messages listlengths 2 7 | metadata unknown | tools listlengths 1 1 ⌀ |
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[
{
"role": "system",
"content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work."
},
{
"role": "user",
"content": "Explain CMS/WordPress — ## All the Articles with payloads/com... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "CMS/WordPress",
"cwe": "CWE-287",
"category_type": "recon",
"chapter": "CMS Pentesting",
"difficulty": "advanced",
"record_id": "21b05104222df3ba",
"response_length": 846,... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist and instructor. Explain vulnerability techniques, payloads, and bypasses for legitimate, authorized assessments."
},
{
"role": "user",
"content": "Explain the localhost technique for DNS Rebinding and list the concrete payl... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "DNS Rebinding",
"section": "DNS Rebinding > Protection Bypasses > localhost",
"cwe": "CWE-350",
"category_type": "payload",
"file": "DNS Rebinding/README.md",
"license": "review-upstrea... | 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": 783877,
"class": "cmdi",
"severity_rating": "critical",
"cwe": "CWE-94",
"program": "slack",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "350f577f968fc983043aeb90a35ddba656f7213c10a8... | null |
[
{
"role": "system",
"content": "You are an expert bug bounty hunter and application security instructor. Provide detailed, actionable guidance for authorized security testing only."
},
{
"role": "user",
"content": "What ordered steps do you use when hunting Fuzzing & Automated Discovery?"
},
... | {
"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": 791893,
"class": "resource",
"severity_rating": "medium",
"cwe": "CWE-400",
"program": "endless_group",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "5a3a6aa2c96ad0d584bd9084a995ce69d... | 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": "31015",
"source": "https://www.exploit-db.com/exploits/31015",
"product": "BloofoxCMS 0.5.0",
"stack": "php",
"date_published": "2014-01-17",
"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 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": "31015",
"source": "https://www.exploit-db.com/exploits/31015",
"product": "BloofoxCMS 0.5.0",
"stack": "php",
"date_published": "2014-01-17",
"tra... | 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": "11365",
"source": "https://www.exploit-db.com/exploits/11365",
"product": "CPA Site Solutions",
"stack": "php",
"date_published": "2010-02-09",
... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "11365",
"source": "https://www.exploit-db.com/exploits/11365",
"product": "CPA Site Solutions",
"stack": "php",
"date_published": "2010-02-09",
... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tests on aut... | {
"class": "graphql",
"bucket": "methodology",
"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 a bug bounty hunter experienced on HackerOne and Bugcrowd. Share your methodology clearly and keep testing within program scope."
},
{
"role": "user",
"content": "How should I approach using Metasploit against web targets during an authorized assessment, e... | {
"source": "Mastering Modern Web Penetration Testing",
"source_author": "Prakhar Prasad",
"domain": "web_appsec",
"category": "Metasploit for Web",
"cwe": "",
"category_type": "methodology",
"chapter": "Ch 7: Metasploit and Web",
"difficulty": "intermediate",
"record_id": "9b2c80d4fcbf9270",
"respo... | 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": 496293,
"class": "input_validation",
"severity_rating": "high",
"cwe": "CWE-20",
"program": "nodejs-ecosystem",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "624f03a60c2fcaebb8f7d25f9... | 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": "11346",
"source": "https://www.exploit-db.com/exploits/11346",
"product": "Baal Systems 3.8",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triage",
"license": "GP... | 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": "26949",
"source": "https://www.exploit-db.com/exploits/26949",
"product": "Sitekit CMS 6.6",
"stack": "asp",
"date_published": "2005-12-21",
"traini... | null |
[
{
"role": "system",
"content": "You are a security researcher who teaches PortSwigger Academy labs. Give faithful, step-by-step solution guidance and brief remediation advice."
},
{
"role": "user",
"content": "Help me complete the lab \"Exploiting Ruby deserialization using a documented gadget c... | {
"source": "PortSwigger Web Security Academy",
"lab_title": "Exploiting Ruby deserialization using a documented gadget chain",
"lab_url": "https://portswigger.net/web-security/deserialization/exploiting/lab-deserialization-exploiting-ruby-deserialization-using-a-documented-gadget-chain",
"category": "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": 498562,
"class": "insecure_design",
"severity_rating": "low",
"cwe": "CWE-657",
"program": "smule",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "6e4dc180b12ebe2d010ddaf8f352bc37cd777... | 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-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": "35727",
"source": "https://www.exploit-db.com/exploits/35727",
"product": "HOMEPIMA Design",
"stack": "php",
"date_published": "2011-05-09",
"... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 3973176,
"class": "tls_transport",
"severity_rating": "informational",
"cwe": "CWE-297",
"program": "curl",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "a533778ee121e1930a88a3e968bac... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "rfi",
"cwe": "CWE-79",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "1663",
"source": "https://www.exploit-db.com/exploits/1663",
"product": "Simplog 0.9.2",
"stack": "php",
"date_published": "2006-04-11",
"training... | null |
[
{
"role": "system",
"content": "You are a security instructor who coaches students through CTF and lab challenges. Give a faithful, step-by-step walkthrough grounded in real exploitation technique, for authorized practice only."
