
Scans MCP server auth code for OAuth 2.1 anti-patterns: token passthrough, missing audience
Baselines an MCP server's tools and detects tool-definition changes after approval
Every GuardBee MCP security tool in one server: OWASP MCP Top 10, secrets, supply chain, TLS/DNS
Triggers GuardBee scans, queries findings, AI-assisted remediation guidance
Scans ML model files (PyTorch, safetensors, Keras, ONNX) for supply-chain risks
Catches leaked credentials and PII in outbound LLM prompts
Checks declared npm/PyPI dependencies against real registries to catch slopsquatting
Scans MCP tool definitions for hidden instructions and confused-deputy sinks
Scans RAG content/scraped pages for indirect prompt injection
Scans files for leaked secrets and API keys
TLS certificate/cipher/protocol inspection
Finds lethal-trifecta toxic flows in MCP tool catalogs: untrusted input, sensitive data, egress
GuardBee MCP bridge to Agent Threat Rules (ATR) for runtime agent/MCP threat detection
Scans LLM/agent code for Unbounded Consumption / denial-of-wallet risks (OWASP LLM Top 10 2026 #6)
Probes vector-database endpoints for unauthenticated exposure of embeddings/RAG data
Scans code for insecure LLM/AI integration: exposed keys, unsafe output, prompt injection
KVKK/GDPR/CCPA compliance checks for codebases
OWASP MCP10 context oversharing: session dumps, unscoped memory, shared context, prompt leaks
CVE scanning for npm/pip/cargo dependencies via OSV
DNS record enumeration, misconfiguration and dangling-subdomain detection
MCP elicitation anti-patterns: secrets in forms, third-party authorize URLs, credentials in URLs
Active jailbreak/extraction/obfuscation red-teaming for live LLM endpoints
Scans Cursor/Claude/Windsurf/VS Code MCP configs for unpinned versions, secrets, typosquats
Scans MCP server tool definitions for excessive agency, injection sinks, hardcoded secrets
Scans agent code for untrusted input poisoning persistent cross-session memory
Finds PII and credentials in PDFs, screenshots and scanned documents
KVKK/GDPR-compliant LLM-to-database gateway: PII masking, RBAC, rate limiting, audit log
Finds transitive excessive agency across LangGraph/CrewAI/AutoGen orchestration graphs
OWASP MCP08 audit/telemetry gaps: missing tool-call logs, raw args in logs, disabled audit
Scans Agent2Agent (A2A) protocol code for webhook SSRF, missing auth, and credential exposure
MCP elicitation anti-patterns: secrets in forms, third-party authorize URLs, credentials in URLs
MCP gateway: many servers, one policy, lethal-trifecta blocking, PII masking, audit log
Scans RAG content/scraped pages for indirect prompt injection
Finds lethal-trifecta toxic flows in MCP tool catalogs: untrusted input, sensitive data, egress
Scans Agent2Agent (A2A) protocol code for webhook SSRF, missing auth, and credential exposure
Finds transitive excessive agency across LangGraph/CrewAI/AutoGen orchestration graphs
Scans code for insecure LLM/AI integration: exposed keys, unsafe output, prompt injection
KVKK/GDPR/CCPA compliance checks for codebases
KVKK/GDPR-compliant LLM-to-database gateway: PII masking, RBAC, rate limiting, audit log
DNS record enumeration, misconfiguration and dangling-subdomain detection
Active jailbreak/extraction/obfuscation red-teaming for live LLM endpoints
Scans Cursor/Claude/Windsurf/VS Code MCP configs for unpinned versions, secrets, typosquats
Scans MCP server tool definitions for excessive agency, injection sinks, hardcoded secrets
Scans agent code for untrusted input poisoning persistent cross-session memory
Scans ML model files (PyTorch, safetensors, Keras, ONNX) for supply-chain risks
Scans MCP server auth code for OAuth 2.1 anti-patterns: token passthrough, missing audience
Bundle of secret-scanner, dependency-auditor, ssl-inspector, and dns-intelligence
Checks declared npm/PyPI dependencies against real registries to catch slopsquatting
TLS certificate/cipher/protocol inspection
Scans MCP tool definitions for hidden instructions and confused-deputy sinks
Scans LLM/agent code for Unbounded Consumption / denial-of-wallet risks (OWASP LLM Top 10 2026 #6)
Probes vector-database endpoints for unauthenticated exposure of embeddings/RAG data
Triggers GuardBee scans, queries findings, AI-assisted remediation guidance
Catches leaked credentials and PII in outbound LLM prompts
Scans files for leaked secrets and API keys
CVE scanning for npm/pip/cargo dependencies via OSV
Baselines an MCP server's tools and detects tool-definition changes after approval