Instruction: Answer question

Input: How does code review work?

Output:
{
  "dangerous_functions": {
    "c": [
      "strcpy",
      "gets",
      "sprintf",
      "system"
    ],
    "python": [
      "eval",
      "exec",
      "pickle.loads"
    ],
    "php": [
      "eval",
      "system",
      "exec",
      "unserialize"
    ]
  }
}


Instruction: Answer question

Input: Describe code review

Output:
{
  "dangerous_functions": {
    "c": [
      "strcpy",
      "gets",
      "sprintf",
      "system"
    ],
    "python": [
      "eval",
      "exec",
      "pickle.loads"
    ],
    "php": [
      "eval",
      "system",
      "exec",
      "unserialize"
    ]
  }
}


Instruction: Answer question

Input: What is dynamic analysis?

Output:
{
  "tools": [
    "Frida",
    "Pin",
    "DynamoRIO",
    "angr"
  ],
  "techniques": [
    "Taint analysis",
    "Symbolic execution",
    "DBI"
  ]
}


Instruction: Answer question

Input: Explain dynamic analysis

Output:
{
  "tools": [
    "Frida",
    "Pin",
    "DynamoRIO",
    "angr"
  ],
  "techniques": [
    "Taint analysis",
    "Symbolic execution",
    "DBI"
  ]
}


Instruction: Answer question

Input: Tell me about dynamic analysis

Output:
{
  "tools": [
    "Frida",
    "Pin",
    "DynamoRIO",
    "angr"
  ],
  "techniques": [
    "Taint analysis",
    "Symbolic execution",
    "DBI"
  ]
}


Instruction: Answer question

Input: How does dynamic analysis work?

Output:
{
  "tools": [
    "Frida",
    "Pin",
    "DynamoRIO",
    "angr"
  ],
  "techniques": [
    "Taint analysis",
    "Symbolic execution",
    "DBI"
  ]
}


Instruction: Answer question

Input: Describe dynamic analysis

Output:
{
  "tools": [
    "Frida",
    "Pin",
    "DynamoRIO",
    "angr"
  ],
  "techniques": [
    "Taint analysis",
    "Symbolic execution",
    "DBI"
  ]
}


Instruction: Answer question

Input: What is memory corruption?

Output:
{
  "stack_overflow": [
    "ROP",
    "ret2libc",
    "Stack pivoting"
  ],
  "heap_exploitation": [
    "UAF",
    "Double free",
    "Heap spray"
  ],
  "format_string": [
    "GOT overwrite",
    "Stack reading"
  ]
}


Instruction: Answer question

Input: Explain memory corruption

Output:
{
  "stack_overflow": [
    "ROP",
    "ret2libc",
    "Stack pivoting"
  ],
  "heap_exploitation": [
    "UAF",
    "Double free",
    "Heap spray"
  ],
  "format_string": [
    "GOT overwrite",
    "Stack reading"
  ]
}


Instruction: Answer question

Input: Tell me about memory corruption

Output:
{
  "stack_overflow": [
    "ROP",
    "ret2libc",
    "Stack pivoting"
  ],
  "heap_exploitation": [
    "UAF",
    "Double free",
    "Heap spray"
  ],
  "format_string": [
    "GOT overwrite",
    "Stack reading"
  ]
}


Instruction: Answer question

Input: How does memory corruption work?

Output:
{
  "stack_overflow": [
    "ROP",
    "ret2libc",
    "Stack pivoting"
  ],
  "heap_exploitation": [
    "UAF",
    "Double free",
    "Heap spray"
  ],
  "format_string": [
    "GOT overwrite",
    "Stack reading"
  ]
}


Instruction: Answer question

Input: Describe memory corruption

Output:
{
  "stack_overflow": [
    "ROP",
    "ret2libc",
    "Stack pivoting"
  ],
  "heap_exploitation": [
    "UAF",
    "Double free",
    "Heap spray"
  ],
  "format_string": [
    "GOT overwrite",
    "Stack reading"
  ]
}


Instruction: Answer question

Input: What is web exploits?

Output:
{
  "sql_injection": [
    "Union",
    "Blind",
    "Time-based",
    "Error-based"
  ],
  "xss": [
    "Reflected",
    "Stored",
    "DOM",
    "Mutation"
  ],
  "ssrf": [
    "Cloud metadata",
    "Internal services",
    "Protocol smuggling"
  ]
}


Instruction: Answer question

Input: Explain web exploits

Output:
{
  "sql_injection": [
    "Union",
    "Blind",
    "Time-based",
    "Error-based"
  ],
  "xss": [
    "Reflected",
    "Stored",
    "DOM",
    "Mutation"
  ],
  "ssrf": [
    "Cloud metadata",
    "Internal services",
    "Protocol smuggling"
  ]
}


Instruction: Answer question

Input: Tell me about web exploits

Output:
{
  "sql_injection": [
    "Union",
    "Blind",
    "Time-based",
    "Error-based"
  ],
  "xss": [
    "Reflected",
    "Stored",
    "DOM",
    "Mutation"
  ],
  "ssrf": [
    "Cloud metadata",
    "Internal services",
    "Protocol smuggling"
  ]
}


Instruction: Answer question

Input: How does web exploits work?

Output:
{
  "sql_injection": [
    "Union",
    "Blind",
    "Time-based",
    "Error-based"
  ],
  "xss": [
    "Reflected",
    "Stored",
    "DOM",
    "Mutation"
  ],
  "ssrf": [
    "Cloud metadata",
    "Internal services",
    "Protocol smuggling"
  ]
}


Instruction: Answer question

Input: Describe web exploits

Output:
{
  "sql_injection": [
    "Union",
    "Blind",
    "Time-based",
    "Error-based"
  ],
  "xss": [
    "Reflected",
    "Stored",
    "DOM",
    "Mutation"
  ],
  "ssrf": [
    "Cloud metadata",
    "Internal services",
    "Protocol smuggling"
  ]
}


Instruction: Answer question

Input: What is cloud security tools?

Output:
{
  "description": "Tools for cloud infrastructure testing",
  "tools": {
    "scout_suite": {
      "name": "Scout Suite",
      "description": "Multi-cloud security auditing tool",
      "platforms": [
        "AWS",
        "Azure",
        "GCP",
        "Alibaba Cloud",
        "Oracle Cloud"
      ],
      "when_to_use": [
        "Cloud security assessment",
        "Compliance checking",
        "Configuration review",
        "Multi-cloud auditing"
      ],
      "installation": "pip install scoutsuite",
      "usage": {
        "aws": "scout aws",
        "azure": "scout azure --cli",
        "gcp": "scout gcp --user-account",
        "report": "scout --report-dir ./report"
      },
      "features": [
        "Automated cloud auditing",
        "HTML report generation",
        "Risk scoring",
        "Best practice validation"
      ]
    },
    "pacu": {
      "name": "Pacu",
      "description": "AWS exploitation framework",
      "when_to_use": [
        "AWS penetration testing",
        "Post-compromise exploitation",
        "Privilege escalation in AWS",
        "Persistence establishment"
      ],
      "modules": [
        "iam__enum_permissions",
        "iam__privesc_scan",
        "ec2__enum",
        "lambda__enum",
        "s3__bucket_finder"
      ],
      "usage": {
        "start": "pacu",
        "list_modules": "list",
        "run_module": "run module_name",
        "set_keys": "set_keys"
      }
    },
    "cloudsploit": {
      "name": "CloudSploit",
      "description": "Cloud security configuration scanner",
      "platforms": [
        "AWS",
        "Azure",
        "GCP",
        "Oracle"
      ],
      "when_to_use": [
        "Security misconfiguration detection",
        "Compliance scanning",
        "Real-time monitoring",
        "CI/CD integration"
      ],
      "scan_categories": [
        "IAM policies",
        "Network security",
        "Storage permissions",
        "Encryption status",
        "Logging configurat


Instruction: Answer question

Input: Explain cloud security tools

Output:
{
  "description": "Tools for cloud infrastructure testing",
  "tools": {
    "scout_suite": {
      "name": "Scout Suite",
      "description": "Multi-cloud security auditing tool",
      "platforms": [
        "AWS",
        "Azure",
        "GCP",
        "Alibaba Cloud",
        "Oracle Cloud"
      ],
      "when_to_use": [
        "Cloud security assessment",
        "Compliance checking",
        "Configuration review",
        "Multi-cloud auditing"
      ],
      "installation": "pip install scoutsuite",
      "usage": {
        "aws": "scout aws",
        "azure": "scout azure --cli",
        "gcp": "scout gcp --user-account",
        "report": "scout --report-dir ./report"
      },
      "features": [
        "Automated cloud auditing",
        "HTML report generation",
        "Risk scoring",
        "Best practice validation"
      ]
    },
    "pacu": {
      "name": "Pacu",
      "description": "AWS exploitation framework",
      "when_to_use": [
        "AWS penetration testing",
        "Post-compromise exploitation",
        "Privilege escalation in AWS",
        "Persistence establishment"
      ],
      "modules": [
        "iam__enum_permissions",
        "iam__privesc_scan",
        "ec2__enum",
        "lambda__enum",
        "s3__bucket_finder"
      ],
      "usage": {
        "start": "pacu",
        "list_modules": "list",
        "run_module": "run module_name",
        "set_keys": "set_keys"
      }
    },
    "cloudsploit": {
      "name": "CloudSploit",
      "description": "Cloud security configuration scanner",
      "platforms": [
        "AWS",
        "Azure",
        "GCP",
        "Oracle"
      ],
      "when_to_use": [
        "Security misconfiguration detection",
        "Compliance scanning",
        "Real-time monitoring",
        "CI/CD integration"
      ],
      "scan_categories": [
        "IAM policies",
        "Network security",
        "Storage permissions",
        "Encryption status",
        "Logging configurat


Instruction: Answer question

Input: Tell me about cloud security tools

Output:
{
  "description": "Tools for cloud infrastructure testing",
  "tools": {
    "scout_suite": {
      "name": "Scout Suite",
      "description": "Multi-cloud security auditing tool",
      "platforms": [
        "AWS",
        "Azure",
        "GCP",
        "Alibaba Cloud",
        "Oracle Cloud"
      ],
      "when_to_use": [
        "Cloud security assessment",
        "Compliance checking",
        "Configuration review",
        "Multi-cloud auditing"
      ],
      "installation": "pip install scoutsuite",
      "usage": {
        "aws": "scout aws",
        "azure": "scout azure --cli",
        "gcp": "scout gcp --user-account",
        "report": "scout --report-dir ./report"
      },
      "features": [
        "Automated cloud auditing",
        "HTML report generation",
        "Risk scoring",
        "Best practice validation"
      ]
    },
    "pacu": {
      "name": "Pacu",
      "description": "AWS exploitation framework",
      "when_to_use": [
        "AWS penetration testing",
        "Post-compromise exploitation",
        "Privilege escalation in AWS",
        "Persistence establishment"
      ],
      "modules": [
        "iam__enum_permissions",
        "iam__privesc_scan",
        "ec2__enum",
        "lambda__enum",
        "s3__bucket_finder"
      ],
      "usage": {
        "start": "pacu",
        "list_modules": "list",
        "run_module": "run module_name",
        "set_keys": "set_keys"
      }
    },
    "cloudsploit": {
      "name": "CloudSploit",
      "description": "Cloud security configuration scanner",
      "platforms": [
        "AWS",
        "Azure",
        "GCP",
        "Oracle"
      ],
      "when_to_use": [
        "Security misconfiguration detection",
        "Compliance scanning",
        "Real-time monitoring",
        "CI/CD integration"
      ],
      "scan_categories": [
        "IAM policies",
        "Network security",
        "Storage permissions",
        "Encryption status",
        "Logging configurat


Instruction: Answer question

Input: How does cloud security tools work?

