{
  "skill_name": "lark-im",
  "skill_path": "/Users/brianlevine/claude-projects/skill-scanner-test/skills/site-open.feishu.cn/lark-im",
  "is_safe": true,
  "max_severity": "LOW",
  "findings_count": 64,
  "findings": [
    {
      "id": "HIDDEN_DATA_FILE_9199294001",
      "rule_id": "HIDDEN_DATA_FILE",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "Hidden data file detected",
      "description": "Hidden file found: .wellknown-origin.json. Hidden files may contain concealed configuration or data that should be reviewed.",
      "file_path": ".wellknown-origin.json",
      "line_number": null,
      "snippet": null,
      "remediation": "Move file to a visible location or document its purpose.",
      "analyzer": "static",
      "metadata": {
        "semantic_facts": {
          "evidence_kind": "file_inventory",
          "context_kind": "package",
          "signals": [
            {
              "rule_id": "HIDDEN_DATA_FILE",
              "kind": "hidden_file",
              "file_path": ".wellknown-origin.json",
              "value_class": "other"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_6324effa0e",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'SKILL.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "SKILL.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "SKILL.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "TRIGGER_SHORT_61904263",
      "rule_id": "TRIGGER_DESCRIPTION_TOO_SHORT",
      "category": "social_engineering",
      "severity": "LOW",
      "title": "Skill description is too short",
      "description": "Description has only 3 words. Short descriptions may not provide enough context for the agent to determine when this skill should be used.",
      "file_path": "SKILL.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Expand the description to at least 10-20 words explaining the skill's purpose, capabilities, and appropriate use cases.",
      "analyzer": "trigger",
      "metadata": {
        "aitech": null,
        "aitech_name": null,
        "aisubtech": null,
        "aisubtech_name": null,
        "aitech_mappings": [],
        "aisubtech_mappings": [],
        "framework_mappings": [],
        "taxonomy_status": "not_applicable",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "SKILL_LOAD_FALLBACK_USED",
      "rule_id": "SKILL_LOAD_FALLBACK_USED",
      "category": "policy_violation",
      "severity": "INFO",
      "title": "Strict manifest load failed; inert fallback scan used",
      "description": "SkillLoadError rejected malformed or missing manifest metadata. The bounded package body was still scanned as inert content; manifest capabilities were not trusted.",
      "file_path": "SKILL.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Repair the YAML frontmatter and provide the required manifest fields.",
      "analyzer": "skill_loader",
      "metadata": {
        "fallback_used": true,
        "fallback_mode": "bounded_inert_raw_body",
        "strict_error_type": "SkillLoadError",
        "strict_error_code": "MISSING_REQUIRED_MANIFEST_FIELD",
        "manifest_complete": false,
        "capability_facts_trusted": false,
        "projection_complete": false,
        "projection_error_code": "MANIFEST_METADATA_INCOMPLETE",
        "aitech": null,
        "aitech_name": null,
        "aisubtech": null,
        "aisubtech_name": null,
        "aitech_mappings": [],
        "aisubtech_mappings": [],
        "framework_mappings": [],
        "taxonomy_status": "not_applicable",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_c83652eccb",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'card-2.0-schema.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/card-2.0-schema.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/card-2.0-schema.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_f9c6b1c712",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'button.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/button.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/button.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_3cea461c1c",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'chart.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/chart.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/chart.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_39ba743be3",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'checker.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/checker.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/checker.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_947d610782",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'collapsible_panel.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/collapsible_panel.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/collapsible_panel.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_a45c0fa411",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'column_set.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/column_set.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/column_set.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_f28f8a4151",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'date_picker.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/date_picker.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/date_picker.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_66fb674086",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'div.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/div.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/div.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_40fa7a49a2",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'form.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/form.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/form.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_ebebaf1545",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'header.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/header.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/header.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_8b6adf2a6a",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'hr.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/hr.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/hr.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_f6e804b283",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'img.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/img.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/img.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_d451cc9cff",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'img_combination.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/img_combination.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/img_combination.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_76bcb9fb9c",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'input.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/input.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/input.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_b535b1e893",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'interactive_container.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/interactive_container.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/interactive_container.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_0c4184c0ec",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'markdown.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/markdown.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/markdown.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_bd982b20bc",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'multi_select_person.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/multi_select_person.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/multi_select_person.