{ "skill_name": "lark-doc", "skill_path": "/Users/brianlevine/claude-projects/skill-scanner-test/skills/site-open.feishu.cn/lark-doc", "is_safe": true, "max_severity": "LOW", "findings_count": 47, "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_53194e6fcc", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'business-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/genres/business-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/genres/business-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_de4b45afbd", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'data-report.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/data-report.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/genres/data-report.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_21e98bfc3a", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'email.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/email.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/genres/email.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_d86c2b6699", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'execution-plan.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/execution-plan.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/genres/execution-plan.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_a5ef4c4dfc", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'formal-doc.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/formal-doc.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/genres/formal-doc.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_c49cb23f50", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'meeting-minutes.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/meeting-minutes.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/genres/meeting-minutes.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_361cbabd3f", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'memo-brief.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/memo-brief.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/genres/memo-brief.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_208a68417b", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'official-redhead.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/official-redhead.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/genres/official-redhead.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_9491e29812", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'prd.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/prd.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/genres/prd.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_738db4a689", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'proposal.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/proposal.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/genres/proposal.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_a8a5813798", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'research-report.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/research-report.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/genres/research-report.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_c6079f1f2f", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'retrospective.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/retrospective.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/genres/retrospective.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_3ab830c38b", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'route-consumer.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/route-consumer.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/genres/route-consumer.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_ff061d89be", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'route-creative.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/route-creative.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/genres/route-creative.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_6f5d96c859", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'route-knowledge.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/route-knowledge.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/genres/route-knowledge.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_0bfef2a185", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'route-marketing.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/route-marketing.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/genres/route-marketing.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_d029ad716c", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'route-media.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/route-media.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/genres/route-media.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_c0121aa818", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'route-opinion.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/route-opinion.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/genres/route-opinion.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_52e0d5617c", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'route-personal-brand.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/route-personal-brand.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/genres/route-personal-brand.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_efed57bfc1", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'route-platform.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/route-platform.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/genres/route-platform.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_4542e427f9", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'route-report.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/route-report.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/genres/route-report.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_43afb794c2", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'route-workplace.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/route-workplace.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/genres/route-workplace.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_7da60fd0b2", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'sop-tutorial.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/sop-tutorial.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/genres/sop-tutorial.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_d9ff44440a", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'technical-doc.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/technical-doc.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/genres/technical-doc.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_e9985ca419", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'wechat.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/wechat.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/genres/wechat.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_0917a4f098", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'weekly-report.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/weekly-report.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/genres/weekly-report.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_4d120db2fc", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'white-paper.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/white-paper.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/genres/white-paper.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_cbb5fde37b", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'xiaohongshu.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/genres/xiaohongshu.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/genres/xiaohongshu.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_4c82ed0617", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-create-workflow.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-doc-create-workflow.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-doc-create-workflow.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_0ce2a0afd5", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-create.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-doc-create.md", "line_number": null, "snippet": null, "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.", "analyzer": "static", "metadata": { "actual_type": "code/html", "actual_family": "code", "claimed_extension": ".md", "confidence_score": 0.9649904370307922, "semantic_facts": { "evidence_kind": "file_magic", "context_kind": "binary", "signals": [ { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "file_magic_mismatch", "file_path": "references/lark-doc-create.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } }, { "id": "FILE_MAGIC_MISMATCH_48988347d6", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-fetch.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-doc-fetch.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-doc-fetch.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_af52b90eb7", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-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-doc-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-doc-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_e2cdd15e5a", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-md.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-doc-md.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-doc-md.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_80132f7c10", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-media-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-doc-media-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-doc-media-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_3980f061f6", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-media-insert.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-doc-media-insert.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-doc-media-insert.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_ea946152fd", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-media-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-doc-media-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-doc-media-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_1131537afd", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-mindnote.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-doc-mindnote.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-doc-mindnote.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_a855d9eb20", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-resource-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-doc-resource-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-doc-resource-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_37e55020de", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-script.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-doc-script.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-doc-script.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_446898faf5", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-update.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-doc-update.md", "line_number": null, "snippet": null, "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.", "analyzer": "static", "metadata": { "actual_type": "code/html", "actual_family": "code", "claimed_extension": ".md", "confidence_score": 0.9649904370307922, "semantic_facts": { "evidence_kind": "file_magic", "context_kind": "binary", "signals": [ { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "file_magic_mismatch", "file_path": "references/lark-doc-update.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } }, { "id": "FILE_MAGIC_MISMATCH_c91591c37f", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-whiteboard.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-doc-whiteboard.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-doc-whiteboard.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_b05ec64d17", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-xml-extended-blocks.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-doc-xml-extended-blocks.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-doc-xml-extended-blocks.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_5e4c61086e", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-doc-xml.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-doc-xml.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-doc-xml.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } } ], "scan_duration_seconds": 0.33812880516052246, "duration_ms": 338, "analyzers_used": [ "static_analyzer", "bytecode", "pipeline", "correlation", "behavioral_analyzer", "trigger_analyzer" ], "timestamp": "2026-10-22T04:36:12.508424+00:00", "scan_metadata": { "policy_name": "default", "policy_version": "1.0", "policy_preset_base": "balanced", "policy_fingerprint_sha256": "3f48e661bfbc54597f97bbf3dcf2c1cbae2f596ddc79c0b44784efea326b3d1d", "cel": { "mode": "shadow", "runtime": "cel-go", "runtime_version": "v0.32.0;helper=2.3.1", "fact_schema": "v1", "expression_set_hash": "f26459b8f4a46a974d7ab0aaae34127b5b6a40d693e266e12fca03a69a6d26aa", "evaluated": 0, "retained": 47, "would_suppress": 0, "suppressed": 0, "fallbacks": 0, "projection_incomplete": 0, "elapsed_ms": 0.0, "projection_ms": 0.0, "evaluation_ms": 0.0, "errors": [], "per_rule": {}, "suppressed_candidates": [] }, "rule_contract": { "status": "passed", "schema_version": 2, "checked": 47, "invalid_findings": 0, "errors": [] }, "loader": { "fallback_used": true, "fallback_mode": "bounded_inert_raw_body", "strict_error_type": "SkillLoadError", "strict_error_code": "MISSING_REQUIRED_MANIFEST_FIELD", "manifest_complete": false, "capability_facts_trusted": false, "projection_complete": false, "projection_error_code": "MANIFEST_METADATA_INCOMPLETE" }, "taxonomy": { "source": "builtin", "version": "2.0.0", "name": "Cisco AI Security and Safety Taxonomy", "revision": "655a343ac943a51b6f61f86e47156e7752c15dc6", "snapshot_sha256": "413e8ce9081e6d91b78aaa0d0b1c06cdc15d0406ad319e23e9f9f4f80735c441", "findings": { "mapped": 45, "not_applicable": 2, "unmapped": 0 } } }, "analyzers_failed": [ { "analyzer": "skill_loader", "error": "SkillLoadError:MISSING_REQUIRED_MANIFEST_FIELD" } ], "scanner_version": "2.3.1", "source": "open.feishu.cn", "repo_url": "https://open.feishu.cn/.well-known/skills/index.json" }