Output:
{
  "description": "Tools for cloud infrastructure testing",
  "tools": {
    "scout_suite": {
      "name": "Scout Suite",
      "description": "Multi-cloud security auditing tool",
      "platforms": [
        "AWS",
        "Azure",
        "GCP",
        "Alibaba Cloud",
        "Oracle Cloud"
      ],
      "when_to_use": [
        "Cloud security assessment",
        "Compliance checking",
        "Configuration review",
        "Multi-cloud auditing"
      ],
      "installation": "pip install scoutsuite",
      "usage": {
        "aws": "scout aws",
        "azure": "scout azure --cli",
        "gcp": "scout gcp --user-account",
        "report": "scout --report-dir ./report"
      },
      "features": [
        "Automated cloud auditing",
        "HTML report generation",
        "Risk scoring",
        "Best practice validation"
      ]
    },
    "pacu": {
      "name": "Pacu",
      "description": "AWS exploitation framework",
      "when_to_use": [
        "AWS penetration testing",
        "Post-compromise exploitation",
        "Privilege escalation in AWS",
        "Persistence establishment"
      ],
      "modules": [
        "iam__enum_permissions",
        "iam__privesc_scan",
        "ec2__enum",
        "lambda__enum",
        "s3__bucket_finder"
      ],
      "usage": {
        "start": "pacu",
        "list_modules": "list",
        "run_module": "run module_name",
        "set_keys": "set_keys"
      }
    },
    "cloudsploit": {
      "name": "CloudSploit",
      "description": "Cloud security configuration scanner",
      "platforms": [
        "AWS",
        "Azure",
        "GCP",
        "Oracle"
      ],
      "when_to_use": [
        "Security misconfiguration detection",
        "Compliance scanning",
        "Real-time monitoring",
        "CI/CD integration"
      ],
      "scan_categories": [
        "IAM policies",
        "Network security",
        "Storage permissions",
        "Encryption status",
        "Logging configurat


Instruction: Answer question

Input: Describe cloud security tools

Output:
{
  "description": "Tools for cloud infrastructure testing",
  "tools": {
    "scout_suite": {
      "name": "Scout Suite",
      "description": "Multi-cloud security auditing tool",
      "platforms": [
        "AWS",
        "Azure",
        "GCP",
        "Alibaba Cloud",
        "Oracle Cloud"
      ],
      "when_to_use": [
        "Cloud security assessment",
        "Compliance checking",
        "Configuration review",
        "Multi-cloud auditing"
      ],
      "installation": "pip install scoutsuite",
      "usage": {
        "aws": "scout aws",
        "azure": "scout azure --cli",
        "gcp": "scout gcp --user-account",
        "report": "scout --report-dir ./report"
      },
      "features": [
        "Automated cloud auditing",
        "HTML report generation",
        "Risk scoring",
        "Best practice validation"
      ]
    },
    "pacu": {
      "name": "Pacu",
      "description": "AWS exploitation framework",
      "when_to_use": [
        "AWS penetration testing",
        "Post-compromise exploitation",
        "Privilege escalation in AWS",
        "Persistence establishment"
      ],
      "modules": [
        "iam__enum_permissions",
        "iam__privesc_scan",
        "ec2__enum",
        "lambda__enum",
        "s3__bucket_finder"
      ],
      "usage": {
        "start": "pacu",
        "list_modules": "list",
        "run_module": "run module_name",
        "set_keys": "set_keys"
      }
    },
    "cloudsploit": {
      "name": "CloudSploit",
      "description": "Cloud security configuration scanner",
      "platforms": [
        "AWS",
        "Azure",
        "GCP",
        "Oracle"
      ],
      "when_to_use": [
        "Security misconfiguration detection",
        "Compliance scanning",
        "Real-time monitoring",
        "CI/CD integration"
      ],
      "scan_categories": [
        "IAM policies",
        "Network security",
        "Storage permissions",
        "Encryption status",
        "Logging configurat


Instruction: Answer question

Input: What is container security?

Output:
{
  "description": "Tools for Docker and Kubernetes security",
  "tools": {
    "trivy": {
      "name": "Trivy",
      "description": "Comprehensive vulnerability scanner for containers",
      "when_to_use": [
        "Container image scanning",
        "IaC security scanning",
        "Kubernetes manifest scanning",
        "CI/CD integration"
      ],
      "scan_types": [
        "OS packages",
        "Application dependencies",
        "Known CVEs",
        "IaC misconfigurations",
        "Secrets detection"
      ],
      "usage": {
        "image_scan": "trivy image nginx:latest",
        "filesystem": "trivy fs /path/to/project",
        "k8s_cluster": "trivy k8s --report summary cluster",
        "config_scan": "trivy config ."
      }
    },
    "docker_bench": {
      "name": "Docker Bench Security",
      "description": "Docker security configuration checker",
      "when_to_use": [
        "Docker host hardening",
        "CIS Docker benchmark",
        "Security compliance",
        "Configuration audit"
      ],
      "usage": "docker run -it --net host --pid host --cap-add audit_control -v /var/lib:/var/lib -v /var/run/docker.sock:/var/run/docker.sock docker/docker-bench-security"
    },
    "kubescape": {
      "name": "Kubescape",
      "description": "Kubernetes security platform",
      "when_to_use": [
        "K8s cluster scanning",
        "YAML manifest validation",
        "NSA/CISA compliance",
        "MITRE ATT&CK mapping"
      ],
      "usage": {
        "scan_cluster": "kubescape scan",
        "scan_yaml": "kubescape scan *.yaml",
        "framework": "kubescape scan framework nsa",
        "control": "kubescape scan control C-0005"
      }
    },
    "kube_hunter": {
      "name": "Kube-hunter",
      "description": "Kubernetes penetration testing tool",
      "when_to_use": [
        "K8s vulnerability hunting",
        "Cluster penetration testing",
        "Security assessment",
        "Attack simulation"
      ],
      "modes


Instruction: Answer question

Input: Explain container security

Output:
{
  "description": "Tools for Docker and Kubernetes security",
  "tools": {
    "trivy": {
      "name": "Trivy",
      "description": "Comprehensive vulnerability scanner for containers",
      "when_to_use": [
        "Container image scanning",
        "IaC security scanning",
        "Kubernetes manifest scanning",
        "CI/CD integration"
      ],
      "scan_types": [
        "OS packages",
        "Application dependencies",
        "Known CVEs",
        "IaC misconfigurations",
        "Secrets detection"
      ],
      "usage": {
        "image_scan": "trivy image nginx:latest",
        "filesystem": "trivy fs /path/to/project",
        "k8s_cluster": "trivy k8s --report summary cluster",
        "config_scan": "trivy config ."
      }
    },
    "docker_bench": {
      "name": "Docker Bench Security",
      "description": "Docker security configuration checker",
      "when_to_use": [
        "Docker host hardening",
        "CIS Docker benchmark",
        "Security compliance",
        "Configuration audit"
      ],
      "usage": "docker run -it --net host --pid host --cap-add audit_control -v /var/lib:/var/lib -v /var/run/docker.sock:/var/run/docker.sock docker/docker-bench-security"
    },
    "kubescape": {
      "name": "Kubescape",
      "description": "Kubernetes security platform",
      "when_to_use": [
        "K8s cluster scanning",
        "YAML manifest validation",
        "NSA/CISA compliance",
        "MITRE ATT&CK mapping"
      ],
      "usage": {
        "scan_cluster": "kubescape scan",
        "scan_yaml": "kubescape scan *.yaml",
        "framework": "kubescape scan framework nsa",
        "control": "kubescape scan control C-0005"
      }
    },
    "kube_hunter": {
      "name": "Kube-hunter",
      "description": "Kubernetes penetration testing tool",
      "when_to_use": [
        "K8s vulnerability hunting",
        "Cluster penetration testing",
        "Security assessment",
        "Attack simulation"
      ],
      "modes


Instruction: Answer question

Input: Tell me about container security

Output:
{
  "description": "Tools for Docker and Kubernetes security",
  "tools": {
    "trivy": {
      "name": "Trivy",
      "description": "Comprehensive vulnerability scanner for containers",
      "when_to_use": [
        "Container image scanning",
        "IaC security scanning",
        "Kubernetes manifest scanning",
        "CI/CD integration"
      ],
      "scan_types": [
        "OS packages",
        "Application dependencies",
        "Known CVEs",
        "IaC misconfigurations",
        "Secrets detection"
      ],
      "usage": {
        "image_scan": "trivy image nginx:latest",
        "filesystem": "trivy fs /path/to/project",
        "k8s_cluster": "trivy k8s --report summary cluster",
        "config_scan": "trivy config ."
      }
    },
    "docker_bench": {
      "name": "Docker Bench Security",
      "description": "Docker security configuration checker",
      "when_to_use": [
        "Docker host hardening",
        "CIS Docker benchmark",
        "Security compliance",
        "Configuration audit"
      ],
      "usage": "docker run -it --net host --pid host --cap-add audit_control -v /var/lib:/var/lib -v /var/run/docker.sock:/var/run/docker.sock docker/docker-bench-security"
    },
    "kubescape": {
      "name": "Kubescape",
      "description": "Kubernetes security platform",
      "when_to_use": [
        "K8s cluster scanning",
        "YAML manifest validation",
        "NSA/CISA compliance",
        "MITRE ATT&CK mapping"
      ],
      "usage": {
        "scan_cluster": "kubescape scan",
        "scan_yaml": "kubescape scan *.yaml",
        "framework": "kubescape scan framework nsa",
        "control": "kubescape scan control C-0005"
      }
    },
    "kube_hunter": {
      "name": "Kube-hunter",
      "description": "Kubernetes penetration testing tool",
      "when_to_use": [
        "K8s vulnerability hunting",
        "Cluster penetration testing",
        "Security assessment",
        "Attack simulation"
      ],
      "modes


Instruction: Answer question

Input: How does container security work?

