{ "skill_name": "lark-apps", "skill_path": "/Users/brianlevine/claude-projects/skill-scanner-test/skills/site-open.feishu.cn/lark-apps", "is_safe": true, "max_severity": "MEDIUM", "findings_count": 51, "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_fc82523620", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "MEDIUM", "title": "File extension does not match actual content type", "description": "File 'vision-probe.png' extension (.png, expected image) does not match its actual content type (HTML document, code).", "file_path": "creative-design/agents/assets/vision-probe.png", "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": ".png", "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": "creative-design/agents/assets/vision-probe.png", "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_f0fb3cc595", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'fork-verifier-agent.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/agents/fork-verifier-agent.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": "creative-design/agents/fork-verifier-agent.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_0e562162c1", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'vision-probe-agent.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/agents/vision-probe-agent.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": "creative-design/agents/vision-probe-agent.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_d0bf5af889", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'creative-design.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/creative-design.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": "creative-design/creative-design.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_31e6649021", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'aily.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/references/aily.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": "creative-design/references/aily.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_e1b83d8475", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'animated-video.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/references/animated-video.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": "creative-design/references/animated-video.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_faba2223c2", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'charts.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/references/charts.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": "creative-design/references/charts.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_23589cfa35", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'claude.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/references/claude.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": "creative-design/references/claude.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_79d900f824", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'codex.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/references/codex.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": "creative-design/references/codex.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_affdfe5e8b", "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": "creative-design/references/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": "creative-design/references/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_c9ea8c33f4", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'frontend-design.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/references/frontend-design.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": "creative-design/references/frontend-design.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_ec10b8cb51", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'hi-fi-design.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/references/hi-fi-design.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": "creative-design/references/hi-fi-design.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_b4cc498809", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'interactive-prototype.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/references/interactive-prototype.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": "creative-design/references/interactive-prototype.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_f02ab5d236", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'make-a-deck.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/references/make-a-deck.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": "creative-design/references/make-a-deck.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_1ad8235c3b", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'visual-exposure.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/references/visual-exposure.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": "creative-design/references/visual-exposure.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_fb45d89f72", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'wireframe.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "creative-design/references/wireframe.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": "creative-design/references/wireframe.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_2cdadda6f6", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "MEDIUM", "title": "File extension does not match actual content type", "description": "File 'deck-stage.js' extension (.js) suggests one format but Magika detected a different text format: HTML document (html). This may indicate content obfuscation or a misnamed file.", "file_path": "creative-design/starter-components/deck-stage.js", "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": ".js", "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": "creative-design/starter-components/deck-stage.js", "value_class": "binary" }, { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "unreferenced_executable", "file_path": "creative-design/starter-components/deck-stage.js", "value_class": "javascript" } ] }, "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_97041efa80", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-access-scope-get.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-apps-access-scope-get.md", "line_number": null, "snippet": null, "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.", "analyzer": "static", "metadata": { "actual_type": "code/html", "actual_family": "code", "claimed_extension": ".md", "confidence_score": 0.9649904370307922, "semantic_facts": { "evidence_kind": "file_magic", "context_kind": "binary", "signals": [ { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "file_magic_mismatch", "file_path": "references/lark-apps-access-scope-get.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } }, { "id": "FILE_MAGIC_MISMATCH_8158c1d47d", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-access-scope-set.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-apps-access-scope-set.md", "line_number": null, "snippet": null, "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.", "analyzer": "static", "metadata": { "actual_type": "code/html", "actual_family": "code", "claimed_extension": ".md", "confidence_score": 0.9649904370307922, "semantic_facts": { "evidence_kind": "file_magic", "context_kind": "binary", "signals": [ { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "file_magic_mismatch", "file_path": "references/lark-apps-access-scope-set.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } }, { "id": "FILE_MAGIC_MISMATCH_6a1f60c16e", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-automation.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-apps-automation.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-apps-automation.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_6bb90895ac", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-cache.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-apps-cache.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-apps-cache.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_5f1287ce54", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-cloud-dev.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-apps-cloud-dev.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-apps-cloud-dev.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_adbf9279d4", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-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-apps-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-apps-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_f00fc0fa57", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-db-execute.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-apps-db-execute.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-apps-db-execute.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_5339d71f14", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-db.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-apps-db.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-apps-db.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_e62777ac45", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-env-pull.