{ "skill_name": "lark-drive", "skill_path": "/Users/brianlevine/claude-projects/skill-scanner-test/skills/site-open.feishu.cn/lark-drive", "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_b6da3841c7", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-add-comment.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-drive-add-comment.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-drive-add-comment.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_aa82059f4b", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-add-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-drive-add-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-drive-add-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_a28066f671", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-apply-permission.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-drive-apply-permission.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-drive-apply-permission.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_7df06ed539", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-batch-query-comments.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-drive-batch-query-comments.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-drive-batch-query-comments.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_ce302f7a6e", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-comment-content.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-drive-comment-content.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-drive-comment-content.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_322c4353d7", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-comment-location.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-drive-comment-location.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-drive-comment-location.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_465600f3b5", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-copy.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-drive-copy.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-drive-copy.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_b38c6596af", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-cover.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-drive-cover.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-drive-cover.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_05118ae84d", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-create-folder.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-drive-create-folder.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-drive-create-folder.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_1f8237d38e", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-create-shortcut.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-drive-create-shortcut.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-drive-create-shortcut.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_3ae26470fa", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-delete-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-drive-delete-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-drive-delete-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_c6af4197b1", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-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-drive-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-drive-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_899957cf1f", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-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-drive-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-drive-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_89321e3668", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-export-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-drive-export-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-drive-export-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_e3a7e46136", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-export.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-drive-export.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-drive-export.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_d5e3f85075", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-files-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-drive-files-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-drive-files-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_f190e09dc9", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-import.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-drive-import.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-drive-import.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_85ee4ea196", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-inspect.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-drive-inspect.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-drive-inspect.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_1f9a424451", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-list-comments.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-drive-list-comments.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-drive-list-comments.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_601ddffed8", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-list-replies.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-drive-list-replies.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-drive-list-replies.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_ed5ea5e632", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-member-add.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-drive-member-add.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-drive-member-add.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_c9bf700d54", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-member-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-drive-member-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-drive-member-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_250fd2f13e", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-member-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-drive-member-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-drive-member-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_6e37746d77", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-move.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-drive-move.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-drive-move.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_74dddc5473", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-permission-get-setting.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-drive-permission-get-setting.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-drive-permission-get-setting.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_88993ac8dc", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-permission-guide.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-drive-permission-guide.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-drive-permission-guide.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_e04ed3326b", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-preview.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-drive-preview.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-drive-preview.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_a8cc9e0b07", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-pull.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-drive-pull.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-drive-pull.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_4f311d2535", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-push.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-drive-push.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-drive-push.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_3536af4880", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-react-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-drive-react-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-drive-react-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_a4456652a4", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-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-drive-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-drive-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_663f227304", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-resolve-comment.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-drive-resolve-comment.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-drive-resolve-comment.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_24371d17da", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-restore-comment.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-drive-restore-comment.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-drive-restore-comment.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_270694a100", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-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-drive-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-drive-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_14ea46d82b", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-secure-label.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-drive-secure-label.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-drive-secure-label.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_7219e1a2a5", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-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-drive-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-drive-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_acc27d439a", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-task-result.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-drive-task-result.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-drive-task-result.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_deb6b8dcfb", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-update-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-drive-update-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-drive-update-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_d184fe1a00", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-update-title.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-drive-update-title.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-drive-update-title.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_f21283f032", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-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-drive-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-drive-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_0a3ea0e983", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-version-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-drive-version-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-drive-version-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_6994371f21", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-version-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-drive-version-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-drive-version-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_f74c90684f", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-version-history.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-drive-version-history.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-drive-version-history.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_024fda6589", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-version-revert.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-drive-version-revert.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-drive-version-revert.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_5dc9dc0481", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-workflow-knowledge-organize-analysis.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-drive-workflow-knowledge-organize-analysis.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-drive-workflow-knowledge-organize-analysis.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_7109377926", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-drive-workflow-knowledge-organize-discovery.md' reads mostly as HTML document (html). 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