},
{
"role": "user",
"content": "For 'AdventOfCyber2', how do you h... | {
"source": "adamkadaban_ctfs",
"source_author": "Adam Kadaban",
"domain": "web_appsec",
"category": "box",
"cwe": "",
"category_type": "exploit_chain",
"chapter": "TryHackMe",
"difficulty": "beginner",
"source_repo": "https://github.com/Adamkadaban/CTFs",
"license": "review-upstream",
"file": "3.... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "33769",
"source": "https://www.exploit-db.com/exploits/33769",
"product": "eFront 3.5.5",
"stack": "php",
"date_published": "2010-03-17",
"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": "pathtraver",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "33769",
"source": "https://www.exploit-db.com/exploits/33769",
"product": "eFront 3.5.5",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage",
"licen... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "auth",
"cwe": "CWE-287",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"edb_id": "7830",
"source": "https://www.exploit-db.com/exploits/7830",
"product": "RCBlog 1.03",
"stack": "php",
"date_published": "2009-01-19",
"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": "auth",
"cwe": "CWE-287",
"cvss_score": 9.1,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N",
"severity": "critical",
"edb_id": "7830",
"source": "https://www.exploit-db.com/exploits/7830",
"product": "RCBlog 1.03",
"stack": "php",
"date_published": "2009-01-19",
"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": "28875",
"source": "https://www.exploit-db.com/exploits/28875",
"product": "Freenews 1.1",
"stack": "php",
"date_published": "2006-10-30",
"tra... | null |
[
{
"role": "system",
"content": "You are a web security researcher and educator. Explain vulnerability discovery and exploitation techniques with practical, ethical, authorized-testing framing."
},
{
"role": "user",
"content": "What should a web pentester know about The Tangled Web — LIFE OUTSIDE... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Same-Origin Policy",
"cwe": "CWE-346",
"category_type": "scripting",
"chapter": "The Tangled Web — LIFE OUTSIDE",
"difficulty": "intermediate",
"record_id": "209403cc3c8ff9c... | 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": 534794,
"class": "access_control",
"severity_rating": "high",
"cwe": "CWE-639",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "04d67759f9d6d0dd1982e7e058e3a319ba4a... | null |
[
{
"role": "system",
"content": "You are a security researcher teaching web exploitation. Give faithful, technique-focused answers with real payloads for authorized testing and education."
},
{
"role": "user",
"content": "During a bug bounty I want to try PostgreSQL Error Based for SQL Injection.... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "SQL Injection",
"section": "PostgreSQL Injection > PostgreSQL Error Based",
"cwe": "CWE-89",
"category_type": "payload",
"file": "SQL Injection/PostgreSQL Injection.md",
"license": "rev... | null |
[
{
"role": "system",
"content": "You are a security researcher teaching web exploitation. Give faithful, technique-focused answers with real payloads for authorized testing and education."
},
{
"role": "user",
"content": "Explain the Insecure Randomness technique for Insecure Randomness and list ... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Insecure Randomness",
"section": "Insecure Randomness",
"cwe": "CWE-330",
"category_type": "payload",
"file": "Insecure Randomness/README.md",
"license": "review-upstream",
"source_au... | 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 Mutations for GraphQL Injection. What are the payl... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "GraphQL Injection",
"section": "GraphQL Injection > Methodology > Mutations",
"cwe": "CWE-89",
"category_type": "payload",
"file": "GraphQL Injection/README.md",
"license": "review-upst... | 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": 375352,
"class": "xss",
"severity_rating": "low",
"cwe": "CWE-79",
"program": "semrush",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "aa9412bdecc6ba40f2d58898c05fa350b8723053175c0fb9... | 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": "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/express",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authore... | 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": 2307813,
"class": "resource",
"severity_rating": "high",
"cwe": "CWE-400",
"program": "rails",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7ed10891fc7f766de7677539f7982a0a5b3ba9f2e2... | null |
[
{
"role": "system",
"content": "You are an application security instructor. Explain vulnerabilities and give step-by-step testing procedures for lab or authorized targets."