Output:
{
  "description": "Tools for Docker and Kubernetes security",
  "tools": {
    "trivy": {
      "name": "Trivy",
      "description": "Comprehensive vulnerability scanner for containers",
      "when_to_use": [
        "Container image scanning",
        "IaC security scanning",
        "Kubernetes manifest scanning",
        "CI/CD integration"
      ],
      "scan_types": [
        "OS packages",
        "Application dependencies",
        "Known CVEs",
        "IaC misconfigurations",
        "Secrets detection"
      ],
      "usage": {
        "image_scan": "trivy image nginx:latest",
        "filesystem": "trivy fs /path/to/project",
        "k8s_cluster": "trivy k8s --report summary cluster",
        "config_scan": "trivy config ."
      }
    },
    "docker_bench": {
      "name": "Docker Bench Security",
      "description": "Docker security configuration checker",
      "when_to_use": [
        "Docker host hardening",
        "CIS Docker benchmark",
        "Security compliance",
        "Configuration audit"
      ],
      "usage": "docker run -it --net host --pid host --cap-add audit_control -v /var/lib:/var/lib -v /var/run/docker.sock:/var/run/docker.sock docker/docker-bench-security"
    },
    "kubescape": {
      "name": "Kubescape",
      "description": "Kubernetes security platform",
      "when_to_use": [
        "K8s cluster scanning",
        "YAML manifest validation",
        "NSA/CISA compliance",
        "MITRE ATT&CK mapping"
      ],
      "usage": {
        "scan_cluster": "kubescape scan",
        "scan_yaml": "kubescape scan *.yaml",
        "framework": "kubescape scan framework nsa",
        "control": "kubescape scan control C-0005"
      }
    },
    "kube_hunter": {
      "name": "Kube-hunter",
      "description": "Kubernetes penetration testing tool",
      "when_to_use": [
        "K8s vulnerability hunting",
        "Cluster penetration testing",
        "Security assessment",
        "Attack simulation"
      ],
      "modes


Instruction: Answer question

Input: Describe container security

Output:
{
  "description": "Tools for Docker and Kubernetes security",
  "tools": {
    "trivy": {
      "name": "Trivy",
      "description": "Comprehensive vulnerability scanner for containers",
      "when_to_use": [
        "Container image scanning",
        "IaC security scanning",
        "Kubernetes manifest scanning",
        "CI/CD integration"
      ],
      "scan_types": [
        "OS packages",
        "Application dependencies",
        "Known CVEs",
        "IaC misconfigurations",
        "Secrets detection"
      ],
      "usage": {
        "image_scan": "trivy image nginx:latest",
        "filesystem": "trivy fs /path/to/project",
        "k8s_cluster": "trivy k8s --report summary cluster",
        "config_scan": "trivy config ."
      }
    },
    "docker_bench": {
      "name": "Docker Bench Security",
      "description": "Docker security configuration checker",
      "when_to_use": [
        "Docker host hardening",
        "CIS Docker benchmark",
        "Security compliance",
        "Configuration audit"
      ],
      "usage": "docker run -it --net host --pid host --cap-add audit_control -v /var/lib:/var/lib -v /var/run/docker.sock:/var/run/docker.sock docker/docker-bench-security"
    },
    "kubescape": {
      "name": "Kubescape",
      "description": "Kubernetes security platform",
      "when_to_use": [
        "K8s cluster scanning",
        "YAML manifest validation",
        "NSA/CISA compliance",
        "MITRE ATT&CK mapping"
      ],
      "usage": {
        "scan_cluster": "kubescape scan",
        "scan_yaml": "kubescape scan *.yaml",
        "framework": "kubescape scan framework nsa",
        "control": "kubescape scan control C-0005"
      }
    },
    "kube_hunter": {
      "name": "Kube-hunter",
      "description": "Kubernetes penetration testing tool",
      "when_to_use": [
        "K8s vulnerability hunting",
        "Cluster penetration testing",
        "Security assessment",
        "Attack simulation"
      ],
      "modes


Instruction: Answer question

Input: What is mobile security?

Output:
{
  "description": "Mobile application security testing tools",
  "tools": {
    "mobsf": {
      "name": "Mobile Security Framework",
      "description": "Automated mobile app security testing",
      "platforms": [
        "Android",
        "iOS",
        "Windows"
      ],
      "when_to_use": [
        "Static analysis of APK/IPA",
        "Dynamic analysis",
        "Malware analysis",
        "Security assessment"
      ],
      "features": [
        "Source code analysis",
        "Permission analysis",
        "Binary analysis",
        "Network monitoring",
        "API testing"
      ],
      "usage": {
        "start": "python manage.py runserver",
        "api": "REST API for automation",
        "cli": "mobsf --file app.apk"
      }
    },
    "frida": {
      "name": "Frida",
      "description": "Dynamic instrumentation toolkit",
      "when_to_use": [
        "Runtime manipulation",
        "API hooking",
        "SSL pinning bypass",
        "Dynamic analysis",
        "Reverse engineering"
      ],
      "common_scripts": {
        "list_processes": "frida-ps -U",
        "hook_function": "frida -U -l script.js com.app.name",
        "trace": "frida-trace -U -i 'open*' com.app.name",
        "ssl_bypass": "frida --codeshare script -U -f com.app.name"
      },
      "platforms": [
        "Android",
        "iOS",
        "Windows",
        "macOS",
        "Linux"
      ]
    },
    "objection": {
      "name": "Objection",
      "description": "Runtime mobile exploration toolkit",
      "built_on": "Frida",
      "when_to_use": [
        "Runtime exploration",
        "Security testing",
        "Bypass implementations",
        "Data extraction"
      ],
      "commands": {
        "explore": "objection -g com.app.name explore",
        "ssl_pinning": "android sslpinning disable",
        "root_detection": "android root disable",
        "dump_keychain": "ios keychain dump"
      }
    },
    "apktool": {
      "name": "APKTool",
      "descrip


Instruction: Answer question

Input: Explain mobile security

Output:
{
  "description": "Mobile application security testing tools",
  "tools": {
    "mobsf": {
      "name": "Mobile Security Framework",
      "description": "Automated mobile app security testing",
      "platforms": [
        "Android",
        "iOS",
        "Windows"
      ],
      "when_to_use": [
        "Static analysis of APK/IPA",
        "Dynamic analysis",
        "Malware analysis",
        "Security assessment"
      ],
      "features": [
        "Source code analysis",
        "Permission analysis",
        "Binary analysis",
        "Network monitoring",
        "API testing"
      ],
      "usage": {
        "start": "python manage.py runserver",
        "api": "REST API for automation",
        "cli": "mobsf --file app.apk"
      }
    },
    "frida": {
      "name": "Frida",
      "description": "Dynamic instrumentation toolkit",
      "when_to_use": [
        "Runtime manipulation",
        "API hooking",
        "SSL pinning bypass",
        "Dynamic analysis",
        "Reverse engineering"
      ],
      "common_scripts": {
        "list_processes": "frida-ps -U",
        "hook_function": "frida -U -l script.js com.app.name",
        "trace": "frida-trace -U -i 'open*' com.app.name",
        "ssl_bypass": "frida --codeshare script -U -f com.app.name"
      },
      "platforms": [
        "Android",
        "iOS",
        "Windows",
        "macOS",
        "Linux"
      ]
    },
    "objection": {
      "name": "Objection",
      "description": "Runtime mobile exploration toolkit",
      "built_on": "Frida",
      "when_to_use": [
        "Runtime exploration",
        "Security testing",
        "Bypass implementations",
        "Data extraction"
      ],
      "commands": {
        "explore": "objection -g com.app.name explore",
        "ssl_pinning": "android sslpinning disable",
        "root_detection": "android root disable",
        "dump_keychain": "ios keychain dump"
      }
    },
    "apktool": {
      "name": "APKTool",
      "descrip


Instruction: Answer question

Input: Tell me about mobile security

Output:
{
  "description": "Mobile application security testing tools",
  "tools": {
    "mobsf": {
      "name": "Mobile Security Framework",
      "description": "Automated mobile app security testing",
      "platforms": [
        "Android",
        "iOS",
        "Windows"
      ],
      "when_to_use": [
        "Static analysis of APK/IPA",
        "Dynamic analysis",
        "Malware analysis",
        "Security assessment"
      ],
      "features": [
        "Source code analysis",
        "Permission analysis",
        "Binary analysis",
        "Network monitoring",
        "API testing"
      ],
      "usage": {
        "start": "python manage.py runserver",
        "api": "REST API for automation",
        "cli": "mobsf --file app.apk"
      }
    },
    "frida": {
      "name": "Frida",
      "description": "Dynamic instrumentation toolkit",
      "when_to_use": [
        "Runtime manipulation",
        "API hooking",
        "SSL pinning bypass",
        "Dynamic analysis",
        "Reverse engineering"
      ],
      "common_scripts": {
        "list_processes": "frida-ps -U",
        "hook_function": "frida -U -l script.js com.app.name",
        "trace": "frida-trace -U -i 'open*' com.app.name",
        "ssl_bypass": "frida --codeshare script -U -f com.app.name"
      },
      "platforms": [
        "Android",
        "iOS",
        "Windows",
        "macOS",
        "Linux"
      ]
    },
    "objection": {
      "name": "Objection",
      "description": "Runtime mobile exploration toolkit",
      "built_on": "Frida",
      "when_to_use": [
        "Runtime exploration",
        "Security testing",
        "Bypass implementations",
        "Data extraction"
      ],
      "commands": {
        "explore": "objection -g com.app.name explore",
        "ssl_pinning": "android sslpinning disable",
        "root_detection": "android root disable",
        "dump_keychain": "ios keychain dump"
      }
    },
    "apktool": {
      "name": "APKTool",
      "descrip


Instruction: Answer question

Input: How does mobile security work?

Output:
{
  "description": "Mobile application security testing tools",
  "tools": {
    "mobsf": {
      "name": "Mobile Security Framework",
      "description": "Automated mobile app security testing",
      "platforms": [
        "Android",
        "iOS",
        "Windows"
      ],
      "when_to_use": [
        "Static analysis of APK/IPA",
        "Dynamic analysis",
        "Malware analysis",
        "Security assessment"
      ],
      "features": [
        "Source code analysis",
        "Permission analysis",
        "Binary analysis",
        "Network monitoring",
        "API testing"
      ],
      "usage": {
        "start": "python manage.py runserver",
        "api": "REST API for automation",
        "cli": "mobsf --file app.apk"
      }
    },
    "frida": {
      "name": "Frida",
      "description": "Dynamic instrumentation toolkit",
      "when_to_use": [
        "Runtime manipulation",
        "API hooking",
        "SSL pinning bypass",
        "Dynamic analysis",
        "Reverse engineering"
      ],
      "common_scripts": {
        "list_processes": "frida-ps -U",
        "hook_function": "frida -U -l script.js com.app.name",
        "trace": "frida-trace -U -i 'open*' com.app.name",
        "ssl_bypass": "frida --codeshare script -U -f com.app.name"
      },
      "platforms": [
        "Android",
        "iOS",
        "Windows",
        "macOS",
        "Linux"
      ]
    },
    "objection": {
      "name": "Objection",
      "description": "Runtime mobile exploration toolkit",
      "built_on": "Frida",
      "when_to_use": [
        "Runtime exploration",
        "Security testing",
        "Bypass implementations",
        "Data extraction"
      ],
      "commands": {
        "explore": "objection -g com.app.name explore",
        "ssl_pinning": "android sslpinning disable",
        "root_detection": "android root disable",
        "dump_keychain": "ios keychain dump"
      }
    },
    "apktool": {
      "name": "APKTool",
      "descrip


Instruction: Answer question

Input: Describe mobile security

Output:
{
  "description": "Mobile application security testing tools",
  "tools": {
    "mobsf": {
      "name": "Mobile Security Framework",
      "description": "Automated mobile app security testing",
      "platforms": [
        "Android",
        "iOS",
        "Windows"
      ],
      "when_to_use": [
        "Static analysis of APK/IPA",
        "Dynamic analysis",
        "Malware analysis",
        "Security assessment"
      ],
      "features": [
        "Source code analysis",
        "Permission analysis",
        "Binary analysis",
        "Network monitoring",
        "API testing"
      ],
      "usage": {
        "start": "python manage.py runserver",
        "api": "REST API for automation",
        "cli": "mobsf --file app.apk"
      }
    },
    "frida": {
      "name": "Frida",
      "description": "Dynamic instrumentation toolkit",
      "when_to_use": [
        "Runtime manipulation",
        "API hooking",
        "SSL pinning bypass",
        "Dynamic analysis",
        "Reverse engineering"
      ],
      "common_scripts": {
        "list_processes": "frida-ps -U",
        "hook_function": "frida -U -l script.js com.app.name",
        "trace": "frida-trace -U -i 'open*' com.app.name",
        "ssl_bypass": "frida --codeshare script -U -f com.app.name"
      },
      "platforms": [
        "Android",
        "iOS",
        "Windows",
        "macOS",
        "Linux"
      ]
    },
    "objection": {
      "name": "Objection",
      "description": "Runtime mobile exploration toolkit",
      "built_on": "Frida",
      "when_to_use": [
        "Runtime exploration",
        "Security testing",
        "Bypass implementations",
        "Data extraction"
      ],
      "commands": {
        "explore": "objection -g com.app.name explore",
        "ssl_pinning": "android sslpinning disable",
        "root_detection": "android root disable",
        "dump_keychain": "ios keychain dump"
      }
    },
    "apktool": {
      "name": "APKTool",
      "descrip


Instruction: Answer question

Input: What is iot embedded?