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-apps-env-pull.md", "line_number": null, "snippet": null, "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.", "analyzer": "static", "metadata": { "actual_type": "code/html", "actual_family": "code", "claimed_extension": ".md", "confidence_score": 0.9649904370307922, "semantic_facts": { "evidence_kind": "file_magic", "context_kind": "binary", "signals": [ { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "file_magic_mismatch", "file_path": "references/lark-apps-env-pull.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } }, { "id": "FILE_MAGIC_MISMATCH_2f7b9b4a54", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-env.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-apps-env.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-apps-env.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_c8f6a1949d", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-export.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-apps-export.md", "line_number": null, "snippet": null, "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.", "analyzer": "static", "metadata": { "actual_type": "code/html", "actual_family": "code", "claimed_extension": ".md", "confidence_score": 0.9649904370307922, "semantic_facts": { "evidence_kind": "file_magic", "context_kind": "binary", "signals": [ { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "file_magic_mismatch", "file_path": "references/lark-apps-export.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } }, { "id": "FILE_MAGIC_MISMATCH_457c52be4d", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-file.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-apps-file.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-apps-file.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_96a78bd613", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-get.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-apps-get.md", "line_number": null, "snippet": null, "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.", "analyzer": "static", "metadata": { "actual_type": "code/html", "actual_family": "code", "claimed_extension": ".md", "confidence_score": 0.9649904370307922, "semantic_facts": { "evidence_kind": "file_magic", "context_kind": "binary", "signals": [ { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "file_magic_mismatch", "file_path": "references/lark-apps-get.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } }, { "id": "FILE_MAGIC_MISMATCH_cd8631fe9a", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-git-credential.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-apps-git-credential.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-apps-git-credential.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_c5654e6b5d", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-html-publish.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-apps-html-publish.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-apps-html-publish.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_cf5845777e", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-init.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-apps-init.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-apps-init.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_69a5b2df90", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-list.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-apps-list.md", "line_number": null, "snippet": null, "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.", "analyzer": "static", "metadata": { "actual_type": "code/html", "actual_family": "code", "claimed_extension": ".md", "confidence_score": 0.9649904370307922, "semantic_facts": { "evidence_kind": "file_magic", "context_kind": "binary", "signals": [ { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "file_magic_mismatch", "file_path": "references/lark-apps-list.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } }, { "id": "FILE_MAGIC_MISMATCH_a8799fe03f", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-local-dev.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-apps-local-dev.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-apps-local-dev.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_150470d8c3", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-observability.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-apps-observability.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-apps-observability.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_318bb44125", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-openapi-key.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-apps-openapi-key.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-apps-openapi-key.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_3152c5f1ea", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-plugin-install.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-apps-plugin-install.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-apps-plugin-install.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_bc148a515a", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-plugin-list.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-apps-plugin-list.md", "line_number": null, "snippet": null, "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.", "analyzer": "static", "metadata": { "actual_type": "code/html", "actual_family": "code", "claimed_extension": ".md", "confidence_score": 0.9649904370307922, "semantic_facts": { "evidence_kind": "file_magic", "context_kind": "binary", "signals": [ { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "file_magic_mismatch", "file_path": "references/lark-apps-plugin-list.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } }, { "id": "FILE_MAGIC_MISMATCH_ca1c91b023", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-plugin-uninstall.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-apps-plugin-uninstall.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-apps-plugin-uninstall.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_676cc55530", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-release-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-apps-release-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-apps-release-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_545c6eb2a1", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-release-get.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-apps-release-get.md", "line_number": null, "snippet": null, "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.", "analyzer": "static", "metadata": { "actual_type": "code/html", "actual_family": "code", "claimed_extension": ".md", "confidence_score": 0.9649904370307922, "semantic_facts": { "evidence_kind": "file_magic", "context_kind": "binary", "signals": [ { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "file_magic_mismatch", "file_path": "references/lark-apps-release-get.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } }, { "id": "FILE_MAGIC_MISMATCH_b656bd3117", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-release-list.md' reads mostly as HTML document (html). Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-apps-release-list.md", "line_number": null, "snippet": null, "remediation": "Rename the file to match its actual content type, or remove it if it appears malicious.", "analyzer": "static", "metadata": { "actual_type": "code/html", "actual_family": "code", "claimed_extension": ".md", "confidence_score": 0.9649904370307922, "semantic_facts": { "evidence_kind": "file_magic", "context_kind": "binary", "signals": [ { "rule_id": "FILE_MAGIC_MISMATCH", "kind": "file_magic_mismatch", "file_path": "references/lark-apps-release-list.md", "value_class": "binary" } ] }, "aitech": "AITech-9.2", "aitech_name": "Detection Evasion", "aisubtech": "AISubtech-9.2.1", "aisubtech_name": "Obfuscation Vulnerabilities", "aitech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "MITRE ATLAS: AML.T0107: Exploitation for Defense Evasion", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "aisubtech_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "framework_mappings": [ "OWASP: LLM09:2026: Vector and Embedding Weaknesses", "OWASP: ASI04: Agentic Supply Chain Vulnerabilities", "MITRE ATLAS: AML.T0074: Masquerading", "MITRE ATLAS: AML.T0068: LLM Prompt Obfuscation", "NIST AML: N/A", "Cisco AI MDL Code: MDL-001", "Cisco AI MDL Code: MDL-003", "Cisco AI MDL Code: MDL-009", "Cisco AI MDL Code: MDL-011", "Cisco AI MDL Code: MDL-016", "Cisco AI MDL Code: MDL-017", "Cisco AI MDL Code: MDL-019" ], "taxonomy_status": "mapped", "taxonomy_source": "rule" } }, { "id": "FILE_MAGIC_MISMATCH_391b4f97be", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-role.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-apps-role.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-apps-role.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_a30bec8135", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-session-messages-list.md' reads mostly as HTML document (html). 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Markdown commonly embeds code, so this is reported for visibility rather than as obfuscation.", "file_path": "references/lark-apps-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-apps-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_607499bada", "rule_id": "FILE_MAGIC_MISMATCH", "category": "obfuscation", "severity": "LOW", "title": "File extension does not match actual content type", "description": "Markdown file 'lark-apps-user-id-convert.md' reads mostly as HTML document (html). 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