},
{
"role": "user",
"content": "How should I approach API rate limiting and evasion testing during an authorized assessmen... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "Rate Limit / Evasion Testing",
"cwe": "CWE-770",
"category_type": "methodology",
"chapter": "Ch 13: Evasive Techniques and Rate Limit Testing",
"difficulty": "intermediate",
"record_id": "78c45ae8675584c... | 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": "27794",
"source": "https://www.exploit-db.com/exploits/27794",
"product": "JSBoard 2.0.10/2.0.11",
"stack": "php",
"date_published": "2006-05-02",
"... | 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": 1194301,
"class": "xss",
"severity_rating": "low",
"cwe": "CWE-79",
"program": "lab45",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "c73fe974d83c8ea6b418b53b110f7ec5c24406b2192a99c93... | 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": 785243,
"class": "insecure_design",
"severity_rating": "low",
"cwe": "CWE-451",
"program": "x",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "2c9084ae22f4001f586ab1edb7f9d0033e22f6c10... | 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": "812907_boost_44",
"class": "misconfig",
"severity_rating": "medium",
"cwe": "CWE-16",
"program": "urbandictionary",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "a9d226e815494b1bf6a50... | 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 apply 'The Tangled Web — CONTENT RECOGNITION (cont.)' when t... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "HTTP Fundamentals",
"cwe": "",
"category_type": "payload",
"chapter": "The Tangled Web — CONTENT RECOGNITION (cont.)",
"difficulty": "intermediate",
"record_id": "7225616041... | 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": "For authorized testing, explain: Enumerating Esoteric Attack Surfaces (Jann Moon)... | {
"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": "adbcb... | 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": 931197,
"class": "csrf",
"severity_rating": "high",
"cwe": "CWE-352",
"program": "nodejs-ecosystem",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7d5ac117bb92ccf4eeef7ab6fbce74c43407... | 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": 856836,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "7462b64690e77737f53903c3bd512e916f466c6429e289... | 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-79",
"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": "33057",
"source": "https://www.exploit-db.com/exploits/33057",
"product": "Aardvark Topsites PHP 5.2",
"stack": "php",
"date_published": "2009-05-26",
... | 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": "29283",
"source": "https://www.exploit-db.com/exploits/29283",
"product": "GenesisTrader 1.0",
"stack": "php",
"date_published": "2006-12-14",
... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "upload",
"cwe": "CWE-434",
"cvss_score": 9.8,
"cvss_vector": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H",
"severity": "critical",
"edb_id": "29283",
"source": "https://www.exploit-db.com/exploits/29283",
"product": "GenesisTrader 1.0",
"stack": "php",
"date_published": "2006-12-14",
... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "codeinj",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "4085",
"source": "https://www.exploit-db.com/exploits/4085",
"product": "Musoo 0.21",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"evidence": "grounded_triage",
"license": "G... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "sqli",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "5661",
"source": "https://www.exploit-db.com/exploits/5661",
"product": "Netious CMS 0.4",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Out-of-Scope",
"evidence": "grounded_triage",
"license": "GP... | 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": "4169",
"source": "https://www.exploit-db.com/exploits/4169",
"product": "FlashBB 1.1.8",
"stack": "php",
"date_published": "2007-07-10",
"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": 1690548,
"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": "264354519f897c7ec0bfa22ca43e... | 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": "17393",
"source": "https://www.exploit-db.com/exploits/17393",
"product": "Oracle HTTP Server",
"stack": "multiple",
"date_published": "2011-06-13",... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "17393",
"source": "https://www.exploit-db.com/exploits/17393",
"product": "Oracle HTTP Server",
"stack": "multiple",
"date_published": "2011-06-13",... | 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": "I'm doing an authorized pentest and need the Tools approach for Google Web Toolkit. Walk m... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Google Web Toolkit",
"section": "Google Web Toolkit > Tools",
"cwe": "",
"category_type": "payload",
"file": "Google Web Toolkit/README.md",
"license": "review-upstream",
"source_auth... | null |
[
{
"role": "system",
"content": "You are an expert penetration tester and bash automation instructor. Provide authorized-testing guidance for writing bash scripts that automate recon, scanning, and enumeration."