Output:
{
  "description": "IoT and embedded device security tools",
  "tools": {
    "firmwalker": {
      "name": "Firmwalker",
      "description": "Firmware security analysis",
      "when_to_use": [
        "Firmware assessment",
        "Sensitive data search",
        "Backdoor detection",
        "Configuration review"
      ],
      "checks": [
        "Hard-coded credentials",
        "SSL certificates",
        "Private keys",
        "Configuration files",
        "Interesting binaries"
      ]
    },
    "firmware_analysis_toolkit": {
      "name": "FACT",
      "description": "Firmware Analysis and Comparison Tool",
      "when_to_use": [
        "Automated firmware analysis",
        "Vulnerability detection",
        "Binary analysis",
        "Comparison of versions"
      ],
      "features": [
        "Unpacking support",
        "File type identification",
        "Software detection",
        "Vulnerability matching",
        "Statistical analysis"
      ]
    },
    "routersploit": {
      "name": "RouterSploit",
      "description": "Router exploitation framework",
      "when_to_use": [
        "Router vulnerability testing",
        "Embedded device exploitation",
        "Credential testing",
        "Backdoor checking"
      ],
      "modules": {
        "scanners": "Vulnerability scanners",
        "exploits": "Exploitation modules",
        "creds": "Credential attacks",
        "payloads": "Various payloads"
      },
      "usage": {
        "start": "routersploit",
        "scan": "use scanners/autopwn",
        "exploit": "use exploits/router/vendor/cve"
      }
    },
    "killerbee": {
      "name": "KillerBee",
      "description": "IEEE 802.15.4/ZigBee security toolkit",
      "when_to_use": [
        "ZigBee network analysis",
        "Packet sniffing",
        "Replay attacks",
        "Crypto analysis"
      ],
      "tools": [
        "zbstumbler - Network discovery",
        "zbdump - Packet capture",
        "zbreplay - Packet repla


Instruction: Answer question

Input: Explain iot embedded

Output:
{
  "description": "IoT and embedded device security tools",
  "tools": {
    "firmwalker": {
      "name": "Firmwalker",
      "description": "Firmware security analysis",
      "when_to_use": [
        "Firmware assessment",
        "Sensitive data search",
        "Backdoor detection",
        "Configuration review"
      ],
      "checks": [
        "Hard-coded credentials",
        "SSL certificates",
        "Private keys",
        "Configuration files",
        "Interesting binaries"
      ]
    },
    "firmware_analysis_toolkit": {
      "name": "FACT",
      "description": "Firmware Analysis and Comparison Tool",
      "when_to_use": [
        "Automated firmware analysis",
        "Vulnerability detection",
        "Binary analysis",
        "Comparison of versions"
      ],
      "features": [
        "Unpacking support",
        "File type identification",
        "Software detection",
        "Vulnerability matching",
        "Statistical analysis"
      ]
    },
    "routersploit": {
      "name": "RouterSploit",
      "description": "Router exploitation framework",
      "when_to_use": [
        "Router vulnerability testing",
        "Embedded device exploitation",
        "Credential testing",
        "Backdoor checking"
      ],
      "modules": {
        "scanners": "Vulnerability scanners",
        "exploits": "Exploitation modules",
        "creds": "Credential attacks",
        "payloads": "Various payloads"
      },
      "usage": {
        "start": "routersploit",
        "scan": "use scanners/autopwn",
        "exploit": "use exploits/router/vendor/cve"
      }
    },
    "killerbee": {
      "name": "KillerBee",
      "description": "IEEE 802.15.4/ZigBee security toolkit",
      "when_to_use": [
        "ZigBee network analysis",
        "Packet sniffing",
        "Replay attacks",
        "Crypto analysis"
      ],
      "tools": [
        "zbstumbler - Network discovery",
        "zbdump - Packet capture",
        "zbreplay - Packet repla


Instruction: Answer question

Input: Tell me about iot embedded

Output:
{
  "description": "IoT and embedded device security tools",
  "tools": {
    "firmwalker": {
      "name": "Firmwalker",
      "description": "Firmware security analysis",
      "when_to_use": [
        "Firmware assessment",
        "Sensitive data search",
        "Backdoor detection",
        "Configuration review"
      ],
      "checks": [
        "Hard-coded credentials",
        "SSL certificates",
        "Private keys",
        "Configuration files",
        "Interesting binaries"
      ]
    },
    "firmware_analysis_toolkit": {
      "name": "FACT",
      "description": "Firmware Analysis and Comparison Tool",
      "when_to_use": [
        "Automated firmware analysis",
        "Vulnerability detection",
        "Binary analysis",
        "Comparison of versions"
      ],
      "features": [
        "Unpacking support",
        "File type identification",
        "Software detection",
        "Vulnerability matching",
        "Statistical analysis"
      ]
    },
    "routersploit": {
      "name": "RouterSploit",
      "description": "Router exploitation framework",
      "when_to_use": [
        "Router vulnerability testing",
        "Embedded device exploitation",
        "Credential testing",
        "Backdoor checking"
      ],
      "modules": {
        "scanners": "Vulnerability scanners",
        "exploits": "Exploitation modules",
        "creds": "Credential attacks",
        "payloads": "Various payloads"
      },
      "usage": {
        "start": "routersploit",
        "scan": "use scanners/autopwn",
        "exploit": "use exploits/router/vendor/cve"
      }
    },
    "killerbee": {
      "name": "KillerBee",
      "description": "IEEE 802.15.4/ZigBee security toolkit",
      "when_to_use": [
        "ZigBee network analysis",
        "Packet sniffing",
        "Replay attacks",
        "Crypto analysis"
      ],
      "tools": [
        "zbstumbler - Network discovery",
        "zbdump - Packet capture",
        "zbreplay - Packet repla


Instruction: Answer question

Input: How does iot embedded work?

Output:
{
  "description": "IoT and embedded device security tools",
  "tools": {
    "firmwalker": {
      "name": "Firmwalker",
      "description": "Firmware security analysis",
      "when_to_use": [
        "Firmware assessment",
        "Sensitive data search",
        "Backdoor detection",
        "Configuration review"
      ],
      "checks": [
        "Hard-coded credentials",
        "SSL certificates",
        "Private keys",
        "Configuration files",
        "Interesting binaries"
      ]
    },
    "firmware_analysis_toolkit": {
      "name": "FACT",
      "description": "Firmware Analysis and Comparison Tool",
      "when_to_use": [
        "Automated firmware analysis",
        "Vulnerability detection",
        "Binary analysis",
        "Comparison of versions"
      ],
      "features": [
        "Unpacking support",
        "File type identification",
        "Software detection",
        "Vulnerability matching",
        "Statistical analysis"
      ]
    },
    "routersploit": {
      "name": "RouterSploit",
      "description": "Router exploitation framework",
      "when_to_use": [
        "Router vulnerability testing",
        "Embedded device exploitation",
        "Credential testing",
        "Backdoor checking"
      ],
      "modules": {
        "scanners": "Vulnerability scanners",
        "exploits": "Exploitation modules",
        "creds": "Credential attacks",
        "payloads": "Various payloads"
      },
      "usage": {
        "start": "routersploit",
        "scan": "use scanners/autopwn",
        "exploit": "use exploits/router/vendor/cve"
      }
    },
    "killerbee": {
      "name": "KillerBee",
      "description": "IEEE 802.15.4/ZigBee security toolkit",
      "when_to_use": [
        "ZigBee network analysis",
        "Packet sniffing",
        "Replay attacks",
        "Crypto analysis"
      ],
      "tools": [
        "zbstumbler - Network discovery",
        "zbdump - Packet capture",
        "zbreplay - Packet repla


Instruction: Answer question

Input: Describe iot embedded

Output:
{
  "description": "IoT and embedded device security tools",
  "tools": {
    "firmwalker": {
      "name": "Firmwalker",
      "description": "Firmware security analysis",
      "when_to_use": [
        "Firmware assessment",
        "Sensitive data search",
        "Backdoor detection",
        "Configuration review"
      ],
      "checks": [
        "Hard-coded credentials",
        "SSL certificates",
        "Private keys",
        "Configuration files",
        "Interesting binaries"
      ]
    },
    "firmware_analysis_toolkit": {
      "name": "FACT",
      "description": "Firmware Analysis and Comparison Tool",
      "when_to_use": [
        "Automated firmware analysis",
        "Vulnerability detection",
        "Binary analysis",
        "Comparison of versions"
      ],
      "features": [
        "Unpacking support",
        "File type identification",
        "Software detection",
        "Vulnerability matching",
        "Statistical analysis"
      ]
    },
    "routersploit": {
      "name": "RouterSploit",
      "description": "Router exploitation framework",
      "when_to_use": [
        "Router vulnerability testing",
        "Embedded device exploitation",
        "Credential testing",
        "Backdoor checking"
      ],
      "modules": {
        "scanners": "Vulnerability scanners",
        "exploits": "Exploitation modules",
        "creds": "Credential attacks",
        "payloads": "Various payloads"
      },
      "usage": {
        "start": "routersploit",
        "scan": "use scanners/autopwn",
        "exploit": "use exploits/router/vendor/cve"
      }
    },
    "killerbee": {
      "name": "KillerBee",
      "description": "IEEE 802.15.4/ZigBee security toolkit",
      "when_to_use": [
        "ZigBee network analysis",
        "Packet sniffing",
        "Replay attacks",
        "Crypto analysis"
      ],
      "tools": [
        "zbstumbler - Network discovery",
        "zbdump - Packet capture",
        "zbreplay - Packet repla


Instruction: Answer question

Input: What is osint tools?

Output:
{
  "description": "Advanced OSINT and reconnaissance tools",
  "tools": {
    "spiderfoot": {
      "name": "SpiderFoot",
      "description": "Automated OSINT collection",
      "when_to_use": [
        "Comprehensive OSINT gathering",
        "Attack surface mapping",
        "Threat intelligence",
        "Digital footprint analysis"
      ],
      "data_sources": "200+ data sources",
      "modules": [
        "DNS lookups",
        "Web crawling",
        "Social media",
        "Threat lists",
        "Data breaches"
      ],
      "usage": {
        "web_ui": "python sf.py -l 127.0.0.1:5001",
        "cli": "python sfcli.py -s domain.com -m all"
      }
    },
    "osintframework": {
      "name": "OSINT Framework",
      "description": "Collection of OSINT tools organized by category",
      "categories": [
        "Username search",
        "Email search",
        "Domain/IP research",
        "Image analysis",
        "Social media",
        "Phone numbers",
        "Documents/Files"
      ]
    },
    "phoneinfoga": {
      "name": "PhoneInfoga",
      "description": "Phone number OSINT tool",
      "when_to_use": [
        "Phone number reconnaissance",
        "Carrier identification",
        "Location approximation",
        "Social media correlation"
      ],
      "usage": {
        "scan": "phoneinfoga scan -n +1234567890",
        "serve": "phoneinfoga serve",
        "api": "REST API available"
      }
    },
    "sherlock": {
      "name": "Sherlock",
      "description": "Username enumeration across social networks",
      "when_to_use": [
        "Username OSINT",
        "Social media profiling",
        "Account enumeration",
        "Digital footprint"
      ],
      "usage": "python sherlock username",
      "platforms": "300+ websites"
    },
    "amass": {
      "name": "OWASP Amass",
      "description": "Network mapping and external asset discovery",
      "when_to_use": [
        "Subdomain enumeration",
        "Attack surface mappi


