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Public story · 2026-03-04 · source-backed
Plug-in security cognition layer with pre-invocation probing, runtime sandboxed projection, and post-invocation trace reasoning. Undefended MCP agents achieve only 10% defense rate; MCPShield reaches 95.3%. (arXiv 2602.14281)
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MCPShield supports MCP / Same source domain / Shared topic / Tension
Linked by a graph relationship (MCPShield supports MCP); reported by the same outlet (arxiv.org); overlapping topics (agent, layer).
MCPShield supports MCP / Same source domain / Shared topic
Linked by a graph relationship (MCPShield supports MCP); reported by the same outlet (arxiv.org); overlapping topics (agent, only).
Linked by a graph relationship (MCPShield supports MCP); reported by the same outlet (arxiv.org); overlapping topics (agent, reasoning).
Linked by a graph relationship (MCPShield supports MCP); reported by the same outlet (arxiv.org); overlapping topics (agent, only).
Linked by a graph relationship (MCPShield supports MCP); reported by the same outlet (arxiv.org); overlapping topics (agent, reasoning).
MCPShield supports MCP / Shared topic / Tension
Linked by a graph relationship (MCPShield supports MCP); overlapping topics (agent, reach); pushes against this story (against).
Linked by a graph relationship (MCPShield supports MCP); overlapping topics (achieve, agent); pushes against this story (vs).
MCPShield supports MCP / Shared topic
Linked by a graph relationship (MCPShield supports MCP); overlapping topics (agent, layer, runtime).