},
{
"role": "user",
"content": "How do I shut down, destroy, and rebuild the Black H... | {
"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": "47ef5b1ccbf031a7",
"response_length": 248... | 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": 395734,
"class": "xss",
"severity_rating": "medium",
"cwe": "CWE-79",
"program": "duckduckgo",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "61cf410add45c234ddeb6d074727f3914ab5cd87a3... | null |
[
{
"role": "system",
"content": "You are a senior penetration tester specializing in web application security. Help the user test for vulnerabilities on systems they are authorized to assess."
},
{
"role": "user",
"content": "How do I test for Web Application Hacker's Handbook 2e — You can use th... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Back-End Components",
"cwe": "",
"category_type": "payload",
"chapter": "Ch10: Attacking Back-End Components",
"difficulty": "intermediate",
"record_id": "f408cbf60c896c48",... | 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": "3324",
"source": "https://www.exploit-db.com/exploits/3324",
"product": "Htaccess Passwort Generator 1.1",
"stack": "php",
"date_published": "200... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "pathtraver",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "3324",
"source": "https://www.exploit-db.com/exploits/3324",
"product": "Htaccess Passwort Generator 1.1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Duplicate",
"evidence": "grounded_triage... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work."
},
{
"role": "user",
"content": "Walk me through The Tangled Web — CONTENT RECOGNITION (cont.)... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Browser Security",
"cwe": "",
"category_type": "scripting",
"chapter": "The Tangled Web — CONTENT RECOGNITION (cont.)",
"difficulty": "intermediate",
"record_id": "125315003... | 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": 770209,
"class": "graphql",
"severity_rating": "medium",
"cwe": "CWE-200",
"program": "security",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "22da399fced4456944ff5c7900f12dd413a91b0... | null |
[
{
"role": "system",
"content": "You are a software security assessment instructor. Walk learners through design review, operational review, and source-code auditing methods used to identify and prevent software vulnerabilities."
},
{
"role": "user",
"content": "In the context of 'Abstract Syntax... | {
"source": "art_of_software_security_assessment",
"source_author": "Mark Dowd, John McDonald, Justin Schuh",
"domain": "web_appsec",
"category": "integer_overflow",
"cwe": "CWE-190",
"category_type": "scenario",
"chapter": "Chapter 16: Network Application Protocols",
"difficulty": "advanced",
"record... | 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": 790873,
"class": "pathtraver",
"severity_rating": "high",
"cwe": "CWE-22",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "f0d16586109fe63a78364bf305dc6ca... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist. Provide attack methodology, verification steps, and remediation advice for authorized testing."
},
{
"role": "user",
"content": "What controls mitigate API rate limiting and evasion testing effectively (angle: rate-limit b... | {
"source": "Hacking APIs",
"source_author": "Corey J. Ball",
"domain": "web_appsec",
"category": "Rate Limit / Evasion Testing",
"cwe": "CWE-770",
"category_type": "methodology",
"chapter": "Ch 13: Evasive Techniques and Rate Limit Testing",
"difficulty": "intermediate",
"record_id": "c264af5728e023e... | 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": 1590237,
"class": "auth",
"severity_rating": "medium",
"cwe": "CWE-200",
"program": "automattic",
"quality_score": 10,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d74326b88693a03ef6b5a9771f870be38415de5... | 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": "How do I test for Web Application Hacker's Handbook 2e — This request causes the back-end s... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Back-End Components",
"cwe": "",
"category_type": "payload",
"chapter": "Ch10: Attacking Back-End Components",
"difficulty": "intermediate",
"record_id": "f7d9b819025b2173",... | 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": "4374",
"source": "https://www.exploit-db.com/exploits/4374",
"product": "Online Fantasy Football League (OFFL) 0.2.6",
"stack": "php",
"date_pub... | [
{
"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": "How do I apply 'Web Security for Developers — Injection Attacks: As with SQL injection, ... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "SQL Injection",
"cwe": "CWE-89",
"category_type": "payload",
"chapter": "WSFD — Injection Attacks",
"difficulty": "intermediate",
"record_id": "ee81bc07753a9633",
"respons... | 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": "What should a web pentester know about Web Application Hacker's Handbook 2e — Chapter 14... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Automating Customized Attacks",
"cwe": "",
"category_type": "payload",
"chapter": "Ch14: Automating Customized Attacks",
"difficulty": "intermediate",
"record_id": "3539ef62... | 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": "report",