Instruction: Answer question

Input: Explain osint tools

Output:
{
  "description": "Advanced OSINT and reconnaissance tools",
  "tools": {
    "spiderfoot": {
      "name": "SpiderFoot",
      "description": "Automated OSINT collection",
      "when_to_use": [
        "Comprehensive OSINT gathering",
        "Attack surface mapping",
        "Threat intelligence",
        "Digital footprint analysis"
      ],
      "data_sources": "200+ data sources",
      "modules": [
        "DNS lookups",
        "Web crawling",
        "Social media",
        "Threat lists",
        "Data breaches"
      ],
      "usage": {
        "web_ui": "python sf.py -l 127.0.0.1:5001",
        "cli": "python sfcli.py -s domain.com -m all"
      }
    },
    "osintframework": {
      "name": "OSINT Framework",
      "description": "Collection of OSINT tools organized by category",
      "categories": [
        "Username search",
        "Email search",
        "Domain/IP research",
        "Image analysis",
        "Social media",
        "Phone numbers",
        "Documents/Files"
      ]
    },
    "phoneinfoga": {
      "name": "PhoneInfoga",
      "description": "Phone number OSINT tool",
      "when_to_use": [
        "Phone number reconnaissance",
        "Carrier identification",
        "Location approximation",
        "Social media correlation"
      ],
      "usage": {
        "scan": "phoneinfoga scan -n +1234567890",
        "serve": "phoneinfoga serve",
        "api": "REST API available"
      }
    },
    "sherlock": {
      "name": "Sherlock",
      "description": "Username enumeration across social networks",
      "when_to_use": [
        "Username OSINT",
        "Social media profiling",
        "Account enumeration",
        "Digital footprint"
      ],
      "usage": "python sherlock username",
      "platforms": "300+ websites"
    },
    "amass": {
      "name": "OWASP Amass",
      "description": "Network mapping and external asset discovery",
      "when_to_use": [
        "Subdomain enumeration",
        "Attack surface mappi


Instruction: Answer question

Input: Tell me about osint tools

Output:
{
  "description": "Advanced OSINT and reconnaissance tools",
  "tools": {
    "spiderfoot": {
      "name": "SpiderFoot",
      "description": "Automated OSINT collection",
      "when_to_use": [
        "Comprehensive OSINT gathering",
        "Attack surface mapping",
        "Threat intelligence",
        "Digital footprint analysis"
      ],
      "data_sources": "200+ data sources",
      "modules": [
        "DNS lookups",
        "Web crawling",
        "Social media",
        "Threat lists",
        "Data breaches"
      ],
      "usage": {
        "web_ui": "python sf.py -l 127.0.0.1:5001",
        "cli": "python sfcli.py -s domain.com -m all"
      }
    },
    "osintframework": {
      "name": "OSINT Framework",
      "description": "Collection of OSINT tools organized by category",
      "categories": [
        "Username search",
        "Email search",
        "Domain/IP research",
        "Image analysis",
        "Social media",
        "Phone numbers",
        "Documents/Files"
      ]
    },
    "phoneinfoga": {
      "name": "PhoneInfoga",
      "description": "Phone number OSINT tool",
      "when_to_use": [
        "Phone number reconnaissance",
        "Carrier identification",
        "Location approximation",
        "Social media correlation"
      ],
      "usage": {
        "scan": "phoneinfoga scan -n +1234567890",
        "serve": "phoneinfoga serve",
        "api": "REST API available"
      }
    },
    "sherlock": {
      "name": "Sherlock",
      "description": "Username enumeration across social networks",
      "when_to_use": [
        "Username OSINT",
        "Social media profiling",
        "Account enumeration",
        "Digital footprint"
      ],
      "usage": "python sherlock username",
      "platforms": "300+ websites"
    },
    "amass": {
      "name": "OWASP Amass",
      "description": "Network mapping and external asset discovery",
      "when_to_use": [
        "Subdomain enumeration",
        "Attack surface mappi


Instruction: Answer question

Input: How does osint tools work?

Output:
{
  "description": "Advanced OSINT and reconnaissance tools",
  "tools": {
    "spiderfoot": {
      "name": "SpiderFoot",
      "description": "Automated OSINT collection",
      "when_to_use": [
        "Comprehensive OSINT gathering",
        "Attack surface mapping",
        "Threat intelligence",
        "Digital footprint analysis"
      ],
      "data_sources": "200+ data sources",
      "modules": [
        "DNS lookups",
        "Web crawling",
        "Social media",
        "Threat lists",
        "Data breaches"
      ],
      "usage": {
        "web_ui": "python sf.py -l 127.0.0.1:5001",
        "cli": "python sfcli.py -s domain.com -m all"
      }
    },
    "osintframework": {
      "name": "OSINT Framework",
      "description": "Collection of OSINT tools organized by category",
      "categories": [
        "Username search",
        "Email search",
        "Domain/IP research",
        "Image analysis",
        "Social media",
        "Phone numbers",
        "Documents/Files"
      ]
    },
    "phoneinfoga": {
      "name": "PhoneInfoga",
      "description": "Phone number OSINT tool",
      "when_to_use": [
        "Phone number reconnaissance",
        "Carrier identification",
        "Location approximation",
        "Social media correlation"
      ],
      "usage": {
        "scan": "phoneinfoga scan -n +1234567890",
        "serve": "phoneinfoga serve",
        "api": "REST API available"
      }
    },
    "sherlock": {
      "name": "Sherlock",
      "description": "Username enumeration across social networks",
      "when_to_use": [
        "Username OSINT",
        "Social media profiling",
        "Account enumeration",
        "Digital footprint"
      ],
      "usage": "python sherlock username",
      "platforms": "300+ websites"
    },
    "amass": {
      "name": "OWASP Amass",
      "description": "Network mapping and external asset discovery",
      "when_to_use": [
        "Subdomain enumeration",
        "Attack surface mappi


Instruction: Answer question

Input: Describe osint tools

Output:
{
  "description": "Advanced OSINT and reconnaissance tools",
  "tools": {
    "spiderfoot": {
      "name": "SpiderFoot",
      "description": "Automated OSINT collection",
      "when_to_use": [
        "Comprehensive OSINT gathering",
        "Attack surface mapping",
        "Threat intelligence",
        "Digital footprint analysis"
      ],
      "data_sources": "200+ data sources",
      "modules": [
        "DNS lookups",
        "Web crawling",
        "Social media",
        "Threat lists",
        "Data breaches"
      ],
      "usage": {
        "web_ui": "python sf.py -l 127.0.0.1:5001",
        "cli": "python sfcli.py -s domain.com -m all"
      }
    },
    "osintframework": {
      "name": "OSINT Framework",
      "description": "Collection of OSINT tools organized by category",
      "categories": [
        "Username search",
        "Email search",
        "Domain/IP research",
        "Image analysis",
        "Social media",
        "Phone numbers",
        "Documents/Files"
      ]
    },
    "phoneinfoga": {
      "name": "PhoneInfoga",
      "description": "Phone number OSINT tool",
      "when_to_use": [
        "Phone number reconnaissance",
        "Carrier identification",
        "Location approximation",
        "Social media correlation"
      ],
      "usage": {
        "scan": "phoneinfoga scan -n +1234567890",
        "serve": "phoneinfoga serve",
        "api": "REST API available"
      }
    },
    "sherlock": {
      "name": "Sherlock",
      "description": "Username enumeration across social networks",
      "when_to_use": [
        "Username OSINT",
        "Social media profiling",
        "Account enumeration",
        "Digital footprint"
      ],
      "usage": "python sherlock username",
      "platforms": "300+ websites"
    },
    "amass": {
      "name": "OWASP Amass",
      "description": "Network mapping and external asset discovery",
      "when_to_use": [
        "Subdomain enumeration",
        "Attack surface mappi


Instruction: Answer question

Input: What is exploit development?

Output:
{
  "description": "Tools for exploit development and debugging",
  "tools": {
    "pwntools": {
      "name": "Pwntools",
      "description": "CTF framework and exploit development library",
      "language": "Python",
      "when_to_use": [
        "Exploit development",
        "CTF challenges",
        "Binary exploitation",
        "Shellcode generation"
      ],
      "features": [
        "Process interaction",
        "ROP chain generation",
        "Format string exploitation",
        "Shellcode generation",
        "ELF manipulation"
      ],
      "usage": {
        "process": "p = process('./binary')",
        "remote": "r = remote('host', port)",
        "rop": "rop = ROP(elf)",
        "shellcode": "shellcraft.sh()"
      }
    },
    "ropper": {
      "name": "Ropper",
      "description": "ROP gadget finder",
      "when_to_use": [
        "ROP chain construction",
        "Gadget searching",
        "Binary analysis",
        "Exploit development"
      ],
      "usage": {
        "search": "ropper --file binary --search 'pop rdi'",
        "chain": "ropper --file binary --chain execve",
        "all_gadgets": "ropper --file binary"
      }
    },
    "peda": {
      "name": "PEDA",
      "description": "Python Exploit Development Assistance for GDB",
      "when_to_use": [
        "Binary debugging",
        "Exploit development",
        "Crash analysis",
        "Pattern generation"
      ],
      "commands": [
        "pattern create",
        "pattern offset",
        "checksec",
        "searchmem",
        "ropgadget"
      ]
    },
    "angr": {
      "name": "angr",
      "description": "Binary analysis platform",
      "when_to_use": [
        "Symbolic execution",
        "Vulnerability discovery",
        "Binary analysis",
        "Exploit generation"
      ],
      "capabilities": [
        "Control flow analysis",
        "Data flow analysis",
        "Symbolic execution",
        "Constraint solving",
        "Exploit generation"


Instruction: Answer question

Input: Explain exploit development

Output:
{
  "description": "Tools for exploit development and debugging",
  "tools": {
    "pwntools": {
      "name": "Pwntools",
      "description": "CTF framework and exploit development library",
      "language": "Python",
      "when_to_use": [
        "Exploit development",
        "CTF challenges",
        "Binary exploitation",
        "Shellcode generation"
      ],
      "features": [
        "Process interaction",
        "ROP chain generation",
        "Format string exploitation",
        "Shellcode generation",
        "ELF manipulation"
      ],
      "usage": {
        "process": "p = process('./binary')",
        "remote": "r = remote('host', port)",
        "rop": "rop = ROP(elf)",
        "shellcode": "shellcraft.sh()"
      }
    },
    "ropper": {
      "name": "Ropper",
      "description": "ROP gadget finder",
      "when_to_use": [
        "ROP chain construction",
        "Gadget searching",
        "Binary analysis",
        "Exploit development"
      ],
      "usage": {
        "search": "ropper --file binary --search 'pop rdi'",
        "chain": "ropper --file binary --chain execve",
        "all_gadgets": "ropper --file binary"
      }
    },
    "peda": {
      "name": "PEDA",
      "description": "Python Exploit Development Assistance for GDB",
      "when_to_use": [
        "Binary debugging",
        "Exploit development",
        "Crash analysis",
        "Pattern generation"
      ],
      "commands": [
        "pattern create",
        "pattern offset",
        "checksec",
        "searchmem",
        "ropgadget"
      ]
    },
    "angr": {
      "name": "angr",
      "description": "Binary analysis platform",
      "when_to_use": [
        "Symbolic execution",
        "Vulnerability discovery",
        "Binary analysis",
        "Exploit generation"
      ],
      "capabilities": [
        "Control flow analysis",
        "Data flow analysis",
        "Symbolic execution",
        "Constraint solving",
        "Exploit generation"


