
{
"role": "system",
"content": "You are a web application penetration testing instructor. Explain lab solutions with precise steps, payloads, and notes on the underlying vulnerability class."
},
{
"role": "user",
"content": "Scenario framing — PortSwigger \"Broken brute-force protection, IP bloc... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Broken brute-force protection, IP block",
"lab_url": "https://portswigger.net/web-security/authentication/password-based/lab-broken-bruteforce-protection-ip-block",
"category": "Authentication",
"cwe": "CWE-287",
"difficulty": "practitioner",
"... | 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": 1040533,
"class": "xss",
"severity_rating": "low",
"cwe": "CWE-79",
"program": "automattic",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "009f471d8f79ef35ece100f70ed1dfaba348724e0ecb... | 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": "Authentication",
"cwe": "CWE-287",
"category_type": "payload",
"chapter": "Ch6: Attacking Authentication",
"difficulty": "intermediate",
"record_id": "de99f36d4c5ecbd8",
"... | 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": 730121,
"class": "cmdi",
"severity_rating": "medium",
"cwe": "CWE-94",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "968272be77137f44ec1123b574be5d29f33... | 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": "21886",
"source": "https://www.exploit-db.com/exploits/21886",
"product": "Py-Membres 3.1",
"stack": "php",
"date_published": "2002-10-02",... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "21886",
"source": "https://www.exploit-db.com/exploits/21886",
"product": "Py-Membres 3.1",
"stack": "php",
"date_published": "2002-10-02",... | 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": "Information Disclosure",
"cwe": "CWE-200",
"category_type": "payload",
"chapter": "Ch15: Exploiting Information Disclosure",
"difficulty": "intermediate",
"record_id": "ab22... | 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": "39351",
"source": "https://www.exploit-db.com/exploits/39351",
"product": "Fonality trixbox",
"stack": "php",
"date_published": "2014-07-17",
"... | null |
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