"shape": "A",
"cvss_score": 8.7,
"cvss_vector": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:C/C:H/I:H/A:N",
"severity": "high",
"is_negative": false,
"stack": "cdn/origin",
"source": "synthetic-modern",
"training_source": "factory_tail_modern",
"evidence": "authored... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 777942,
"class": "access_control",
"severity_rating": "medium",
"cwe": "CWE-284",
"program": "superhuman",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "cf6d7dc20268684b773a2b35b31759... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "ssti",
"cwe": "CWE-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": "5408",
"source": "https://www.exploit-db.com/exploits/5408",
"product": "LokiCMS 0.3.3",
"stack": "php",
"date_published": "2008-04-08",
"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": "ssti",
"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": "5408",
"source": "https://www.exploit-db.com/exploits/5408",
"product": "LokiCMS 0.3.3",
"stack": "php",
"date_published": "2008-04-08",
"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": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "25233",
"source": "https://www.exploit-db.com/exploits/25233",
"product": "ACS Blog 0.8/0.9/1.0/1.1",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triage",
"licens... | 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": 1043480,
"class": "auth",
"severity_rating": "medium",
"cwe": "CWE-287",
"program": "gitlab",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "fee97412f41a10bbec09e2d0b7d58b390cf9263d508... | 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": "Reconnaissance",
"cwe": "",
"category_type": "recon",
"chapter": "Ch4: Mapping the Application",
"difficulty": "intermediate",
"record_id": "54ca6c992677882d",
"response_l... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": 2201370,
"class": "info_disclosure",
"severity_rating": "medium",
"cwe": "CWE-200",
"program": "mtn_group",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "48d46905e08dabd84bdcfc69a2b76... | 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": "2534",
"source": "https://www.exploit-db.com/exploits/2534",
"product": "Redaction System 1.0",
"stack": "php",
"date_published": "2006-10-12",
... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "2534",
"source": "https://www.exploit-db.com/exploits/2534",
"product": "Redaction System 1.0",
"stack": "php",
"date_published": "2006-10-12",
... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "upload",
"cwe": "CWE-352",
"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": "18720",
"source": "https://www.exploit-db.com/exploits/18720",
"product": "Utopia News Pro 1.4.0",
"stack": "php",
"date_published": "2012-04-08... | 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-352",
"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": "18720",
"source": "https://www.exploit-db.com/exploits/18720",
"product": "Utopia News Pro 1.4.0",
"stack": "php",
"date_published": "2012-04-08... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "24367",
"source": "https://www.exploit-db.com/exploits/24367",
"product": "IceWarp Web Mail 3.3.2/5.2.7",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Downgrade",
"evidence": "grounded_triage",
"li... | null |
[
{
"role": "system",
"content": "You are a senior reverse engineer and systems security analyst. Explain vulnerability mechanisms, debugging methodology, and secure remediation for defensive research."
},
{
"role": "user",
"content": "I need a repeatable methodology checklist for file-format memo... | {
"source": "A Bug Hunter's Diary",
"source_author": "Tobias Klein",
"domain": "web_appsec",
"category": "methodology",
"cwe": "CWE-119",
"category_type": "methodology",
"chapter": "Chapter 1: Bug Hunting",
"difficulty": "intermediate",
"record_id": "c2aa4ea083d3cd7d",
"response_length": 194,
"num... | 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": "Clickjacking with a frame buster script",
"lab_url": "https://portswigger.net/web-security/clickjacking/lab-frame-buster-script",
"category": "Clickjacking",
"cwe": "CWE-1021",
"difficulty": "apprentice",
"has_solution": true,
"official_page_... | 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": 3181066,
"class": "pathtraver",
"severity_rating": "high",
"cwe": "CWE-22",
"program": "lichess",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "4613b96e532d070fc93ab5db340dc42472487bf... | 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": "Summarize how to identify, exploit (safely), and remediate issues related to: Web Applicati... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "Methodology",
"cwe": "",
"category_type": "recon",
"chapter": "Ch21: A Web Application Hacker’s Methodology",
"difficulty": "intermediate",
"record_id": "9fd1d3ce2e71f75c",
... | 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": 833856,
"class": "resource",
"severity_rating": "medium",
"cwe": "CWE-400",
"program": "kubernetes",
"quality_score": 13,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "d01357be1becfe83926ab675e7e02ee1b989... | 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": "Show me how Upload Insecure Files works in the context of U... | {