Instruction: Answer question

Input: Tell me about exploit development

Output:
{
  "description": "Tools for exploit development and debugging",
  "tools": {
    "pwntools": {
      "name": "Pwntools",
      "description": "CTF framework and exploit development library",
      "language": "Python",
      "when_to_use": [
        "Exploit development",
        "CTF challenges",
        "Binary exploitation",
        "Shellcode generation"
      ],
      "features": [
        "Process interaction",
        "ROP chain generation",
        "Format string exploitation",
        "Shellcode generation",
        "ELF manipulation"
      ],
      "usage": {
        "process": "p = process('./binary')",
        "remote": "r = remote('host', port)",
        "rop": "rop = ROP(elf)",
        "shellcode": "shellcraft.sh()"
      }
    },
    "ropper": {
      "name": "Ropper",
      "description": "ROP gadget finder",
      "when_to_use": [
        "ROP chain construction",
        "Gadget searching",
        "Binary analysis",
        "Exploit development"
      ],
      "usage": {
        "search": "ropper --file binary --search 'pop rdi'",
        "chain": "ropper --file binary --chain execve",
        "all_gadgets": "ropper --file binary"
      }
    },
    "peda": {
      "name": "PEDA",
      "description": "Python Exploit Development Assistance for GDB",
      "when_to_use": [
        "Binary debugging",
        "Exploit development",
        "Crash analysis",
        "Pattern generation"
      ],
      "commands": [
        "pattern create",
        "pattern offset",
        "checksec",
        "searchmem",
        "ropgadget"
      ]
    },
    "angr": {
      "name": "angr",
      "description": "Binary analysis platform",
      "when_to_use": [
        "Symbolic execution",
        "Vulnerability discovery",
        "Binary analysis",
        "Exploit generation"
      ],
      "capabilities": [
        "Control flow analysis",
        "Data flow analysis",
        "Symbolic execution",
        "Constraint solving",
        "Exploit generation"


Instruction: Answer question

Input: How does exploit development work?

Output:
{
  "description": "Tools for exploit development and debugging",
  "tools": {
    "pwntools": {
      "name": "Pwntools",
      "description": "CTF framework and exploit development library",
      "language": "Python",
      "when_to_use": [
        "Exploit development",
        "CTF challenges",
        "Binary exploitation",
        "Shellcode generation"
      ],
      "features": [
        "Process interaction",
        "ROP chain generation",
        "Format string exploitation",
        "Shellcode generation",
        "ELF manipulation"
      ],
      "usage": {
        "process": "p = process('./binary')",
        "remote": "r = remote('host', port)",
        "rop": "rop = ROP(elf)",
        "shellcode": "shellcraft.sh()"
      }
    },
    "ropper": {
      "name": "Ropper",
      "description": "ROP gadget finder",
      "when_to_use": [
        "ROP chain construction",
        "Gadget searching",
        "Binary analysis",
        "Exploit development"
      ],
      "usage": {
        "search": "ropper --file binary --search 'pop rdi'",
        "chain": "ropper --file binary --chain execve",
        "all_gadgets": "ropper --file binary"
      }
    },
    "peda": {
      "name": "PEDA",
      "description": "Python Exploit Development Assistance for GDB",
      "when_to_use": [
        "Binary debugging",
        "Exploit development",
        "Crash analysis",
        "Pattern generation"
      ],
      "commands": [
        "pattern create",
        "pattern offset",
        "checksec",
        "searchmem",
        "ropgadget"
      ]
    },
    "angr": {
      "name": "angr",
      "description": "Binary analysis platform",
      "when_to_use": [
        "Symbolic execution",
        "Vulnerability discovery",
        "Binary analysis",
        "Exploit generation"
      ],
      "capabilities": [
        "Control flow analysis",
        "Data flow analysis",
        "Symbolic execution",
        "Constraint solving",
        "Exploit generation"


Instruction: Answer question

Input: Describe exploit development

Output:
{
  "description": "Tools for exploit development and debugging",
  "tools": {
    "pwntools": {
      "name": "Pwntools",
      "description": "CTF framework and exploit development library",
      "language": "Python",
      "when_to_use": [
        "Exploit development",
        "CTF challenges",
        "Binary exploitation",
        "Shellcode generation"
      ],
      "features": [
        "Process interaction",
        "ROP chain generation",
        "Format string exploitation",
        "Shellcode generation",
        "ELF manipulation"
      ],
      "usage": {
        "process": "p = process('./binary')",
        "remote": "r = remote('host', port)",
        "rop": "rop = ROP(elf)",
        "shellcode": "shellcraft.sh()"
      }
    },
    "ropper": {
      "name": "Ropper",
      "description": "ROP gadget finder",
      "when_to_use": [
        "ROP chain construction",
        "Gadget searching",
        "Binary analysis",
        "Exploit development"
      ],
      "usage": {
        "search": "ropper --file binary --search 'pop rdi'",
        "chain": "ropper --file binary --chain execve",
        "all_gadgets": "ropper --file binary"
      }
    },
    "peda": {
      "name": "PEDA",
      "description": "Python Exploit Development Assistance for GDB",
      "when_to_use": [
        "Binary debugging",
        "Exploit development",
        "Crash analysis",
        "Pattern generation"
      ],
      "commands": [
        "pattern create",
        "pattern offset",
        "checksec",
        "searchmem",
        "ropgadget"
      ]
    },
    "angr": {
      "name": "angr",
      "description": "Binary analysis platform",
      "when_to_use": [
        "Symbolic execution",
        "Vulnerability discovery",
        "Binary analysis",
        "Exploit generation"
      ],
      "capabilities": [
        "Control flow analysis",
        "Data flow analysis",
        "Symbolic execution",
        "Constraint solving",
        "Exploit generation"


Instruction: Answer question

Input: What is malware analysis?

Output:
{
  "description": "Malware analysis and reverse engineering tools",
  "tools": {
    "cuckoo_sandbox": {
      "name": "Cuckoo Sandbox",
      "description": "Automated malware analysis system",
      "when_to_use": [
        "Dynamic malware analysis",
        "Behavioral analysis",
        "Network traffic analysis",
        "API call monitoring"
      ],
      "features": [
        "VM-based sandboxing",
        "API hooking",
        "Network analysis",
        "Memory analysis",
        "Screenshot capture"
      ]
    },
    "remnux": {
      "name": "REMnux",
      "description": "Linux distribution for malware analysis",
      "when_to_use": [
        "Malware reverse engineering",
        "Static analysis",
        "Dynamic analysis",
        "Memory forensics"
      ],
      "included_tools": [
        "IDA Free",
        "Ghidra",
        "radare2",
        "Volatility",
        "YARA"
      ]
    },
    "yara": {
      "name": "YARA",
      "description": "Pattern matching engine for malware",
      "when_to_use": [
        "Malware identification",
        "IOC detection",
        "Threat hunting",
        "Classification"
      ],
      "rule_example": {
        "structure": "rule malware_name { strings: $a = \"string\" condition: $a }",
        "scan": "yara rules.yar target_file"
      }
    },
    "pestudio": {
      "name": "PEStudio",
      "description": "PE file static analysis",
      "platform": "Windows",
      "when_to_use": [
        "PE file analysis",
        "Initial triage",
        "Static analysis",
        "Indicator extraction"
      ],
      "features": [
        "Import/Export analysis",
        "String extraction",
        "Entropy analysis",
        "Digital signature check",
        "VirusTotal integration"
      ]
    },
    "cape_sandbox": {
      "name": "CAPE Sandbox",
      "description": "Malware configuration and payload extraction",
      "based_on": "Cuckoo Sandbox",
      "when_to_use": [
        "Config extraction",


Instruction: Answer question

Input: Explain malware analysis

Output:
{
  "description": "Malware analysis and reverse engineering tools",
  "tools": {
    "cuckoo_sandbox": {
      "name": "Cuckoo Sandbox",
      "description": "Automated malware analysis system",
      "when_to_use": [
        "Dynamic malware analysis",
        "Behavioral analysis",
        "Network traffic analysis",
        "API call monitoring"
      ],
      "features": [
        "VM-based sandboxing",
        "API hooking",
        "Network analysis",
        "Memory analysis",
        "Screenshot capture"
      ]
    },
    "remnux": {
      "name": "REMnux",
      "description": "Linux distribution for malware analysis",
      "when_to_use": [
        "Malware reverse engineering",
        "Static analysis",
        "Dynamic analysis",
        "Memory forensics"
      ],
      "included_tools": [
        "IDA Free",
        "Ghidra",
        "radare2",
        "Volatility",
        "YARA"
      ]
    },
    "yara": {
      "name": "YARA",
      "description": "Pattern matching engine for malware",
      "when_to_use": [
        "Malware identification",
        "IOC detection",
        "Threat hunting",
        "Classification"
      ],
      "rule_example": {
        "structure": "rule malware_name { strings: $a = \"string\" condition: $a }",
        "scan": "yara rules.yar target_file"
      }
    },
    "pestudio": {
      "name": "PEStudio",
      "description": "PE file static analysis",
      "platform": "Windows",
      "when_to_use": [
        "PE file analysis",
        "Initial triage",
        "Static analysis",
        "Indicator extraction"
      ],
      "features": [
        "Import/Export analysis",
        "String extraction",
        "Entropy analysis",
        "Digital signature check",
        "VirusTotal integration"
      ]
    },
    "cape_sandbox": {
      "name": "CAPE Sandbox",
      "description": "Malware configuration and payload extraction",
      "based_on": "Cuckoo Sandbox",
      "when_to_use": [
        "Config extraction",


Instruction: Answer question

Input: Tell me about malware analysis

Output:
{
  "description": "Malware analysis and reverse engineering tools",
  "tools": {
    "cuckoo_sandbox": {
      "name": "Cuckoo Sandbox",
      "description": "Automated malware analysis system",
      "when_to_use": [
        "Dynamic malware analysis",
        "Behavioral analysis",
        "Network traffic analysis",
        "API call monitoring"
      ],
      "features": [
        "VM-based sandboxing",
        "API hooking",
        "Network analysis",
        "Memory analysis",
        "Screenshot capture"
      ]
    },
    "remnux": {
      "name": "REMnux",
      "description": "Linux distribution for malware analysis",
      "when_to_use": [
        "Malware reverse engineering",
        "Static analysis",
        "Dynamic analysis",
        "Memory forensics"
      ],
      "included_tools": [
        "IDA Free",
        "Ghidra",
        "radare2",
        "Volatility",
        "YARA"
      ]
    },
    "yara": {
      "name": "YARA",
      "description": "Pattern matching engine for malware",
      "when_to_use": [
        "Malware identification",
        "IOC detection",
        "Threat hunting",
        "Classification"
      ],
      "rule_example": {
        "structure": "rule malware_name { strings: $a = \"string\" condition: $a }",
        "scan": "yara rules.yar target_file"
      }
    },
    "pestudio": {
      "name": "PEStudio",
      "description": "PE file static analysis",
      "platform": "Windows",
      "when_to_use": [
        "PE file analysis",
        "Initial triage",
        "Static analysis",
        "Indicator extraction"
      ],
      "features": [
        "Import/Export analysis",
        "String extraction",
        "Entropy analysis",
        "Digital signature check",
        "VirusTotal integration"
      ]
    },
    "cape_sandbox": {
      "name": "CAPE Sandbox",
      "description": "Malware configuration and payload extraction",
      "based_on": "Cuckoo Sandbox",
      "when_to_use": [
        "Config extraction",


Instruction: Answer question

Input: How does malware analysis work?

