Scans Agent2Agent (A2A) protocol code for webhook SSRF, missing auth, and credential exposure
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Evidence for your next connection.
Independent measurements of remote MCP servers. Every observation has a timestamp.
Read-only probesio.github.GuardBee
The registry namespace is a GitHub login.
Scans Agent2Agent (A2A) protocol code for webhook SSRF, missing auth, and credential exposure
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Finds transitive excessive agency across LangGraph/CrewAI/AutoGen orchestration graphs
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Scans code for insecure LLM/AI integration: exposed keys, unsafe output, prompt injection
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OWASP MCP08 audit/telemetry gaps: missing tool-call logs, raw args in logs, disabled audit
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KVKK/GDPR/CCPA compliance checks for codebases
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OWASP MCP10 context oversharing: session dumps, unscoped memory, shared context, prompt leaks
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KVKK/GDPR-compliant LLM-to-database gateway: PII masking, RBAC, rate limiting, audit log
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CVE scanning for npm/pip/cargo dependencies via OSV
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DNS record enumeration, misconfiguration and dangling-subdomain detection
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Finds PII and credentials in PDFs, screenshots and scanned documents
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MCP elicitation anti-patterns: secrets in forms, third-party authorize URLs, credentials in URLs
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Active jailbreak/extraction/obfuscation red-teaming for live LLM endpoints
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Scans Cursor/Claude/Windsurf/VS Code MCP configs for unpinned versions, secrets, typosquats
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Scans MCP server tool definitions for excessive agency, injection sinks, hardcoded secrets
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Scans agent code for untrusted input poisoning persistent cross-session memory
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Scans ML model files (PyTorch, joblib, NumPy, GGUF, TensorFlow…) and HF repos for supply-chain risks
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Scans MCP server auth code for OAuth 2.1 anti-patterns: token passthrough, missing audience
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Unified OWASP MCP Top 10 scan — path or live tools/list, A–F grade, SARIF
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Scans RAG content/scraped pages for indirect prompt injection
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Catches leaked credentials and PII in outbound LLM prompts
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Audits shipped apps for how easily they can be reverse engineered
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Baselines an MCP server's tools and detects tool-definition changes after approval
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Scans files for leaked secrets and API keys
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Fix GuardBee AI Security Engineer findings in your repo with your coding agent, then verify
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MCP gateway: many servers, one policy, lethal-trifecta blocking, PII masking, audit log
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Every GuardBee MCP security tool in one server: OWASP MCP Top 10, secrets, supply chain, TLS/DNS
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Checks declared npm/PyPI dependencies against real registries to catch slopsquatting
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TLS certificate/cipher/protocol inspection
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GuardBee MCP bridge to Agent Threat Rules (ATR) for runtime agent/MCP threat detection
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Scans MCP tool definitions for hidden instructions and confused-deputy sinks
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Finds lethal-trifecta toxic flows in MCP tool catalogs: untrusted input, sensitive data, egress
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Scans LLM/agent code for Unbounded Consumption / denial-of-wallet risks (OWASP LLM Top 10 2026 #6)
Finance & CryptoPayments & trading
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Probes vector-database endpoints for unauthenticated exposure of embeddings/RAG data
Developer ToolsAI / LLM tooling
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Triggers GuardBee scans, queries findings, AI-assisted remediation guidance
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