"source": "PayloadsAllTheThings",
"source_repo": "https://github.com/swisskyrepo/PayloadsAllTheThings",
"category": "Upload Insecure Files",
"section": "Upload Insecure Files",
"cwe": "CWE-434",
"category_type": "payload",
"file": "Upload Insecure Files/README.md",
"license": "review-upstream",
"sou... | 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": "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": "2069",
"source": "https://www.exploit-db.com/exploits/2069",
"product": "Mambo Component PrinceClan Chess 0.8",
"stack": "php",
"date_published": "2... | null |
[
{
"role": "system",
"content": "You are Horus, a senior web application security researcher focused on authorized bug-bounty work. Trace inputs through parsing, authorization, and downstream sinks; state the security invariant, attacker prerequisites, and the next useful test. Prefer minimal, reversible tes... | {
"class": "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": "10949",
"source": "https://www.exploit-db.com/exploits/10949",
"product": "Joomla! Component com_countries",
"stack": "php",
"date_published": "201... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "HTTP request; returns status/headers/body.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "array",
"items": {
"type": "string"
... |
[
{
"role": "system",
"content": "You are 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": 430831,
"class": "proto_pollution",
"severity_rating": "medium",
"cwe": "CWE-400",
"program": "nodejs-ecosystem",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "6821600b5f49fe878e7f53d0... | 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-352",
"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": "40755",
"source": "https://www.exploit-db.com/exploits/40755",
"product": "ATutor 2.2.2",
"stack": "php",
"date_published": "2016-11-13",
"tra... | 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": "3700",
"source": "https://www.exploit-db.com/exploits/3700",
"product": "Weatimages 1.7.1",
"stack": "php",
"date_published": "2007-04-10",
"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": "rfi",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "22241",
"source": "https://www.exploit-db.com/exploits/22241",
"product": "Cedric Email Reader 0.2/0.3",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"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": "xss",
"bucket": "triage",
"shape": "A",
"is_negative": true,
"edb_id": "28889",
"source": "https://www.exploit-db.com/exploits/28889",
"product": "Netquery 4.0",
"training_source": "exploit-db-grounded-webapps",
"verdict": "Needs-More-Info",
"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": "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": "16914",
"source": "https://www.exploit-db.com/exploits/16914",
"product": "The Matt Wright Guestbook.pl",
"stack": "cgi",
"date_published":... | null |
[
{
"role": "system",
"content": "You are a senior application security analyst. Analyze vulnerability reports and provide structured security assessments including vulnerability classification, severity rating, CWE mapping, impact analysis, and remediation guidance. For invalid or low-quality reports, explai... | {
"id": "506595_boost_45",
"class": "crypto_weak",
"severity_rating": "high",
"cwe": "CWE-400",
"program": "monero",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": true,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "0a66bddbad355bce00cdc5fe39d67... | 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": 1699762,
"class": "xss",
"severity_rating": "low",
"cwe": "CWE-79",
"program": "shopify",
"quality_score": 12,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "6c0a3a9d681a796258dc4796bf3317b4c6c6f5bb201f1b9... | 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": 905816,
"class": "insecure_design",
"severity_rating": "low",
"cwe": "CWE-840",
"program": "automattic",
"quality_score": 11,
"source": "h1",
"is_negative": false,
"is_paraphrased": false,
"rejection_reason": null,
"training_source": "h1",
"dataset_key": "e2afd36564a4e35e8f8c5a213310b236... | 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": "How do operation names help during GraphQL testing?"
},
{
"role": "assistant",
"content": ... | {
"source": "Black Hat GraphQL",
"source_author": "Nick Aleks and Dolev Farhi",
"domain": "web_appsec",
"category": "attack_surface",
"cwe": "CWE-863",
"category_type": "methodology",
"chapter": "3 The GraphQL Attack Surface",
"difficulty": "intermediate",
"record_id": "174017b66bbf5f0a",
"response_... | null |
[
{
"role": "system",
"content": "You are an offensive security specialist mentoring a junior tester. Provide thorough attack methodology, verification steps, and reporting guidance for authorized work."
},
{
"role": "user",
"content": "Explain Web Application Hacker's Handbook 2e — If your intent... | {
"source": "raunaksplanet_cybersecurity_store",
"source_author": "Raunak (Raunaksplanet)",
"domain": "web_appsec",
"category": "XSS",
"cwe": "CWE-79",
"category_type": "scripting",
"chapter": "Ch12: Attacking Users: Cross-Site Scripting",
"difficulty": "intermediate",
"record_id": "4f04f7afc53d72ed",... | null |
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