Output:
{
  "description": "Malware analysis and reverse engineering tools",
  "tools": {
    "cuckoo_sandbox": {
      "name": "Cuckoo Sandbox",
      "description": "Automated malware analysis system",
      "when_to_use": [
        "Dynamic malware analysis",
        "Behavioral analysis",
        "Network traffic analysis",
        "API call monitoring"
      ],
      "features": [
        "VM-based sandboxing",
        "API hooking",
        "Network analysis",
        "Memory analysis",
        "Screenshot capture"
      ]
    },
    "remnux": {
      "name": "REMnux",
      "description": "Linux distribution for malware analysis",
      "when_to_use": [
        "Malware reverse engineering",
        "Static analysis",
        "Dynamic analysis",
        "Memory forensics"
      ],
      "included_tools": [
        "IDA Free",
        "Ghidra",
        "radare2",
        "Volatility",
        "YARA"
      ]
    },
    "yara": {
      "name": "YARA",
      "description": "Pattern matching engine for malware",
      "when_to_use": [
        "Malware identification",
        "IOC detection",
        "Threat hunting",
        "Classification"
      ],
      "rule_example": {
        "structure": "rule malware_name { strings: $a = \"string\" condition: $a }",
        "scan": "yara rules.yar target_file"
      }
    },
    "pestudio": {
      "name": "PEStudio",
      "description": "PE file static analysis",
      "platform": "Windows",
      "when_to_use": [
        "PE file analysis",
        "Initial triage",
        "Static analysis",
        "Indicator extraction"
      ],
      "features": [
        "Import/Export analysis",
        "String extraction",
        "Entropy analysis",
        "Digital signature check",
        "VirusTotal integration"
      ]
    },
    "cape_sandbox": {
      "name": "CAPE Sandbox",
      "description": "Malware configuration and payload extraction",
      "based_on": "Cuckoo Sandbox",
      "when_to_use": [
        "Config extraction",


Instruction: Answer question

Input: Describe malware analysis

Output:
{
  "description": "Malware analysis and reverse engineering tools",
  "tools": {
    "cuckoo_sandbox": {
      "name": "Cuckoo Sandbox",
      "description": "Automated malware analysis system",
      "when_to_use": [
        "Dynamic malware analysis",
        "Behavioral analysis",
        "Network traffic analysis",
        "API call monitoring"
      ],
      "features": [
        "VM-based sandboxing",
        "API hooking",
        "Network analysis",
        "Memory analysis",
        "Screenshot capture"
      ]
    },
    "remnux": {
      "name": "REMnux",
      "description": "Linux distribution for malware analysis",
      "when_to_use": [
        "Malware reverse engineering",
        "Static analysis",
        "Dynamic analysis",
        "Memory forensics"
      ],
      "included_tools": [
        "IDA Free",
        "Ghidra",
        "radare2",
        "Volatility",
        "YARA"
      ]
    },
    "yara": {
      "name": "YARA",
      "description": "Pattern matching engine for malware",
      "when_to_use": [
        "Malware identification",
        "IOC detection",
        "Threat hunting",
        "Classification"
      ],
      "rule_example": {
        "structure": "rule malware_name { strings: $a = \"string\" condition: $a }",
        "scan": "yara rules.yar target_file"
      }
    },
    "pestudio": {
      "name": "PEStudio",
      "description": "PE file static analysis",
      "platform": "Windows",
      "when_to_use": [
        "PE file analysis",
        "Initial triage",
        "Static analysis",
        "Indicator extraction"
      ],
      "features": [
        "Import/Export analysis",
        "String extraction",
        "Entropy analysis",
        "Digital signature check",
        "VirusTotal integration"
      ]
    },
    "cape_sandbox": {
      "name": "CAPE Sandbox",
      "description": "Malware configuration and payload extraction",
      "based_on": "Cuckoo Sandbox",
      "when_to_use": [
        "Config extraction",


Instruction: Answer question

Input: What is hardware hacking?

Output:
{
  "description": "Hardware security testing tools",
  "tools": {
    "bus_pirate": {
      "name": "Bus Pirate",
      "description": "Universal bus interface",
      "protocols": [
        "I2C",
        "SPI",
        "UART",
        "1-Wire",
        "JTAG"
      ],
      "when_to_use": [
        "Protocol analysis",
        "Chip communication",
        "Firmware extraction",
        "Hardware debugging"
      ],
      "common_uses": [
        "EEPROM dumping",
        "Flash chip reading",
        "UART console access",
        "JTAG debugging"
      ]
    },
    "hydrabus": {
      "name": "HydraBus",
      "description": "Multi-protocol hardware hacking tool",
      "protocols": [
        "UART",
        "I2C",
        "SPI",
        "CAN",
        "LIN",
        "1-Wire",
        "SWD"
      ],
      "when_to_use": [
        "Hardware pentesting",
        "Protocol fuzzing",
        "Chip-off analysis",
        "Embedded debugging"
      ]
    },
    "chipwhisperer": {
      "name": "ChipWhisperer",
      "description": "Side-channel analysis platform",
      "when_to_use": [
        "Power analysis attacks",
        "Glitch attacks",
        "Side-channel analysis",
        "Cryptographic attacks"
      ],
      "attack_types": [
        "Simple Power Analysis (SPA)",
        "Differential Power Analysis (DPA)",
        "Correlation Power Analysis (CPA)",
        "Voltage glitching",
        "Clock glitching"
      ]
    },
    "jtagulator": {
      "name": "JTAGulator",
      "description": "JTAG identification tool",
      "when_to_use": [
        "JTAG pin identification",
        "UART discovery",
        "Debug interface finding",
        "Boundary scan"
      ],
      "features": [
        "Automatic pin detection",
        "Voltage level detection",
        "IDCODE extraction",
        "Bypass mode"
      ]
    },
    "hackrf": {
      "name": "HackRF One",
      "description": "Software Defined Radio platform",
      "frequency_range": "1 MHz - 6


Instruction: Answer question

Input: Explain hardware hacking

Output:
{
  "description": "Hardware security testing tools",
  "tools": {
    "bus_pirate": {
      "name": "Bus Pirate",
      "description": "Universal bus interface",
      "protocols": [
        "I2C",
        "SPI",
        "UART",
        "1-Wire",
        "JTAG"
      ],
      "when_to_use": [
        "Protocol analysis",
        "Chip communication",
        "Firmware extraction",
        "Hardware debugging"
      ],
      "common_uses": [
        "EEPROM dumping",
        "Flash chip reading",
        "UART console access",
        "JTAG debugging"
      ]
    },
    "hydrabus": {
      "name": "HydraBus",
      "description": "Multi-protocol hardware hacking tool",
      "protocols": [
        "UART",
        "I2C",
        "SPI",
        "CAN",
        "LIN",
        "1-Wire",
        "SWD"
      ],
      "when_to_use": [
        "Hardware pentesting",
        "Protocol fuzzing",
        "Chip-off analysis",
        "Embedded debugging"
      ]
    },
    "chipwhisperer": {
      "name": "ChipWhisperer",
      "description": "Side-channel analysis platform",
      "when_to_use": [
        "Power analysis attacks",
        "Glitch attacks",
        "Side-channel analysis",
        "Cryptographic attacks"
      ],
      "attack_types": [
        "Simple Power Analysis (SPA)",
        "Differential Power Analysis (DPA)",
        "Correlation Power Analysis (CPA)",
        "Voltage glitching",
        "Clock glitching"
      ]
    },
    "jtagulator": {
      "name": "JTAGulator",
      "description": "JTAG identification tool",
      "when_to_use": [
        "JTAG pin identification",
        "UART discovery",
        "Debug interface finding",
        "Boundary scan"
      ],
      "features": [
        "Automatic pin detection",
        "Voltage level detection",
        "IDCODE extraction",
        "Bypass mode"
      ]
    },
    "hackrf": {
      "name": "HackRF One",
      "description": "Software Defined Radio platform",
      "frequency_range": "1 MHz - 6


Instruction: Answer question

Input: Tell me about hardware hacking

Output:
{
  "description": "Hardware security testing tools",
  "tools": {
    "bus_pirate": {
      "name": "Bus Pirate",
      "description": "Universal bus interface",
      "protocols": [
        "I2C",
        "SPI",
        "UART",
        "1-Wire",
        "JTAG"
      ],
      "when_to_use": [
        "Protocol analysis",
        "Chip communication",
        "Firmware extraction",
        "Hardware debugging"
      ],
      "common_uses": [
        "EEPROM dumping",
        "Flash chip reading",
        "UART console access",
        "JTAG debugging"
      ]
    },
    "hydrabus": {
      "name": "HydraBus",
      "description": "Multi-protocol hardware hacking tool",
      "protocols": [
        "UART",
        "I2C",
        "SPI",
        "CAN",
        "LIN",
        "1-Wire",
        "SWD"
      ],
      "when_to_use": [
        "Hardware pentesting",
        "Protocol fuzzing",
        "Chip-off analysis",
        "Embedded debugging"
      ]
    },
    "chipwhisperer": {
      "name": "ChipWhisperer",
      "description": "Side-channel analysis platform",
      "when_to_use": [
        "Power analysis attacks",
        "Glitch attacks",
        "Side-channel analysis",
        "Cryptographic attacks"
      ],
      "attack_types": [
        "Simple Power Analysis (SPA)",
        "Differential Power Analysis (DPA)",
        "Correlation Power Analysis (CPA)",
        "Voltage glitching",
        "Clock glitching"
      ]
    },
    "jtagulator": {
      "name": "JTAGulator",
      "description": "JTAG identification tool",
      "when_to_use": [
        "JTAG pin identification",
        "UART discovery",
        "Debug interface finding",
        "Boundary scan"
      ],
      "features": [
        "Automatic pin detection",
        "Voltage level detection",
        "IDCODE extraction",
        "Bypass mode"
      ]
    },
    "hackrf": {
      "name": "HackRF One",
      "description": "Software Defined Radio platform",
      "frequency_range": "1 MHz - 6


Instruction: Answer question

Input: How does hardware hacking work?

Output:
{
  "description": "Hardware security testing tools",
  "tools": {
    "bus_pirate": {
      "name": "Bus Pirate",
      "description": "Universal bus interface",
      "protocols": [
        "I2C",
        "SPI",
        "UART",
        "1-Wire",
        "JTAG"
      ],
      "when_to_use": [
        "Protocol analysis",
        "Chip communication",
        "Firmware extraction",
        "Hardware debugging"
      ],
      "common_uses": [
        "EEPROM dumping",
        "Flash chip reading",
        "UART console access",
        "JTAG debugging"
      ]
    },
    "hydrabus": {
      "name": "HydraBus",
      "description": "Multi-protocol hardware hacking tool",
      "protocols": [
        "UART",
        "I2C",
        "SPI",
        "CAN",
        "LIN",
        "1-Wire",
        "SWD"
      ],
      "when_to_use": [
        "Hardware pentesting",
        "Protocol fuzzing",
        "Chip-off analysis",
        "Embedded debugging"
      ]
    },
    "chipwhisperer": {
      "name": "ChipWhisperer",
      "description": "Side-channel analysis platform",
      "when_to_use": [
        "Power analysis attacks",
        "Glitch attacks",
        "Side-channel analysis",
        "Cryptographic attacks"
      ],
      "attack_types": [
        "Simple Power Analysis (SPA)",
        "Differential Power Analysis (DPA)",
        "Correlation Power Analysis (CPA)",
        "Voltage glitching",
        "Clock glitching"
      ]
    },
    "jtagulator": {
      "name": "JTAGulator",
      "description": "JTAG identification tool",
      "when_to_use": [
        "JTAG pin identification",
        "UART discovery",
        "Debug interface finding",
        "Boundary scan"
      ],
      "features": [
        "Automatic pin detection",
        "Voltage level detection",
        "IDCODE extraction",
        "Bypass mode"
      ]
    },
    "hackrf": {
      "name": "HackRF One",
      "description": "Software Defined Radio platform",
      "frequency_range": "1 MHz - 6


