The Citadel: Neuro-Symbolic Security Gateway - Secure Agents Buildathon
AI Tinkerers - San Francisco
Hackathon Showcase 1st Place Winner

The Citadel: Neuro-Symbolic Security Gateway

Deploy the intelligent Stdio Firewall to sanitize MCP tool interactions, blocking injection attacks and data exfiltration.

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The Model Context Protocol (MCP) transforms LLMs into agents but introduces a massive attack surface: it is a “dumb pipe” connecting untrusted inputs directly to sensitive OS tools. Recent research (Palo Alto Unit 42, 2025) highlights that Visual Injection (attacks hidden in images) has a 90% Attack Success Rate (ASR) because traditional text filters cannot see them. Furthermore, Indirect Injection via documents and Session Hijacking threaten to exfiltrate proprietary data.

The Citadel is the first Defense-in-Depth solution for MCP, operating as a “One-Pass” Security Kernel at the transport layer (Stdio). It implements a Tier 2 Detection Strategy (Inference-time) without the latency of heavy LLM-based guardrails:

Visual Injection Defense (OCR Sidecar): We use PaddleOCR (optimized for speed) to extract and scan text from images before the Agent processes them. This neutralizes the “90% ASR” vector where attackers hide prompts in white space or metadata.
Data Sovereignty (DLP Sanitization): Instead of binary blocking, our Output Sanitizer (using Microsoft Presidio + Regex) implements “Information Flow Control.” It surgically Redacts secrets (API Keys, PII) from tool outputs in real-time. The Agent remains functional but mathematically incapable of leaking the secret.

Zero Trust Identity Graph: Addressing “Session Hijacking,” our Go Kernel tracks stateful risk. If an agent’s behavior drifts (e.g., rapid file enumeration), the system’s “Trust Score” degrades, triggering a dynamic Lockdown Mode.

Startup founder building in the secure data requisition space for cross domain and focusing on enterprise.

<50ms inference) AI Tinkerers DLP: Microsoft Presidio (Contextual PII) + Regex Heuristics Google Cloud Kernel: Go 1.22 (High-throughput Stdio Proxy & Rule Engine) Protocol: MCP JSON-RPC Deep Inspection Vision: Python Sidecar + PaddleOCR (Lightweight

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