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_f891a59700",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'multi_select_static.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/multi_select_static.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/multi_select_static.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_d48578e79a",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'overflow.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/overflow.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/overflow.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_fd96a0f3c3",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'person.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/person.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/person.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_7dc2bbf0af",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'person_list.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/person_list.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/person_list.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_32d6ab29a1",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'picker_datetime.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/picker_datetime.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/picker_datetime.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_fe2961b162",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'picker_time.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/picker_time.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/picker_time.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_505cc4a2ce",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'recycling_container.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/recycling_container.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/recycling_container.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_2c8d4cce6a",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'select_img.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/select_img.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/select_img.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_8e8ba6a57c",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'select_person.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/select_person.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/select_person.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_6dcd08f537",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'select_static.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/select_static.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/select_static.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_5604b8df7f",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'table.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/components/table.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/components/table.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_e0695748bf",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-card-create.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/lark-im-card-create.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/lark-im-card-create.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_513b259af0",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-card-style.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/lark-im-card-style.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/lark-im-card-style.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_c3ca5910df",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'colors.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/resource/colors.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/resource/colors.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_cfbd71ad16",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'icons.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/card/resource/icons.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/card/resource/icons.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_b1387c2882",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-card-action-reply.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-card-action-reply.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-card-action-reply.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_a8a2acf5ae",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-chat-create.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-chat-create.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-chat-create.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_1889504543",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-chat-identity.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-chat-identity.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-chat-identity.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_1dafe71998",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-chat-list.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-chat-list.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-chat-list.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_8b8ab4e492",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-chat-members-list.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-chat-members-list.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-chat-members-list.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_ef21a5d756",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-chat-messages-list.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-chat-messages-list.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-chat-messages-list.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_c6d63135fe",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-chat-search.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-chat-search.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-chat-search.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_d6e4311b42",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-chat-update.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-chat-update.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-chat-update.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_22a178d593",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-feed-group-list-item.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-feed-group-list-item.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-feed-group-list-item.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_91832fe051",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-feed-group-list.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-feed-group-list.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-feed-group-list.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_487a0580d8",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-feed-group-query-item.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-feed-group-query-item.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-feed-group-query-item.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_afaeb96043",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-feed-groups.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-feed-groups.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-feed-groups.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_c5213c4639",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-feed-shortcut-create.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-feed-shortcut-create.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-feed-shortcut-create.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_d6631cc15b",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-feed-shortcut-list.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-feed-shortcut-list.