Instruction: Answer question

Input: Describe hardware hacking

Output:
{
  "description": "Hardware security testing tools",
  "tools": {
    "bus_pirate": {
      "name": "Bus Pirate",
      "description": "Universal bus interface",
      "protocols": [
        "I2C",
        "SPI",
        "UART",
        "1-Wire",
        "JTAG"
      ],
      "when_to_use": [
        "Protocol analysis",
        "Chip communication",
        "Firmware extraction",
        "Hardware debugging"
      ],
      "common_uses": [
        "EEPROM dumping",
        "Flash chip reading",
        "UART console access",
        "JTAG debugging"
      ]
    },
    "hydrabus": {
      "name": "HydraBus",
      "description": "Multi-protocol hardware hacking tool",
      "protocols": [
        "UART",
        "I2C",
        "SPI",
        "CAN",
        "LIN",
        "1-Wire",
        "SWD"
      ],
      "when_to_use": [
        "Hardware pentesting",
        "Protocol fuzzing",
        "Chip-off analysis",
        "Embedded debugging"
      ]
    },
    "chipwhisperer": {
      "name": "ChipWhisperer",
      "description": "Side-channel analysis platform",
      "when_to_use": [
        "Power analysis attacks",
        "Glitch attacks",
        "Side-channel analysis",
        "Cryptographic attacks"
      ],
      "attack_types": [
        "Simple Power Analysis (SPA)",
        "Differential Power Analysis (DPA)",
        "Correlation Power Analysis (CPA)",
        "Voltage glitching",
        "Clock glitching"
      ]
    },
    "jtagulator": {
      "name": "JTAGulator",
      "description": "JTAG identification tool",
      "when_to_use": [
        "JTAG pin identification",
        "UART discovery",
        "Debug interface finding",
        "Boundary scan"
      ],
      "features": [
        "Automatic pin detection",
        "Voltage level detection",
        "IDCODE extraction",
        "Bypass mode"
      ]
    },
    "hackrf": {
      "name": "HackRF One",
      "description": "Software Defined Radio platform",
      "frequency_range": "1 MHz - 6


Instruction: Answer question

Input: What is web3 blockchain?

Output:
{
  "description": "Blockchain and smart contract security tools",
  "tools": {
    "mythril": {
      "name": "Mythril",
      "description": "Security analysis tool for EVM bytecode",
      "when_to_use": [
        "Smart contract auditing",
        "Vulnerability detection",
        "Security analysis",
        "Bytecode analysis"
      ],
      "detects": [
        "Integer overflow/underflow",
        "Reentrancy",
        "Unprotected functions",
        "Timestamp dependence",
        "Gas limit issues"
      ],
      "usage": {
        "analyze": "myth analyze contract.sol",
        "bytecode": "myth analyze -c bytecode",
        "address": "myth analyze -a 0xaddress"
      }
    },
    "slither": {
      "name": "Slither",
      "description": "Static analysis framework for Solidity",
      "when_to_use": [
        "Code review",
        "Vulnerability detection",
        "Code optimization",
        "CI/CD integration"
      ],
      "detectors": [
        "High impact bugs",
        "Medium impact bugs",
        "Low impact issues",
        "Code optimization",
        "Informational findings"
      ],
      "usage": "slither contract.sol"
    },
    "echidna": {
      "name": "Echidna",
      "description": "Smart contract fuzzer",
      "when_to_use": [
        "Property testing",
        "Invariant testing",
        "Edge case discovery",
        "Security testing"
      ],
      "features": [
        "Property-based testing",
        "Assertion testing",
        "Custom predicates",
        "Coverage guidance"
      ]
    },
    "manticore": {
      "name": "Manticore",
      "description": "Symbolic execution tool",
      "platforms": [
        "EVM",
        "x86",
        "x86_64",
        "ARMv7"
      ],
      "when_to_use": [
        "Deep path exploration",
        "Input generation",
        "Vulnerability discovery",
        "Exploit generation"
      ]
    },
    "securify": {
      "name": "Securify",
      "description": "Security scanner


Instruction: Answer question

Input: Explain web3 blockchain

Output:
{
  "description": "Blockchain and smart contract security tools",
  "tools": {
    "mythril": {
      "name": "Mythril",
      "description": "Security analysis tool for EVM bytecode",
      "when_to_use": [
        "Smart contract auditing",
        "Vulnerability detection",
        "Security analysis",
        "Bytecode analysis"
      ],
      "detects": [
        "Integer overflow/underflow",
        "Reentrancy",
        "Unprotected functions",
        "Timestamp dependence",
        "Gas limit issues"
      ],
      "usage": {
        "analyze": "myth analyze contract.sol",
        "bytecode": "myth analyze -c bytecode",
        "address": "myth analyze -a 0xaddress"
      }
    },
    "slither": {
      "name": "Slither",
      "description": "Static analysis framework for Solidity",
      "when_to_use": [
        "Code review",
        "Vulnerability detection",
        "Code optimization",
        "CI/CD integration"
      ],
      "detectors": [
        "High impact bugs",
        "Medium impact bugs",
        "Low impact issues",
        "Code optimization",
        "Informational findings"
      ],
      "usage": "slither contract.sol"
    },
    "echidna": {
      "name": "Echidna",
      "description": "Smart contract fuzzer",
      "when_to_use": [
        "Property testing",
        "Invariant testing",
        "Edge case discovery",
        "Security testing"
      ],
      "features": [
        "Property-based testing",
        "Assertion testing",
        "Custom predicates",
        "Coverage guidance"
      ]
    },
    "manticore": {
      "name": "Manticore",
      "description": "Symbolic execution tool",
      "platforms": [
        "EVM",
        "x86",
        "x86_64",
        "ARMv7"
      ],
      "when_to_use": [
        "Deep path exploration",
        "Input generation",
        "Vulnerability discovery",
        "Exploit generation"
      ]
    },
    "securify": {
      "name": "Securify",
      "description": "Security scanner


Instruction: Answer question

Input: Tell me about web3 blockchain

Output:
{
  "description": "Blockchain and smart contract security tools",
  "tools": {
    "mythril": {
      "name": "Mythril",
      "description": "Security analysis tool for EVM bytecode",
      "when_to_use": [
        "Smart contract auditing",
        "Vulnerability detection",
        "Security analysis",
        "Bytecode analysis"
      ],
      "detects": [
        "Integer overflow/underflow",
        "Reentrancy",
        "Unprotected functions",
        "Timestamp dependence",
        "Gas limit issues"
      ],
      "usage": {
        "analyze": "myth analyze contract.sol",
        "bytecode": "myth analyze -c bytecode",
        "address": "myth analyze -a 0xaddress"
      }
    },
    "slither": {
      "name": "Slither",
      "description": "Static analysis framework for Solidity",
      "when_to_use": [
        "Code review",
        "Vulnerability detection",
        "Code optimization",
        "CI/CD integration"
      ],
      "detectors": [
        "High impact bugs",
        "Medium impact bugs",
        "Low impact issues",
        "Code optimization",
        "Informational findings"
      ],
      "usage": "slither contract.sol"
    },
    "echidna": {
      "name": "Echidna",
      "description": "Smart contract fuzzer",
      "when_to_use": [
        "Property testing",
        "Invariant testing",
        "Edge case discovery",
        "Security testing"
      ],
      "features": [
        "Property-based testing",
        "Assertion testing",
        "Custom predicates",
        "Coverage guidance"
      ]
    },
    "manticore": {
      "name": "Manticore",
      "description": "Symbolic execution tool",
      "platforms": [
        "EVM",
        "x86",
        "x86_64",
        "ARMv7"
      ],
      "when_to_use": [
        "Deep path exploration",
        "Input generation",
        "Vulnerability discovery",
        "Exploit generation"
      ]
    },
    "securify": {
      "name": "Securify",
      "description": "Security scanner


Instruction: Answer question

Input: How does web3 blockchain work?

Output:
{
  "description": "Blockchain and smart contract security tools",
  "tools": {
    "mythril": {
      "name": "Mythril",
      "description": "Security analysis tool for EVM bytecode",
      "when_to_use": [
        "Smart contract auditing",
        "Vulnerability detection",
        "Security analysis",
        "Bytecode analysis"
      ],
      "detects": [
        "Integer overflow/underflow",
        "Reentrancy",
        "Unprotected functions",
        "Timestamp dependence",
        "Gas limit issues"
      ],
      "usage": {
        "analyze": "myth analyze contract.sol",
        "bytecode": "myth analyze -c bytecode",
        "address": "myth analyze -a 0xaddress"
      }
    },
    "slither": {
      "name": "Slither",
      "description": "Static analysis framework for Solidity",
      "when_to_use": [
        "Code review",
        "Vulnerability detection",
        "Code optimization",
        "CI/CD integration"
      ],
      "detectors": [
        "High impact bugs",
        "Medium impact bugs",
        "Low impact issues",
        "Code optimization",
        "Informational findings"
      ],
      "usage": "slither contract.sol"
    },
    "echidna": {
      "name": "Echidna",
      "description": "Smart contract fuzzer",
      "when_to_use": [
        "Property testing",
        "Invariant testing",
        "Edge case discovery",
        "Security testing"
      ],
      "features": [
        "Property-based testing",
        "Assertion testing",
        "Custom predicates",
        "Coverage guidance"
      ]
    },
    "manticore": {
      "name": "Manticore",
      "description": "Symbolic execution tool",
      "platforms": [
        "EVM",
        "x86",
        "x86_64",
        "ARMv7"
      ],
      "when_to_use": [
        "Deep path exploration",
        "Input generation",
        "Vulnerability discovery",
        "Exploit generation"
      ]
    },
    "securify": {
      "name": "Securify",
      "description": "Security scanner


Instruction: Answer question

Input: Describe web3 blockchain

Output:
{
  "description": "Blockchain and smart contract security tools",
  "tools": {
    "mythril": {
      "name": "Mythril",
      "description": "Security analysis tool for EVM bytecode",
      "when_to_use": [
        "Smart contract auditing",
        "Vulnerability detection",
        "Security analysis",
        "Bytecode analysis"
      ],
      "detects": [
        "Integer overflow/underflow",
        "Reentrancy",
        "Unprotected functions",
        "Timestamp dependence",
        "Gas limit issues"
      ],
      "usage": {
        "analyze": "myth analyze contract.sol",
        "bytecode": "myth analyze -c bytecode",
        "address": "myth analyze -a 0xaddress"
      }
    },
    "slither": {
      "name": "Slither",
      "description": "Static analysis framework for Solidity",
      "when_to_use": [
        "Code review",
        "Vulnerability detection",
        "Code optimization",
        "CI/CD integration"
      ],
      "detectors": [
        "High impact bugs",
        "Medium impact bugs",
        "Low impact issues",
        "Code optimization",
        "Informational findings"
      ],
      "usage": "slither contract.sol"
    },
    "echidna": {
      "name": "Echidna",
      "description": "Smart contract fuzzer",
      "when_to_use": [
        "Property testing",
        "Invariant testing",
        "Edge case discovery",
        "Security testing"
      ],
      "features": [
        "Property-based testing",
        "Assertion testing",
        "Custom predicates",
        "Coverage guidance"
      ]
    },
    "manticore": {
      "name": "Manticore",
      "description": "Symbolic execution tool",
      "platforms": [
        "EVM",
        "x86",
        "x86_64",
        "ARMv7"
      ],
      "when_to_use": [
        "Deep path exploration",
        "Input generation",
        "Vulnerability discovery",
        "Exploit generation"
      ]
    },
    "securify": {
      "name": "Securify",
      "description": "Security scanner