{
  "skill_name": "lark-okr",
  "skill_path": "/Users/brianlevine/claude-projects/skill-scanner-test/skills/site-open.feishu.cn/lark-okr",
  "is_safe": true,
  "max_severity": "LOW",
  "findings_count": 29,
  "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_600e5bb7f1",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-alignments.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-okr-alignments.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-okr-alignments.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_167a76fb5a",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-batch-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-okr-batch-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-okr-batch-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_53f11194ad",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-comment-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-okr-comment-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-okr-comment-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_34fa12144b",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-comment-delete.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-okr-comment-delete.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-okr-comment-delete.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_55a0f4a69f",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-comment-detail.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-okr-comment-detail.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-okr-comment-detail.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_9dfd0542e3",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-comment-get.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-okr-comment-get.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-okr-comment-get.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_0a7256c1f3",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-comment-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-okr-comment-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-okr-comment-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_22a42f0e3f",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-comment-patch.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-okr-comment-patch.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-okr-comment-patch.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_0c8b581896",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-comment-solve-reopen.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-okr-comment-solve-reopen.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-okr-comment-solve-reopen.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_b9dccd398c",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-contentblock.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-okr-contentblock.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-okr-contentblock.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_8ee6a299ea",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-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-okr-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-okr-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_80eff0a2f9",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-cycle-detail.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-okr-cycle-detail.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-okr-cycle-detail.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_9b05eab1eb",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-cycle-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-okr-cycle-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-okr-cycle-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_761f04a4eb",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-entities.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-okr-entities.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-okr-entities.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_3e7ee38423",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-image-upload.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-okr-image-upload.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-okr-image-upload.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_6b4f1baa6e",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-indicator-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-okr-indicator-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-okr-indicator-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_20a24793b5",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-indicators.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-okr-indicators.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-okr-indicators.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_3b04cbda7c",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-patch.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-okr-patch.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-okr-patch.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_1c9b763577",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-progress-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-okr-progress-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-okr-progress-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_f731d0c0dd",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-progress-delete.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-okr-progress-delete.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-okr-progress-delete.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_755f7aabed",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-progress-get.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-okr-progress-get.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-okr-progress-get.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_de2fb12b70",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-progress-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-okr-progress-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-okr-progress-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_2e66495965",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-progress-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-okr-progress-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-okr-progress-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_63e2571cb6",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-reorder.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-okr-reorder.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-okr-reorder.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_a4e3ace005",
      "rule_id": "FILE_MAGIC_MISMATCH",
      "category": "obfuscation",
      "severity": "LOW",
      "title": "File extension does not match actual content type",
      "description": "Markdown file 'lark-okr-weight.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-okr-weight.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-okr-weight.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",
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}