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-feed-shortcut-list.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_23b3ce7594",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-feed-shortcut-remove.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-feed-shortcut-remove.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-feed-shortcut-remove.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_5f2018fd93",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-flag-cancel.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-flag-cancel.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-flag-cancel.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_8e2a5b8f01",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-flag-create.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-flag-create.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-flag-create.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_a14aa1c1d9",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-flag-list.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-flag-list.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-flag-list.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_2da4b61b38",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-message-enrichment.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-message-enrichment.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-message-enrichment.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_1bdbff07fd",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-message-read-status.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-message-read-status.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-message-read-status.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_1c9196d10a",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-messages-edit.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-messages-edit.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-messages-edit.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_4db1ff3647",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-messages-mget.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-messages-mget.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-messages-mget.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_67f3e60499",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-messages-reply.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-messages-reply.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-messages-reply.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_bd067821ab",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-messages-resources-download.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-messages-resources-download.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-messages-resources-download.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_3b025d4a0e",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-messages-search.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-messages-search.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-messages-search.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_13b3fee922",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-messages-send.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-messages-send.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-messages-send.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_0496c5c3e4",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-reactions.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-reactions.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-reactions.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    },
    {
      "id": "FILE_MAGIC_MISMATCH_7b06f5c2bb",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-im-threads-messages-list.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.",
      "file_path": "references/lark-im-threads-messages-list.md",
      "line_number": null,
      "snippet": null,
      "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.",
      "analyzer": "static",
      "metadata": {
        "actual_type": "code/html",
        "actual_family": "code",
        "claimed_extension": ".md",
        "confidence_score": 0.9649904370307922,
        "semantic_facts": {
          "evidence_kind": "file_magic",
          "context_kind": "binary",
          "signals": [
            {
              "rule_id": "FILE_MAGIC_MISMATCH",
              "kind": "file_magic_mismatch",
              "file_path": "references/lark-im-threads-messages-list.md",
              "value_class": "binary"
            }
          ]
        },
        "aitech": "AITech-9.2",
        "aitech_name": "Detection Evasion",
        "aisubtech": "AISubtech-9.2.1",
        "aisubtech_name": "Obfuscation Vulnerabilities",
        "aitech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "aisubtech_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "framework_mappings": [
          "OWASP: LLM09:2026: Vector and Embedding Weaknesses",
          "OWASP: ASI04: Agentic Supply Chain Vulnerabilities",
          "MITRE ATLAS: AML.T0074: Masquerading",
          "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation",
          "NIST AML: N/A",
          "Cisco AI MDL Code: MDL-001",
          "Cisco AI MDL Code: MDL-003",
          "Cisco AI MDL Code: MDL-009",
          "Cisco AI MDL Code: MDL-011",
          "Cisco AI MDL Code: MDL-016",
          "Cisco AI MDL Code: MDL-017",
          "Cisco AI MDL Code: MDL-019"
        ],
        "taxonomy_status": "mapped",
        "taxonomy_source": "rule"
      }
    }
  ],
  "scan_duration_seconds": 0.45789599418640137,
  "duration_ms": 457,
  "analyzers_used": [
    "static_analyzer",
    "bytecode",
    "pipeline",
    "correlation",
    "behavioral_analyzer",
    "trigger_analyzer"
  ],
  "timestamp": "2026-10-22T04:36:14.749009+00:00",
  "scan_metadata": {
    "policy_name": "default",
    "policy_version": "1.0",
    "policy_preset_base": "balanced",
    "policy_fingerprint_sha256": "3f48e661bfbc54597f97bbf3dcf2c1cbae2f596ddc79c0b44784efea326b3d1d",
    "cel": {
      "mode": "shadow",
      "runtime": "cel-go",
      "runtime_version": "v0.32.0;helper=2.3.1",
      "fact_schema": "v1",
      "expression_set_hash": "f26459b8f4a46a974d7ab0aaae34127b5b6a40d693e266e12fca03a69a6d26aa",
      "evaluated": 0,
      "retained": 64,
      "would_suppress": 0,
      "suppressed": 0,
      "fallbacks": 0,
      "projection_incomplete": 0,
      "elapsed_ms": 0.0,
      "projection_ms": 0.0,
      "evaluation_ms": 0.0,
      "errors": [],
      "per_rule": {},
      "suppressed_candidates": []
    },
    "rule_contract": {
      "status": "passed",
      "schema_version": 2,
      "checked": 64,
      "invalid_findings": 0,
      "errors": []
    },
    "loader": {
      "fallback_used": true,
      "fallback_mode": "bounded_inert_raw_body",
      "strict_error_type": "SkillLoadError",
      "strict_error_code": "MISSING_REQUIRED_MANIFEST_FIELD",
      "manifest_complete": false,
      "capability_facts_trusted": false,
      "projection_complete": false,
      "projection_error_code": "MANIFEST_METADATA_INCOMPLETE"
    },
    "taxonomy": {
      "source": "builtin",
      "version": "2.0.0",
      "name": "Cisco AI Security and Safety Taxonomy",
      "revision": "655a343ac943a51b6f61f86e47156e7752c15dc6",
      "snapshot_sha256": "413e8ce9081e6d91b78aaa0d0b1c06cdc15d0406ad319e23e9f9f4f80735c441",
      "findings": {
        "mapped": 62,
        "not_applicable": 2,
        "unmapped": 0
      }
    }
  },
  "analyzers_failed": [
    {
      "analyzer": "skill_loader",
      "error": "SkillLoadError:MISSING_REQUIRED_MANIFEST_FIELD"
    }
  ],
  "scanner_version": "2.3.1",
  "source": "open.feishu.cn",
  "repo_url": "https://open.feishu.cn/.well-known/skills/index.json"
}